2021-04-15 00:48:23,049 INFO : Collect envs from system: PyTorch version: 1.8.1 Is debug build: False CUDA used to build PyTorch: 11.1 ROCM used to build PyTorch: N/A OS: Ubuntu 18.04.5 LTS (x86_64) GCC version: (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0 Clang version: Could not collect CMake version: version 3.10.2 Python version: 3.9 (64-bit runtime) Is CUDA available: True CUDA runtime version: Could not collect GPU models and configuration: GPU 0: GeForce GTX 1080 GPU 1: GeForce GTX 1080 GPU 2: GeForce GTX 1080 GPU 3: GeForce GTX 1080 GPU 4: GeForce GTX 1080 GPU 5: GeForce GTX 1080 GPU 6: GeForce GTX 1080 GPU 7: GeForce GTX 1080 Nvidia driver version: 450.102.04 cuDNN version: Could not collect HIP runtime version: N/A MIOpen runtime version: N/A Versions of relevant libraries: [pip3] numpy==1.20.2 [pip3] torch==1.8.1 [pip3] torchaudio==0.8.0a0+e4e171a [pip3] torchvision==0.9.1 [conda] blas 2.106 mkl conda-forge [conda] cudatoolkit 11.1.1 h6406543_8 conda-forge [conda] ffmpeg 4.3 hf484d3e_0 pytorch [conda] libblas 3.9.0 6_mkl conda-forge [conda] libcblas 3.9.0 6_mkl conda-forge [conda] liblapack 3.9.0 6_mkl conda-forge [conda] liblapacke 3.9.0 6_mkl conda-forge [conda] mkl 2020.4 h726a3e6_304 conda-forge [conda] numpy 1.20.2 py39hdbf815f_0 conda-forge [conda] pytorch 1.8.1 py3.9_cuda11.1_cudnn8.0.5_0 pytorch [conda] torchaudio 0.8.1 py39 pytorch [conda] torchvision 0.9.1 py39_cu111 pytorch 2021-04-15 00:48:23,053 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_shufflenetv2_x2_0'), ('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://127.0.0.1:41543', 'modifications': ['model.name=cifar100_shufflenetv2_x2_0'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/shufflenetv2_x2_0'), 'world_size': 1} 2021-04-15 00:48:23,255 INFO : Model details: n_params=5.55M, flops=188.00M. 2021-04-15 00:48:29,300 INFO : Train start, epoch=0001, lr=0.100000 2021-04-15 00:48:32,390 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.45ms, fps=828 images/s, loss=4.7313, top1-acc=1.29%, top5-acc=6.41%, remaining_time=0:00:57.472884, arrival_time=2021-04-15 00:49:29.863287, cost_time=0:00:03.089941 2021-04-15 00:48:34,533 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.35ms, fps=1195 images/s, loss=4.7147, top1-acc=1.29%, top5-acc=6.37%, remaining_time=0:00:46.047936, arrival_time=2021-04-15 00:49:20.581026, cost_time=0:00:05.232721 2021-04-15 00:48:36,678 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.66ms, fps=1194 images/s, loss=4.6504, top1-acc=1.73%, top5-acc=8.07%, remaining_time=0:00:40.822720, arrival_time=2021-04-15 00:49:17.500680, cost_time=0:00:07.377594 2021-04-15 00:48:38,827 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.51ms, fps=1191 images/s, loss=4.5775, top1-acc=2.37%, top5-acc=10.25%, remaining_time=0:00:37.155612, arrival_time=2021-04-15 00:49:15.983100, cost_time=0:00:09.527096 2021-04-15 00:48:40,975 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.58ms, fps=1192 images/s, loss=4.4996, top1-acc=2.98%, top5-acc=12.39%, remaining_time=0:00:34.089978, arrival_time=2021-04-15 00:49:15.064996, cost_time=0:00:11.674665 2021-04-15 00:48:43,119 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.69ms, fps=1194 images/s, loss=4.4395, top1-acc=3.71%, top5-acc=14.39%, remaining_time=0:00:31.323384, arrival_time=2021-04-15 00:49:14.442909, cost_time=0:00:13.819168 2021-04-15 00:48:45,272 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.64ms, fps=1189 images/s, loss=4.3794, top1-acc=4.30%, top5-acc=16.11%, remaining_time=0:00:28.750680, arrival_time=2021-04-15 00:49:14.023622, cost_time=0:00:15.972605 2021-04-15 00:48:47,412 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.36ms, fps=1197 images/s, loss=4.3195, top1-acc=4.87%, top5-acc=17.85%, remaining_time=0:00:26.262980, arrival_time=2021-04-15 00:49:13.675705, cost_time=0:00:18.112403 2021-04-15 00:48:49,561 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.77ms, fps=1192 images/s, loss=4.2675, top1-acc=5.51%, top5-acc=19.38%, remaining_time=0:00:23.863038, arrival_time=2021-04-15 00:49:13.424546, cost_time=0:00:20.261090 2021-04-15 00:48:51,710 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.59ms, fps=1192 images/s, loss=4.2228, top1-acc=6.02%, top5-acc=20.71%, remaining_time=0:00:21.513408, arrival_time=2021-04-15 00:49:13.223561, cost_time=0:00:22.409841 2021-04-15 00:48:53,864 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.49ms, fps=1189 images/s, loss=4.1817, top1-acc=6.51%, top5-acc=21.95%, remaining_time=0:00:19.204402, arrival_time=2021-04-15 00:49:13.068524, cost_time=0:00:24.563771 2021-04-15 00:48:56,015 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.42ms, fps=1190 images/s, loss=4.1344, top1-acc=7.16%, top5-acc=23.21%, remaining_time=0:00:16.919880, arrival_time=2021-04-15 00:49:12.935762, cost_time=0:00:26.715557 2021-04-15 00:48:58,164 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.39ms, fps=1192 images/s, loss=4.0948, top1-acc=7.68%, top5-acc=24.37%, remaining_time=0:00:14.653914, arrival_time=2021-04-15 00:49:12.818049, cost_time=0:00:28.863767 2021-04-15 00:49:00,305 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.42ms, fps=1196 images/s, loss=4.0574, top1-acc=8.15%, top5-acc=25.49%, remaining_time=0:00:12.402264, arrival_time=2021-04-15 00:49:12.708203, cost_time=0:00:31.005655 2021-04-15 00:49:02,452 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.45ms, fps=1193 images/s, loss=4.0216, top1-acc=8.64%, top5-acc=26.52%, remaining_time=0:00:10.166506, arrival_time=2021-04-15 00:49:12.618530, cost_time=0:00:33.151634 2021-04-15 00:49:04,602 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.64ms, fps=1191 images/s, loss=3.9883, top1-acc=9.14%, top5-acc=27.49%, remaining_time=0:00:07.943004, arrival_time=2021-04-15 00:49:12.545501, cost_time=0:00:35.302196 2021-04-15 00:49:06,746 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.44ms, fps=1194 images/s, loss=3.9592, top1-acc=9.53%, top5-acc=28.36%, remaining_time=0:00:05.727046, arrival_time=2021-04-15 00:49:12.473355, cost_time=0:00:37.446022 2021-04-15 00:49:08,893 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.51ms, fps=1193 images/s, loss=3.9267, top1-acc=9.96%, top5-acc=29.23%, remaining_time=0:00:03.519360, arrival_time=2021-04-15 00:49:12.412502, cost_time=0:00:39.592809 2021-04-15 00:49:11,033 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.44ms, fps=1196 images/s, loss=3.8978, top1-acc=10.41%, top5-acc=30.10%, remaining_time=0:00:01.317900, arrival_time=2021-04-15 00:49:12.351792, cost_time=0:00:41.733593 2021-04-15 00:49:12,198 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.50ms, fps=1169 images/s, loss=3.8804, top1-acc=10.63%, top5-acc=30.55%, remaining_time=0:00:00, arrival_time=2021-04-15 00:49:12.198063, cost_time=0:00:42.897786 2021-04-15 00:49:13,377 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=1.54ms, fps=2174 images/s, loss=3.5032, top1-acc=16.05%, top5-acc=41.84%, remaining_time=0:00:03.532410, arrival_time=2021-04-15 00:49:16.910238, cost_time=0:00:01.177474 2021-04-15 00:49:14,232 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.39ms, fps=2997 images/s, loss=3.5476, top1-acc=15.14%, top5-acc=40.55%, remaining_time=0:00:02.032220, arrival_time=2021-04-15 00:49:16.264634, cost_time=0:00:02.032223 2021-04-15 00:49:15,085 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.36ms, fps=3001 images/s, loss=3.5376, top1-acc=15.43%, top5-acc=40.74%, remaining_time=0:00:00.961880, arrival_time=2021-04-15 00:49:16.047695, cost_time=0:00:02.885625 2021-04-15 00:49:15,873 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.07ms, fps=2961 images/s, loss=3.5269, top1-acc=15.59%, top5-acc=41.24%, remaining_time=0:00:00, arrival_time=2021-04-15 00:49:15.872966, cost_time=0:00:03.672797 2021-04-15 00:49:16,126 INFO : Epoch=0001 complete, best val top1-acc=15.59%, top5-acc=41.24% (epoch=1), remaining_time=2:35:18.625337, arrival_time=2021-04-15 03:24:34.751842, cost_time=0:00:46.827263 2021-04-15 00:49:16,128 INFO : Train start, epoch=0002, lr=0.099994 2021-04-15 00:49:18,432 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.52ms, fps=1111 images/s, loss=3.3492, top1-acc=18.16%, top5-acc=46.68%, remaining_time=0:00:42.847890, arrival_time=2021-04-15 00:50:01.279861, cost_time=0:00:02.303650 2021-04-15 00:49:20,579 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=2.05ms, fps=1192 images/s, loss=3.3334, top1-acc=18.57%, top5-acc=46.74%, remaining_time=0:00:39.168624, arrival_time=2021-04-15 00:49:59.747985, cost_time=0:00:04.450980 2021-04-15 00:49:22,721 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.32ms, fps=1195 images/s, loss=3.2960, top1-acc=19.92%, top5-acc=47.50%, remaining_time=0:00:36.483148, arrival_time=2021-04-15 00:49:59.204814, cost_time=0:00:06.593349 2021-04-15 00:49:24,868 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.35ms, fps=1193 images/s, loss=3.2768, top1-acc=20.11%, top5-acc=48.31%, remaining_time=0:00:34.087716, arrival_time=2021-04-15 00:49:58.956474, cost_time=0:00:08.740431 2021-04-15 00:49:27,011 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.46ms, fps=1195 images/s, loss=3.2581, top1-acc=20.45%, top5-acc=48.84%, remaining_time=0:00:31.780112, arrival_time=2021-04-15 00:49:58.792014, cost_time=0:00:10.883576 2021-04-15 00:49:29,159 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.28ms, fps=1192 images/s, loss=3.2389, top1-acc=20.97%, top5-acc=49.34%, remaining_time=0:00:29.536752, arrival_time=2021-04-15 00:49:58.696044, cost_time=0:00:13.030909 2021-04-15 00:49:31,303 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.53ms, fps=1194 images/s, loss=3.2265, top1-acc=21.13%, top5-acc=49.55%, remaining_time=0:00:27.314784, arrival_time=2021-04-15 00:49:58.617972, cost_time=0:00:15.174858 2021-04-15 00:49:33,448 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.51ms, fps=1193 images/s, loss=3.2114, top1-acc=21.36%, top5-acc=49.89%, remaining_time=0:00:25.114580, arrival_time=2021-04-15 00:49:58.563292, cost_time=0:00:17.320396 2021-04-15 00:49:35,594 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.41ms, fps=1193 images/s, loss=3.2010, top1-acc=21.48%, top5-acc=50.11%, remaining_time=0:00:22.926528, arrival_time=2021-04-15 00:49:58.520785, cost_time=0:00:19.465930 2021-04-15 00:49:37,737 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.99ms, fps=1194 images/s, loss=3.1896, top1-acc=21.57%, top5-acc=50.49%, remaining_time=0:00:20.745120, arrival_time=2021-04-15 00:49:58.483007, cost_time=0:00:21.609533 2021-04-15 00:49:39,883 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.40ms, fps=1193 images/s, loss=3.1794, top1-acc=21.78%, top5-acc=50.84%, remaining_time=0:00:18.572388, arrival_time=2021-04-15 00:49:58.456069, cost_time=0:00:23.755329 2021-04-15 00:49:42,039 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.61ms, fps=1188 images/s, loss=3.1669, top1-acc=22.00%, top5-acc=51.24%, remaining_time=0:00:16.410148, arrival_time=2021-04-15 00:49:58.449297, cost_time=0:00:25.910806 2021-04-15 00:49:44,189 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.74ms, fps=1191 images/s, loss=3.1530, top1-acc=22.22%, top5-acc=51.66%, remaining_time=0:00:14.246232, arrival_time=2021-04-15 00:49:58.435263, cost_time=0:00:28.060707 2021-04-15 00:49:46,333 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.59ms, fps=1194 images/s, loss=3.1378, top1-acc=22.44%, top5-acc=52.07%, remaining_time=0:00:12.082224, arrival_time=2021-04-15 00:49:58.416074, cost_time=0:00:30.205526 2021-04-15 00:49:48,488 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.80ms, fps=1188 images/s, loss=3.1237, top1-acc=22.66%, top5-acc=52.41%, remaining_time=0:00:09.923718, arrival_time=2021-04-15 00:49:58.412039, cost_time=0:00:32.359989 2021-04-15 00:49:50,634 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.51ms, fps=1193 images/s, loss=3.1080, top1-acc=22.98%, top5-acc=52.78%, remaining_time=0:00:07.763832, arrival_time=2021-04-15 00:49:58.398070, cost_time=0:00:34.505871 2021-04-15 00:49:52,781 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.52ms, fps=1192 images/s, loss=3.0960, top1-acc=23.13%, top5-acc=53.10%, remaining_time=0:00:05.605834, arrival_time=2021-04-15 00:49:58.387717, cost_time=0:00:36.653538 2021-04-15 00:49:54,931 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.69ms, fps=1191 images/s, loss=3.0830, top1-acc=23.38%, top5-acc=53.38%, remaining_time=0:00:03.449200, arrival_time=2021-04-15 00:49:58.380955, cost_time=0:00:38.803418 2021-04-15 00:49:57,078 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.34ms, fps=1193 images/s, loss=3.0694, top1-acc=23.62%, top5-acc=53.76%, remaining_time=0:00:01.293156, arrival_time=2021-04-15 00:49:58.371476, cost_time=0:00:40.949961 2021-04-15 00:49:58,248 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.36ms, fps=1163 images/s, loss=3.0602, top1-acc=23.76%, top5-acc=53.95%, remaining_time=0:00:00, arrival_time=2021-04-15 00:49:58.248238, cost_time=0:00:42.119913 2021-04-15 00:49:59,223 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=1.51ms, fps=2630 images/s, loss=3.1094, top1-acc=21.84%, top5-acc=52.62%, remaining_time=0:00:02.920350, arrival_time=2021-04-15 00:50:02.144022, cost_time=0:00:00.973449 2021-04-15 00:50:00,078 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=1.43ms, fps=2995 images/s, loss=3.1040, top1-acc=22.09%, top5-acc=52.97%, remaining_time=0:00:01.828700, arrival_time=2021-04-15 00:50:01.907618, cost_time=0:00:01.828703 2021-04-15 00:50:00,938 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.37ms, fps=2982 images/s, loss=3.0823, top1-acc=22.67%, top5-acc=53.66%, remaining_time=0:00:00.895880, arrival_time=2021-04-15 00:50:01.833805, cost_time=0:00:02.687636 2021-04-15 00:50:01,723 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.09ms, fps=2954 images/s, loss=3.0589, top1-acc=23.22%, top5-acc=53.93%, remaining_time=0:00:00, arrival_time=2021-04-15 00:50:01.723792, cost_time=0:00:03.473526 2021-04-15 00:50:02,301 INFO : Epoch=0002 complete, best val top1-acc=23.22%, top5-acc=53.93% (epoch=2), remaining_time=2:33:27.211860, arrival_time=2021-04-15 03:23:29.513244, cost_time=0:01:33.002139 2021-04-15 00:50:02,302 INFO : Train start, epoch=0003, lr=0.099975 2021-04-15 00:50:04,612 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.44ms, fps=1109 images/s, loss=2.7541, top1-acc=28.87%, top5-acc=60.35%, remaining_time=0:00:42.950748, arrival_time=2021-04-15 00:50:47.563124, cost_time=0:00:02.309180 2021-04-15 00:50:06,757 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.62ms, fps=1194 images/s, loss=2.7420, top1-acc=29.86%, top5-acc=61.66%, remaining_time=0:00:39.197488, arrival_time=2021-04-15 00:50:45.954899, cost_time=0:00:04.454265 2021-04-15 00:50:08,915 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.42ms, fps=1186 images/s, loss=2.7374, top1-acc=30.21%, top5-acc=61.76%, remaining_time=0:00:36.589554, arrival_time=2021-04-15 00:50:45.505337, cost_time=0:00:06.612556 2021-04-15 00:50:11,071 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.72ms, fps=1188 images/s, loss=2.7292, top1-acc=30.21%, top5-acc=61.61%, remaining_time=0:00:34.195980, arrival_time=2021-04-15 00:50:45.267353, cost_time=0:00:08.768198 2021-04-15 00:50:13,218 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.67ms, fps=1193 images/s, loss=2.7226, top1-acc=30.41%, top5-acc=61.90%, remaining_time=0:00:31.873114, arrival_time=2021-04-15 00:50:45.091678, cost_time=0:00:10.915429 2021-04-15 00:50:15,374 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.50ms, fps=1188 images/s, loss=2.7006, top1-acc=30.87%, top5-acc=62.47%, remaining_time=0:00:29.627056, arrival_time=2021-04-15 00:50:45.000988, cost_time=0:00:13.070788 2021-04-15 00:50:17,524 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.44ms, fps=1191 images/s, loss=2.6928, top1-acc=31.16%, top5-acc=62.66%, remaining_time=0:00:27.397566, arrival_time=2021-04-15 00:50:44.921652, cost_time=0:00:15.220902 2021-04-15 00:50:19,682 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.34ms, fps=1186 images/s, loss=2.6793, top1-acc=31.34%, top5-acc=63.02%, remaining_time=0:00:25.200536, arrival_time=2021-04-15 00:50:44.883318, cost_time=0:00:17.379640 2021-04-15 00:50:21,838 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.53ms, fps=1188 images/s, loss=2.6707, top1-acc=31.39%, top5-acc=63.21%, remaining_time=0:00:23.008254, arrival_time=2021-04-15 00:50:44.846706, cost_time=0:00:19.535299 2021-04-15 00:50:23,989 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.40ms, fps=1190 images/s, loss=2.6619, top1-acc=31.62%, top5-acc=63.45%, remaining_time=0:00:20.819232, arrival_time=2021-04-15 00:50:44.808980, cost_time=0:00:21.686682 2021-04-15 00:50:26,138 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.60ms, fps=1192 images/s, loss=2.6505, top1-acc=31.87%, top5-acc=63.71%, remaining_time=0:00:18.634996, arrival_time=2021-04-15 00:50:44.773571, cost_time=0:00:23.835418 2021-04-15 00:50:28,286 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.57ms, fps=1192 images/s, loss=2.6369, top1-acc=32.08%, top5-acc=64.03%, remaining_time=0:00:16.456280, arrival_time=2021-04-15 00:50:44.742961, cost_time=0:00:25.983567 2021-04-15 00:50:30,439 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.55ms, fps=1189 images/s, loss=2.6305, top1-acc=32.21%, top5-acc=64.21%, remaining_time=0:00:14.284578, arrival_time=2021-04-15 00:50:44.723957, cost_time=0:00:28.136258 2021-04-15 00:50:32,589 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.39ms, fps=1191 images/s, loss=2.6224, top1-acc=32.37%, top5-acc=64.39%, remaining_time=0:00:12.114368, arrival_time=2021-04-15 00:50:44.703435, cost_time=0:00:30.285966 2021-04-15 00:50:34,739 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.32ms, fps=1191 images/s, loss=2.6133, top1-acc=32.49%, top5-acc=64.64%, remaining_time=0:00:09.947040, arrival_time=2021-04-15 00:50:44.686181, cost_time=0:00:32.436061 2021-04-15 00:50:36,883 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.89ms, fps=1194 images/s, loss=2.6019, top1-acc=32.72%, top5-acc=64.96%, remaining_time=0:00:07.780608, arrival_time=2021-04-15 00:50:44.664197, cost_time=0:00:34.580467 2021-04-15 00:50:39,033 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.40ms, fps=1191 images/s, loss=2.5911, top1-acc=33.02%, top5-acc=65.13%, remaining_time=0:00:05.617508, arrival_time=2021-04-15 00:50:44.650550, cost_time=0:00:36.729943 2021-04-15 00:50:41,178 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.44ms, fps=1194 images/s, loss=2.5794, top1-acc=33.31%, top5-acc=65.34%, remaining_time=0:00:03.455552, arrival_time=2021-04-15 00:50:44.633652, cost_time=0:00:38.875026 2021-04-15 00:50:43,325 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.29ms, fps=1192 images/s, loss=2.5673, top1-acc=33.50%, top5-acc=65.58%, remaining_time=0:00:01.295454, arrival_time=2021-04-15 00:50:44.621285, cost_time=0:00:41.022759 2021-04-15 00:50:44,496 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.26ms, fps=1162 images/s, loss=2.5611, top1-acc=33.55%, top5-acc=65.71%, remaining_time=0:00:00, arrival_time=2021-04-15 00:50:44.496293, cost_time=0:00:42.193176 2021-04-15 00:50:45,481 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=1.32ms, fps=2603 images/s, loss=2.5286, top1-acc=34.37%, top5-acc=66.64%, remaining_time=0:00:02.950830, arrival_time=2021-04-15 00:50:48.432648, cost_time=0:00:00.983614 2021-04-15 00:50:46,339 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.36ms, fps=2986 images/s, loss=2.5312, top1-acc=33.96%, top5-acc=66.05%, remaining_time=0:00:01.841700, arrival_time=2021-04-15 00:50:48.181515, cost_time=0:00:01.841694 2021-04-15 00:50:47,195 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.37ms, fps=2993 images/s, loss=2.5497, top1-acc=33.95%, top5-acc=65.78%, remaining_time=0:00:00.899180, arrival_time=2021-04-15 00:50:48.094829, cost_time=0:00:02.697539 2021-04-15 00:50:47,978 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.07ms, fps=2964 images/s, loss=2.5542, top1-acc=33.73%, top5-acc=65.68%, remaining_time=0:00:00, arrival_time=2021-04-15 00:50:47.978639, cost_time=0:00:03.480556 2021-04-15 00:50:48,659 INFO : Epoch=0003 complete, best val top1-acc=33.73%, top5-acc=65.68% (epoch=3), remaining_time=2:32:31.327089, arrival_time=2021-04-15 03:23:19.986631, cost_time=0:02:19.360311 2021-04-15 00:50:48,660 INFO : Train start, epoch=0004, lr=0.099944 2021-04-15 00:50:50,966 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.36ms, fps=1111 images/s, loss=2.3249, top1-acc=37.58%, top5-acc=70.51%, remaining_time=0:00:42.876720, arrival_time=2021-04-15 00:51:33.842912, cost_time=0:00:02.305195 2021-04-15 00:50:53,121 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.89ms, fps=1188 images/s, loss=2.2757, top1-acc=38.28%, top5-acc=71.62%, remaining_time=0:00:39.252400, arrival_time=2021-04-15 00:51:32.373897, cost_time=0:00:04.460499 2021-04-15 00:50:55,272 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.92ms, fps=1191 images/s, loss=2.2741, top1-acc=38.68%, top5-acc=71.71%, remaining_time=0:00:36.580590, arrival_time=2021-04-15 00:51:31.852605, cost_time=0:00:06.610942 2021-04-15 00:50:57,425 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.49ms, fps=1189 images/s, loss=2.2701, top1-acc=38.79%, top5-acc=71.93%, remaining_time=0:00:34.180068, arrival_time=2021-04-15 00:51:31.605220, cost_time=0:00:08.764137 2021-04-15 00:50:59,573 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.37ms, fps=1192 images/s, loss=2.2748, top1-acc=38.70%, top5-acc=72.09%, remaining_time=0:00:31.864062, arrival_time=2021-04-15 00:51:31.437416, cost_time=0:00:10.912351 2021-04-15 00:51:01,726 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.30ms, fps=1189 images/s, loss=2.2783, top1-acc=38.69%, top5-acc=72.03%, remaining_time=0:00:29.614544, arrival_time=2021-04-15 00:51:31.340786, cost_time=0:00:13.065234 2021-04-15 00:51:03,886 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.88ms, fps=1185 images/s, loss=2.2745, top1-acc=38.65%, top5-acc=72.10%, remaining_time=0:00:27.405504, arrival_time=2021-04-15 00:51:31.291815, cost_time=0:00:15.225310 2021-04-15 00:51:06,035 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.65ms, fps=1192 images/s, loss=2.2593, top1-acc=39.05%, top5-acc=72.49%, remaining_time=0:00:25.192300, arrival_time=2021-04-15 00:51:31.227371, cost_time=0:00:17.374014 2021-04-15 00:51:08,183 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.42ms, fps=1192 images/s, loss=2.2521, top1-acc=39.33%, top5-acc=72.62%, remaining_time=0:00:22.993626, arrival_time=2021-04-15 00:51:31.177508, cost_time=0:00:19.522874 2021-04-15 00:51:10,329 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.56ms, fps=1193 images/s, loss=2.2440, top1-acc=39.53%, top5-acc=72.73%, remaining_time=0:00:20.801856, arrival_time=2021-04-15 00:51:31.131456, cost_time=0:00:21.668598 2021-04-15 00:51:12,479 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.67ms, fps=1191 images/s, loss=2.2407, top1-acc=39.61%, top5-acc=72.78%, remaining_time=0:00:18.621838, arrival_time=2021-04-15 00:51:31.101414, cost_time=0:00:23.818577 2021-04-15 00:51:14,624 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.52ms, fps=1194 images/s, loss=2.2436, top1-acc=39.63%, top5-acc=72.71%, remaining_time=0:00:16.443512, arrival_time=2021-04-15 00:51:31.067963, cost_time=0:00:25.963454 2021-04-15 00:51:16,769 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.33ms, fps=1194 images/s, loss=2.2357, top1-acc=39.86%, top5-acc=72.85%, remaining_time=0:00:14.270388, arrival_time=2021-04-15 00:51:31.039764, cost_time=0:00:28.108392 2021-04-15 00:51:18,912 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.56ms, fps=1195 images/s, loss=2.2318, top1-acc=39.94%, top5-acc=72.90%, remaining_time=0:00:12.100704, arrival_time=2021-04-15 00:51:31.013575, cost_time=0:00:30.251814 2021-04-15 00:51:21,055 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.34ms, fps=1195 images/s, loss=2.2275, top1-acc=40.09%, top5-acc=72.99%, remaining_time=0:00:09.934252, arrival_time=2021-04-15 00:51:30.989602, cost_time=0:00:32.394342 2021-04-15 00:51:23,200 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.48ms, fps=1194 images/s, loss=2.2222, top1-acc=40.24%, top5-acc=73.09%, remaining_time=0:00:07.771428, arrival_time=2021-04-15 00:51:30.972062, cost_time=0:00:34.539640 2021-04-15 00:51:25,340 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.44ms, fps=1197 images/s, loss=2.2152, top1-acc=40.38%, top5-acc=73.25%, remaining_time=0:00:05.609734, arrival_time=2021-04-15 00:51:30.949695, cost_time=0:00:36.678954 2021-04-15 00:51:27,487 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.42ms, fps=1192 images/s, loss=2.2079, top1-acc=40.56%, top5-acc=73.42%, remaining_time=0:00:03.451232, arrival_time=2021-04-15 00:51:30.938670, cost_time=0:00:38.826444 2021-04-15 00:51:29,636 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.08ms, fps=1192 images/s, loss=2.1994, top1-acc=40.79%, top5-acc=73.57%, remaining_time=0:00:01.293948, arrival_time=2021-04-15 00:51:30.929931, cost_time=0:00:40.974997 2021-04-15 00:51:30,804 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.25ms, fps=1164 images/s, loss=2.1966, top1-acc=40.85%, top5-acc=73.58%, remaining_time=0:00:00, arrival_time=2021-04-15 00:51:30.804764, cost_time=0:00:42.143716 2021-04-15 00:51:31,844 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=0.29ms, fps=2470 images/s, loss=2.1720, top1-acc=42.03%, top5-acc=74.34%, remaining_time=0:00:03.109080, arrival_time=2021-04-15 00:51:34.953276, cost_time=0:00:01.036362 2021-04-15 00:51:32,705 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.37ms, fps=2975 images/s, loss=2.2126, top1-acc=41.25%, top5-acc=73.85%, remaining_time=0:00:01.897080, arrival_time=2021-04-15 00:51:34.602058, cost_time=0:00:01.897085 2021-04-15 00:51:33,560 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.32ms, fps=2993 images/s, loss=2.2244, top1-acc=41.12%, top5-acc=73.75%, remaining_time=0:00:00.917660, arrival_time=2021-04-15 00:51:34.478466, cost_time=0:00:02.752980 2021-04-15 00:51:34,342 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.09ms, fps=2968 images/s, loss=2.2124, top1-acc=40.87%, top5-acc=73.56%, remaining_time=0:00:00, arrival_time=2021-04-15 00:51:34.342850, cost_time=0:00:03.535031 2021-04-15 00:51:34,968 INFO : Epoch=0004 complete, best val top1-acc=40.87%, top5-acc=73.56% (epoch=4), remaining_time=2:31:37.775120, arrival_time=2021-04-15 03:23:12.743230, cost_time=0:03:05.668882 2021-04-15 00:51:34,969 INFO : Train start, epoch=0005, lr=0.099901 2021-04-15 00:51:37,276 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.42ms, fps=1110 images/s, loss=2.0208, top1-acc=45.47%, top5-acc=78.05%, remaining_time=0:00:42.913176, arrival_time=2021-04-15 00:52:20.189990, cost_time=0:00:02.307157 2021-04-15 00:51:39,428 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.45ms, fps=1190 images/s, loss=2.0109, top1-acc=45.86%, top5-acc=77.79%, remaining_time=0:00:39.240784, arrival_time=2021-04-15 00:52:18.669639, cost_time=0:00:04.459187 2021-04-15 00:51:41,587 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.51ms, fps=1186 images/s, loss=1.9913, top1-acc=46.39%, top5-acc=78.11%, remaining_time=0:00:36.620264, arrival_time=2021-04-15 00:52:18.207975, cost_time=0:00:06.618112 2021-04-15 00:51:43,737 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.49ms, fps=1191 images/s, loss=1.9790, top1-acc=46.63%, top5-acc=78.22%, remaining_time=0:00:34.192704, arrival_time=2021-04-15 00:52:17.929668, cost_time=0:00:08.767370 2021-04-15 00:51:45,887 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.36ms, fps=1191 images/s, loss=1.9698, top1-acc=46.68%, top5-acc=78.43%, remaining_time=0:00:31.880998, arrival_time=2021-04-15 00:52:17.768744, cost_time=0:00:10.918148 2021-04-15 00:51:48,040 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.54ms, fps=1190 images/s, loss=1.9763, top1-acc=46.54%, top5-acc=78.31%, remaining_time=0:00:29.626512, arrival_time=2021-04-15 00:52:17.666607, cost_time=0:00:13.070503 2021-04-15 00:51:50,187 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.86ms, fps=1193 images/s, loss=1.9658, top1-acc=46.59%, top5-acc=78.47%, remaining_time=0:00:27.391770, arrival_time=2021-04-15 00:52:17.578952, cost_time=0:00:15.217619 2021-04-15 00:51:52,336 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.31ms, fps=1191 images/s, loss=1.9662, top1-acc=46.43%, top5-acc=78.41%, remaining_time=0:00:25.181628, arrival_time=2021-04-15 00:52:17.517834, cost_time=0:00:17.366649 2021-04-15 00:51:54,486 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.45ms, fps=1191 images/s, loss=1.9680, top1-acc=46.28%, top5-acc=78.42%, remaining_time=0:00:22.986312, arrival_time=2021-04-15 00:52:17.472557, cost_time=0:00:19.516653 2021-04-15 00:51:56,636 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.39ms, fps=1191 images/s, loss=1.9648, top1-acc=46.25%, top5-acc=78.52%, remaining_time=0:00:20.800032, arrival_time=2021-04-15 00:52:17.436269, cost_time=0:00:21.666716 2021-04-15 00:51:58,783 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.63ms, fps=1193 images/s, loss=1.9601, top1-acc=46.23%, top5-acc=78.63%, remaining_time=0:00:18.617968, arrival_time=2021-04-15 00:52:17.401213, cost_time=0:00:23.813679 2021-04-15 00:52:00,931 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.50ms, fps=1192 images/s, loss=1.9566, top1-acc=46.26%, top5-acc=78.62%, remaining_time=0:00:16.442752, arrival_time=2021-04-15 00:52:17.374555, cost_time=0:00:25.962251 2021-04-15 00:52:03,074 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.34ms, fps=1195 images/s, loss=1.9595, top1-acc=46.22%, top5-acc=78.60%, remaining_time=0:00:14.268870, arrival_time=2021-04-15 00:52:17.343756, cost_time=0:00:28.105357 2021-04-15 00:52:05,221 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.45ms, fps=1193 images/s, loss=1.9537, top1-acc=46.31%, top5-acc=78.74%, remaining_time=0:00:12.100872, arrival_time=2021-04-15 00:52:17.322677, cost_time=0:00:30.252225 2021-04-15 00:52:07,366 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.33ms, fps=1194 images/s, loss=1.9520, top1-acc=46.39%, top5-acc=78.74%, remaining_time=0:00:09.934942, arrival_time=2021-04-15 00:52:17.301093, cost_time=0:00:32.396612 2021-04-15 00:52:09,509 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.31ms, fps=1195 images/s, loss=1.9493, top1-acc=46.41%, top5-acc=78.82%, remaining_time=0:00:07.771392, arrival_time=2021-04-15 00:52:17.280405, cost_time=0:00:34.539487 2021-04-15 00:52:11,657 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.61ms, fps=1192 images/s, loss=1.9454, top1-acc=46.51%, top5-acc=78.84%, remaining_time=0:00:05.611138, arrival_time=2021-04-15 00:52:17.268885, cost_time=0:00:36.688153 2021-04-15 00:52:13,813 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.66ms, fps=1188 images/s, loss=1.9403, top1-acc=46.72%, top5-acc=78.89%, remaining_time=0:00:03.452768, arrival_time=2021-04-15 00:52:17.265891, cost_time=0:00:38.843583 2021-04-15 00:52:15,960 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.17ms, fps=1192 images/s, loss=1.9372, top1-acc=46.74%, top5-acc=78.95%, remaining_time=0:00:01.294458, arrival_time=2021-04-15 00:52:17.255196, cost_time=0:00:40.991212 2021-04-15 00:52:17,126 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.18ms, fps=1167 images/s, loss=1.9351, top1-acc=46.79%, top5-acc=79.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:52:17.126154, cost_time=0:00:42.156631 2021-04-15 00:52:18,169 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=0.21ms, fps=2457 images/s, loss=2.0934, top1-acc=43.91%, top5-acc=76.33%, remaining_time=0:00:03.125610, arrival_time=2021-04-15 00:52:21.295454, cost_time=0:00:01.041866 2021-04-15 00:52:19,028 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.28ms, fps=2983 images/s, loss=2.0660, top1-acc=44.30%, top5-acc=76.60%, remaining_time=0:00:01.900500, arrival_time=2021-04-15 00:52:20.929058, cost_time=0:00:01.900505 2021-04-15 00:52:19,884 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.36ms, fps=2993 images/s, loss=2.0782, top1-acc=44.17%, top5-acc=76.26%, remaining_time=0:00:00.918740, arrival_time=2021-04-15 00:52:20.802937, cost_time=0:00:02.756209 2021-04-15 00:52:20,667 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.06ms, fps=2964 images/s, loss=2.0790, top1-acc=44.16%, top5-acc=76.33%, remaining_time=0:00:00, arrival_time=2021-04-15 00:52:20.667429, cost_time=0:00:03.539473 2021-04-15 00:52:21,353 INFO : Epoch=0005 complete, best val top1-acc=44.16%, top5-acc=76.33% (epoch=5), remaining_time=2:30:50.098980, arrival_time=2021-04-15 03:23:11.452030, cost_time=0:03:52.053822 2021-04-15 00:52:21,354 INFO : Train start, epoch=0006, lr=0.099846 2021-04-15 00:52:23,684 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.31ms, fps=1099 images/s, loss=1.8088, top1-acc=49.45%, top5-acc=81.76%, remaining_time=0:00:43.342650, arrival_time=2021-04-15 00:53:07.027397, cost_time=0:00:02.330247 2021-04-15 00:52:25,828 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.58ms, fps=1194 images/s, loss=1.7725, top1-acc=50.86%, top5-acc=82.15%, remaining_time=0:00:39.373488, arrival_time=2021-04-15 00:53:05.202250, cost_time=0:00:04.474258 2021-04-15 00:52:27,972 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.29ms, fps=1194 images/s, loss=1.7401, top1-acc=51.41%, top5-acc=82.84%, remaining_time=0:00:36.619434, arrival_time=2021-04-15 00:53:04.591897, cost_time=0:00:06.617972 2021-04-15 00:52:30,125 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.49ms, fps=1190 images/s, loss=1.7406, top1-acc=51.51%, top5-acc=82.60%, remaining_time=0:00:34.204404, arrival_time=2021-04-15 00:53:04.329324, cost_time=0:00:08.770355 2021-04-15 00:52:32,273 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.62ms, fps=1192 images/s, loss=1.7443, top1-acc=51.68%, top5-acc=82.44%, remaining_time=0:00:31.882604, arrival_time=2021-04-15 00:53:04.155825, cost_time=0:00:10.918708 2021-04-15 00:52:34,425 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.38ms, fps=1190 images/s, loss=1.7483, top1-acc=51.38%, top5-acc=82.47%, remaining_time=0:00:29.627328, arrival_time=2021-04-15 00:53:04.052683, cost_time=0:00:13.070862 2021-04-15 00:52:36,574 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.50ms, fps=1191 images/s, loss=1.7468, top1-acc=51.33%, top5-acc=82.39%, remaining_time=0:00:27.396432, arrival_time=2021-04-15 00:53:03.971167, cost_time=0:00:15.220243 2021-04-15 00:52:38,726 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.77ms, fps=1190 images/s, loss=1.7475, top1-acc=51.23%, top5-acc=82.35%, remaining_time=0:00:25.189864, arrival_time=2021-04-15 00:53:03.916670, cost_time=0:00:17.372310 2021-04-15 00:52:40,873 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.34ms, fps=1193 images/s, loss=1.7443, top1-acc=51.32%, top5-acc=82.40%, remaining_time=0:00:22.989174, arrival_time=2021-04-15 00:53:03.862876, cost_time=0:00:19.519140 2021-04-15 00:52:43,048 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=9.22ms, fps=1177 images/s, loss=1.7499, top1-acc=51.17%, top5-acc=82.30%, remaining_time=0:00:20.826336, arrival_time=2021-04-15 00:53:03.874944, cost_time=0:00:21.694109 2021-04-15 00:52:45,199 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.45ms, fps=1191 images/s, loss=1.7516, top1-acc=51.26%, top5-acc=82.25%, remaining_time=0:00:18.642306, arrival_time=2021-04-15 00:53:03.841708, cost_time=0:00:23.844829 2021-04-15 00:52:47,352 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.39ms, fps=1190 images/s, loss=1.7536, top1-acc=51.30%, top5-acc=82.20%, remaining_time=0:00:16.465096, arrival_time=2021-04-15 00:53:03.817209, cost_time=0:00:25.997542 2021-04-15 00:52:49,500 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.80ms, fps=1192 images/s, loss=1.7479, top1-acc=51.52%, top5-acc=82.31%, remaining_time=0:00:14.289264, arrival_time=2021-04-15 00:53:03.789421, cost_time=0:00:28.145574 2021-04-15 00:52:51,650 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.37ms, fps=1191 images/s, loss=1.7475, top1-acc=51.60%, top5-acc=82.32%, remaining_time=0:00:12.118456, arrival_time=2021-04-15 00:53:03.769283, cost_time=0:00:30.296209 2021-04-15 00:52:53,799 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.54ms, fps=1192 images/s, loss=1.7462, top1-acc=51.65%, top5-acc=82.32%, remaining_time=0:00:09.949846, arrival_time=2021-04-15 00:53:03.749545, cost_time=0:00:32.445183 2021-04-15 00:52:55,950 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.46ms, fps=1190 images/s, loss=1.7416, top1-acc=51.77%, top5-acc=82.40%, remaining_time=0:00:07.784136, arrival_time=2021-04-15 00:53:03.734809, cost_time=0:00:34.596104 2021-04-15 00:52:58,097 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.61ms, fps=1193 images/s, loss=1.7381, top1-acc=51.84%, top5-acc=82.48%, remaining_time=0:00:05.619510, arrival_time=2021-04-15 00:53:03.717071, cost_time=0:00:36.742984 2021-04-15 00:53:00,245 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.46ms, fps=1192 images/s, loss=1.7370, top1-acc=51.86%, top5-acc=82.52%, remaining_time=0:00:03.456976, arrival_time=2021-04-15 00:53:03.702380, cost_time=0:00:38.890904 2021-04-15 00:53:02,399 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.36ms, fps=1188 images/s, loss=1.7382, top1-acc=51.82%, top5-acc=82.50%, remaining_time=0:00:01.296168, arrival_time=2021-04-15 00:53:03.696050, cost_time=0:00:41.045316 2021-04-15 00:53:03,568 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.22ms, fps=1165 images/s, loss=1.7378, top1-acc=51.81%, top5-acc=82.49%, remaining_time=0:00:00, arrival_time=2021-04-15 00:53:03.568240, cost_time=0:00:42.213736 2021-04-15 00:53:04,543 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=1.44ms, fps=2629 images/s, loss=1.7967, top1-acc=49.61%, top5-acc=80.78%, remaining_time=0:00:02.920830, arrival_time=2021-04-15 00:53:07.464693, cost_time=0:00:00.973613 2021-04-15 00:53:05,401 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.49ms, fps=2988 images/s, loss=1.8476, top1-acc=49.41%, top5-acc=79.67%, remaining_time=0:00:01.830600, arrival_time=2021-04-15 00:53:07.231514, cost_time=0:00:01.830604 2021-04-15 00:53:06,260 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.55ms, fps=2981 images/s, loss=1.8581, top1-acc=49.31%, top5-acc=79.99%, remaining_time=0:00:00.896680, arrival_time=2021-04-15 00:53:07.157055, cost_time=0:00:02.690052 2021-04-15 00:53:07,053 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.07ms, fps=2926 images/s, loss=1.8582, top1-acc=49.18%, top5-acc=80.01%, remaining_time=0:00:00, arrival_time=2021-04-15 00:53:07.053731, cost_time=0:00:03.483419 2021-04-15 00:53:07,693 INFO : Epoch=0006 complete, best val top1-acc=49.18%, top5-acc=80.01% (epoch=6), remaining_time=2:30:01.421132, arrival_time=2021-04-15 03:23:09.114829, cost_time=0:04:38.394466 2021-04-15 00:53:07,695 INFO : Train start, epoch=0007, lr=0.099778 2021-04-15 00:53:10,029 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.71ms, fps=1097 images/s, loss=1.5870, top1-acc=54.69%, top5-acc=84.18%, remaining_time=0:00:43.417422, arrival_time=2021-04-15 00:53:53.446890, cost_time=0:00:02.334270 2021-04-15 00:53:12,179 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.64ms, fps=1191 images/s, loss=1.5960, top1-acc=54.26%, top5-acc=84.55%, remaining_time=0:00:39.458144, arrival_time=2021-04-15 00:53:51.637221, cost_time=0:00:04.483870 2021-04-15 00:53:14,328 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.45ms, fps=1192 images/s, loss=1.5841, top1-acc=54.64%, top5-acc=85.18%, remaining_time=0:00:36.702434, arrival_time=2021-04-15 00:53:51.030661, cost_time=0:00:06.632960 2021-04-15 00:53:16,478 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.35ms, fps=1191 images/s, loss=1.5964, top1-acc=54.60%, top5-acc=85.07%, remaining_time=0:00:34.254168, arrival_time=2021-04-15 00:53:50.732582, cost_time=0:00:08.783134 2021-04-15 00:53:18,628 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.42ms, fps=1191 images/s, loss=1.6000, top1-acc=54.49%, top5-acc=84.80%, remaining_time=0:00:31.926112, arrival_time=2021-04-15 00:53:50.554885, cost_time=0:00:10.933612 2021-04-15 00:53:20,782 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.53ms, fps=1189 images/s, loss=1.5984, top1-acc=54.51%, top5-acc=84.97%, remaining_time=0:00:29.664728, arrival_time=2021-04-15 00:53:50.447361, cost_time=0:00:13.087358 2021-04-15 00:53:22,937 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.49ms, fps=1189 images/s, loss=1.5965, top1-acc=54.65%, top5-acc=84.98%, remaining_time=0:00:27.435618, arrival_time=2021-04-15 00:53:50.372860, cost_time=0:00:15.242027 2021-04-15 00:53:25,084 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.34ms, fps=1192 images/s, loss=1.5952, top1-acc=54.67%, top5-acc=85.02%, remaining_time=0:00:25.214804, arrival_time=2021-04-15 00:53:50.299437, cost_time=0:00:17.389504 2021-04-15 00:53:27,236 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.49ms, fps=1190 images/s, loss=1.5880, top1-acc=54.95%, top5-acc=85.13%, remaining_time=0:00:23.014720, arrival_time=2021-04-15 00:53:50.250756, cost_time=0:00:19.540832 2021-04-15 00:53:29,392 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.43ms, fps=1187 images/s, loss=1.5916, top1-acc=54.90%, top5-acc=85.11%, remaining_time=0:00:20.829600, arrival_time=2021-04-15 00:53:50.222241, cost_time=0:00:21.697491 2021-04-15 00:53:31,551 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.61ms, fps=1186 images/s, loss=1.5885, top1-acc=54.94%, top5-acc=85.13%, remaining_time=0:00:18.651164, arrival_time=2021-04-15 00:53:50.202564, cost_time=0:00:23.856181 2021-04-15 00:53:33,705 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.45ms, fps=1189 images/s, loss=1.5847, top1-acc=55.02%, top5-acc=85.22%, remaining_time=0:00:16.473152, arrival_time=2021-04-15 00:53:50.178568, cost_time=0:00:26.010278 2021-04-15 00:53:35,854 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.52ms, fps=1192 images/s, loss=1.5842, top1-acc=55.09%, top5-acc=85.17%, remaining_time=0:00:14.296128, arrival_time=2021-04-15 00:53:50.150355, cost_time=0:00:28.159091 2021-04-15 00:53:38,000 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.45ms, fps=1193 images/s, loss=1.5857, top1-acc=55.09%, top5-acc=85.10%, remaining_time=0:00:12.122152, arrival_time=2021-04-15 00:53:50.122743, cost_time=0:00:30.305335 2021-04-15 00:53:40,154 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.40ms, fps=1189 images/s, loss=1.5868, top1-acc=55.08%, top5-acc=85.11%, remaining_time=0:00:09.954078, arrival_time=2021-04-15 00:53:50.108210, cost_time=0:00:32.459001 2021-04-15 00:53:42,305 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.40ms, fps=1190 images/s, loss=1.5867, top1-acc=55.18%, top5-acc=85.12%, remaining_time=0:00:07.787340, arrival_time=2021-04-15 00:53:50.092837, cost_time=0:00:34.610372 2021-04-15 00:53:44,459 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.38ms, fps=1189 images/s, loss=1.5882, top1-acc=55.15%, top5-acc=85.06%, remaining_time=0:00:05.622708, arrival_time=2021-04-15 00:53:50.081793, cost_time=0:00:36.763886 2021-04-15 00:53:46,612 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.33ms, fps=1189 images/s, loss=1.5899, top1-acc=55.11%, top5-acc=85.02%, remaining_time=0:00:03.459328, arrival_time=2021-04-15 00:53:50.071874, cost_time=0:00:38.917388 2021-04-15 00:53:48,756 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.25ms, fps=1194 images/s, loss=1.5904, top1-acc=55.10%, top5-acc=84.94%, remaining_time=0:00:01.296666, arrival_time=2021-04-15 00:53:50.052811, cost_time=0:00:41.061012 2021-04-15 00:53:49,921 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.41ms, fps=1168 images/s, loss=1.5887, top1-acc=55.13%, top5-acc=84.96%, remaining_time=0:00:00, arrival_time=2021-04-15 00:53:49.921139, cost_time=0:00:42.226013 2021-04-15 00:53:50,945 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=0.21ms, fps=2504 images/s, loss=1.7915, top1-acc=50.86%, top5-acc=81.02%, remaining_time=0:00:03.067620, arrival_time=2021-04-15 00:53:54.012982, cost_time=0:00:01.022541 2021-04-15 00:53:51,804 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.51ms, fps=2980 images/s, loss=1.8064, top1-acc=49.98%, top5-acc=80.98%, remaining_time=0:00:01.882020, arrival_time=2021-04-15 00:53:53.686931, cost_time=0:00:01.882017 2021-04-15 00:53:52,662 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=1.44ms, fps=2986 images/s, loss=1.8122, top1-acc=49.96%, top5-acc=80.90%, remaining_time=0:00:00.913290, arrival_time=2021-04-15 00:53:53.575987, cost_time=0:00:02.739880 2021-04-15 00:53:53,447 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.07ms, fps=2958 images/s, loss=1.8056, top1-acc=50.07%, top5-acc=80.57%, remaining_time=0:00:00, arrival_time=2021-04-15 00:53:53.447378, cost_time=0:00:03.524578 2021-04-15 00:53:54,087 INFO : Epoch=0007 complete, best val top1-acc=50.07%, top5-acc=80.57% (epoch=7), remaining_time=2:29:14.877304, arrival_time=2021-04-15 03:23:08.964825, cost_time=0:05:24.788295 2021-04-15 00:53:54,088 INFO : Train start, epoch=0008, lr=0.099698 2021-04-15 00:53:56,417 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=1.51ms, fps=1099 images/s, loss=1.4893, top1-acc=57.27%, top5-acc=86.52%, remaining_time=0:00:43.307310, arrival_time=2021-04-15 00:54:39.724623, cost_time=0:00:02.328353 2021-04-15 00:53:58,561 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.33ms, fps=1194 images/s, loss=1.4714, top1-acc=57.83%, top5-acc=87.05%, remaining_time=0:00:39.356064, arrival_time=2021-04-15 00:54:37.917289, cost_time=0:00:04.472278 2021-04-15 00:54:00,707 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.47ms, fps=1193 images/s, loss=1.4672, top1-acc=57.94%, top5-acc=87.12%, remaining_time=0:00:36.622422, arrival_time=2021-04-15 00:54:37.329885, cost_time=0:00:06.618498 2021-04-15 00:54:02,853 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.56ms, fps=1193 images/s, loss=1.4723, top1-acc=57.82%, top5-acc=86.92%, remaining_time=0:00:34.179288, arrival_time=2021-04-15 00:54:37.032214, cost_time=0:00:08.763900 2021-04-15 00:54:05,001 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.85ms, fps=1192 images/s, loss=1.4622, top1-acc=58.04%, top5-acc=87.00%, remaining_time=0:00:31.863186, arrival_time=2021-04-15 00:54:36.864176, cost_time=0:00:10.912034 2021-04-15 00:54:07,153 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.50ms, fps=1189 images/s, loss=1.4656, top1-acc=58.01%, top5-acc=86.93%, remaining_time=0:00:29.613184, arrival_time=2021-04-15 00:54:36.766759, cost_time=0:00:13.064633 2021-04-15 00:54:09,303 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.32ms, fps=1191 images/s, loss=1.4687, top1-acc=57.98%, top5-acc=86.87%, remaining_time=0:00:27.385344, arrival_time=2021-04-15 00:54:36.688436, cost_time=0:00:15.214086 2021-04-15 00:54:11,464 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=2.12ms, fps=1185 images/s, loss=1.4685, top1-acc=57.95%, top5-acc=86.85%, remaining_time=0:00:25.194736, arrival_time=2021-04-15 00:54:36.659418, cost_time=0:00:17.375673 2021-04-15 00:54:13,622 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.63ms, fps=1187 images/s, loss=1.4709, top1-acc=58.08%, top5-acc=86.80%, remaining_time=0:00:23.006134, arrival_time=2021-04-15 00:54:36.628610, cost_time=0:00:19.533489 2021-04-15 00:54:15,775 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.53ms, fps=1189 images/s, loss=1.4715, top1-acc=58.05%, top5-acc=86.74%, remaining_time=0:00:20.819232, arrival_time=2021-04-15 00:54:36.594852, cost_time=0:00:21.686654 2021-04-15 00:54:17,921 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.52ms, fps=1193 images/s, loss=1.4737, top1-acc=57.99%, top5-acc=86.73%, remaining_time=0:00:18.633018, arrival_time=2021-04-15 00:54:36.554894, cost_time=0:00:23.832917 2021-04-15 00:54:20,065 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.41ms, fps=1194 images/s, loss=1.4723, top1-acc=58.03%, top5-acc=86.82%, remaining_time=0:00:16.452024, arrival_time=2021-04-15 00:54:36.517863, cost_time=0:00:25.976879 2021-04-15 00:54:22,213 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.40ms, fps=1192 images/s, loss=1.4748, top1-acc=57.94%, top5-acc=86.76%, remaining_time=0:00:14.278704, arrival_time=2021-04-15 00:54:36.492367, cost_time=0:00:28.124708 2021-04-15 00:54:24,360 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.40ms, fps=1193 images/s, loss=1.4715, top1-acc=58.05%, top5-acc=86.80%, remaining_time=0:00:12.108432, arrival_time=2021-04-15 00:54:36.468511, cost_time=0:00:30.271122 2021-04-15 00:54:26,502 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.37ms, fps=1195 images/s, loss=1.4738, top1-acc=58.00%, top5-acc=86.74%, remaining_time=0:00:09.940232, arrival_time=2021-04-15 00:54:36.442927, cost_time=0:00:32.413742 2021-04-15 00:54:28,649 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=2.00ms, fps=1193 images/s, loss=1.4767, top1-acc=57.96%, top5-acc=86.69%, remaining_time=0:00:07.776072, arrival_time=2021-04-15 00:54:36.425555, cost_time=0:00:34.560372 2021-04-15 00:54:30,794 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.39ms, fps=1194 images/s, loss=1.4767, top1-acc=57.95%, top5-acc=86.72%, remaining_time=0:00:05.613738, arrival_time=2021-04-15 00:54:36.407922, cost_time=0:00:36.705203 2021-04-15 00:54:32,937 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.44ms, fps=1195 images/s, loss=1.4777, top1-acc=57.90%, top5-acc=86.65%, remaining_time=0:00:03.453216, arrival_time=2021-04-15 00:54:36.390865, cost_time=0:00:38.848688 2021-04-15 00:54:35,082 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.34ms, fps=1194 images/s, loss=1.4782, top1-acc=57.92%, top5-acc=86.63%, remaining_time=0:00:01.294530, arrival_time=2021-04-15 00:54:36.376971, cost_time=0:00:40.993486 2021-04-15 00:54:36,247 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.41ms, fps=1168 images/s, loss=1.4770, top1-acc=57.93%, top5-acc=86.65%, remaining_time=0:00:00, arrival_time=2021-04-15 00:54:36.247109, cost_time=0:00:42.158176 2021-04-15 00:54:37,282 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=1.23ms, fps=2476 images/s, loss=1.7365, top1-acc=53.05%, top5-acc=82.46%, remaining_time=0:00:03.101280, arrival_time=2021-04-15 00:54:40.383774, cost_time=0:00:01.033764 2021-04-15 00:54:38,136 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.41ms, fps=3000 images/s, loss=1.7591, top1-acc=51.95%, top5-acc=81.66%, remaining_time=0:00:01.887600, arrival_time=2021-04-15 00:54:40.023929, cost_time=0:00:01.887605 2021-04-15 00:54:38,992 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.32ms, fps=2992 images/s, loss=1.7582, top1-acc=52.10%, top5-acc=81.84%, remaining_time=0:00:00.914500, arrival_time=2021-04-15 00:54:39.906722, cost_time=0:00:02.743496 2021-04-15 00:54:39,776 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.09ms, fps=2961 images/s, loss=1.7591, top1-acc=51.91%, top5-acc=81.52%, remaining_time=0:00:00, arrival_time=2021-04-15 00:54:39.776203, cost_time=0:00:03.527505 2021-04-15 00:54:40,379 INFO : Epoch=0008 complete, best val top1-acc=51.91%, top5-acc=81.52% (epoch=8), remaining_time=2:28:25.921728, arrival_time=2021-04-15 03:23:06.301033, cost_time=0:06:11.080075 2021-04-15 00:54:40,380 INFO : Train start, epoch=0009, lr=0.099606 2021-04-15 00:54:42,699 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.58ms, fps=1104 images/s, loss=1.3591, top1-acc=61.45%, top5-acc=88.55%, remaining_time=0:00:43.128006, arrival_time=2021-04-15 00:55:25.827421, cost_time=0:00:02.318708 2021-04-15 00:54:44,846 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.40ms, fps=1193 images/s, loss=1.3691, top1-acc=61.02%, top5-acc=88.11%, remaining_time=0:00:39.294288, arrival_time=2021-04-15 00:55:24.140251, cost_time=0:00:04.465264 2021-04-15 00:54:46,995 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.31ms, fps=1192 images/s, loss=1.3603, top1-acc=61.08%, top5-acc=88.31%, remaining_time=0:00:36.599182, arrival_time=2021-04-15 00:55:23.594274, cost_time=0:00:06.614319 2021-04-15 00:54:49,146 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.54ms, fps=1191 images/s, loss=1.3630, top1-acc=61.00%, top5-acc=88.38%, remaining_time=0:00:34.184748, arrival_time=2021-04-15 00:55:23.330766, cost_time=0:00:08.765337 2021-04-15 00:54:51,292 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.51ms, fps=1193 images/s, loss=1.3673, top1-acc=60.82%, top5-acc=88.54%, remaining_time=0:00:31.862310, arrival_time=2021-04-15 00:55:23.154750, cost_time=0:00:10.911730 2021-04-15 00:54:53,444 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.41ms, fps=1190 images/s, loss=1.3675, top1-acc=60.75%, top5-acc=88.52%, remaining_time=0:00:29.611552, arrival_time=2021-04-15 00:55:23.056200, cost_time=0:00:13.063927 2021-04-15 00:54:55,591 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.57ms, fps=1193 images/s, loss=1.3691, top1-acc=60.54%, top5-acc=88.40%, remaining_time=0:00:27.379800, arrival_time=2021-04-15 00:55:22.971544, cost_time=0:00:15.211018 2021-04-15 00:54:57,738 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=2.01ms, fps=1193 images/s, loss=1.3766, top1-acc=60.26%, top5-acc=88.33%, remaining_time=0:00:25.169216, arrival_time=2021-04-15 00:55:22.908006, cost_time=0:00:17.358085 2021-04-15 00:54:59,887 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.58ms, fps=1192 images/s, loss=1.3744, top1-acc=60.38%, top5-acc=88.38%, remaining_time=0:00:22.974546, arrival_time=2021-04-15 00:55:22.861973, cost_time=0:00:19.506703 2021-04-15 00:55:02,036 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.41ms, fps=1191 images/s, loss=1.3771, top1-acc=60.38%, top5-acc=88.29%, remaining_time=0:00:20.789952, arrival_time=2021-04-15 00:55:22.826828, cost_time=0:00:21.656228 2021-04-15 00:55:04,189 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.33ms, fps=1189 images/s, loss=1.3733, top1-acc=60.44%, top5-acc=88.43%, remaining_time=0:00:18.614442, arrival_time=2021-04-15 00:55:22.804305, cost_time=0:00:23.809167 2021-04-15 00:55:06,339 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.53ms, fps=1191 images/s, loss=1.3796, top1-acc=60.36%, top5-acc=88.36%, remaining_time=0:00:16.440396, arrival_time=2021-04-15 00:55:22.779571, cost_time=0:00:25.958502 2021-04-15 00:55:08,488 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.36ms, fps=1191 images/s, loss=1.3822, top1-acc=60.23%, top5-acc=88.30%, remaining_time=0:00:14.270256, arrival_time=2021-04-15 00:55:22.758941, cost_time=0:00:28.108044 2021-04-15 00:55:10,636 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.72ms, fps=1192 images/s, loss=1.3829, top1-acc=60.24%, top5-acc=88.25%, remaining_time=0:00:12.102496, arrival_time=2021-04-15 00:55:22.739390, cost_time=0:00:30.256184 2021-04-15 00:55:12,782 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.46ms, fps=1194 images/s, loss=1.3831, top1-acc=60.31%, top5-acc=88.24%, remaining_time=0:00:09.936414, arrival_time=2021-04-15 00:55:22.718413, cost_time=0:00:32.401354 2021-04-15 00:55:14,928 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.37ms, fps=1193 images/s, loss=1.3838, top1-acc=60.26%, top5-acc=88.21%, remaining_time=0:00:07.773192, arrival_time=2021-04-15 00:55:22.701308, cost_time=0:00:34.547474 2021-04-15 00:55:17,068 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.61ms, fps=1196 images/s, loss=1.3871, top1-acc=60.17%, top5-acc=88.13%, remaining_time=0:00:05.611060, arrival_time=2021-04-15 00:55:22.679566, cost_time=0:00:36.687686 2021-04-15 00:55:19,221 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.42ms, fps=1189 images/s, loss=1.3886, top1-acc=60.18%, top5-acc=88.12%, remaining_time=0:00:03.452528, arrival_time=2021-04-15 00:55:22.674231, cost_time=0:00:38.840995 2021-04-15 00:55:21,368 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.27ms, fps=1193 images/s, loss=1.3853, top1-acc=60.25%, top5-acc=88.17%, remaining_time=0:00:01.294344, arrival_time=2021-04-15 00:55:22.662590, cost_time=0:00:40.987520 2021-04-15 00:55:22,529 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.47ms, fps=1172 images/s, loss=1.3848, top1-acc=60.24%, top5-acc=88.16%, remaining_time=0:00:00, arrival_time=2021-04-15 00:55:22.529550, cost_time=0:00:42.148794 2021-04-15 00:55:23,546 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=1.87ms, fps=2524 images/s, loss=1.7001, top1-acc=52.42%, top5-acc=83.67%, remaining_time=0:00:03.042900, arrival_time=2021-04-15 00:55:26.589495, cost_time=0:00:01.014303 2021-04-15 00:55:24,405 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.41ms, fps=2982 images/s, loss=1.6978, top1-acc=52.58%, top5-acc=83.81%, remaining_time=0:00:01.873620, arrival_time=2021-04-15 00:55:26.279439, cost_time=0:00:01.873628 2021-04-15 00:55:25,266 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.30ms, fps=2975 images/s, loss=1.6853, top1-acc=53.09%, top5-acc=83.55%, remaining_time=0:00:00.911480, arrival_time=2021-04-15 00:55:26.178187, cost_time=0:00:02.734439 2021-04-15 00:55:26,051 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.07ms, fps=2957 images/s, loss=1.6893, top1-acc=53.16%, top5-acc=83.58%, remaining_time=0:00:00, arrival_time=2021-04-15 00:55:26.051846, cost_time=0:00:03.519661 2021-04-15 00:55:26,704 INFO : Epoch=0009 complete, best val top1-acc=53.16%, top5-acc=83.58% (epoch=9), remaining_time=2:27:38.276119, arrival_time=2021-04-15 03:23:04.981028, cost_time=0:06:57.405678 2021-04-15 00:55:26,706 INFO : Train start, epoch=0010, lr=0.099501 2021-04-15 00:55:29,027 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.39ms, fps=1103 images/s, loss=1.2608, top1-acc=64.41%, top5-acc=90.74%, remaining_time=0:00:43.163160, arrival_time=2021-04-15 00:56:12.190105, cost_time=0:00:02.320598 2021-04-15 00:55:31,176 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=2.10ms, fps=1191 images/s, loss=1.2524, top1-acc=64.32%, top5-acc=90.37%, remaining_time=0:00:39.336000, arrival_time=2021-04-15 00:56:10.512476, cost_time=0:00:04.470002 2021-04-15 00:55:33,338 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=2.12ms, fps=1184 images/s, loss=1.2568, top1-acc=64.22%, top5-acc=90.30%, remaining_time=0:00:36.696956, arrival_time=2021-04-15 00:56:10.035315, cost_time=0:00:06.631988 2021-04-15 00:55:35,488 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.63ms, fps=1191 images/s, loss=1.2615, top1-acc=63.88%, top5-acc=90.14%, remaining_time=0:00:34.248552, arrival_time=2021-04-15 00:56:09.736588, cost_time=0:00:08.781670 2021-04-15 00:55:37,639 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.44ms, fps=1190 images/s, loss=1.2640, top1-acc=63.76%, top5-acc=90.08%, remaining_time=0:00:31.923484, arrival_time=2021-04-15 00:56:09.562581, cost_time=0:00:10.932721 2021-04-15 00:55:39,791 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.75ms, fps=1190 images/s, loss=1.2698, top1-acc=63.57%, top5-acc=90.02%, remaining_time=0:00:29.658472, arrival_time=2021-04-15 00:56:09.449439, cost_time=0:00:13.084602 2021-04-15 00:55:41,936 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.38ms, fps=1193 images/s, loss=1.2707, top1-acc=63.42%, top5-acc=89.98%, remaining_time=0:00:27.414576, arrival_time=2021-04-15 00:56:09.351345, cost_time=0:00:15.230345 2021-04-15 00:55:44,085 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.46ms, fps=1192 images/s, loss=1.2762, top1-acc=63.24%, top5-acc=89.89%, remaining_time=0:00:25.199144, arrival_time=2021-04-15 00:56:09.284178, cost_time=0:00:17.378704 2021-04-15 00:55:46,235 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.88ms, fps=1191 images/s, loss=1.2844, top1-acc=63.11%, top5-acc=89.74%, remaining_time=0:00:23.001364, arrival_time=2021-04-15 00:56:09.237216, cost_time=0:00:19.529485 2021-04-15 00:55:48,389 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.36ms, fps=1189 images/s, loss=1.2865, top1-acc=63.08%, top5-acc=89.70%, remaining_time=0:00:20.815488, arrival_time=2021-04-15 00:56:09.204573, cost_time=0:00:21.682785 2021-04-15 00:55:50,538 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.35ms, fps=1191 images/s, loss=1.2924, top1-acc=62.75%, top5-acc=89.58%, remaining_time=0:00:18.632244, arrival_time=2021-04-15 00:56:09.170488, cost_time=0:00:23.831893 2021-04-15 00:55:52,683 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.36ms, fps=1194 images/s, loss=1.2992, top1-acc=62.63%, top5-acc=89.44%, remaining_time=0:00:16.452024, arrival_time=2021-04-15 00:56:09.135249, cost_time=0:00:25.976931 2021-04-15 00:55:54,836 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.46ms, fps=1189 images/s, loss=1.3016, top1-acc=62.56%, top5-acc=89.41%, remaining_time=0:00:14.281212, arrival_time=2021-04-15 00:56:09.117284, cost_time=0:00:28.129709 2021-04-15 00:55:56,985 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.37ms, fps=1191 images/s, loss=1.3026, top1-acc=62.57%, top5-acc=89.43%, remaining_time=0:00:12.111512, arrival_time=2021-04-15 00:56:09.096660, cost_time=0:00:30.278837 2021-04-15 00:55:59,131 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.57ms, fps=1193 images/s, loss=1.3068, top1-acc=62.51%, top5-acc=89.35%, remaining_time=0:00:09.943636, arrival_time=2021-04-15 00:56:09.074768, cost_time=0:00:32.424836 2021-04-15 00:56:01,277 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.40ms, fps=1193 images/s, loss=1.3090, top1-acc=62.48%, top5-acc=89.32%, remaining_time=0:00:07.778592, arrival_time=2021-04-15 00:56:09.056503, cost_time=0:00:34.571545 2021-04-15 00:56:03,426 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.37ms, fps=1192 images/s, loss=1.3088, top1-acc=62.48%, top5-acc=89.30%, remaining_time=0:00:05.616078, arrival_time=2021-04-15 00:56:09.042892, cost_time=0:00:36.720521 2021-04-15 00:56:05,572 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.39ms, fps=1193 images/s, loss=1.3110, top1-acc=62.40%, top5-acc=89.26%, remaining_time=0:00:03.454784, arrival_time=2021-04-15 00:56:09.027407, cost_time=0:00:38.866320 2021-04-15 00:56:07,725 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.38ms, fps=1190 images/s, loss=1.3120, top1-acc=62.38%, top5-acc=89.23%, remaining_time=0:00:01.295334, arrival_time=2021-04-15 00:56:09.020513, cost_time=0:00:41.018836 2021-04-15 00:56:08,890 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.37ms, fps=1167 images/s, loss=1.3097, top1-acc=62.44%, top5-acc=89.23%, remaining_time=0:00:00, arrival_time=2021-04-15 00:56:08.890696, cost_time=0:00:42.184401 2021-04-15 00:56:09,890 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=0.20ms, fps=2565 images/s, loss=1.6316, top1-acc=53.87%, top5-acc=83.63%, remaining_time=0:00:02.993580, arrival_time=2021-04-15 00:56:12.884099, cost_time=0:00:00.997864 2021-04-15 00:56:10,746 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.67ms, fps=2992 images/s, loss=1.6310, top1-acc=54.26%, top5-acc=83.52%, remaining_time=0:00:01.853780, arrival_time=2021-04-15 00:56:12.600257, cost_time=0:00:01.853777 2021-04-15 00:56:11,611 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.39ms, fps=2960 images/s, loss=1.5993, top1-acc=55.26%, top5-acc=84.02%, remaining_time=0:00:00.906410, arrival_time=2021-04-15 00:56:12.518290, cost_time=0:00:02.719229 2021-04-15 00:56:12,395 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.09ms, fps=2961 images/s, loss=1.6052, top1-acc=55.53%, top5-acc=84.15%, remaining_time=0:00:00, arrival_time=2021-04-15 00:56:12.395776, cost_time=0:00:03.503145 2021-04-15 00:56:13,018 INFO : Epoch=0010 complete, best val top1-acc=55.53%, top5-acc=84.15% (epoch=10), remaining_time=2:26:50.667270, arrival_time=2021-04-15 03:23:03.685826, cost_time=0:07:43.719326 2021-04-15 00:56:13,019 INFO : Train start, epoch=0011, lr=0.099384 2021-04-15 00:56:15,346 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.30ms, fps=1100 images/s, loss=1.2287, top1-acc=63.28%, top5-acc=91.17%, remaining_time=0:00:43.270482, arrival_time=2021-04-15 00:56:58.616851, cost_time=0:00:02.326374 2021-04-15 00:56:17,496 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.58ms, fps=1191 images/s, loss=1.2313, top1-acc=63.71%, top5-acc=90.96%, remaining_time=0:00:39.395312, arrival_time=2021-04-15 00:56:56.892068, cost_time=0:00:04.476739 2021-04-15 00:56:19,648 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.78ms, fps=1190 images/s, loss=1.2206, top1-acc=64.23%, top5-acc=91.04%, remaining_time=0:00:36.675376, arrival_time=2021-04-15 00:56:56.323442, cost_time=0:00:06.628068 2021-04-15 00:56:21,798 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.57ms, fps=1191 images/s, loss=1.2228, top1-acc=64.41%, top5-acc=90.79%, remaining_time=0:00:34.234980, arrival_time=2021-04-15 00:56:56.033191, cost_time=0:00:08.778212 2021-04-15 00:56:23,956 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.87ms, fps=1186 images/s, loss=1.2279, top1-acc=64.32%, top5-acc=90.63%, remaining_time=0:00:31.935018, arrival_time=2021-04-15 00:56:55.891674, cost_time=0:00:10.936655 2021-04-15 00:56:26,109 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.40ms, fps=1189 images/s, loss=1.2192, top1-acc=64.44%, top5-acc=90.73%, remaining_time=0:00:29.670032, arrival_time=2021-04-15 00:56:55.779764, cost_time=0:00:13.089708 2021-04-15 00:56:28,257 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.72ms, fps=1192 images/s, loss=1.2223, top1-acc=64.48%, top5-acc=90.62%, remaining_time=0:00:27.427176, arrival_time=2021-04-15 00:56:55.684397, cost_time=0:00:15.237301 2021-04-15 00:56:30,408 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.38ms, fps=1191 images/s, loss=1.2320, top1-acc=64.22%, top5-acc=90.46%, remaining_time=0:00:25.212484, arrival_time=2021-04-15 00:56:55.620502, cost_time=0:00:17.387944 2021-04-15 00:56:32,556 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.54ms, fps=1192 images/s, loss=1.2340, top1-acc=64.10%, top5-acc=90.40%, remaining_time=0:00:23.009844, arrival_time=2021-04-15 00:56:55.566555, cost_time=0:00:19.536685 2021-04-15 00:56:34,708 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.43ms, fps=1190 images/s, loss=1.2382, top1-acc=64.06%, top5-acc=90.34%, remaining_time=0:00:20.821056, arrival_time=2021-04-15 00:56:55.529579, cost_time=0:00:21.688571 2021-04-15 00:56:36,859 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.78ms, fps=1191 images/s, loss=1.2412, top1-acc=64.04%, top5-acc=90.26%, remaining_time=0:00:18.637834, arrival_time=2021-04-15 00:56:55.496882, cost_time=0:00:23.839129 2021-04-15 00:56:39,004 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.44ms, fps=1194 images/s, loss=1.2459, top1-acc=63.90%, top5-acc=90.20%, remaining_time=0:00:16.456736, arrival_time=2021-04-15 00:56:55.461120, cost_time=0:00:25.984340 2021-04-15 00:56:41,144 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.41ms, fps=1197 images/s, loss=1.2454, top1-acc=63.98%, top5-acc=90.23%, remaining_time=0:00:14.278572, arrival_time=2021-04-15 00:56:55.423011, cost_time=0:00:28.124523 2021-04-15 00:56:43,291 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.51ms, fps=1193 images/s, loss=1.2489, top1-acc=63.90%, top5-acc=90.11%, remaining_time=0:00:12.108432, arrival_time=2021-04-15 00:56:55.399401, cost_time=0:00:30.271014 2021-04-15 00:56:45,442 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.61ms, fps=1190 images/s, loss=1.2486, top1-acc=63.87%, top5-acc=90.12%, remaining_time=0:00:09.942946, arrival_time=2021-04-15 00:56:55.385590, cost_time=0:00:32.422691 2021-04-15 00:56:47,589 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.50ms, fps=1193 images/s, loss=1.2502, top1-acc=63.81%, top5-acc=90.10%, remaining_time=0:00:07.778052, arrival_time=2021-04-15 00:56:55.367115, cost_time=0:00:34.569142 2021-04-15 00:56:49,739 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.93ms, fps=1191 images/s, loss=1.2485, top1-acc=63.83%, top5-acc=90.17%, remaining_time=0:00:05.615844, arrival_time=2021-04-15 00:56:55.354817, cost_time=0:00:36.719007 2021-04-15 00:56:51,887 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.54ms, fps=1192 images/s, loss=1.2462, top1-acc=63.89%, top5-acc=90.18%, remaining_time=0:00:03.454928, arrival_time=2021-04-15 00:56:55.342753, cost_time=0:00:38.867866 2021-04-15 00:56:54,040 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.24ms, fps=1189 images/s, loss=1.2471, top1-acc=63.84%, top5-acc=90.18%, remaining_time=0:00:01.295388, arrival_time=2021-04-15 00:56:55.335880, cost_time=0:00:41.020565 2021-04-15 00:56:55,203 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.37ms, fps=1170 images/s, loss=1.2476, top1-acc=63.81%, top5-acc=90.19%, remaining_time=0:00:00, arrival_time=2021-04-15 00:56:55.203654, cost_time=0:00:42.183744 2021-04-15 00:56:56,173 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=1.42ms, fps=2644 images/s, loss=1.6242, top1-acc=54.41%, top5-acc=83.91%, remaining_time=0:00:02.904120, arrival_time=2021-04-15 00:56:59.077486, cost_time=0:00:00.968043 2021-04-15 00:56:57,029 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.50ms, fps=2993 images/s, loss=1.6099, top1-acc=54.57%, top5-acc=84.84%, remaining_time=0:00:01.823860, arrival_time=2021-04-15 00:56:58.853033, cost_time=0:00:01.823854 2021-04-15 00:56:57,885 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.39ms, fps=2990 images/s, loss=1.6129, top1-acc=54.83%, top5-acc=84.35%, remaining_time=0:00:00.893500, arrival_time=2021-04-15 00:56:58.779346, cost_time=0:00:02.680485 2021-04-15 00:56:58,667 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.06ms, fps=2970 images/s, loss=1.6021, top1-acc=55.18%, top5-acc=84.37%, remaining_time=0:00:00, arrival_time=2021-04-15 00:56:58.667347, cost_time=0:00:03.462044 2021-04-15 00:56:59,097 INFO : Epoch=0011 complete, best val top1-acc=55.53%, top5-acc=84.15% (epoch=10), remaining_time=2:25:59.260188, arrival_time=2021-04-15 03:22:58.357624, cost_time=0:08:29.798212 2021-04-15 00:56:59,098 INFO : Train start, epoch=0012, lr=0.099255 2021-04-15 00:57:01,411 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=1.84ms, fps=1107 images/s, loss=1.1627, top1-acc=67.07%, top5-acc=91.45%, remaining_time=0:00:43.008036, arrival_time=2021-04-15 00:57:44.419160, cost_time=0:00:02.312255 2021-04-15 00:57:03,564 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.49ms, fps=1189 images/s, loss=1.1824, top1-acc=66.00%, top5-acc=90.90%, remaining_time=0:00:39.297984, arrival_time=2021-04-15 00:57:42.862522, cost_time=0:00:04.465688 2021-04-15 00:57:05,712 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.36ms, fps=1192 images/s, loss=1.1862, top1-acc=65.72%, top5-acc=90.99%, remaining_time=0:00:36.592708, arrival_time=2021-04-15 00:57:42.304689, cost_time=0:00:06.613146 2021-04-15 00:57:07,859 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.33ms, fps=1192 images/s, loss=1.1875, top1-acc=65.52%, top5-acc=90.92%, remaining_time=0:00:34.167276, arrival_time=2021-04-15 00:57:42.027007, cost_time=0:00:08.760850 2021-04-15 00:57:10,009 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.32ms, fps=1191 images/s, loss=1.1879, top1-acc=65.45%, top5-acc=90.92%, remaining_time=0:00:31.857930, arrival_time=2021-04-15 00:57:41.867013, cost_time=0:00:10.910259 2021-04-15 00:57:12,160 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.76ms, fps=1190 images/s, loss=1.1756, top1-acc=65.85%, top5-acc=91.04%, remaining_time=0:00:29.606656, arrival_time=2021-04-15 00:57:41.767279, cost_time=0:00:13.061780 2021-04-15 00:57:14,307 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.47ms, fps=1193 images/s, loss=1.1760, top1-acc=65.76%, top5-acc=91.05%, remaining_time=0:00:27.375516, arrival_time=2021-04-15 00:57:41.682979, cost_time=0:00:15.208593 2021-04-15 00:57:16,453 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.39ms, fps=1193 images/s, loss=1.1778, top1-acc=65.68%, top5-acc=91.10%, remaining_time=0:00:25.163764, arrival_time=2021-04-15 00:57:41.616853, cost_time=0:00:17.354303 2021-04-15 00:57:18,602 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.34ms, fps=1192 images/s, loss=1.1816, top1-acc=65.52%, top5-acc=90.99%, remaining_time=0:00:22.970306, arrival_time=2021-04-15 00:57:41.572223, cost_time=0:00:19.503080 2021-04-15 00:57:20,754 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.58ms, fps=1190 images/s, loss=1.1848, top1-acc=65.48%, top5-acc=90.99%, remaining_time=0:00:20.788992, arrival_time=2021-04-15 00:57:41.542960, cost_time=0:00:21.655207 2021-04-15 00:57:22,904 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=2.10ms, fps=1190 images/s, loss=1.1873, top1-acc=65.48%, top5-acc=90.95%, remaining_time=0:00:18.611948, arrival_time=2021-04-15 00:57:41.516754, cost_time=0:00:23.806001 2021-04-15 00:57:25,053 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.37ms, fps=1191 images/s, loss=1.1883, top1-acc=65.51%, top5-acc=90.87%, remaining_time=0:00:16.438192, arrival_time=2021-04-15 00:57:41.492061, cost_time=0:00:25.955078 2021-04-15 00:57:27,197 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.35ms, fps=1195 images/s, loss=1.1948, top1-acc=65.33%, top5-acc=90.78%, remaining_time=0:00:14.265504, arrival_time=2021-04-15 00:57:41.462993, cost_time=0:00:28.098737 2021-04-15 00:57:29,344 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.64ms, fps=1193 images/s, loss=1.2000, top1-acc=65.17%, top5-acc=90.73%, remaining_time=0:00:12.098072, arrival_time=2021-04-15 00:57:41.442139, cost_time=0:00:30.245249 2021-04-15 00:57:31,493 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.45ms, fps=1191 images/s, loss=1.2001, top1-acc=65.21%, top5-acc=90.75%, remaining_time=0:00:09.934298, arrival_time=2021-04-15 00:57:41.427537, cost_time=0:00:32.394474 2021-04-15 00:57:33,636 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.29ms, fps=1195 images/s, loss=1.2017, top1-acc=65.18%, top5-acc=90.73%, remaining_time=0:00:07.770924, arrival_time=2021-04-15 00:57:41.407206, cost_time=0:00:34.537484 2021-04-15 00:57:35,784 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.41ms, fps=1192 images/s, loss=1.2051, top1-acc=65.07%, top5-acc=90.72%, remaining_time=0:00:05.610696, arrival_time=2021-04-15 00:57:41.394939, cost_time=0:00:36.685404 2021-04-15 00:57:37,925 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.38ms, fps=1196 images/s, loss=1.2074, top1-acc=65.03%, top5-acc=90.70%, remaining_time=0:00:03.451312, arrival_time=2021-04-15 00:57:41.377252, cost_time=0:00:38.827178 2021-04-15 00:57:40,069 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.23ms, fps=1194 images/s, loss=1.2074, top1-acc=65.04%, top5-acc=90.69%, remaining_time=0:00:01.293822, arrival_time=2021-04-15 00:57:41.363517, cost_time=0:00:40.970938 2021-04-15 00:57:41,234 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.20ms, fps=1168 images/s, loss=1.2073, top1-acc=65.01%, top5-acc=90.69%, remaining_time=0:00:00, arrival_time=2021-04-15 00:57:41.234035, cost_time=0:00:42.135289 2021-04-15 00:57:42,274 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.20ms, fps=2465 images/s, loss=1.4855, top1-acc=58.36%, top5-acc=86.13%, remaining_time=0:00:03.115560, arrival_time=2021-04-15 00:57:45.389909, cost_time=0:00:01.038520 2021-04-15 00:57:43,129 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.36ms, fps=2995 images/s, loss=1.5038, top1-acc=57.81%, top5-acc=86.15%, remaining_time=0:00:01.893620, arrival_time=2021-04-15 00:57:45.023127, cost_time=0:00:01.893619 2021-04-15 00:57:43,986 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.41ms, fps=2988 images/s, loss=1.5015, top1-acc=58.01%, top5-acc=86.15%, remaining_time=0:00:00.916910, arrival_time=2021-04-15 00:57:44.903487, cost_time=0:00:02.750718 2021-04-15 00:57:44,770 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.08ms, fps=2962 images/s, loss=1.5003, top1-acc=57.74%, top5-acc=86.04%, remaining_time=0:00:00, arrival_time=2021-04-15 00:57:44.770276, cost_time=0:00:03.534461 2021-04-15 00:57:45,446 INFO : Epoch=0012 complete, best val top1-acc=57.74%, top5-acc=86.04% (epoch=12), remaining_time=2:25:12.972988, arrival_time=2021-04-15 03:22:58.419451, cost_time=0:09:16.147216 2021-04-15 00:57:45,447 INFO : Train start, epoch=0013, lr=0.099114 2021-04-15 00:57:47,771 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.34ms, fps=1102 images/s, loss=1.1160, top1-acc=66.56%, top5-acc=92.42%, remaining_time=0:00:43.217472, arrival_time=2021-04-15 00:58:30.988996, cost_time=0:00:02.323519 2021-04-15 00:57:49,913 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.61ms, fps=1195 images/s, loss=1.1186, top1-acc=67.15%, top5-acc=92.25%, remaining_time=0:00:39.298688, arrival_time=2021-04-15 00:58:29.212439, cost_time=0:00:04.465765 2021-04-15 00:57:52,058 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.30ms, fps=1194 images/s, loss=1.1067, top1-acc=67.58%, top5-acc=92.21%, remaining_time=0:00:36.578100, arrival_time=2021-04-15 00:58:28.636596, cost_time=0:00:06.610497 2021-04-15 00:57:54,209 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.46ms, fps=1191 images/s, loss=1.1140, top1-acc=67.65%, top5-acc=92.20%, remaining_time=0:00:34.168056, arrival_time=2021-04-15 00:58:28.377180, cost_time=0:00:08.761046 2021-04-15 00:57:56,346 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=1.1122, top1-acc=67.59%, top5-acc=92.31%, remaining_time=0:00:31.823620, arrival_time=2021-04-15 00:58:28.170136, cost_time=0:00:10.898509 2021-04-15 00:57:58,492 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.36ms, fps=1193 images/s, loss=1.1253, top1-acc=67.37%, top5-acc=92.07%, remaining_time=0:00:29.567352, arrival_time=2021-04-15 00:58:28.059750, cost_time=0:00:13.044397 2021-04-15 00:58:00,649 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.36ms, fps=1187 images/s, loss=1.1271, top1-acc=67.61%, top5-acc=91.95%, remaining_time=0:00:27.362286, arrival_time=2021-04-15 00:58:28.011528, cost_time=0:00:15.201245 2021-04-15 00:58:02,795 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.38ms, fps=1193 images/s, loss=1.1328, top1-acc=67.45%, top5-acc=91.83%, remaining_time=0:00:25.154252, arrival_time=2021-04-15 00:58:27.950009, cost_time=0:00:17.347756 2021-04-15 00:58:04,940 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.62ms, fps=1194 images/s, loss=1.1396, top1-acc=67.14%, top5-acc=91.74%, remaining_time=0:00:22.957162, arrival_time=2021-04-15 00:58:27.897113, cost_time=0:00:19.491898 2021-04-15 00:58:07,089 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.36ms, fps=1191 images/s, loss=1.1376, top1-acc=67.18%, top5-acc=91.70%, remaining_time=0:00:20.775552, arrival_time=2021-04-15 00:58:27.864751, cost_time=0:00:21.641172 2021-04-15 00:58:09,234 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.50ms, fps=1193 images/s, loss=1.1412, top1-acc=67.11%, top5-acc=91.66%, remaining_time=0:00:18.596984, arrival_time=2021-04-15 00:58:27.831810, cost_time=0:00:23.786822 2021-04-15 00:58:11,380 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.46ms, fps=1193 images/s, loss=1.1443, top1-acc=66.98%, top5-acc=91.67%, remaining_time=0:00:16.424056, arrival_time=2021-04-15 00:58:27.804831, cost_time=0:00:25.932775 2021-04-15 00:58:13,523 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.46ms, fps=1195 images/s, loss=1.1451, top1-acc=66.92%, top5-acc=91.70%, remaining_time=0:00:14.253888, arrival_time=2021-04-15 00:58:27.777757, cost_time=0:00:28.075858 2021-04-15 00:58:15,673 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.58ms, fps=1191 images/s, loss=1.1480, top1-acc=66.84%, top5-acc=91.68%, remaining_time=0:00:12.090288, arrival_time=2021-04-15 00:58:27.764065, cost_time=0:00:30.225786 2021-04-15 00:58:17,820 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.88ms, fps=1193 images/s, loss=1.1506, top1-acc=66.75%, top5-acc=91.68%, remaining_time=0:00:09.927582, arrival_time=2021-04-15 00:58:27.748176, cost_time=0:00:32.372530 2021-04-15 00:58:19,973 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.38ms, fps=1189 images/s, loss=1.1518, top1-acc=66.76%, top5-acc=91.67%, remaining_time=0:00:07.768224, arrival_time=2021-04-15 00:58:27.741807, cost_time=0:00:34.525503 2021-04-15 00:58:22,125 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.50ms, fps=1190 images/s, loss=1.1572, top1-acc=66.59%, top5-acc=91.55%, remaining_time=0:00:05.609448, arrival_time=2021-04-15 00:58:27.734600, cost_time=0:00:36.677139 2021-04-15 00:58:24,278 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.52ms, fps=1189 images/s, loss=1.1572, top1-acc=66.57%, top5-acc=91.57%, remaining_time=0:00:03.451584, arrival_time=2021-04-15 00:58:27.729853, cost_time=0:00:38.830270 2021-04-15 00:58:26,426 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.24ms, fps=1192 images/s, loss=1.1597, top1-acc=66.49%, top5-acc=91.55%, remaining_time=0:00:01.294044, arrival_time=2021-04-15 00:58:27.720163, cost_time=0:00:40.978120 2021-04-15 00:58:27,589 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.22ms, fps=1169 images/s, loss=1.1589, top1-acc=66.50%, top5-acc=91.53%, remaining_time=0:00:00, arrival_time=2021-04-15 00:58:27.589834, cost_time=0:00:42.141846 2021-04-15 00:58:28,563 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=0.21ms, fps=2634 images/s, loss=1.5793, top1-acc=56.99%, top5-acc=84.53%, remaining_time=0:00:02.915490, arrival_time=2021-04-15 00:58:31.478878, cost_time=0:00:00.971830 2021-04-15 00:58:29,418 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.27ms, fps=2996 images/s, loss=1.5830, top1-acc=57.40%, top5-acc=84.41%, remaining_time=0:00:01.826560, arrival_time=2021-04-15 00:58:31.244699, cost_time=0:00:01.826570 2021-04-15 00:58:30,274 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.45ms, fps=2991 images/s, loss=1.5934, top1-acc=56.64%, top5-acc=84.35%, remaining_time=0:00:00.894320, arrival_time=2021-04-15 00:58:31.168855, cost_time=0:00:02.682970 2021-04-15 00:58:31,057 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.07ms, fps=2964 images/s, loss=1.6027, top1-acc=55.99%, top5-acc=84.39%, remaining_time=0:00:00, arrival_time=2021-04-15 00:58:31.057523, cost_time=0:00:03.465992 2021-04-15 00:58:31,355 INFO : Epoch=0013 complete, best val top1-acc=57.74%, top5-acc=86.04% (epoch=12), remaining_time=2:24:20.348488, arrival_time=2021-04-15 03:22:51.704075, cost_time=0:10:02.056317 2021-04-15 00:58:31,357 INFO : Train start, epoch=0014, lr=0.098961 2021-04-15 00:58:33,710 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.41ms, fps=1088 images/s, loss=1.0302, top1-acc=70.59%, top5-acc=93.87%, remaining_time=0:00:43.755012, arrival_time=2021-04-15 00:59:17.465483, cost_time=0:00:02.352420 2021-04-15 00:58:35,855 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.34ms, fps=1194 images/s, loss=1.0327, top1-acc=70.04%, top5-acc=93.44%, remaining_time=0:00:39.574480, arrival_time=2021-04-15 00:59:15.429629, cost_time=0:00:04.497093 2021-04-15 00:58:38,005 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.52ms, fps=1191 images/s, loss=1.0266, top1-acc=70.25%, top5-acc=93.39%, remaining_time=0:00:36.779458, arrival_time=2021-04-15 00:59:14.784482, cost_time=0:00:06.646900 2021-04-15 00:58:40,151 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.46ms, fps=1193 images/s, loss=1.0383, top1-acc=70.02%, top5-acc=92.97%, remaining_time=0:00:34.292076, arrival_time=2021-04-15 00:59:14.443018, cost_time=0:00:08.792843 2021-04-15 00:58:42,296 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.49ms, fps=1193 images/s, loss=1.0523, top1-acc=69.70%, top5-acc=92.78%, remaining_time=0:00:31.941004, arrival_time=2021-04-15 00:59:14.237754, cost_time=0:00:10.938699 2021-04-15 00:58:44,451 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.53ms, fps=1188 images/s, loss=1.0540, top1-acc=69.42%, top5-acc=92.70%, remaining_time=0:00:29.679008, arrival_time=2021-04-15 00:59:14.130749, cost_time=0:00:13.093706 2021-04-15 00:58:46,608 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.38ms, fps=1187 images/s, loss=1.0596, top1-acc=69.15%, top5-acc=92.67%, remaining_time=0:00:27.450486, arrival_time=2021-04-15 00:59:14.058783, cost_time=0:00:15.250246 2021-04-15 00:58:48,760 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=2.24ms, fps=1190 images/s, loss=1.0637, top1-acc=68.80%, top5-acc=92.72%, remaining_time=0:00:25.233364, arrival_time=2021-04-15 00:59:13.993756, cost_time=0:00:17.402338 2021-04-15 00:58:50,908 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.38ms, fps=1192 images/s, loss=1.0700, top1-acc=68.60%, top5-acc=92.65%, remaining_time=0:00:23.025532, arrival_time=2021-04-15 00:59:13.933580, cost_time=0:00:19.549992 2021-04-15 00:58:53,051 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.51ms, fps=1194 images/s, loss=1.0743, top1-acc=68.53%, top5-acc=92.58%, remaining_time=0:00:20.825952, arrival_time=2021-04-15 00:59:13.877749, cost_time=0:00:21.693744 2021-04-15 00:58:55,201 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.54ms, fps=1191 images/s, loss=1.0817, top1-acc=68.21%, top5-acc=92.49%, remaining_time=0:00:18.641274, arrival_time=2021-04-15 00:59:13.842888, cost_time=0:00:23.843498 2021-04-15 00:58:57,345 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.35ms, fps=1194 images/s, loss=1.0889, top1-acc=68.01%, top5-acc=92.39%, remaining_time=0:00:16.458864, arrival_time=2021-04-15 00:59:13.804594, cost_time=0:00:25.987658 2021-04-15 00:58:59,493 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.69ms, fps=1192 images/s, loss=1.0943, top1-acc=67.82%, top5-acc=92.33%, remaining_time=0:00:14.284050, arrival_time=2021-04-15 00:59:13.777392, cost_time=0:00:28.135295 2021-04-15 00:59:01,648 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.60ms, fps=1188 images/s, loss=1.0990, top1-acc=67.67%, top5-acc=92.27%, remaining_time=0:00:12.116104, arrival_time=2021-04-15 00:59:13.764418, cost_time=0:00:30.290261 2021-04-15 00:59:03,794 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.33ms, fps=1193 images/s, loss=1.1009, top1-acc=67.67%, top5-acc=92.21%, remaining_time=0:00:09.947270, arrival_time=2021-04-15 00:59:13.742147, cost_time=0:00:32.436783 2021-04-15 00:59:05,936 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.69ms, fps=1196 images/s, loss=1.1061, top1-acc=67.56%, top5-acc=92.14%, remaining_time=0:00:07.780104, arrival_time=2021-04-15 00:59:13.716461, cost_time=0:00:34.578304 2021-04-15 00:59:08,082 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.37ms, fps=1193 images/s, loss=1.1082, top1-acc=67.51%, top5-acc=92.11%, remaining_time=0:00:05.616650, arrival_time=2021-04-15 00:59:13.698974, cost_time=0:00:36.724278 2021-04-15 00:59:10,229 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.42ms, fps=1192 images/s, loss=1.1099, top1-acc=67.45%, top5-acc=92.07%, remaining_time=0:00:03.455280, arrival_time=2021-04-15 00:59:13.685205, cost_time=0:00:38.871870 2021-04-15 00:59:12,379 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.23ms, fps=1191 images/s, loss=1.1113, top1-acc=67.42%, top5-acc=92.01%, remaining_time=0:00:01.295400, arrival_time=2021-04-15 00:59:13.674365, cost_time=0:00:41.020907 2021-04-15 00:59:13,545 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.29ms, fps=1167 images/s, loss=1.1128, top1-acc=67.40%, top5-acc=91.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:59:13.545120, cost_time=0:00:42.187071 2021-04-15 00:59:14,513 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=2.02ms, fps=2648 images/s, loss=1.4774, top1-acc=58.01%, top5-acc=86.99%, remaining_time=0:00:02.900400, arrival_time=2021-04-15 00:59:17.414130, cost_time=0:00:00.966801 2021-04-15 00:59:15,368 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.51ms, fps=2995 images/s, loss=1.4539, top1-acc=58.83%, top5-acc=87.15%, remaining_time=0:00:01.821900, arrival_time=2021-04-15 00:59:17.190735, cost_time=0:00:01.821904 2021-04-15 00:59:16,223 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.22ms, fps=2997 images/s, loss=1.4677, top1-acc=58.16%, top5-acc=86.61%, remaining_time=0:00:00.892130, arrival_time=2021-04-15 00:59:17.115463, cost_time=0:00:02.676401 2021-04-15 00:59:17,003 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.06ms, fps=2975 images/s, loss=1.4855, top1-acc=58.18%, top5-acc=86.33%, remaining_time=0:00:00, arrival_time=2021-04-15 00:59:17.003412, cost_time=0:00:03.456508 2021-04-15 00:59:17,650 INFO : Epoch=0014 complete, best val top1-acc=58.18%, top5-acc=86.33% (epoch=14), remaining_time=2:23:33.806940, arrival_time=2021-04-15 03:22:51.457242, cost_time=0:10:48.351067 2021-04-15 00:59:17,651 INFO : Train start, epoch=0015, lr=0.098796 2021-04-15 00:59:19,979 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.92ms, fps=1100 images/s, loss=1.0540, top1-acc=68.52%, top5-acc=93.05%, remaining_time=0:00:43.297080, arrival_time=2021-04-15 01:00:03.276633, cost_time=0:00:02.327805 2021-04-15 00:59:22,126 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.44ms, fps=1193 images/s, loss=1.0503, top1-acc=68.38%, top5-acc=93.14%, remaining_time=0:00:39.378240, arrival_time=2021-04-15 01:00:01.504845, cost_time=0:00:04.474796 2021-04-15 00:59:24,271 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.76ms, fps=1194 images/s, loss=1.0464, top1-acc=68.66%, top5-acc=93.14%, remaining_time=0:00:36.628066, arrival_time=2021-04-15 01:00:00.899318, cost_time=0:00:06.619534 2021-04-15 00:59:26,416 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.36ms, fps=1194 images/s, loss=1.0493, top1-acc=68.63%, top5-acc=93.12%, remaining_time=0:00:34.183812, arrival_time=2021-04-15 01:00:00.600603, cost_time=0:00:08.765076 2021-04-15 00:59:28,568 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.74ms, fps=1190 images/s, loss=1.0419, top1-acc=68.93%, top5-acc=93.21%, remaining_time=0:00:31.878078, arrival_time=2021-04-15 01:00:00.446954, cost_time=0:00:10.917158 2021-04-15 00:59:30,712 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.91ms, fps=1195 images/s, loss=1.0453, top1-acc=68.96%, top5-acc=93.17%, remaining_time=0:00:29.604072, arrival_time=2021-04-15 01:00:00.316441, cost_time=0:00:13.060628 2021-04-15 00:59:32,854 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.56ms, fps=1195 images/s, loss=1.0501, top1-acc=68.91%, top5-acc=93.19%, remaining_time=0:00:27.365688, arrival_time=2021-04-15 01:00:00.220481, cost_time=0:00:15.203145 2021-04-15 00:59:35,001 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.35ms, fps=1193 images/s, loss=1.0548, top1-acc=68.83%, top5-acc=93.13%, remaining_time=0:00:25.157268, arrival_time=2021-04-15 01:00:00.158869, cost_time=0:00:17.349868 2021-04-15 00:59:37,145 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.37ms, fps=1194 images/s, loss=1.0631, top1-acc=68.52%, top5-acc=92.97%, remaining_time=0:00:22.959812, arrival_time=2021-04-15 01:00:00.105606, cost_time=0:00:19.494162 2021-04-15 00:59:39,292 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.45ms, fps=1193 images/s, loss=1.0706, top1-acc=68.39%, top5-acc=92.81%, remaining_time=0:00:20.775456, arrival_time=2021-04-15 01:00:00.068277, cost_time=0:00:21.641110 2021-04-15 00:59:41,446 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.31ms, fps=1189 images/s, loss=1.0726, top1-acc=68.37%, top5-acc=92.75%, remaining_time=0:00:18.603262, arrival_time=2021-04-15 01:00:00.049798, cost_time=0:00:23.794887 2021-04-15 00:59:43,599 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=2.01ms, fps=1190 images/s, loss=1.0711, top1-acc=68.46%, top5-acc=92.77%, remaining_time=0:00:16.433252, arrival_time=2021-04-15 01:00:00.032185, cost_time=0:00:25.947210 2021-04-15 00:59:45,741 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.42ms, fps=1195 images/s, loss=1.0731, top1-acc=68.37%, top5-acc=92.77%, remaining_time=0:00:14.261082, arrival_time=2021-04-15 01:00:00.002753, cost_time=0:00:28.090041 2021-04-15 00:59:47,889 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.77ms, fps=1192 images/s, loss=1.0750, top1-acc=68.36%, top5-acc=92.73%, remaining_time=0:00:12.095104, arrival_time=2021-04-15 00:59:59.984607, cost_time=0:00:30.237802 2021-04-15 00:59:50,037 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.39ms, fps=1192 images/s, loss=1.0800, top1-acc=68.25%, top5-acc=92.65%, remaining_time=0:00:09.931584, arrival_time=2021-04-15 00:59:59.968846, cost_time=0:00:32.385545 2021-04-15 00:59:52,180 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.61ms, fps=1195 images/s, loss=1.0853, top1-acc=68.12%, top5-acc=92.59%, remaining_time=0:00:07.769016, arrival_time=2021-04-15 00:59:59.949686, cost_time=0:00:34.529027 2021-04-15 00:59:54,327 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.34ms, fps=1193 images/s, loss=1.0871, top1-acc=68.07%, top5-acc=92.60%, remaining_time=0:00:05.609240, arrival_time=2021-04-15 00:59:59.936863, cost_time=0:00:36.675841 2021-04-15 00:59:56,472 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.54ms, fps=1194 images/s, loss=1.0891, top1-acc=68.05%, top5-acc=92.54%, remaining_time=0:00:03.450752, arrival_time=2021-04-15 00:59:59.923457, cost_time=0:00:38.821037 2021-04-15 00:59:58,613 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.18ms, fps=1196 images/s, loss=1.0893, top1-acc=68.03%, top5-acc=92.52%, remaining_time=0:00:01.293546, arrival_time=2021-04-15 00:59:59.907443, cost_time=0:00:40.962255 2021-04-15 00:59:59,775 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.24ms, fps=1171 images/s, loss=1.0922, top1-acc=67.99%, top5-acc=92.48%, remaining_time=0:00:00, arrival_time=2021-04-15 00:59:59.775943, cost_time=0:00:42.124315 2021-04-15 01:00:00,746 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=0.22ms, fps=2643 images/s, loss=1.5143, top1-acc=57.77%, top5-acc=85.27%, remaining_time=0:00:02.906160, arrival_time=2021-04-15 01:00:03.652572, cost_time=0:00:00.968715 2021-04-15 01:00:01,600 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.26ms, fps=2998 images/s, loss=1.5280, top1-acc=57.42%, top5-acc=85.33%, remaining_time=0:00:01.823040, arrival_time=2021-04-15 01:00:03.423774, cost_time=0:00:01.823033 2021-04-15 01:00:02,457 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.23ms, fps=2989 images/s, loss=1.5284, top1-acc=57.68%, top5-acc=85.39%, remaining_time=0:00:00.893260, arrival_time=2021-04-15 01:00:03.350788, cost_time=0:00:02.679769 2021-04-15 01:00:03,241 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.08ms, fps=2962 images/s, loss=1.5140, top1-acc=57.65%, top5-acc=85.57%, remaining_time=0:00:00, arrival_time=2021-04-15 01:00:03.241112, cost_time=0:00:03.463412 2021-04-15 01:00:03,539 INFO : Epoch=0015 complete, best val top1-acc=58.18%, top5-acc=86.33% (epoch=14), remaining_time=2:22:42.295060, arrival_time=2021-04-15 03:22:45.834424, cost_time=0:11:34.240134 2021-04-15 01:00:03,540 INFO : Train start, epoch=0016, lr=0.098618 2021-04-15 01:00:05,846 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.50ms, fps=1110 images/s, loss=0.9802, top1-acc=70.74%, top5-acc=94.14%, remaining_time=0:00:42.882858, arrival_time=2021-04-15 01:00:48.729435, cost_time=0:00:02.305531 2021-04-15 01:00:07,994 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.49ms, fps=1192 images/s, loss=1.0183, top1-acc=70.57%, top5-acc=93.67%, remaining_time=0:00:39.189920, arrival_time=2021-04-15 01:00:47.184249, cost_time=0:00:04.453400 2021-04-15 01:00:10,141 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.34ms, fps=1193 images/s, loss=1.0146, top1-acc=70.36%, top5-acc=93.41%, remaining_time=0:00:36.520664, arrival_time=2021-04-15 01:00:46.661768, cost_time=0:00:06.600109 2021-04-15 01:00:12,291 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.41ms, fps=1191 images/s, loss=1.0298, top1-acc=69.55%, top5-acc=93.21%, remaining_time=0:00:34.127496, arrival_time=2021-04-15 01:00:46.419119, cost_time=0:00:08.750624 2021-04-15 01:00:14,447 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=2.21ms, fps=1188 images/s, loss=1.0306, top1-acc=69.48%, top5-acc=93.18%, remaining_time=0:00:31.845374, arrival_time=2021-04-15 01:00:46.292299, cost_time=0:00:10.905974 2021-04-15 01:00:16,602 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.72ms, fps=1188 images/s, loss=1.0252, top1-acc=69.73%, top5-acc=93.16%, remaining_time=0:00:29.605704, arrival_time=2021-04-15 01:00:46.207969, cost_time=0:00:13.061333 2021-04-15 01:00:18,751 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.70ms, fps=1192 images/s, loss=1.0290, top1-acc=69.53%, top5-acc=93.21%, remaining_time=0:00:27.378414, arrival_time=2021-04-15 01:00:46.129508, cost_time=0:00:15.210240 2021-04-15 01:00:20,905 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.40ms, fps=1189 images/s, loss=1.0313, top1-acc=69.42%, top5-acc=93.23%, remaining_time=0:00:25.178264, arrival_time=2021-04-15 01:00:46.083524, cost_time=0:00:17.364322 2021-04-15 01:00:23,053 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=2.00ms, fps=1192 images/s, loss=1.0338, top1-acc=69.30%, top5-acc=93.21%, remaining_time=0:00:22.981330, arrival_time=2021-04-15 01:00:46.034682, cost_time=0:00:19.512421 2021-04-15 01:00:25,205 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.47ms, fps=1190 images/s, loss=1.0377, top1-acc=69.29%, top5-acc=93.16%, remaining_time=0:00:20.798496, arrival_time=2021-04-15 01:00:46.004438, cost_time=0:00:21.665076 2021-04-15 01:00:27,353 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.90ms, fps=1192 images/s, loss=1.0445, top1-acc=69.24%, top5-acc=92.98%, remaining_time=0:00:18.617452, arrival_time=2021-04-15 01:00:45.971342, cost_time=0:00:23.812983 2021-04-15 01:00:29,501 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.41ms, fps=1193 images/s, loss=1.0467, top1-acc=69.16%, top5-acc=92.96%, remaining_time=0:00:16.441460, arrival_time=2021-04-15 01:00:45.942512, cost_time=0:00:25.960167 2021-04-15 01:00:31,652 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.42ms, fps=1190 images/s, loss=1.0508, top1-acc=69.04%, top5-acc=92.90%, remaining_time=0:00:14.271840, arrival_time=2021-04-15 01:00:45.923832, cost_time=0:00:28.111144 2021-04-15 01:00:33,795 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.69ms, fps=1195 images/s, loss=1.0538, top1-acc=69.01%, top5-acc=92.88%, remaining_time=0:00:12.101768, arrival_time=2021-04-15 01:00:45.897090, cost_time=0:00:30.254409 2021-04-15 01:00:35,938 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.44ms, fps=1195 images/s, loss=1.0581, top1-acc=68.83%, top5-acc=92.85%, remaining_time=0:00:09.935356, arrival_time=2021-04-15 01:00:45.874072, cost_time=0:00:32.397846 2021-04-15 01:00:38,076 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.57ms, fps=1198 images/s, loss=1.0596, top1-acc=68.81%, top5-acc=92.80%, remaining_time=0:00:07.770564, arrival_time=2021-04-15 01:00:45.847257, cost_time=0:00:34.535845 2021-04-15 01:00:40,228 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.49ms, fps=1190 images/s, loss=1.0624, top1-acc=68.75%, top5-acc=92.75%, remaining_time=0:00:05.611008, arrival_time=2021-04-15 01:00:45.839326, cost_time=0:00:36.687377 2021-04-15 01:00:42,377 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=3.51ms, fps=1191 images/s, loss=1.0635, top1-acc=68.74%, top5-acc=92.72%, remaining_time=0:00:03.452176, arrival_time=2021-04-15 01:00:45.830077, cost_time=0:00:38.837038 2021-04-15 01:00:44,527 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.24ms, fps=1191 images/s, loss=1.0690, top1-acc=68.62%, top5-acc=92.58%, remaining_time=0:00:01.294314, arrival_time=2021-04-15 01:00:45.821742, cost_time=0:00:40.986575 2021-04-15 01:00:45,691 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.27ms, fps=1169 images/s, loss=1.0697, top1-acc=68.62%, top5-acc=92.60%, remaining_time=0:00:00, arrival_time=2021-04-15 01:00:45.690991, cost_time=0:00:42.150140 2021-04-15 01:00:46,699 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=1.69ms, fps=2545 images/s, loss=1.5208, top1-acc=58.32%, top5-acc=86.17%, remaining_time=0:00:03.018000, arrival_time=2021-04-15 01:00:49.716993, cost_time=0:00:01.006003 2021-04-15 01:00:47,554 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.54ms, fps=2996 images/s, loss=1.5213, top1-acc=57.71%, top5-acc=85.51%, remaining_time=0:00:01.860920, arrival_time=2021-04-15 01:00:49.414881, cost_time=0:00:01.860929 2021-04-15 01:00:48,410 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.45ms, fps=2991 images/s, loss=1.5256, top1-acc=57.77%, top5-acc=85.66%, remaining_time=0:00:00.905770, arrival_time=2021-04-15 01:00:49.316078, cost_time=0:00:02.717301 2021-04-15 01:00:49,192 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.08ms, fps=2968 images/s, loss=1.5249, top1-acc=58.08%, top5-acc=85.84%, remaining_time=0:00:00, arrival_time=2021-04-15 01:00:49.192325, cost_time=0:00:03.499373 2021-04-15 01:00:49,529 INFO : Epoch=0016 complete, best val top1-acc=58.18%, top5-acc=86.33% (epoch=14), remaining_time=2:21:52.647392, arrival_time=2021-04-15 03:22:42.176853, cost_time=0:12:20.230209 2021-04-15 01:00:49,530 INFO : Train start, epoch=0017, lr=0.098429 2021-04-15 01:00:51,841 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.47ms, fps=1108 images/s, loss=1.0028, top1-acc=70.12%, top5-acc=93.12%, remaining_time=0:00:42.972510, arrival_time=2021-04-15 01:01:34.813879, cost_time=0:00:02.310348 2021-04-15 01:00:53,983 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.52ms, fps=1195 images/s, loss=0.9933, top1-acc=70.72%, top5-acc=93.30%, remaining_time=0:00:39.181472, arrival_time=2021-04-15 01:01:33.164921, cost_time=0:00:04.452434 2021-04-15 01:00:56,130 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.45ms, fps=1193 images/s, loss=0.9830, top1-acc=70.70%, top5-acc=93.54%, remaining_time=0:00:36.514688, arrival_time=2021-04-15 01:01:32.644742, cost_time=0:00:06.599041 2021-04-15 01:00:58,271 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.37ms, fps=1195 images/s, loss=0.9794, top1-acc=70.89%, top5-acc=93.60%, remaining_time=0:00:34.089120, arrival_time=2021-04-15 01:01:32.360918, cost_time=0:00:08.740797 2021-04-15 01:01:00,418 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.84ms, fps=1193 images/s, loss=0.9821, top1-acc=70.80%, top5-acc=93.66%, remaining_time=0:00:31.790770, arrival_time=2021-04-15 01:01:32.209112, cost_time=0:00:10.887246 2021-04-15 01:01:02,569 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.48ms, fps=1190 images/s, loss=0.9838, top1-acc=70.92%, top5-acc=93.64%, remaining_time=0:00:29.553616, arrival_time=2021-04-15 01:01:32.123009, cost_time=0:00:13.038376 2021-04-15 01:01:04,721 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.81ms, fps=1190 images/s, loss=0.9862, top1-acc=71.02%, top5-acc=93.68%, remaining_time=0:00:27.342756, arrival_time=2021-04-15 01:01:32.064181, cost_time=0:00:15.190410 2021-04-15 01:01:06,867 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.61ms, fps=1193 images/s, loss=0.9929, top1-acc=70.84%, top5-acc=93.56%, remaining_time=0:00:25.137896, arrival_time=2021-04-15 01:01:32.005374, cost_time=0:00:17.336475 2021-04-15 01:01:09,017 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.90ms, fps=1191 images/s, loss=0.9937, top1-acc=70.78%, top5-acc=93.57%, remaining_time=0:00:22.951014, arrival_time=2021-04-15 01:01:31.968805, cost_time=0:00:19.486722 2021-04-15 01:01:11,170 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.41ms, fps=1190 images/s, loss=0.9962, top1-acc=70.65%, top5-acc=93.48%, remaining_time=0:00:20.773536, arrival_time=2021-04-15 01:01:31.943695, cost_time=0:00:21.639120 2021-04-15 01:01:13,319 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.37ms, fps=1191 images/s, loss=0.9994, top1-acc=70.57%, top5-acc=93.46%, remaining_time=0:00:18.598360, arrival_time=2021-04-15 01:01:31.917956, cost_time=0:00:23.788569 2021-04-15 01:01:15,464 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.38ms, fps=1194 images/s, loss=1.0033, top1-acc=70.50%, top5-acc=93.41%, remaining_time=0:00:16.424360, arrival_time=2021-04-15 01:01:31.888521, cost_time=0:00:25.933152 2021-04-15 01:01:17,609 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.47ms, fps=1194 images/s, loss=1.0077, top1-acc=70.39%, top5-acc=93.35%, remaining_time=0:00:14.255010, arrival_time=2021-04-15 01:01:31.864085, cost_time=0:00:28.078062 2021-04-15 01:01:19,758 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.65ms, fps=1191 images/s, loss=1.0148, top1-acc=70.24%, top5-acc=93.22%, remaining_time=0:00:12.091072, arrival_time=2021-04-15 01:01:31.849758, cost_time=0:00:30.227694 2021-04-15 01:01:21,906 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.32ms, fps=1192 images/s, loss=1.0174, top1-acc=70.08%, top5-acc=93.20%, remaining_time=0:00:09.928318, arrival_time=2021-04-15 01:01:31.834292, cost_time=0:00:32.374931 2021-04-15 01:01:24,059 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.46ms, fps=1189 images/s, loss=1.0202, top1-acc=69.94%, top5-acc=93.18%, remaining_time=0:00:07.768836, arrival_time=2021-04-15 01:01:31.828101, cost_time=0:00:34.528160 2021-04-15 01:01:26,204 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.33ms, fps=1194 images/s, loss=1.0256, top1-acc=69.80%, top5-acc=93.12%, remaining_time=0:00:05.608902, arrival_time=2021-04-15 01:01:31.813506, cost_time=0:00:36.673564 2021-04-15 01:01:28,357 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.46ms, fps=1189 images/s, loss=1.0281, top1-acc=69.72%, top5-acc=93.11%, remaining_time=0:00:03.451232, arrival_time=2021-04-15 01:01:31.808616, cost_time=0:00:38.826363 2021-04-15 01:01:30,500 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.24ms, fps=1195 images/s, loss=1.0287, top1-acc=69.72%, top5-acc=93.11%, remaining_time=0:00:01.293786, arrival_time=2021-04-15 01:01:31.794620, cost_time=0:00:40.969821 2021-04-15 01:01:31,664 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.43ms, fps=1169 images/s, loss=1.0295, top1-acc=69.69%, top5-acc=93.10%, remaining_time=0:00:00, arrival_time=2021-04-15 01:01:31.664216, cost_time=0:00:42.133229 2021-04-15 01:01:32,631 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.32ms, fps=2652 images/s, loss=1.5234, top1-acc=57.58%, top5-acc=85.59%, remaining_time=0:00:02.896320, arrival_time=2021-04-15 01:01:35.527650, cost_time=0:00:00.965436 2021-04-15 01:01:33,485 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.38ms, fps=2997 images/s, loss=1.4994, top1-acc=58.52%, top5-acc=86.35%, remaining_time=0:00:01.820040, arrival_time=2021-04-15 01:01:35.305968, cost_time=0:00:01.820034 2021-04-15 01:01:34,341 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.35ms, fps=2993 images/s, loss=1.5201, top1-acc=57.53%, top5-acc=86.39%, remaining_time=0:00:00.891930, arrival_time=2021-04-15 01:01:35.233580, cost_time=0:00:02.675783 2021-04-15 01:01:35,133 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.11ms, fps=2930 images/s, loss=1.5348, top1-acc=57.58%, top5-acc=86.22%, remaining_time=0:00:00, arrival_time=2021-04-15 01:01:35.133892, cost_time=0:00:03.467928 2021-04-15 01:01:35,486 INFO : Epoch=0017 complete, best val top1-acc=58.18%, top5-acc=86.33% (epoch=14), remaining_time=2:21:03.074364, arrival_time=2021-04-15 03:22:38.560833, cost_time=0:13:06.187237 2021-04-15 01:01:35,487 INFO : Train start, epoch=0018, lr=0.098228 2021-04-15 01:01:37,789 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.56ms, fps=1112 images/s, loss=0.9637, top1-acc=71.02%, top5-acc=94.57%, remaining_time=0:00:42.812736, arrival_time=2021-04-15 01:02:20.602486, cost_time=0:00:02.301758 2021-04-15 01:01:39,933 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.53ms, fps=1194 images/s, loss=0.9689, top1-acc=71.52%, top5-acc=94.12%, remaining_time=0:00:39.123744, arrival_time=2021-04-15 01:02:19.057622, cost_time=0:00:04.445888 2021-04-15 01:01:42,093 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.44ms, fps=1186 images/s, loss=0.9592, top1-acc=71.47%, top5-acc=94.41%, remaining_time=0:00:36.547722, arrival_time=2021-04-15 01:02:18.640791, cost_time=0:00:06.605022 2021-04-15 01:01:44,245 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.38ms, fps=1190 images/s, loss=0.9605, top1-acc=71.37%, top5-acc=94.31%, remaining_time=0:00:34.154172, arrival_time=2021-04-15 01:02:18.399716, cost_time=0:00:08.757465 2021-04-15 01:01:46,398 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.92ms, fps=1189 images/s, loss=0.9601, top1-acc=71.61%, top5-acc=94.19%, remaining_time=0:00:31.859244, arrival_time=2021-04-15 01:02:18.257905, cost_time=0:00:10.910708 2021-04-15 01:01:48,546 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.39ms, fps=1192 images/s, loss=0.9613, top1-acc=71.51%, top5-acc=94.22%, remaining_time=0:00:29.599992, arrival_time=2021-04-15 01:02:18.146828, cost_time=0:00:13.058829 2021-04-15 01:01:50,689 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.37ms, fps=1195 images/s, loss=0.9689, top1-acc=71.23%, top5-acc=94.14%, remaining_time=0:00:27.362286, arrival_time=2021-04-15 01:02:18.051578, cost_time=0:00:15.201245 2021-04-15 01:01:52,838 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.31ms, fps=1191 images/s, loss=0.9687, top1-acc=71.23%, top5-acc=94.17%, remaining_time=0:00:25.158892, arrival_time=2021-04-15 01:02:17.997764, cost_time=0:00:17.350948 2021-04-15 01:01:54,977 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.42ms, fps=1197 images/s, loss=0.9689, top1-acc=71.22%, top5-acc=94.14%, remaining_time=0:00:22.954724, arrival_time=2021-04-15 01:02:17.932580, cost_time=0:00:19.489873 2021-04-15 01:01:57,124 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.37ms, fps=1193 images/s, loss=0.9768, top1-acc=70.98%, top5-acc=94.05%, remaining_time=0:00:20.770752, arrival_time=2021-04-15 01:02:17.894876, cost_time=0:00:21.636202 2021-04-15 01:01:59,278 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.42ms, fps=1189 images/s, loss=0.9804, top1-acc=70.86%, top5-acc=94.00%, remaining_time=0:00:18.599478, arrival_time=2021-04-15 01:02:17.877482, cost_time=0:00:23.790002 2021-04-15 01:02:01,423 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.48ms, fps=1194 images/s, loss=0.9859, top1-acc=70.68%, top5-acc=93.92%, remaining_time=0:00:16.425576, arrival_time=2021-04-15 01:02:17.848627, cost_time=0:00:25.935143 2021-04-15 01:02:03,571 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.91ms, fps=1192 images/s, loss=0.9925, top1-acc=70.47%, top5-acc=93.86%, remaining_time=0:00:14.257584, arrival_time=2021-04-15 01:02:17.828657, cost_time=0:00:28.083171 2021-04-15 01:02:05,712 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.35ms, fps=1196 images/s, loss=0.9972, top1-acc=70.31%, top5-acc=93.78%, remaining_time=0:00:12.089896, arrival_time=2021-04-15 01:02:17.802634, cost_time=0:00:30.224706 2021-04-15 01:02:07,853 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.39ms, fps=1196 images/s, loss=0.9997, top1-acc=70.29%, top5-acc=93.71%, remaining_time=0:00:09.925328, arrival_time=2021-04-15 01:02:17.778479, cost_time=0:00:32.365239 2021-04-15 01:02:09,994 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.34ms, fps=1196 images/s, loss=1.0018, top1-acc=70.20%, top5-acc=93.70%, remaining_time=0:00:07.763976, arrival_time=2021-04-15 01:02:17.758417, cost_time=0:00:34.506531 2021-04-15 01:02:12,138 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.36ms, fps=1195 images/s, loss=1.0015, top1-acc=70.22%, top5-acc=93.72%, remaining_time=0:00:05.605288, arrival_time=2021-04-15 01:02:17.743223, cost_time=0:00:36.649932 2021-04-15 01:02:14,286 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.35ms, fps=1192 images/s, loss=1.0058, top1-acc=70.15%, top5-acc=93.65%, remaining_time=0:00:03.448720, arrival_time=2021-04-15 01:02:17.734758, cost_time=0:00:38.798122 2021-04-15 01:02:16,434 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.23ms, fps=1192 images/s, loss=1.0093, top1-acc=70.03%, top5-acc=93.58%, remaining_time=0:00:01.293042, arrival_time=2021-04-15 01:02:17.727368, cost_time=0:00:40.946415 2021-04-15 01:02:17,598 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.21ms, fps=1169 images/s, loss=1.0123, top1-acc=69.98%, top5-acc=93.55%, remaining_time=0:00:00, arrival_time=2021-04-15 01:02:17.598301, cost_time=0:00:42.110387 2021-04-15 01:02:18,578 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=0.23ms, fps=2618 images/s, loss=1.4436, top1-acc=58.87%, top5-acc=86.99%, remaining_time=0:00:02.933100, arrival_time=2021-04-15 01:02:21.511081, cost_time=0:00:00.977698 2021-04-15 01:02:19,436 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.38ms, fps=2982 images/s, loss=1.4526, top1-acc=59.37%, top5-acc=86.70%, remaining_time=0:00:01.836420, arrival_time=2021-04-15 01:02:21.273204, cost_time=0:00:01.836425 2021-04-15 01:02:20,292 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.36ms, fps=2994 images/s, loss=1.4560, top1-acc=59.35%, top5-acc=86.90%, remaining_time=0:00:00.897280, arrival_time=2021-04-15 01:02:21.189448, cost_time=0:00:02.691841 2021-04-15 01:02:21,075 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.08ms, fps=2963 images/s, loss=1.4386, top1-acc=59.39%, top5-acc=86.70%, remaining_time=0:00:00, arrival_time=2021-04-15 01:02:21.075590, cost_time=0:00:03.475293 2021-04-15 01:02:21,700 INFO : Epoch=0018 complete, best val top1-acc=59.39%, top5-acc=86.70% (epoch=18), remaining_time=2:20:16.500092, arrival_time=2021-04-15 03:22:38.200429, cost_time=0:13:52.401101 2021-04-15 01:02:21,701 INFO : Train start, epoch=0019, lr=0.098015 2021-04-15 01:02:24,020 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.42ms, fps=1104 images/s, loss=0.9803, top1-acc=70.31%, top5-acc=94.10%, remaining_time=0:00:43.120008, arrival_time=2021-04-15 01:03:07.140081, cost_time=0:00:02.318281 2021-04-15 01:02:26,166 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.37ms, fps=1193 images/s, loss=0.9618, top1-acc=71.33%, top5-acc=94.20%, remaining_time=0:00:39.286720, arrival_time=2021-04-15 01:03:05.452911, cost_time=0:00:04.464399 2021-04-15 01:02:28,317 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.36ms, fps=1190 images/s, loss=0.9517, top1-acc=71.34%, top5-acc=94.28%, remaining_time=0:00:36.607316, arrival_time=2021-04-15 01:03:04.924877, cost_time=0:00:06.615772 2021-04-15 01:02:30,458 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.37ms, fps=1196 images/s, loss=0.9547, top1-acc=71.31%, top5-acc=94.02%, remaining_time=0:00:34.148868, arrival_time=2021-04-15 01:03:04.606857, cost_time=0:00:08.756108 2021-04-15 01:02:32,600 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.27ms, fps=1195 images/s, loss=0.9541, top1-acc=71.41%, top5-acc=94.04%, remaining_time=0:00:31.824496, arrival_time=2021-04-15 01:03:04.425103, cost_time=0:00:10.898814 2021-04-15 01:02:34,747 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.45ms, fps=1193 images/s, loss=0.9507, top1-acc=71.61%, top5-acc=94.05%, remaining_time=0:00:29.570752, arrival_time=2021-04-15 01:03:04.318486, cost_time=0:00:13.045950 2021-04-15 01:02:36,891 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.32ms, fps=1194 images/s, loss=0.9516, top1-acc=71.48%, top5-acc=94.08%, remaining_time=0:00:27.341496, arrival_time=2021-04-15 01:03:04.232998, cost_time=0:00:15.189721 2021-04-15 01:02:39,035 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.41ms, fps=1194 images/s, loss=0.9566, top1-acc=71.42%, top5-acc=94.07%, remaining_time=0:00:25.133836, arrival_time=2021-04-15 01:03:04.169380, cost_time=0:00:17.333695 2021-04-15 01:02:41,187 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.71ms, fps=1190 images/s, loss=0.9555, top1-acc=71.49%, top5-acc=94.08%, remaining_time=0:00:22.949530, arrival_time=2021-04-15 01:03:04.136794, cost_time=0:00:19.485440 2021-04-15 01:02:43,328 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.39ms, fps=1196 images/s, loss=0.9594, top1-acc=71.48%, top5-acc=94.01%, remaining_time=0:00:20.761536, arrival_time=2021-04-15 01:03:04.089975, cost_time=0:00:21.626636 2021-04-15 01:02:45,477 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.38ms, fps=1192 images/s, loss=0.9626, top1-acc=71.36%, top5-acc=94.07%, remaining_time=0:00:18.588126, arrival_time=2021-04-15 01:03:04.065408, cost_time=0:00:23.775490 2021-04-15 01:02:47,627 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.39ms, fps=1191 images/s, loss=0.9696, top1-acc=71.14%, top5-acc=93.99%, remaining_time=0:00:16.419420, arrival_time=2021-04-15 01:03:04.046696, cost_time=0:00:25.925435 2021-04-15 01:02:49,772 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.33ms, fps=1194 images/s, loss=0.9756, top1-acc=70.96%, top5-acc=93.92%, remaining_time=0:00:14.251182, arrival_time=2021-04-15 01:03:04.023451, cost_time=0:00:28.070476 2021-04-15 01:02:51,914 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.33ms, fps=1195 images/s, loss=0.9774, top1-acc=70.91%, top5-acc=93.88%, remaining_time=0:00:12.085248, arrival_time=2021-04-15 01:03:04.000163, cost_time=0:00:30.213133 2021-04-15 01:02:54,070 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.46ms, fps=1188 images/s, loss=0.9792, top1-acc=70.93%, top5-acc=93.82%, remaining_time=0:00:09.926248, arrival_time=2021-04-15 01:03:03.996243, cost_time=0:00:32.368131 2021-04-15 01:02:56,215 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.32ms, fps=1194 images/s, loss=0.9816, top1-acc=70.88%, top5-acc=93.73%, remaining_time=0:00:07.765524, arrival_time=2021-04-15 01:03:03.980819, cost_time=0:00:34.513472 2021-04-15 01:02:58,363 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.37ms, fps=1192 images/s, loss=0.9847, top1-acc=70.80%, top5-acc=93.69%, remaining_time=0:00:05.607134, arrival_time=2021-04-15 01:03:03.971004, cost_time=0:00:36.662064 2021-04-15 01:03:00,507 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.34ms, fps=1195 images/s, loss=0.9862, top1-acc=70.72%, top5-acc=93.67%, remaining_time=0:00:03.449376, arrival_time=2021-04-15 01:03:03.956580, cost_time=0:00:38.805414 2021-04-15 01:03:02,658 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.31ms, fps=1190 images/s, loss=0.9911, top1-acc=70.62%, top5-acc=93.59%, remaining_time=0:00:01.293366, arrival_time=2021-04-15 01:03:03.951812, cost_time=0:00:40.956653 2021-04-15 01:03:03,823 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.41ms, fps=1168 images/s, loss=0.9926, top1-acc=70.60%, top5-acc=93.56%, remaining_time=0:00:00, arrival_time=2021-04-15 01:03:03.823641, cost_time=0:00:42.121811 2021-04-15 01:03:04,856 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=0.34ms, fps=2486 images/s, loss=1.5483, top1-acc=57.27%, top5-acc=86.41%, remaining_time=0:00:03.089310, arrival_time=2021-04-15 01:03:07.945818, cost_time=0:00:01.029769 2021-04-15 01:03:05,711 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.35ms, fps=2995 images/s, loss=1.5136, top1-acc=58.18%, top5-acc=86.31%, remaining_time=0:00:01.884980, arrival_time=2021-04-15 01:03:07.596677, cost_time=0:00:01.884976 2021-04-15 01:03:06,568 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.80ms, fps=2989 images/s, loss=1.5218, top1-acc=57.96%, top5-acc=86.07%, remaining_time=0:00:00.913910, arrival_time=2021-04-15 01:03:07.482349, cost_time=0:00:02.741717 2021-04-15 01:03:07,353 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.08ms, fps=2958 images/s, loss=1.5186, top1-acc=58.13%, top5-acc=86.14%, remaining_time=0:00:00, arrival_time=2021-04-15 01:03:07.353210, cost_time=0:00:03.526511 2021-04-15 01:03:07,685 INFO : Epoch=0019 complete, best val top1-acc=59.39%, top5-acc=86.70% (epoch=18), remaining_time=2:19:27.780954, arrival_time=2021-04-15 03:22:35.466064, cost_time=0:14:38.385852 2021-04-15 01:03:07,687 INFO : Train start, epoch=0020, lr=0.097790 2021-04-15 01:03:10,041 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.39ms, fps=1088 images/s, loss=0.9457, top1-acc=73.05%, top5-acc=94.30%, remaining_time=0:00:43.778820, arrival_time=2021-04-15 01:03:53.819855, cost_time=0:00:02.353704 2021-04-15 01:03:12,186 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.38ms, fps=1193 images/s, loss=0.9233, top1-acc=73.09%, top5-acc=94.16%, remaining_time=0:00:39.593136, arrival_time=2021-04-15 01:03:51.779764, cost_time=0:00:04.499221 2021-04-15 01:03:14,330 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.54ms, fps=1194 images/s, loss=0.9220, top1-acc=72.86%, top5-acc=94.18%, remaining_time=0:00:36.759206, arrival_time=2021-04-15 01:03:51.089790, cost_time=0:00:06.643240 2021-04-15 01:03:16,465 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.32ms, fps=1200 images/s, loss=0.9286, top1-acc=72.71%, top5-acc=94.16%, remaining_time=0:00:34.233576, arrival_time=2021-04-15 01:03:50.698739, cost_time=0:00:08.777837 2021-04-15 01:03:18,615 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.34ms, fps=1191 images/s, loss=0.9254, top1-acc=72.66%, top5-acc=94.32%, remaining_time=0:00:31.910782, arrival_time=2021-04-15 01:03:50.526463, cost_time=0:00:10.928344 2021-04-15 01:03:20,762 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.71ms, fps=1193 images/s, loss=0.9308, top1-acc=72.55%, top5-acc=94.21%, remaining_time=0:00:29.636848, arrival_time=2021-04-15 01:03:50.399246, cost_time=0:00:13.075066 2021-04-15 01:03:22,911 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.31ms, fps=1192 images/s, loss=0.9301, top1-acc=72.61%, top5-acc=94.28%, remaining_time=0:00:27.402606, arrival_time=2021-04-15 01:03:50.313620, cost_time=0:00:15.223676 2021-04-15 01:03:25,057 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.74ms, fps=1193 images/s, loss=0.9270, top1-acc=72.55%, top5-acc=94.38%, remaining_time=0:00:25.187080, arrival_time=2021-04-15 01:03:50.244859, cost_time=0:00:17.370435 2021-04-15 01:03:27,200 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.46ms, fps=1195 images/s, loss=0.9267, top1-acc=72.54%, top5-acc=94.41%, remaining_time=0:00:22.981542, arrival_time=2021-04-15 01:03:50.181508, cost_time=0:00:19.512637 2021-04-15 01:03:29,346 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.74ms, fps=1193 images/s, loss=0.9310, top1-acc=72.30%, top5-acc=94.37%, remaining_time=0:00:20.792448, arrival_time=2021-04-15 01:03:50.138642, cost_time=0:00:21.658807 2021-04-15 01:03:31,494 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.32ms, fps=1192 images/s, loss=0.9344, top1-acc=72.19%, top5-acc=94.34%, remaining_time=0:00:18.612464, arrival_time=2021-04-15 01:03:50.106443, cost_time=0:00:23.806601 2021-04-15 01:03:33,649 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.42ms, fps=1188 images/s, loss=0.9422, top1-acc=72.00%, top5-acc=94.23%, remaining_time=0:00:16.442600, arrival_time=2021-04-15 01:03:50.091957, cost_time=0:00:25.962029 2021-04-15 01:03:35,799 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.41ms, fps=1191 images/s, loss=0.9488, top1-acc=71.87%, top5-acc=94.13%, remaining_time=0:00:14.272434, arrival_time=2021-04-15 01:03:50.072167, cost_time=0:00:28.112396 2021-04-15 01:03:37,945 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.38ms, fps=1193 images/s, loss=0.9543, top1-acc=71.74%, top5-acc=94.03%, remaining_time=0:00:12.103224, arrival_time=2021-04-15 01:03:50.048661, cost_time=0:00:30.258101 2021-04-15 01:03:40,095 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.38ms, fps=1191 images/s, loss=0.9592, top1-acc=71.54%, top5-acc=93.98%, remaining_time=0:00:09.938484, arrival_time=2021-04-15 01:03:50.033953, cost_time=0:00:32.408137 2021-04-15 01:03:42,245 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.55ms, fps=1191 images/s, loss=0.9603, top1-acc=71.55%, top5-acc=93.96%, remaining_time=0:00:07.775640, arrival_time=2021-04-15 01:03:50.021434, cost_time=0:00:34.558457 2021-04-15 01:03:44,393 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.87ms, fps=1192 images/s, loss=0.9640, top1-acc=71.52%, top5-acc=93.89%, remaining_time=0:00:05.613790, arrival_time=2021-04-15 01:03:50.006756, cost_time=0:00:36.705628 2021-04-15 01:03:46,537 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.46ms, fps=1194 images/s, loss=0.9698, top1-acc=71.32%, top5-acc=93.81%, remaining_time=0:00:03.453328, arrival_time=2021-04-15 01:03:49.990600, cost_time=0:00:38.849939 2021-04-15 01:03:48,683 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.21ms, fps=1193 images/s, loss=0.9741, top1-acc=71.22%, top5-acc=93.77%, remaining_time=0:00:01.294620, arrival_time=2021-04-15 01:03:49.978172, cost_time=0:00:40.996220 2021-04-15 01:03:49,849 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.9741, top1-acc=71.23%, top5-acc=93.77%, remaining_time=0:00:00, arrival_time=2021-04-15 01:03:49.849872, cost_time=0:00:42.162556 2021-04-15 01:03:50,856 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=0.20ms, fps=2548 images/s, loss=1.6244, top1-acc=57.11%, top5-acc=84.37%, remaining_time=0:00:03.014340, arrival_time=2021-04-15 01:03:53.870693, cost_time=0:00:01.004778 2021-04-15 01:03:51,709 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.40ms, fps=3003 images/s, loss=1.5954, top1-acc=57.58%, top5-acc=84.92%, remaining_time=0:00:01.857600, arrival_time=2021-04-15 01:03:53.566764, cost_time=0:00:01.857596 2021-04-15 01:03:52,564 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.37ms, fps=2996 images/s, loss=1.5525, top1-acc=58.15%, top5-acc=85.43%, remaining_time=0:00:00.904120, arrival_time=2021-04-15 01:03:53.468209, cost_time=0:00:02.712373 2021-04-15 01:03:53,348 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.07ms, fps=2961 images/s, loss=1.5401, top1-acc=58.41%, top5-acc=85.80%, remaining_time=0:00:00, arrival_time=2021-04-15 01:03:53.347995, cost_time=0:00:03.496443 2021-04-15 01:03:53,722 INFO : Epoch=0020 complete, best val top1-acc=59.39%, top5-acc=86.70% (epoch=18), remaining_time=2:18:39.808080, arrival_time=2021-04-15 03:22:33.530437, cost_time=0:15:24.423125 2021-04-15 01:03:53,723 INFO : Train start, epoch=0021, lr=0.097553 2021-04-15 01:03:56,060 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=1.45ms, fps=1096 images/s, loss=0.8630, top1-acc=73.79%, top5-acc=95.70%, remaining_time=0:00:43.459272, arrival_time=2021-04-15 01:04:39.519599, cost_time=0:00:02.336517 2021-04-15 01:03:58,211 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.83ms, fps=1190 images/s, loss=0.9006, top1-acc=72.85%, top5-acc=95.20%, remaining_time=0:00:39.492288, arrival_time=2021-04-15 01:04:37.703867, cost_time=0:00:04.487756 2021-04-15 01:04:00,362 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.56ms, fps=1191 images/s, loss=0.9059, top1-acc=72.90%, top5-acc=94.91%, remaining_time=0:00:36.731650, arrival_time=2021-04-15 01:04:37.093794, cost_time=0:00:06.638251 2021-04-15 01:04:02,513 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.70ms, fps=1191 images/s, loss=0.9016, top1-acc=73.16%, top5-acc=94.68%, remaining_time=0:00:34.278504, arrival_time=2021-04-15 01:04:36.791684, cost_time=0:00:08.789374 2021-04-15 01:04:04,662 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.51ms, fps=1192 images/s, loss=0.9103, top1-acc=72.87%, top5-acc=94.51%, remaining_time=0:00:31.939398, arrival_time=2021-04-15 01:04:36.601550, cost_time=0:00:10.938167 2021-04-15 01:04:06,829 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.77ms, fps=1182 images/s, loss=0.9147, top1-acc=72.77%, top5-acc=94.41%, remaining_time=0:00:29.705664, arrival_time=2021-04-15 01:04:36.534894, cost_time=0:00:13.105420 2021-04-15 01:04:08,979 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=2.03ms, fps=1191 images/s, loss=0.9189, top1-acc=72.65%, top5-acc=94.45%, remaining_time=0:00:27.459054, arrival_time=2021-04-15 01:04:36.438001, cost_time=0:00:15.255043 2021-04-15 01:04:11,133 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.65ms, fps=1189 images/s, loss=0.9205, top1-acc=72.73%, top5-acc=94.40%, remaining_time=0:00:25.243572, arrival_time=2021-04-15 01:04:36.376724, cost_time=0:00:17.409348 2021-04-15 01:04:13,282 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.56ms, fps=1192 images/s, loss=0.9229, top1-acc=72.53%, top5-acc=94.37%, remaining_time=0:00:23.035284, arrival_time=2021-04-15 01:04:36.317379, cost_time=0:00:19.558276 2021-04-15 01:04:15,435 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=2.90ms, fps=1189 images/s, loss=0.9292, top1-acc=72.33%, top5-acc=94.27%, remaining_time=0:00:20.842848, arrival_time=2021-04-15 01:04:36.277995, cost_time=0:00:21.711331 2021-04-15 01:04:17,578 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=2.06ms, fps=1195 images/s, loss=0.9363, top1-acc=72.15%, top5-acc=94.18%, remaining_time=0:00:18.649960, arrival_time=2021-04-15 01:04:36.228332, cost_time=0:00:23.854588 2021-04-15 01:04:19,724 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.54ms, fps=1193 images/s, loss=0.9432, top1-acc=71.97%, top5-acc=94.08%, remaining_time=0:00:16.466768, arrival_time=2021-04-15 01:04:36.190755, cost_time=0:00:26.000187 2021-04-15 01:04:21,873 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.56ms, fps=1191 images/s, loss=0.9496, top1-acc=71.82%, top5-acc=94.00%, remaining_time=0:00:14.291442, arrival_time=2021-04-15 01:04:36.165078, cost_time=0:00:28.149828 2021-04-15 01:04:24,024 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.46ms, fps=1191 images/s, loss=0.9529, top1-acc=71.75%, top5-acc=93.94%, remaining_time=0:00:12.120080, arrival_time=2021-04-15 01:04:36.144153, cost_time=0:00:30.300214 2021-04-15 01:04:26,170 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.62ms, fps=1193 images/s, loss=0.9555, top1-acc=71.63%, top5-acc=93.97%, remaining_time=0:00:09.950398, arrival_time=2021-04-15 01:04:36.121047, cost_time=0:00:32.446893 2021-04-15 01:04:28,314 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.54ms, fps=1194 images/s, loss=0.9603, top1-acc=71.52%, top5-acc=93.93%, remaining_time=0:00:07.782984, arrival_time=2021-04-15 01:04:36.097681, cost_time=0:00:34.590978 2021-04-15 01:04:30,468 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.39ms, fps=1189 images/s, loss=0.9641, top1-acc=71.41%, top5-acc=93.92%, remaining_time=0:00:05.619744, arrival_time=2021-04-15 01:04:36.088021, cost_time=0:00:36.744466 2021-04-15 01:04:32,611 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.68ms, fps=1195 images/s, loss=0.9671, top1-acc=71.37%, top5-acc=93.87%, remaining_time=0:00:03.456688, arrival_time=2021-04-15 01:04:36.068150, cost_time=0:00:38.887736 2021-04-15 01:04:34,753 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.27ms, fps=1195 images/s, loss=0.9705, top1-acc=71.30%, top5-acc=93.82%, remaining_time=0:00:01.295676, arrival_time=2021-04-15 01:04:36.049260, cost_time=0:00:41.029814 2021-04-15 01:04:35,916 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.56ms, fps=1170 images/s, loss=0.9732, top1-acc=71.23%, top5-acc=93.79%, remaining_time=0:00:00, arrival_time=2021-04-15 01:04:35.916817, cost_time=0:00:42.193085 2021-04-15 01:04:36,953 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=0.22ms, fps=2473 images/s, loss=1.6707, top1-acc=54.69%, top5-acc=84.53%, remaining_time=0:00:03.105450, arrival_time=2021-04-15 01:04:40.059220, cost_time=0:00:01.035154 2021-04-15 01:04:37,808 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.55ms, fps=2995 images/s, loss=1.6524, top1-acc=55.25%, top5-acc=84.34%, remaining_time=0:00:01.890300, arrival_time=2021-04-15 01:04:39.699228, cost_time=0:00:01.890306 2021-04-15 01:04:38,664 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.32ms, fps=2993 images/s, loss=1.6376, top1-acc=55.87%, top5-acc=84.47%, remaining_time=0:00:00.915340, arrival_time=2021-04-15 01:04:39.579982, cost_time=0:00:02.746020 2021-04-15 01:04:39,450 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.09ms, fps=2955 images/s, loss=1.6466, top1-acc=56.36%, top5-acc=84.41%, remaining_time=0:00:00, arrival_time=2021-04-15 01:04:39.450059, cost_time=0:00:03.531467 2021-04-15 01:04:39,754 INFO : Epoch=0021 complete, best val top1-acc=59.39%, top5-acc=86.70% (epoch=18), remaining_time=2:17:51.974134, arrival_time=2021-04-15 03:22:31.728437, cost_time=0:16:10.455070 2021-04-15 01:04:39,755 INFO : Train start, epoch=0022, lr=0.097304 2021-04-15 01:04:42,064 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.42ms, fps=1109 images/s, loss=0.9523, top1-acc=71.09%, top5-acc=93.79%, remaining_time=0:00:42.947400, arrival_time=2021-04-15 01:05:25.012126, cost_time=0:00:02.308995 2021-04-15 01:04:44,212 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.83ms, fps=1192 images/s, loss=0.9130, top1-acc=72.40%, top5-acc=94.63%, remaining_time=0:00:39.222480, arrival_time=2021-04-15 01:05:23.435232, cost_time=0:00:04.457106 2021-04-15 01:04:46,365 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.52ms, fps=1190 images/s, loss=0.8965, top1-acc=72.93%, top5-acc=94.87%, remaining_time=0:00:36.571792, arrival_time=2021-04-15 01:05:22.936783, cost_time=0:00:06.609346 2021-04-15 01:04:48,509 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.60ms, fps=1194 images/s, loss=0.9047, top1-acc=72.99%, top5-acc=94.68%, remaining_time=0:00:34.138728, arrival_time=2021-04-15 01:05:22.647960, cost_time=0:00:08.753507 2021-04-15 01:04:50,662 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.39ms, fps=1189 images/s, loss=0.9052, top1-acc=73.01%, top5-acc=94.70%, remaining_time=0:00:31.848878, arrival_time=2021-04-15 01:05:22.511679, cost_time=0:00:10.907130 2021-04-15 01:04:52,809 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.29ms, fps=1193 images/s, loss=0.9062, top1-acc=72.81%, top5-acc=94.69%, remaining_time=0:00:29.589656, arrival_time=2021-04-15 01:05:22.399582, cost_time=0:00:13.054273 2021-04-15 01:04:54,961 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.39ms, fps=1190 images/s, loss=0.9067, top1-acc=72.66%, top5-acc=94.69%, remaining_time=0:00:27.369720, arrival_time=2021-04-15 01:05:22.330740, cost_time=0:00:15.205368 2021-04-15 01:04:57,106 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.99ms, fps=1193 images/s, loss=0.9107, top1-acc=72.50%, top5-acc=94.64%, remaining_time=0:00:25.158660, arrival_time=2021-04-15 01:05:22.265137, cost_time=0:00:17.350779 2021-04-15 01:04:59,250 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.40ms, fps=1195 images/s, loss=0.9156, top1-acc=72.35%, top5-acc=94.57%, remaining_time=0:00:22.960024, arrival_time=2021-04-15 01:05:22.210036, cost_time=0:00:19.494344 2021-04-15 01:05:01,397 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.38ms, fps=1193 images/s, loss=0.9173, top1-acc=72.32%, top5-acc=94.54%, remaining_time=0:00:20.775744, arrival_time=2021-04-15 01:05:22.172780, cost_time=0:00:21.641372 2021-04-15 01:05:03,548 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.40ms, fps=1190 images/s, loss=0.9181, top1-acc=72.33%, top5-acc=94.52%, remaining_time=0:00:18.601456, arrival_time=2021-04-15 01:05:22.149788, cost_time=0:00:23.792608 2021-04-15 01:05:05,707 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.47ms, fps=1186 images/s, loss=0.9220, top1-acc=72.23%, top5-acc=94.48%, remaining_time=0:00:16.436216, arrival_time=2021-04-15 01:05:22.143757, cost_time=0:00:25.951904 2021-04-15 01:05:07,856 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.40ms, fps=1192 images/s, loss=0.9289, top1-acc=72.01%, top5-acc=94.41%, remaining_time=0:00:14.266560, arrival_time=2021-04-15 01:05:22.122976, cost_time=0:00:28.100765 2021-04-15 01:05:10,004 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.72ms, fps=1192 images/s, loss=0.9315, top1-acc=71.92%, top5-acc=94.38%, remaining_time=0:00:12.099584, arrival_time=2021-04-15 01:05:22.104228, cost_time=0:00:30.248905 2021-04-15 01:05:12,150 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.38ms, fps=1193 images/s, loss=0.9339, top1-acc=71.89%, top5-acc=94.37%, remaining_time=0:00:09.934298, arrival_time=2021-04-15 01:05:22.084490, cost_time=0:00:32.394510 2021-04-15 01:05:14,293 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.32ms, fps=1195 images/s, loss=0.9377, top1-acc=71.83%, top5-acc=94.28%, remaining_time=0:00:07.771068, arrival_time=2021-04-15 01:05:22.064868, cost_time=0:00:34.538157 2021-04-15 01:05:16,443 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.53ms, fps=1191 images/s, loss=0.9402, top1-acc=71.74%, top5-acc=94.24%, remaining_time=0:00:05.611112, arrival_time=2021-04-15 01:05:22.054859, cost_time=0:00:36.688110 2021-04-15 01:05:18,595 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.56ms, fps=1190 images/s, loss=0.9437, top1-acc=71.67%, top5-acc=94.19%, remaining_time=0:00:03.452432, arrival_time=2021-04-15 01:05:22.048036, cost_time=0:00:38.839834 2021-04-15 01:05:20,741 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.22ms, fps=1194 images/s, loss=0.9463, top1-acc=71.62%, top5-acc=94.16%, remaining_time=0:00:01.294272, arrival_time=2021-04-15 01:05:22.035218, cost_time=0:00:40.985263 2021-04-15 01:05:21,909 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.25ms, fps=1164 images/s, loss=0.9512, top1-acc=71.54%, top5-acc=94.10%, remaining_time=0:00:00, arrival_time=2021-04-15 01:05:21.909785, cost_time=0:00:42.154102 2021-04-15 01:05:22,918 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=0.23ms, fps=2544 images/s, loss=1.5814, top1-acc=57.73%, top5-acc=85.62%, remaining_time=0:00:03.018270, arrival_time=2021-04-15 01:05:25.936265, cost_time=0:00:01.006094 2021-04-15 01:05:23,773 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.49ms, fps=2994 images/s, loss=1.5521, top1-acc=58.16%, top5-acc=85.84%, remaining_time=0:00:01.861780, arrival_time=2021-04-15 01:05:25.635374, cost_time=0:00:01.861779 2021-04-15 01:05:24,651 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.95ms, fps=2918 images/s, loss=1.5474, top1-acc=58.14%, top5-acc=86.02%, remaining_time=0:00:00.913150, arrival_time=2021-04-15 01:05:25.564530, cost_time=0:00:02.739438 2021-04-15 01:05:25,450 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.09ms, fps=2905 images/s, loss=1.5283, top1-acc=58.39%, top5-acc=86.04%, remaining_time=0:00:00, arrival_time=2021-04-15 01:05:25.450601, cost_time=0:00:03.538732 2021-04-15 01:05:25,752 INFO : Epoch=0022 complete, best val top1-acc=59.39%, top5-acc=86.70% (epoch=18), remaining_time=2:17:04.033252, arrival_time=2021-04-15 03:22:29.786033, cost_time=0:16:56.453546 2021-04-15 01:05:25,754 INFO : Train start, epoch=0023, lr=0.097044 2021-04-15 01:05:28,099 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.75ms, fps=1092 images/s, loss=0.9072, top1-acc=72.30%, top5-acc=95.04%, remaining_time=0:00:43.610118, arrival_time=2021-04-15 01:06:11.709029, cost_time=0:00:02.344632 2021-04-15 01:05:30,242 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.30ms, fps=1195 images/s, loss=0.8883, top1-acc=72.93%, top5-acc=95.16%, remaining_time=0:00:39.496864, arrival_time=2021-04-15 01:06:09.739453, cost_time=0:00:04.488284 2021-04-15 01:05:32,392 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.47ms, fps=1191 images/s, loss=0.8668, top1-acc=74.09%, top5-acc=95.25%, remaining_time=0:00:36.729326, arrival_time=2021-04-15 01:06:09.121463, cost_time=0:00:06.637833 2021-04-15 01:05:34,547 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.48ms, fps=1188 images/s, loss=0.8711, top1-acc=74.05%, top5-acc=94.96%, remaining_time=0:00:34.291452, arrival_time=2021-04-15 01:06:08.838441, cost_time=0:00:08.792677 2021-04-15 01:05:36,693 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.75ms, fps=1193 images/s, loss=0.8783, top1-acc=73.84%, top5-acc=94.87%, remaining_time=0:00:31.942318, arrival_time=2021-04-15 01:06:08.635737, cost_time=0:00:10.939128 2021-04-15 01:05:38,840 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.42ms, fps=1193 images/s, loss=0.8849, top1-acc=73.69%, top5-acc=94.79%, remaining_time=0:00:29.662280, arrival_time=2021-04-15 01:06:08.502827, cost_time=0:00:13.086315 2021-04-15 01:05:40,989 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.47ms, fps=1192 images/s, loss=0.8844, top1-acc=73.72%, top5-acc=94.89%, remaining_time=0:00:27.423018, arrival_time=2021-04-15 01:06:08.412397, cost_time=0:00:15.235019 2021-04-15 01:05:43,146 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.38ms, fps=1187 images/s, loss=0.8909, top1-acc=73.57%, top5-acc=94.81%, remaining_time=0:00:25.218632, arrival_time=2021-04-15 01:06:08.364998, cost_time=0:00:17.392175 2021-04-15 01:05:45,294 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.42ms, fps=1192 images/s, loss=0.8917, top1-acc=73.57%, top5-acc=94.85%, remaining_time=0:00:23.013660, arrival_time=2021-04-15 01:06:08.307831, cost_time=0:00:19.539866 2021-04-15 01:05:47,439 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.49ms, fps=1194 images/s, loss=0.8996, top1-acc=73.26%, top5-acc=94.83%, remaining_time=0:00:20.817984, arrival_time=2021-04-15 01:06:08.257595, cost_time=0:00:21.685392 2021-04-15 01:05:49,585 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.43ms, fps=1193 images/s, loss=0.9059, top1-acc=73.11%, top5-acc=94.75%, remaining_time=0:00:18.631470, arrival_time=2021-04-15 01:06:08.216776, cost_time=0:00:23.830997 2021-04-15 01:05:51,727 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.37ms, fps=1195 images/s, loss=0.9131, top1-acc=72.88%, top5-acc=94.62%, remaining_time=0:00:16.449668, arrival_time=2021-04-15 01:06:08.177071, cost_time=0:00:25.973193 2021-04-15 01:05:53,874 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.47ms, fps=1193 images/s, loss=0.9166, top1-acc=72.83%, top5-acc=94.59%, remaining_time=0:00:14.276328, arrival_time=2021-04-15 01:06:08.150626, cost_time=0:00:28.120035 2021-04-15 01:05:56,021 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.47ms, fps=1193 images/s, loss=0.9185, top1-acc=72.77%, top5-acc=94.53%, remaining_time=0:00:12.106752, arrival_time=2021-04-15 01:06:08.127859, cost_time=0:00:30.266857 2021-04-15 01:05:58,165 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.41ms, fps=1194 images/s, loss=0.9214, top1-acc=72.71%, top5-acc=94.51%, remaining_time=0:00:09.939450, arrival_time=2021-04-15 01:06:08.104858, cost_time=0:00:32.411187 2021-04-15 01:06:00,313 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.41ms, fps=1192 images/s, loss=0.9246, top1-acc=72.60%, top5-acc=94.46%, remaining_time=0:00:07.775784, arrival_time=2021-04-15 01:06:08.089182, cost_time=0:00:34.559117 2021-04-15 01:06:02,458 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.38ms, fps=1194 images/s, loss=0.9275, top1-acc=72.44%, top5-acc=94.45%, remaining_time=0:00:05.613608, arrival_time=2021-04-15 01:06:08.072162, cost_time=0:00:36.704309 2021-04-15 01:06:04,600 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.38ms, fps=1195 images/s, loss=0.9305, top1-acc=72.36%, top5-acc=94.39%, remaining_time=0:00:03.453008, arrival_time=2021-04-15 01:06:08.053505, cost_time=0:00:38.846276 2021-04-15 01:06:06,745 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.30ms, fps=1194 images/s, loss=0.9319, top1-acc=72.27%, top5-acc=94.38%, remaining_time=0:00:01.294446, arrival_time=2021-04-15 01:06:08.039410, cost_time=0:00:40.990748 2021-04-15 01:06:07,905 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.65ms, fps=1172 images/s, loss=0.9315, top1-acc=72.29%, top5-acc=94.40%, remaining_time=0:00:00, arrival_time=2021-04-15 01:06:07.905759, cost_time=0:00:42.151488 2021-04-15 01:06:08,902 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.55ms, fps=2575 images/s, loss=1.5167, top1-acc=58.71%, top5-acc=86.76%, remaining_time=0:00:02.982780, arrival_time=2021-04-15 01:06:11.884788, cost_time=0:00:00.994262 2021-04-15 01:06:09,760 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.33ms, fps=2985 images/s, loss=1.5108, top1-acc=59.26%, top5-acc=86.70%, remaining_time=0:00:01.852480, arrival_time=2021-04-15 01:06:11.612669, cost_time=0:00:01.852475 2021-04-15 01:06:10,618 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.38ms, fps=2983 images/s, loss=1.5210, top1-acc=59.22%, top5-acc=86.15%, remaining_time=0:00:00.903650, arrival_time=2021-04-15 01:06:11.522318, cost_time=0:00:02.710951 2021-04-15 01:06:11,403 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.09ms, fps=2956 images/s, loss=1.5120, top1-acc=59.29%, top5-acc=86.40%, remaining_time=0:00:00, arrival_time=2021-04-15 01:06:11.403756, cost_time=0:00:03.496065 2021-04-15 01:06:11,714 INFO : Epoch=0023 complete, best val top1-acc=59.39%, top5-acc=86.70% (epoch=18), remaining_time=2:16:15.981345, arrival_time=2021-04-15 03:22:27.696217, cost_time=0:17:42.415644 2021-04-15 01:06:11,716 INFO : Train start, epoch=0024, lr=0.096772 2021-04-15 01:06:14,041 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.97ms, fps=1101 images/s, loss=0.8643, top1-acc=74.10%, top5-acc=95.04%, remaining_time=0:00:43.250208, arrival_time=2021-04-15 01:06:57.291802, cost_time=0:00:02.325279 2021-04-15 01:06:16,206 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.58ms, fps=1183 images/s, loss=0.8530, top1-acc=74.88%, top5-acc=95.27%, remaining_time=0:00:39.509888, arrival_time=2021-04-15 01:06:55.715938, cost_time=0:00:04.489763 2021-04-15 01:06:18,351 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.34ms, fps=1194 images/s, loss=0.8510, top1-acc=74.48%, top5-acc=95.47%, remaining_time=0:00:36.714386, arrival_time=2021-04-15 01:06:55.065809, cost_time=0:00:06.635123 2021-04-15 01:06:20,498 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.40ms, fps=1193 images/s, loss=0.8521, top1-acc=74.45%, top5-acc=95.38%, remaining_time=0:00:34.248708, arrival_time=2021-04-15 01:06:54.746805, cost_time=0:00:08.781704 2021-04-15 01:06:22,649 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.59ms, fps=1190 images/s, loss=0.8552, top1-acc=74.55%, top5-acc=95.30%, remaining_time=0:00:31.924506, arrival_time=2021-04-15 01:06:54.573878, cost_time=0:00:10.933042 2021-04-15 01:06:24,799 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.61ms, fps=1191 images/s, loss=0.8547, top1-acc=74.45%, top5-acc=95.28%, remaining_time=0:00:29.655616, arrival_time=2021-04-15 01:06:54.455292, cost_time=0:00:13.083366 2021-04-15 01:06:26,945 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.31ms, fps=1194 images/s, loss=0.8583, top1-acc=74.31%, top5-acc=95.13%, remaining_time=0:00:27.411930, arrival_time=2021-04-15 01:06:54.357001, cost_time=0:00:15.228846 2021-04-15 01:06:29,090 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.61ms, fps=1194 images/s, loss=0.8638, top1-acc=74.16%, top5-acc=95.04%, remaining_time=0:00:25.191952, arrival_time=2021-04-15 01:06:54.282045, cost_time=0:00:17.373795 2021-04-15 01:06:31,239 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.41ms, fps=1192 images/s, loss=0.8708, top1-acc=74.04%, top5-acc=94.92%, remaining_time=0:00:22.993626, arrival_time=2021-04-15 01:06:54.232823, cost_time=0:00:19.522868 2021-04-15 01:06:33,382 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.59ms, fps=1195 images/s, loss=0.8762, top1-acc=73.88%, top5-acc=94.88%, remaining_time=0:00:20.799936, arrival_time=2021-04-15 01:06:54.182697, cost_time=0:00:21.666552 2021-04-15 01:06:35,526 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.53ms, fps=1194 images/s, loss=0.8805, top1-acc=73.73%, top5-acc=94.83%, remaining_time=0:00:18.615474, arrival_time=2021-04-15 01:06:54.142254, cost_time=0:00:23.810482 2021-04-15 01:06:37,666 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.32ms, fps=1197 images/s, loss=0.8884, top1-acc=73.54%, top5-acc=94.73%, remaining_time=0:00:16.435000, arrival_time=2021-04-15 01:06:54.101177, cost_time=0:00:25.949958 2021-04-15 01:06:39,809 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.34ms, fps=1195 images/s, loss=0.8929, top1-acc=73.43%, top5-acc=94.67%, remaining_time=0:00:14.262600, arrival_time=2021-04-15 01:06:54.071914, cost_time=0:00:28.093038 2021-04-15 01:06:41,953 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.35ms, fps=1194 images/s, loss=0.8980, top1-acc=73.30%, top5-acc=94.61%, remaining_time=0:00:12.094992, arrival_time=2021-04-15 01:06:54.048717, cost_time=0:00:30.237500 2021-04-15 01:06:44,101 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.38ms, fps=1192 images/s, loss=0.9057, top1-acc=73.12%, top5-acc=94.52%, remaining_time=0:00:09.931400, arrival_time=2021-04-15 01:06:54.032616, cost_time=0:00:32.385001 2021-04-15 01:06:46,252 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.41ms, fps=1190 images/s, loss=0.9052, top1-acc=73.18%, top5-acc=94.53%, remaining_time=0:00:07.770564, arrival_time=2021-04-15 01:06:54.022677, cost_time=0:00:34.535818 2021-04-15 01:06:48,395 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.42ms, fps=1195 images/s, loss=0.9097, top1-acc=73.14%, top5-acc=94.47%, remaining_time=0:00:05.609760, arrival_time=2021-04-15 01:06:54.005145, cost_time=0:00:36.679176 2021-04-15 01:06:50,539 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.32ms, fps=1194 images/s, loss=0.9130, top1-acc=72.96%, top5-acc=94.46%, remaining_time=0:00:03.450992, arrival_time=2021-04-15 01:06:53.990855, cost_time=0:00:38.823644 2021-04-15 01:06:52,691 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.23ms, fps=1190 images/s, loss=0.9172, top1-acc=72.80%, top5-acc=94.45%, remaining_time=0:00:01.293936, arrival_time=2021-04-15 01:06:53.984862, cost_time=0:00:40.974623 2021-04-15 01:06:53,858 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.47ms, fps=1166 images/s, loss=0.9217, top1-acc=72.70%, top5-acc=94.39%, remaining_time=0:00:00, arrival_time=2021-04-15 01:06:53.858306, cost_time=0:00:42.142086 2021-04-15 01:06:54,873 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.37ms, fps=2527 images/s, loss=1.5363, top1-acc=58.09%, top5-acc=85.27%, remaining_time=0:00:03.038700, arrival_time=2021-04-15 01:06:57.911943, cost_time=0:00:01.012901 2021-04-15 01:06:55,729 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.54ms, fps=2991 images/s, loss=1.5175, top1-acc=58.73%, top5-acc=85.82%, remaining_time=0:00:01.869160, arrival_time=2021-04-15 01:06:57.598637, cost_time=0:00:01.869153 2021-04-15 01:06:56,589 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.29ms, fps=2977 images/s, loss=1.5471, top1-acc=58.24%, top5-acc=85.59%, remaining_time=0:00:00.909780, arrival_time=2021-04-15 01:06:57.499445, cost_time=0:00:02.729345 2021-04-15 01:06:57,371 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.08ms, fps=2967 images/s, loss=1.5441, top1-acc=58.22%, top5-acc=85.79%, remaining_time=0:00:00, arrival_time=2021-04-15 01:06:57.371843, cost_time=0:00:03.511540 2021-04-15 01:06:57,778 INFO : Epoch=0024 complete, best val top1-acc=59.39%, top5-acc=86.70% (epoch=18), remaining_time=2:15:28.848992, arrival_time=2021-04-15 03:22:26.627678, cost_time=0:18:28.479400 2021-04-15 01:06:57,780 INFO : Train start, epoch=0025, lr=0.096489 2021-04-15 01:07:00,088 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.33ms, fps=1109 images/s, loss=0.8963, top1-acc=73.20%, top5-acc=95.04%, remaining_time=0:00:42.920430, arrival_time=2021-04-15 01:07:43.009027, cost_time=0:00:02.307548 2021-04-15 01:07:02,239 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.40ms, fps=1191 images/s, loss=0.8917, top1-acc=73.32%, top5-acc=95.20%, remaining_time=0:00:39.234096, arrival_time=2021-04-15 01:07:41.473398, cost_time=0:00:04.458419 2021-04-15 01:07:04,389 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.61ms, fps=1191 images/s, loss=0.8737, top1-acc=73.98%, top5-acc=95.33%, remaining_time=0:00:36.568140, arrival_time=2021-04-15 01:07:40.957724, cost_time=0:00:06.608715 2021-04-15 01:07:06,533 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.45ms, fps=1195 images/s, loss=0.8595, top1-acc=74.30%, top5-acc=95.36%, remaining_time=0:00:34.133424, arrival_time=2021-04-15 01:07:40.666467, cost_time=0:00:08.752174 2021-04-15 01:07:08,682 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=2.03ms, fps=1191 images/s, loss=0.8556, top1-acc=74.27%, top5-acc=95.38%, remaining_time=0:00:31.832380, arrival_time=2021-04-15 01:07:40.514788, cost_time=0:00:10.901476 2021-04-15 01:07:10,824 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.44ms, fps=1195 images/s, loss=0.8545, top1-acc=74.34%, top5-acc=95.38%, remaining_time=0:00:29.565720, arrival_time=2021-04-15 01:07:40.390344, cost_time=0:00:13.043709 2021-04-15 01:07:12,971 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.32ms, fps=1193 images/s, loss=0.8578, top1-acc=74.19%, top5-acc=95.30%, remaining_time=0:00:27.343764, arrival_time=2021-04-15 01:07:40.315591, cost_time=0:00:15.190945 2021-04-15 01:07:15,116 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.77ms, fps=1194 images/s, loss=0.8618, top1-acc=74.13%, top5-acc=95.23%, remaining_time=0:00:25.136272, arrival_time=2021-04-15 01:07:40.252511, cost_time=0:00:17.335370 2021-04-15 01:07:17,257 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.33ms, fps=1196 images/s, loss=0.8669, top1-acc=74.02%, top5-acc=95.16%, remaining_time=0:00:22.939142, arrival_time=2021-04-15 01:07:40.196605, cost_time=0:00:19.476594 2021-04-15 01:07:19,402 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.33ms, fps=1193 images/s, loss=0.8717, top1-acc=73.85%, top5-acc=95.12%, remaining_time=0:00:20.757024, arrival_time=2021-04-15 01:07:40.159833, cost_time=0:00:21.621933 2021-04-15 01:07:21,547 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.38ms, fps=1194 images/s, loss=0.8757, top1-acc=73.79%, top5-acc=95.13%, remaining_time=0:00:18.580902, arrival_time=2021-04-15 01:07:40.128099, cost_time=0:00:23.766235 2021-04-15 01:07:23,690 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.50ms, fps=1195 images/s, loss=0.8801, top1-acc=73.60%, top5-acc=95.08%, remaining_time=0:00:16.409540, arrival_time=2021-04-15 01:07:40.100239, cost_time=0:00:25.909783 2021-04-15 01:07:25,833 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.28ms, fps=1195 images/s, loss=0.8829, top1-acc=73.53%, top5-acc=95.05%, remaining_time=0:00:14.241876, arrival_time=2021-04-15 01:07:40.074868, cost_time=0:00:28.052118 2021-04-15 01:07:27,973 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.39ms, fps=1196 images/s, loss=0.8909, top1-acc=73.36%, top5-acc=94.93%, remaining_time=0:00:12.077184, arrival_time=2021-04-15 01:07:40.050994, cost_time=0:00:30.192935 2021-04-15 01:07:30,120 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.38ms, fps=1193 images/s, loss=0.8967, top1-acc=73.23%, top5-acc=94.85%, remaining_time=0:00:09.917508, arrival_time=2021-04-15 01:07:40.038133, cost_time=0:00:32.339763 2021-04-15 01:07:32,267 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.29ms, fps=1193 images/s, loss=0.9032, top1-acc=73.06%, top5-acc=94.78%, remaining_time=0:00:07.759404, arrival_time=2021-04-15 01:07:40.026491, cost_time=0:00:34.486214 2021-04-15 01:07:34,414 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.41ms, fps=1192 images/s, loss=0.9085, top1-acc=72.93%, top5-acc=94.72%, remaining_time=0:00:05.602818, arrival_time=2021-04-15 01:07:40.017627, cost_time=0:00:36.633870 2021-04-15 01:07:36,558 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.40ms, fps=1194 images/s, loss=0.9144, top1-acc=72.75%, top5-acc=94.64%, remaining_time=0:00:03.446928, arrival_time=2021-04-15 01:07:40.005698, cost_time=0:00:38.777871 2021-04-15 01:07:38,699 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.21ms, fps=1196 images/s, loss=0.9156, top1-acc=72.73%, top5-acc=94.63%, remaining_time=0:00:01.292178, arrival_time=2021-04-15 01:07:39.991996, cost_time=0:00:40.918934 2021-04-15 01:07:39,869 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.25ms, fps=1163 images/s, loss=0.9207, top1-acc=72.63%, top5-acc=94.58%, remaining_time=0:00:00, arrival_time=2021-04-15 01:07:39.869199, cost_time=0:00:42.088341 2021-04-15 01:07:40,849 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=1.64ms, fps=2617 images/s, loss=1.5159, top1-acc=59.30%, top5-acc=85.16%, remaining_time=0:00:02.934060, arrival_time=2021-04-15 01:07:43.783191, cost_time=0:00:00.978023 2021-04-15 01:07:41,707 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.42ms, fps=2984 images/s, loss=1.4861, top1-acc=59.82%, top5-acc=85.88%, remaining_time=0:00:01.836220, arrival_time=2021-04-15 01:07:43.543535, cost_time=0:00:01.836212 2021-04-15 01:07:42,562 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.37ms, fps=2994 images/s, loss=1.5405, top1-acc=58.54%, top5-acc=85.36%, remaining_time=0:00:00.897240, arrival_time=2021-04-15 01:07:43.460049, cost_time=0:00:02.691713 2021-04-15 01:07:43,346 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.07ms, fps=2963 images/s, loss=1.5521, top1-acc=58.48%, top5-acc=85.60%, remaining_time=0:00:00, arrival_time=2021-04-15 01:07:43.346132, cost_time=0:00:03.475060 2021-04-15 01:07:43,658 INFO : Epoch=0025 complete, best val top1-acc=59.39%, top5-acc=86.70% (epoch=18), remaining_time=2:14:40.511775, arrival_time=2021-04-15 03:22:24.169852, cost_time=0:19:14.358815 2021-04-15 01:07:43,659 INFO : Train start, epoch=0026, lr=0.096194 2021-04-15 01:07:45,982 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=3.57ms, fps=1102 images/s, loss=0.8571, top1-acc=74.41%, top5-acc=95.47%, remaining_time=0:00:43.196082, arrival_time=2021-04-15 01:08:29.178147, cost_time=0:00:02.322367 2021-04-15 01:07:48,131 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.32ms, fps=1191 images/s, loss=0.8452, top1-acc=74.71%, top5-acc=95.53%, remaining_time=0:00:39.352896, arrival_time=2021-04-15 01:08:27.484468, cost_time=0:00:04.471914 2021-04-15 01:07:50,281 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=2.14ms, fps=1191 images/s, loss=0.8375, top1-acc=74.87%, top5-acc=95.43%, remaining_time=0:00:36.639520, arrival_time=2021-04-15 01:08:26.920805, cost_time=0:00:06.621604 2021-04-15 01:07:52,423 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.42ms, fps=1196 images/s, loss=0.8438, top1-acc=74.87%, top5-acc=95.27%, remaining_time=0:00:34.176792, arrival_time=2021-04-15 01:08:26.599802, cost_time=0:00:08.763294 2021-04-15 01:07:54,565 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.45ms, fps=1195 images/s, loss=0.8485, top1-acc=74.65%, top5-acc=95.29%, remaining_time=0:00:31.845520, arrival_time=2021-04-15 01:08:26.411101, cost_time=0:00:10.905976 2021-04-15 01:07:56,716 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.40ms, fps=1190 images/s, loss=0.8604, top1-acc=74.39%, top5-acc=95.14%, remaining_time=0:00:29.595912, arrival_time=2021-04-15 01:08:26.312599, cost_time=0:00:13.057038 2021-04-15 01:07:58,867 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.64ms, fps=1191 images/s, loss=0.8607, top1-acc=74.46%, top5-acc=95.14%, remaining_time=0:00:27.373752, arrival_time=2021-04-15 01:08:26.241079, cost_time=0:00:15.207663 2021-04-15 01:08:01,011 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.32ms, fps=1194 images/s, loss=0.8634, top1-acc=74.48%, top5-acc=95.07%, remaining_time=0:00:25.160864, arrival_time=2021-04-15 01:08:26.172760, cost_time=0:00:17.352307 2021-04-15 01:08:03,163 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.56ms, fps=1190 images/s, loss=0.8697, top1-acc=74.34%, top5-acc=94.97%, remaining_time=0:00:22.970942, arrival_time=2021-04-15 01:08:26.134250, cost_time=0:00:19.503666 2021-04-15 01:08:05,311 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.34ms, fps=1192 images/s, loss=0.8716, top1-acc=74.23%, top5-acc=94.97%, remaining_time=0:00:20.785920, arrival_time=2021-04-15 01:08:26.097463, cost_time=0:00:21.651965 2021-04-15 01:08:07,456 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.37ms, fps=1194 images/s, loss=0.8745, top1-acc=74.22%, top5-acc=94.95%, remaining_time=0:00:18.604896, arrival_time=2021-04-15 01:08:26.061497, cost_time=0:00:23.796933 2021-04-15 01:08:09,603 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.32ms, fps=1193 images/s, loss=0.8763, top1-acc=74.11%, top5-acc=94.93%, remaining_time=0:00:16.430972, arrival_time=2021-04-15 01:08:26.034152, cost_time=0:00:25.943609 2021-04-15 01:08:11,751 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.42ms, fps=1192 images/s, loss=0.8799, top1-acc=73.98%, top5-acc=94.92%, remaining_time=0:00:14.261808, arrival_time=2021-04-15 01:08:26.012862, cost_time=0:00:28.091488 2021-04-15 01:08:13,895 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.52ms, fps=1194 images/s, loss=0.8808, top1-acc=73.96%, top5-acc=94.91%, remaining_time=0:00:12.094320, arrival_time=2021-04-15 01:08:25.989761, cost_time=0:00:30.235762 2021-04-15 01:08:16,040 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.69ms, fps=1194 images/s, loss=0.8870, top1-acc=73.78%, top5-acc=94.81%, remaining_time=0:00:09.930204, arrival_time=2021-04-15 01:08:25.970856, cost_time=0:00:32.381057 2021-04-15 01:08:18,186 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.35ms, fps=1193 images/s, loss=0.8926, top1-acc=73.62%, top5-acc=94.76%, remaining_time=0:00:07.768620, arrival_time=2021-04-15 01:08:25.955358, cost_time=0:00:34.527166 2021-04-15 01:08:20,327 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.39ms, fps=1196 images/s, loss=0.8956, top1-acc=73.53%, top5-acc=94.72%, remaining_time=0:00:05.608070, arrival_time=2021-04-15 01:08:25.935901, cost_time=0:00:36.668191 2021-04-15 01:08:22,479 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.34ms, fps=1190 images/s, loss=0.9018, top1-acc=73.34%, top5-acc=94.64%, remaining_time=0:00:03.450656, arrival_time=2021-04-15 01:08:25.930108, cost_time=0:00:38.819873 2021-04-15 01:08:24,626 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.55ms, fps=1192 images/s, loss=0.9073, top1-acc=73.24%, top5-acc=94.59%, remaining_time=0:00:01.293702, arrival_time=2021-04-15 01:08:25.920598, cost_time=0:00:40.967324 2021-04-15 01:08:25,796 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.27ms, fps=1163 images/s, loss=0.9092, top1-acc=73.21%, top5-acc=94.55%, remaining_time=0:00:00, arrival_time=2021-04-15 01:08:25.796923, cost_time=0:00:42.137347 2021-04-15 01:08:26,796 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=2.36ms, fps=2567 images/s, loss=1.6029, top1-acc=56.05%, top5-acc=84.96%, remaining_time=0:00:02.991720, arrival_time=2021-04-15 01:08:29.787858, cost_time=0:00:00.997238 2021-04-15 01:08:27,649 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.30ms, fps=3001 images/s, loss=1.5609, top1-acc=57.17%, top5-acc=85.78%, remaining_time=0:00:01.850660, arrival_time=2021-04-15 01:08:29.500358, cost_time=0:00:01.850666 2021-04-15 01:08:28,506 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.80ms, fps=2989 images/s, loss=1.5485, top1-acc=57.60%, top5-acc=86.04%, remaining_time=0:00:00.902590, arrival_time=2021-04-15 01:08:29.409278, cost_time=0:00:02.707763 2021-04-15 01:08:29,288 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.08ms, fps=2968 images/s, loss=1.5566, top1-acc=58.09%, top5-acc=86.31%, remaining_time=0:00:00, arrival_time=2021-04-15 01:08:29.288714, cost_time=0:00:03.489824 2021-04-15 01:08:29,598 INFO : Epoch=0026 complete, best val top1-acc=59.39%, top5-acc=86.70% (epoch=18), remaining_time=2:13:52.770726, arrival_time=2021-04-15 03:22:22.369021, cost_time=0:20:00.299069 2021-04-15 01:08:29,599 INFO : Train start, epoch=0027, lr=0.095888 2021-04-15 01:08:31,905 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.31ms, fps=1110 images/s, loss=0.8337, top1-acc=74.92%, top5-acc=95.12%, remaining_time=0:00:42.887136, arrival_time=2021-04-15 01:09:14.792851, cost_time=0:00:02.305760 2021-04-15 01:08:34,054 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=2.05ms, fps=1192 images/s, loss=0.8148, top1-acc=75.16%, top5-acc=95.82%, remaining_time=0:00:39.195024, arrival_time=2021-04-15 01:09:13.248975, cost_time=0:00:04.453984 2021-04-15 01:08:36,201 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.42ms, fps=1193 images/s, loss=0.8112, top1-acc=75.61%, top5-acc=95.70%, remaining_time=0:00:36.526806, arrival_time=2021-04-15 01:09:12.727994, cost_time=0:00:06.601222 2021-04-15 01:08:38,348 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.57ms, fps=1193 images/s, loss=0.8163, top1-acc=75.62%, top5-acc=95.63%, remaining_time=0:00:34.117824, arrival_time=2021-04-15 01:09:12.465941, cost_time=0:00:08.748151 2021-04-15 01:08:40,498 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.42ms, fps=1191 images/s, loss=0.8168, top1-acc=75.30%, top5-acc=95.63%, remaining_time=0:00:31.822598, arrival_time=2021-04-15 01:09:12.320716, cost_time=0:00:10.898148 2021-04-15 01:08:42,642 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.49ms, fps=1194 images/s, loss=0.8223, top1-acc=75.12%, top5-acc=95.55%, remaining_time=0:00:29.563952, arrival_time=2021-04-15 01:09:12.206841, cost_time=0:00:13.042896 2021-04-15 01:08:44,789 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.40ms, fps=1193 images/s, loss=0.8293, top1-acc=74.84%, top5-acc=95.50%, remaining_time=0:00:27.340992, arrival_time=2021-04-15 01:09:12.130300, cost_time=0:00:15.189425 2021-04-15 01:08:46,937 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.44ms, fps=1192 images/s, loss=0.8324, top1-acc=74.80%, top5-acc=95.48%, remaining_time=0:00:25.139752, arrival_time=2021-04-15 01:09:12.077456, cost_time=0:00:17.337740 2021-04-15 01:08:49,083 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=2.45ms, fps=1193 images/s, loss=0.8372, top1-acc=74.64%, top5-acc=95.44%, remaining_time=0:00:22.947516, arrival_time=2021-04-15 01:09:12.031155, cost_time=0:00:19.483707 2021-04-15 01:08:51,237 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.45ms, fps=1189 images/s, loss=0.8450, top1-acc=74.49%, top5-acc=95.31%, remaining_time=0:00:20.771904, arrival_time=2021-04-15 01:09:12.009196, cost_time=0:00:21.637379 2021-04-15 01:08:53,379 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.39ms, fps=1195 images/s, loss=0.8510, top1-acc=74.36%, top5-acc=95.27%, remaining_time=0:00:18.591136, arrival_time=2021-04-15 01:09:11.970402, cost_time=0:00:23.779383 2021-04-15 01:08:55,523 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.35ms, fps=1194 images/s, loss=0.8589, top1-acc=74.21%, top5-acc=95.21%, remaining_time=0:00:16.418432, arrival_time=2021-04-15 01:09:11.942273, cost_time=0:00:25.923886 2021-04-15 01:08:57,672 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.51ms, fps=1192 images/s, loss=0.8618, top1-acc=74.12%, top5-acc=95.20%, remaining_time=0:00:14.252106, arrival_time=2021-04-15 01:09:11.924362, cost_time=0:00:28.072372 2021-04-15 01:08:59,816 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.45ms, fps=1194 images/s, loss=0.8689, top1-acc=73.94%, top5-acc=95.10%, remaining_time=0:00:12.086760, arrival_time=2021-04-15 01:09:11.903600, cost_time=0:00:30.216863 2021-04-15 01:09:01,963 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.40ms, fps=1193 images/s, loss=0.8737, top1-acc=73.83%, top5-acc=95.07%, remaining_time=0:00:09.924684, arrival_time=2021-04-15 01:09:11.887680, cost_time=0:00:32.363100 2021-04-15 01:09:04,108 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.54ms, fps=1193 images/s, loss=0.8790, top1-acc=73.65%, top5-acc=95.00%, remaining_time=0:00:07.764444, arrival_time=2021-04-15 01:09:11.872950, cost_time=0:00:34.508609 2021-04-15 01:09:06,258 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.44ms, fps=1191 images/s, loss=0.8851, top1-acc=73.47%, top5-acc=94.92%, remaining_time=0:00:05.606588, arrival_time=2021-04-15 01:09:11.864955, cost_time=0:00:36.658386 2021-04-15 01:09:08,406 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.54ms, fps=1192 images/s, loss=0.8879, top1-acc=73.42%, top5-acc=94.93%, remaining_time=0:00:03.449424, arrival_time=2021-04-15 01:09:11.855399, cost_time=0:00:38.806019 2021-04-15 01:09:10,548 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.28ms, fps=1195 images/s, loss=0.8929, top1-acc=73.28%, top5-acc=94.85%, remaining_time=0:00:01.293108, arrival_time=2021-04-15 01:09:11.841423, cost_time=0:00:40.948444 2021-04-15 01:09:11,712 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.42ms, fps=1169 images/s, loss=0.8965, top1-acc=73.18%, top5-acc=94.81%, remaining_time=0:00:00, arrival_time=2021-04-15 01:09:11.712028, cost_time=0:00:42.112147 2021-04-15 01:09:12,684 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=1.42ms, fps=2639 images/s, loss=1.4708, top1-acc=59.53%, top5-acc=87.07%, remaining_time=0:00:02.910690, arrival_time=2021-04-15 01:09:15.595111, cost_time=0:00:00.970231 2021-04-15 01:09:13,539 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.48ms, fps=2994 images/s, loss=1.5029, top1-acc=58.87%, top5-acc=86.62%, remaining_time=0:00:01.825540, arrival_time=2021-04-15 01:09:15.365416, cost_time=0:00:01.825541 2021-04-15 01:09:14,396 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.36ms, fps=2992 images/s, loss=1.5278, top1-acc=58.33%, top5-acc=86.22%, remaining_time=0:00:00.893920, arrival_time=2021-04-15 01:09:15.289883, cost_time=0:00:02.681771 2021-04-15 01:09:15,178 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.07ms, fps=2967 images/s, loss=1.5224, top1-acc=58.07%, top5-acc=86.28%, remaining_time=0:00:00, arrival_time=2021-04-15 01:09:15.178311, cost_time=0:00:03.464132 2021-04-15 01:09:15,554 INFO : Epoch=0027 complete, best val top1-acc=59.39%, top5-acc=86.70% (epoch=18), remaining_time=2:13:05.263762, arrival_time=2021-04-15 03:22:20.818028, cost_time=0:20:46.255034 2021-04-15 01:09:15,555 INFO : Train start, epoch=0028, lr=0.095570 2021-04-15 01:09:17,901 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.32ms, fps=1092 images/s, loss=0.8625, top1-acc=74.45%, top5-acc=95.35%, remaining_time=0:00:43.620162, arrival_time=2021-04-15 01:10:01.521162, cost_time=0:00:02.345171 2021-04-15 01:09:20,047 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.43ms, fps=1193 images/s, loss=0.8529, top1-acc=74.59%, top5-acc=95.14%, remaining_time=0:00:39.529072, arrival_time=2021-04-15 01:09:59.576758, cost_time=0:00:04.491933 2021-04-15 01:09:22,199 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.39ms, fps=1190 images/s, loss=0.8431, top1-acc=74.92%, top5-acc=95.40%, remaining_time=0:00:36.760036, arrival_time=2021-04-15 01:09:58.959168, cost_time=0:00:06.643377 2021-04-15 01:09:24,347 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=2.79ms, fps=1192 images/s, loss=0.8372, top1-acc=75.03%, top5-acc=95.30%, remaining_time=0:00:34.285836, arrival_time=2021-04-15 01:09:58.632831, cost_time=0:00:08.791248 2021-04-15 01:09:26,488 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.40ms, fps=1196 images/s, loss=0.8292, top1-acc=75.14%, top5-acc=95.35%, remaining_time=0:00:31.923630, arrival_time=2021-04-15 01:09:58.412154, cost_time=0:00:10.932766 2021-04-15 01:09:28,643 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.32ms, fps=1188 images/s, loss=0.8243, top1-acc=75.30%, top5-acc=95.40%, remaining_time=0:00:29.665272, arrival_time=2021-04-15 01:09:58.308621, cost_time=0:00:13.087599 2021-04-15 01:09:30,792 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.47ms, fps=1192 images/s, loss=0.8246, top1-acc=75.25%, top5-acc=95.44%, remaining_time=0:00:27.425412, arrival_time=2021-04-15 01:09:58.217634, cost_time=0:00:15.236344 2021-04-15 01:09:32,947 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.98ms, fps=1188 images/s, loss=0.8290, top1-acc=75.23%, top5-acc=95.37%, remaining_time=0:00:25.217472, arrival_time=2021-04-15 01:09:58.164544, cost_time=0:00:17.391384 2021-04-15 01:09:35,096 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.60ms, fps=1191 images/s, loss=0.8334, top1-acc=75.00%, top5-acc=95.36%, remaining_time=0:00:23.014508, arrival_time=2021-04-15 01:09:58.110899, cost_time=0:00:19.540625 2021-04-15 01:09:37,246 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.55ms, fps=1191 images/s, loss=0.8364, top1-acc=74.85%, top5-acc=95.36%, remaining_time=0:00:20.822976, arrival_time=2021-04-15 01:09:58.069203, cost_time=0:00:21.690551 2021-04-15 01:09:39,392 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=2.35ms, fps=1193 images/s, loss=0.8433, top1-acc=74.64%, top5-acc=95.30%, remaining_time=0:00:18.635856, arrival_time=2021-04-15 01:09:58.028114, cost_time=0:00:23.836537 2021-04-15 01:09:41,538 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.53ms, fps=1193 images/s, loss=0.8494, top1-acc=74.44%, top5-acc=95.26%, remaining_time=0:00:16.455444, arrival_time=2021-04-15 01:09:57.993391, cost_time=0:00:25.982246 2021-04-15 01:09:43,685 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.33ms, fps=1192 images/s, loss=0.8570, top1-acc=74.21%, top5-acc=95.20%, remaining_time=0:00:14.281278, arrival_time=2021-04-15 01:09:57.966757, cost_time=0:00:28.129811 2021-04-15 01:09:45,832 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.60ms, fps=1193 images/s, loss=0.8631, top1-acc=74.05%, top5-acc=95.12%, remaining_time=0:00:12.110560, arrival_time=2021-04-15 01:09:57.942716, cost_time=0:00:30.276416 2021-04-15 01:09:47,978 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.49ms, fps=1193 images/s, loss=0.8676, top1-acc=73.93%, top5-acc=95.05%, remaining_time=0:00:09.943084, arrival_time=2021-04-15 01:09:57.921896, cost_time=0:00:32.423152 2021-04-15 01:09:50,120 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.37ms, fps=1196 images/s, loss=0.8715, top1-acc=73.89%, top5-acc=94.99%, remaining_time=0:00:07.776972, arrival_time=2021-04-15 01:09:57.896988, cost_time=0:00:34.564349 2021-04-15 01:09:52,259 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.44ms, fps=1197 images/s, loss=0.8754, top1-acc=73.82%, top5-acc=94.97%, remaining_time=0:00:05.613556, arrival_time=2021-04-15 01:09:57.873263, cost_time=0:00:36.703987 2021-04-15 01:09:54,410 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.36ms, fps=1191 images/s, loss=0.8790, top1-acc=73.70%, top5-acc=94.91%, remaining_time=0:00:03.453744, arrival_time=2021-04-15 01:09:57.864062, cost_time=0:00:38.854628 2021-04-15 01:09:56,559 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.21ms, fps=1192 images/s, loss=0.8817, top1-acc=73.64%, top5-acc=94.90%, remaining_time=0:00:01.294848, arrival_time=2021-04-15 01:09:57.854091, cost_time=0:00:41.003572 2021-04-15 01:09:57,721 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.33ms, fps=1170 images/s, loss=0.8829, top1-acc=73.62%, top5-acc=94.91%, remaining_time=0:00:00, arrival_time=2021-04-15 01:09:57.721704, cost_time=0:00:42.166043 2021-04-15 01:09:58,693 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=1.43ms, fps=2640 images/s, loss=1.5738, top1-acc=58.01%, top5-acc=85.12%, remaining_time=0:00:02.909130, arrival_time=2021-04-15 01:10:01.602408, cost_time=0:00:00.969706 2021-04-15 01:09:59,549 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.77ms, fps=2992 images/s, loss=1.6019, top1-acc=56.97%, top5-acc=84.88%, remaining_time=0:00:01.825820, arrival_time=2021-04-15 01:10:01.375230, cost_time=0:00:01.825820 2021-04-15 01:10:00,405 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.53ms, fps=2993 images/s, loss=1.5989, top1-acc=56.94%, top5-acc=84.82%, remaining_time=0:00:00.893880, arrival_time=2021-04-15 01:10:01.299110, cost_time=0:00:02.681627 2021-04-15 01:10:01,186 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.06ms, fps=2971 images/s, loss=1.5899, top1-acc=57.53%, top5-acc=84.88%, remaining_time=0:00:00, arrival_time=2021-04-15 01:10:01.186652, cost_time=0:00:03.463134 2021-04-15 01:10:01,523 INFO : Epoch=0028 complete, best val top1-acc=59.39%, top5-acc=86.70% (epoch=18), remaining_time=2:12:17.946888, arrival_time=2021-04-15 03:22:19.470025, cost_time=0:21:32.223907 2021-04-15 01:10:01,524 INFO : Train start, epoch=0029, lr=0.095241 2021-04-15 01:10:03,853 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=1.53ms, fps=1099 images/s, loss=0.8731, top1-acc=74.18%, top5-acc=95.43%, remaining_time=0:00:43.310472, arrival_time=2021-04-15 01:10:47.163786, cost_time=0:00:02.328516 2021-04-15 01:10:06,002 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.47ms, fps=1192 images/s, loss=0.8326, top1-acc=75.06%, top5-acc=95.55%, remaining_time=0:00:39.400240, arrival_time=2021-04-15 01:10:45.402223, cost_time=0:00:04.477292 2021-04-15 01:10:08,146 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.33ms, fps=1194 images/s, loss=0.8240, top1-acc=75.33%, top5-acc=95.64%, remaining_time=0:00:36.640018, arrival_time=2021-04-15 01:10:44.786418, cost_time=0:00:06.621704 2021-04-15 01:10:10,290 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.39ms, fps=1195 images/s, loss=0.8192, top1-acc=75.59%, top5-acc=95.58%, remaining_time=0:00:34.184904, arrival_time=2021-04-15 01:10:44.474962, cost_time=0:00:08.765365 2021-04-15 01:10:12,433 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.49ms, fps=1195 images/s, loss=0.8222, top1-acc=75.41%, top5-acc=95.59%, remaining_time=0:00:31.852674, arrival_time=2021-04-15 01:10:44.285815, cost_time=0:00:10.908447 2021-04-15 01:10:14,578 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.58ms, fps=1194 images/s, loss=0.8244, top1-acc=75.41%, top5-acc=95.52%, remaining_time=0:00:29.588568, arrival_time=2021-04-15 01:10:44.167019, cost_time=0:00:13.053751 2021-04-15 01:10:16,730 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=2.17ms, fps=1190 images/s, loss=0.8269, top1-acc=75.34%, top5-acc=95.47%, remaining_time=0:00:27.369720, arrival_time=2021-04-15 01:10:44.099756, cost_time=0:00:15.205422 2021-04-15 01:10:18,878 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.52ms, fps=1192 images/s, loss=0.8316, top1-acc=75.23%, top5-acc=95.45%, remaining_time=0:00:25.163532, arrival_time=2021-04-15 01:10:44.042424, cost_time=0:00:17.354194 2021-04-15 01:10:21,025 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.51ms, fps=1193 images/s, loss=0.8330, top1-acc=75.16%, top5-acc=95.47%, remaining_time=0:00:22.967550, arrival_time=2021-04-15 01:10:43.992984, cost_time=0:00:19.500740 2021-04-15 01:10:23,169 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.44ms, fps=1195 images/s, loss=0.8389, top1-acc=74.90%, top5-acc=95.41%, remaining_time=0:00:20.778528, arrival_time=2021-04-15 01:10:43.947491, cost_time=0:00:21.644344 2021-04-15 01:10:25,317 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.49ms, fps=1192 images/s, loss=0.8442, top1-acc=74.71%, top5-acc=95.36%, remaining_time=0:00:18.601284, arrival_time=2021-04-15 01:10:43.918261, cost_time=0:00:23.792306 2021-04-15 01:10:27,467 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=2.07ms, fps=1191 images/s, loss=0.8542, top1-acc=74.46%, top5-acc=95.24%, remaining_time=0:00:16.430364, arrival_time=2021-04-15 01:10:43.897641, cost_time=0:00:25.942636 2021-04-15 01:10:29,611 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.39ms, fps=1194 images/s, loss=0.8605, top1-acc=74.31%, top5-acc=95.17%, remaining_time=0:00:14.259498, arrival_time=2021-04-15 01:10:43.870988, cost_time=0:00:28.086879 2021-04-15 01:10:31,755 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.43ms, fps=1194 images/s, loss=0.8640, top1-acc=74.24%, top5-acc=95.08%, remaining_time=0:00:12.092360, arrival_time=2021-04-15 01:10:43.847952, cost_time=0:00:30.230902 2021-04-15 01:10:33,903 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.27ms, fps=1192 images/s, loss=0.8678, top1-acc=74.08%, top5-acc=95.08%, remaining_time=0:00:09.929376, arrival_time=2021-04-15 01:10:43.832440, cost_time=0:00:32.378387 2021-04-15 01:10:36,052 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.38ms, fps=1191 images/s, loss=0.8720, top1-acc=73.96%, top5-acc=95.01%, remaining_time=0:00:07.768800, arrival_time=2021-04-15 01:10:43.821392, cost_time=0:00:34.527981 2021-04-15 01:10:38,198 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.57ms, fps=1193 images/s, loss=0.8747, top1-acc=73.89%, top5-acc=94.97%, remaining_time=0:00:05.608954, arrival_time=2021-04-15 01:10:43.807609, cost_time=0:00:36.673967 2021-04-15 01:10:40,342 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.46ms, fps=1194 images/s, loss=0.8767, top1-acc=73.81%, top5-acc=94.95%, remaining_time=0:00:03.450496, arrival_time=2021-04-15 01:10:43.793177, cost_time=0:00:38.818066 2021-04-15 01:10:42,485 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.25ms, fps=1195 images/s, loss=0.8824, top1-acc=73.59%, top5-acc=94.88%, remaining_time=0:00:01.293504, arrival_time=2021-04-15 01:10:43.779127, cost_time=0:00:40.961013 2021-04-15 01:10:43,650 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.22ms, fps=1168 images/s, loss=0.8841, top1-acc=73.54%, top5-acc=94.87%, remaining_time=0:00:00, arrival_time=2021-04-15 01:10:43.650562, cost_time=0:00:42.125961 2021-04-15 01:10:44,615 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=1.51ms, fps=2658 images/s, loss=1.4848, top1-acc=59.22%, top5-acc=86.76%, remaining_time=0:00:02.889300, arrival_time=2021-04-15 01:10:47.504838, cost_time=0:00:00.963103 2021-04-15 01:10:45,472 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.73ms, fps=2988 images/s, loss=1.4940, top1-acc=59.02%, top5-acc=86.29%, remaining_time=0:00:01.820280, arrival_time=2021-04-15 01:10:47.293067, cost_time=0:00:01.820273 2021-04-15 01:10:46,328 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.47ms, fps=2993 images/s, loss=1.4876, top1-acc=59.19%, top5-acc=86.20%, remaining_time=0:00:00.891980, arrival_time=2021-04-15 01:10:47.220377, cost_time=0:00:02.675935 2021-04-15 01:10:47,111 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.08ms, fps=2965 images/s, loss=1.4772, top1-acc=59.28%, top5-acc=86.04%, remaining_time=0:00:00, arrival_time=2021-04-15 01:10:47.111275, cost_time=0:00:03.458862 2021-04-15 01:10:47,588 INFO : Epoch=0029 complete, best val top1-acc=59.39%, top5-acc=86.70% (epoch=18), remaining_time=2:11:31.288677, arrival_time=2021-04-15 03:22:18.876671, cost_time=0:22:18.288730 2021-04-15 01:10:47,589 INFO : Train start, epoch=0030, lr=0.094901 2021-04-15 01:10:49,948 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=1.44ms, fps=1085 images/s, loss=0.8441, top1-acc=74.53%, top5-acc=95.31%, remaining_time=0:00:43.877772, arrival_time=2021-04-15 01:11:33.826393, cost_time=0:00:02.359023 2021-04-15 01:10:52,088 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.35ms, fps=1197 images/s, loss=0.8283, top1-acc=74.92%, top5-acc=95.66%, remaining_time=0:00:39.588736, arrival_time=2021-04-15 01:11:31.677044, cost_time=0:00:04.498713 2021-04-15 01:10:54,227 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.40ms, fps=1197 images/s, loss=0.8172, top1-acc=75.12%, top5-acc=95.79%, remaining_time=0:00:36.730986, arrival_time=2021-04-15 01:11:30.958726, cost_time=0:00:06.638135 2021-04-15 01:10:56,372 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.85ms, fps=1194 images/s, loss=0.8120, top1-acc=75.22%, top5-acc=95.84%, remaining_time=0:00:34.250736, arrival_time=2021-04-15 01:11:30.622662, cost_time=0:00:08.782248 2021-04-15 01:10:58,517 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.41ms, fps=1194 images/s, loss=0.8117, top1-acc=75.43%, top5-acc=95.64%, remaining_time=0:00:31.908300, arrival_time=2021-04-15 01:11:30.425408, cost_time=0:00:10.927494 2021-04-15 01:11:00,665 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.64ms, fps=1192 images/s, loss=0.8135, top1-acc=75.46%, top5-acc=95.55%, remaining_time=0:00:29.638480, arrival_time=2021-04-15 01:11:30.303906, cost_time=0:00:13.075819 2021-04-15 01:11:02,814 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.68ms, fps=1192 images/s, loss=0.8165, top1-acc=75.54%, top5-acc=95.52%, remaining_time=0:00:27.404118, arrival_time=2021-04-15 01:11:30.218201, cost_time=0:00:15.224483 2021-04-15 01:11:04,970 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.42ms, fps=1188 images/s, loss=0.8178, top1-acc=75.48%, top5-acc=95.53%, remaining_time=0:00:25.201928, arrival_time=2021-04-15 01:11:30.172148, cost_time=0:00:17.380612 2021-04-15 01:11:07,116 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.87ms, fps=1193 images/s, loss=0.8247, top1-acc=75.20%, top5-acc=95.51%, remaining_time=0:00:22.997972, arrival_time=2021-04-15 01:11:30.114258, cost_time=0:00:19.526625 2021-04-15 01:11:09,255 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.32ms, fps=1197 images/s, loss=0.8304, top1-acc=75.02%, top5-acc=95.46%, remaining_time=0:00:20.799264, arrival_time=2021-04-15 01:11:30.054780, cost_time=0:00:21.665890 2021-04-15 01:11:11,396 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.31ms, fps=1196 images/s, loss=0.8348, top1-acc=74.93%, top5-acc=95.40%, remaining_time=0:00:18.612722, arrival_time=2021-04-15 01:11:30.009380, cost_time=0:00:23.806980 2021-04-15 01:11:13,547 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.58ms, fps=1191 images/s, loss=0.8396, top1-acc=74.82%, top5-acc=95.38%, remaining_time=0:00:16.439940, arrival_time=2021-04-15 01:11:29.987296, cost_time=0:00:25.957758 2021-04-15 01:11:15,689 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.46ms, fps=1195 images/s, loss=0.8471, top1-acc=74.59%, top5-acc=95.33%, remaining_time=0:00:14.266032, arrival_time=2021-04-15 01:11:29.955357, cost_time=0:00:28.099728 2021-04-15 01:11:17,830 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.35ms, fps=1196 images/s, loss=0.8504, top1-acc=74.44%, top5-acc=95.31%, remaining_time=0:00:12.096336, arrival_time=2021-04-15 01:11:29.926805, cost_time=0:00:30.240867 2021-04-15 01:11:19,971 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.38ms, fps=1196 images/s, loss=0.8567, top1-acc=74.26%, top5-acc=95.25%, remaining_time=0:00:09.930388, arrival_time=2021-04-15 01:11:29.901640, cost_time=0:00:32.381648 2021-04-15 01:11:22,115 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.68ms, fps=1194 images/s, loss=0.8603, top1-acc=74.19%, top5-acc=95.18%, remaining_time=0:00:07.768260, arrival_time=2021-04-15 01:11:29.883504, cost_time=0:00:34.525566 2021-04-15 01:11:24,255 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.40ms, fps=1196 images/s, loss=0.8661, top1-acc=73.99%, top5-acc=95.11%, remaining_time=0:00:05.607732, arrival_time=2021-04-15 01:11:29.863242, cost_time=0:00:36.665889 2021-04-15 01:11:26,399 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.36ms, fps=1194 images/s, loss=0.8686, top1-acc=73.88%, top5-acc=95.08%, remaining_time=0:00:03.449744, arrival_time=2021-04-15 01:11:29.848889, cost_time=0:00:38.809541 2021-04-15 01:11:28,542 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.20ms, fps=1195 images/s, loss=0.8725, top1-acc=73.78%, top5-acc=95.04%, remaining_time=0:00:01.293252, arrival_time=2021-04-15 01:11:29.835804, cost_time=0:00:40.952949 2021-04-15 01:11:29,706 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.31ms, fps=1169 images/s, loss=0.8749, top1-acc=73.73%, top5-acc=95.02%, remaining_time=0:00:00, arrival_time=2021-04-15 01:11:29.706028, cost_time=0:00:42.116423 2021-04-15 01:11:30,673 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=1.42ms, fps=2652 images/s, loss=1.5632, top1-acc=58.20%, top5-acc=85.00%, remaining_time=0:00:02.896020, arrival_time=2021-04-15 01:11:33.569168, cost_time=0:00:00.965343 2021-04-15 01:11:31,528 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.49ms, fps=2994 images/s, loss=1.5405, top1-acc=58.32%, top5-acc=85.47%, remaining_time=0:00:01.820660, arrival_time=2021-04-15 01:11:33.349160, cost_time=0:00:01.820669 2021-04-15 01:11:32,383 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.42ms, fps=2996 images/s, loss=1.5393, top1-acc=58.24%, top5-acc=85.76%, remaining_time=0:00:00.891790, arrival_time=2021-04-15 01:11:33.274974, cost_time=0:00:02.675379 2021-04-15 01:11:33,163 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.07ms, fps=2975 images/s, loss=1.5515, top1-acc=58.23%, top5-acc=85.78%, remaining_time=0:00:00, arrival_time=2021-04-15 01:11:33.163232, cost_time=0:00:03.455444 2021-04-15 01:11:33,475 INFO : Epoch=0030 complete, best val top1-acc=59.39%, top5-acc=86.70% (epoch=18), remaining_time=2:10:43.664000, arrival_time=2021-04-15 03:22:17.139219, cost_time=0:23:04.175987 2021-04-15 01:11:33,476 INFO : Train start, epoch=0031, lr=0.094550 2021-04-15 01:11:35,804 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.66ms, fps=1100 images/s, loss=0.8209, top1-acc=75.31%, top5-acc=95.70%, remaining_time=0:00:43.299870, arrival_time=2021-04-15 01:12:19.104451, cost_time=0:00:02.327951 2021-04-15 01:11:37,954 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=2.13ms, fps=1191 images/s, loss=0.8186, top1-acc=75.43%, top5-acc=95.76%, remaining_time=0:00:39.404992, arrival_time=2021-04-15 01:12:17.359476, cost_time=0:00:04.477843 2021-04-15 01:11:40,099 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.29ms, fps=1194 images/s, loss=0.8196, top1-acc=75.33%, top5-acc=95.90%, remaining_time=0:00:36.644998, arrival_time=2021-04-15 01:12:16.744207, cost_time=0:00:06.622588 2021-04-15 01:11:42,248 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.38ms, fps=1191 images/s, loss=0.8116, top1-acc=75.46%, top5-acc=95.97%, remaining_time=0:00:34.210020, arrival_time=2021-04-15 01:12:16.458426, cost_time=0:00:08.771783 2021-04-15 01:11:44,390 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.41ms, fps=1196 images/s, loss=0.8153, top1-acc=75.27%, top5-acc=95.84%, remaining_time=0:00:31.866836, arrival_time=2021-04-15 01:12:16.256758, cost_time=0:00:10.913324 2021-04-15 01:11:46,541 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.46ms, fps=1190 images/s, loss=0.8217, top1-acc=75.25%, top5-acc=95.72%, remaining_time=0:00:29.612640, arrival_time=2021-04-15 01:12:16.153653, cost_time=0:00:13.064382 2021-04-15 01:11:48,685 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.39ms, fps=1194 images/s, loss=0.8289, top1-acc=75.13%, top5-acc=95.62%, remaining_time=0:00:27.376398, arrival_time=2021-04-15 01:12:16.062138, cost_time=0:00:15.209124 2021-04-15 01:11:50,833 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.53ms, fps=1192 images/s, loss=0.8298, top1-acc=74.99%, top5-acc=95.65%, remaining_time=0:00:25.167244, arrival_time=2021-04-15 01:12:16.000659, cost_time=0:00:17.356742 2021-04-15 01:11:52,979 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.55ms, fps=1193 images/s, loss=0.8311, top1-acc=75.07%, top5-acc=95.58%, remaining_time=0:00:22.970306, arrival_time=2021-04-15 01:12:15.949976, cost_time=0:00:19.503094 2021-04-15 01:11:55,124 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.51ms, fps=1194 images/s, loss=0.8374, top1-acc=74.85%, top5-acc=95.52%, remaining_time=0:00:20.781696, arrival_time=2021-04-15 01:12:15.905919, cost_time=0:00:21.647601 2021-04-15 01:11:57,267 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.43ms, fps=1195 images/s, loss=0.8426, top1-acc=74.69%, top5-acc=95.45%, remaining_time=0:00:18.600510, arrival_time=2021-04-15 01:12:15.868411, cost_time=0:00:23.791344 2021-04-15 01:11:59,418 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.98ms, fps=1191 images/s, loss=0.8459, top1-acc=74.57%, top5-acc=95.41%, remaining_time=0:00:16.429680, arrival_time=2021-04-15 01:12:15.847830, cost_time=0:00:25.941546 2021-04-15 01:12:01,563 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.34ms, fps=1193 images/s, loss=0.8475, top1-acc=74.61%, top5-acc=95.42%, remaining_time=0:00:14.259564, arrival_time=2021-04-15 01:12:15.823188, cost_time=0:00:28.087048 2021-04-15 01:12:03,711 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.60ms, fps=1192 images/s, loss=0.8515, top1-acc=74.48%, top5-acc=95.35%, remaining_time=0:00:12.093816, arrival_time=2021-04-15 01:12:15.804854, cost_time=0:00:30.234497 2021-04-15 01:12:05,852 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.42ms, fps=1196 images/s, loss=0.8547, top1-acc=74.36%, top5-acc=95.32%, remaining_time=0:00:09.928686, arrival_time=2021-04-15 01:12:15.781491, cost_time=0:00:32.376176 2021-04-15 01:12:07,999 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.43ms, fps=1193 images/s, loss=0.8567, top1-acc=74.40%, top5-acc=95.27%, remaining_time=0:00:07.767576, arrival_time=2021-04-15 01:12:15.766764, cost_time=0:00:34.522636 2021-04-15 01:12:10,141 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.35ms, fps=1195 images/s, loss=0.8621, top1-acc=74.18%, top5-acc=95.25%, remaining_time=0:00:05.607524, arrival_time=2021-04-15 01:12:15.748629, cost_time=0:00:36.664566 2021-04-15 01:12:12,281 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.33ms, fps=1196 images/s, loss=0.8650, top1-acc=74.12%, top5-acc=95.20%, remaining_time=0:00:03.449296, arrival_time=2021-04-15 01:12:15.730422, cost_time=0:00:38.804533 2021-04-15 01:12:14,422 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.29ms, fps=1196 images/s, loss=0.8688, top1-acc=74.04%, top5-acc=95.13%, remaining_time=0:00:01.293024, arrival_time=2021-04-15 01:12:15.715362, cost_time=0:00:40.945711 2021-04-15 01:12:15,586 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.21ms, fps=1169 images/s, loss=0.8707, top1-acc=74.00%, top5-acc=95.12%, remaining_time=0:00:00, arrival_time=2021-04-15 01:12:15.586264, cost_time=0:00:42.109722 2021-04-15 01:12:16,563 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=1.41ms, fps=2626 images/s, loss=1.6090, top1-acc=57.19%, top5-acc=85.78%, remaining_time=0:00:02.925060, arrival_time=2021-04-15 01:12:19.488205, cost_time=0:00:00.975022 2021-04-15 01:12:17,423 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.57ms, fps=2975 images/s, loss=1.5581, top1-acc=58.20%, top5-acc=86.17%, remaining_time=0:00:01.835740, arrival_time=2021-04-15 01:12:19.259617, cost_time=0:00:01.835733 2021-04-15 01:12:18,277 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.39ms, fps=2999 images/s, loss=1.5593, top1-acc=58.16%, top5-acc=86.18%, remaining_time=0:00:00.896590, arrival_time=2021-04-15 01:12:19.174506, cost_time=0:00:02.689767 2021-04-15 01:12:19,060 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.08ms, fps=2965 images/s, loss=1.5778, top1-acc=58.02%, top5-acc=86.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:12:19.060578, cost_time=0:00:03.472441 2021-04-15 01:12:19,467 INFO : Epoch=0031 complete, best val top1-acc=59.39%, top5-acc=86.70% (epoch=18), remaining_time=2:09:56.724247, arrival_time=2021-04-15 03:22:16.191835, cost_time=0:23:50.168356 2021-04-15 01:12:19,468 INFO : Train start, epoch=0032, lr=0.094188 2021-04-15 01:12:21,801 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.74ms, fps=1098 images/s, loss=0.7610, top1-acc=76.60%, top5-acc=96.29%, remaining_time=0:00:43.378362, arrival_time=2021-04-15 01:13:05.179542, cost_time=0:00:02.332170 2021-04-15 01:12:23,948 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.42ms, fps=1193 images/s, loss=0.7869, top1-acc=76.07%, top5-acc=96.11%, remaining_time=0:00:39.419424, arrival_time=2021-04-15 01:13:03.367949, cost_time=0:00:04.479488 2021-04-15 01:12:26,096 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=2.08ms, fps=1192 images/s, loss=0.7922, top1-acc=75.96%, top5-acc=95.82%, remaining_time=0:00:36.668902, arrival_time=2021-04-15 01:13:02.764813, cost_time=0:00:06.626902 2021-04-15 01:12:28,236 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.43ms, fps=1196 images/s, loss=0.7978, top1-acc=75.83%, top5-acc=95.86%, remaining_time=0:00:34.192548, arrival_time=2021-04-15 01:13:02.428949, cost_time=0:00:08.767306 2021-04-15 01:12:30,375 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.42ms, fps=1197 images/s, loss=0.8023, top1-acc=75.77%, top5-acc=95.82%, remaining_time=0:00:31.846834, arrival_time=2021-04-15 01:13:02.222297, cost_time=0:00:10.906458 2021-04-15 01:12:32,523 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.34ms, fps=1192 images/s, loss=0.8046, top1-acc=75.70%, top5-acc=95.92%, remaining_time=0:00:29.591016, arrival_time=2021-04-15 01:13:02.114889, cost_time=0:00:13.054865 2021-04-15 01:12:34,677 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.78ms, fps=1189 images/s, loss=0.8096, top1-acc=75.55%, top5-acc=95.86%, remaining_time=0:00:27.374634, arrival_time=2021-04-15 01:13:02.051792, cost_time=0:00:15.208137 2021-04-15 01:12:36,822 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.40ms, fps=1194 images/s, loss=0.8104, top1-acc=75.68%, top5-acc=95.82%, remaining_time=0:00:25.162836, arrival_time=2021-04-15 01:13:01.985440, cost_time=0:00:17.353670 2021-04-15 01:12:38,969 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.49ms, fps=1193 images/s, loss=0.8110, top1-acc=75.63%, top5-acc=95.82%, remaining_time=0:00:22.966596, arrival_time=2021-04-15 01:13:01.935534, cost_time=0:00:19.499914 2021-04-15 01:12:41,113 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.32ms, fps=1194 images/s, loss=0.8174, top1-acc=75.41%, top5-acc=95.76%, remaining_time=0:00:20.779008, arrival_time=2021-04-15 01:13:01.892706, cost_time=0:00:21.644769 2021-04-15 01:12:43,258 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.51ms, fps=1194 images/s, loss=0.8228, top1-acc=75.20%, top5-acc=95.67%, remaining_time=0:00:18.598962, arrival_time=2021-04-15 01:13:01.857323, cost_time=0:00:23.789360 2021-04-15 01:12:45,405 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.41ms, fps=1193 images/s, loss=0.8299, top1-acc=74.96%, top5-acc=95.62%, remaining_time=0:00:16.426488, arrival_time=2021-04-15 01:13:01.831959, cost_time=0:00:25.936534 2021-04-15 01:12:47,547 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.29ms, fps=1195 images/s, loss=0.8375, top1-acc=74.74%, top5-acc=95.54%, remaining_time=0:00:14.255208, arrival_time=2021-04-15 01:13:01.802606, cost_time=0:00:28.078487 2021-04-15 01:12:49,691 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.63ms, fps=1194 images/s, loss=0.8407, top1-acc=74.69%, top5-acc=95.50%, remaining_time=0:00:12.089056, arrival_time=2021-04-15 01:13:01.780681, cost_time=0:00:30.222608 2021-04-15 01:12:51,840 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.42ms, fps=1192 images/s, loss=0.8443, top1-acc=74.53%, top5-acc=95.46%, remaining_time=0:00:09.927168, arrival_time=2021-04-15 01:13:01.767329, cost_time=0:00:32.371238 2021-04-15 01:12:53,980 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.39ms, fps=1197 images/s, loss=0.8488, top1-acc=74.46%, top5-acc=95.38%, remaining_time=0:00:07.764984, arrival_time=2021-04-15 01:13:01.744940, cost_time=0:00:34.511034 2021-04-15 01:12:56,133 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.57ms, fps=1189 images/s, loss=0.8524, top1-acc=74.33%, top5-acc=95.35%, remaining_time=0:00:05.607472, arrival_time=2021-04-15 01:13:01.740719, cost_time=0:00:36.664239 2021-04-15 01:12:58,281 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.53ms, fps=1192 images/s, loss=0.8541, top1-acc=74.26%, top5-acc=95.36%, remaining_time=0:00:03.449968, arrival_time=2021-04-15 01:13:01.730997, cost_time=0:00:38.812098 2021-04-15 01:13:00,431 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.34ms, fps=1191 images/s, loss=0.8571, top1-acc=74.18%, top5-acc=95.31%, remaining_time=0:00:01.293540, arrival_time=2021-04-15 01:13:01.724608, cost_time=0:00:40.962141 2021-04-15 01:13:01,593 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.24ms, fps=1170 images/s, loss=0.8597, top1-acc=74.11%, top5-acc=95.30%, remaining_time=0:00:00, arrival_time=2021-04-15 01:13:01.593550, cost_time=0:00:42.124639 2021-04-15 01:13:02,599 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.21ms, fps=2549 images/s, loss=1.4220, top1-acc=60.62%, top5-acc=87.46%, remaining_time=0:00:03.012780, arrival_time=2021-04-15 01:13:05.612317, cost_time=0:00:01.004257 2021-04-15 01:13:03,455 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.33ms, fps=2991 images/s, loss=1.4625, top1-acc=60.02%, top5-acc=87.19%, remaining_time=0:00:01.860380, arrival_time=2021-04-15 01:13:05.316159, cost_time=0:00:01.860379 2021-04-15 01:13:04,318 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.35ms, fps=2970 images/s, loss=1.4500, top1-acc=59.93%, top5-acc=87.59%, remaining_time=0:00:00.907680, arrival_time=2021-04-15 01:13:05.226029, cost_time=0:00:02.723039 2021-04-15 01:13:05,103 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.07ms, fps=2957 images/s, loss=1.4769, top1-acc=59.65%, top5-acc=87.21%, remaining_time=0:00:00, arrival_time=2021-04-15 01:13:05.103437, cost_time=0:00:03.508172 2021-04-15 01:13:05,759 INFO : Epoch=0032 complete, best val top1-acc=59.65%, top5-acc=87.21% (epoch=32), remaining_time=2:09:11.416680, arrival_time=2021-04-15 03:22:17.176243, cost_time=0:24:36.460321 2021-04-15 01:13:05,760 INFO : Train start, epoch=0033, lr=0.093815 2021-04-15 01:13:08,072 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.36ms, fps=1107 images/s, loss=0.7980, top1-acc=74.69%, top5-acc=96.99%, remaining_time=0:00:42.999108, arrival_time=2021-04-15 01:13:51.071927, cost_time=0:00:02.311779 2021-04-15 01:13:10,216 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.32ms, fps=1194 images/s, loss=0.8076, top1-acc=75.21%, top5-acc=96.09%, remaining_time=0:00:39.207696, arrival_time=2021-04-15 01:13:49.424150, cost_time=0:00:04.455412 2021-04-15 01:13:12,364 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.24ms, fps=1192 images/s, loss=0.8170, top1-acc=75.22%, top5-acc=96.07%, remaining_time=0:00:36.536932, arrival_time=2021-04-15 01:13:48.901081, cost_time=0:00:06.603073 2021-04-15 01:13:14,511 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.55ms, fps=1193 images/s, loss=0.8140, top1-acc=75.31%, top5-acc=95.99%, remaining_time=0:00:34.124532, arrival_time=2021-04-15 01:13:48.635540, cost_time=0:00:08.749890 2021-04-15 01:13:16,656 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.41ms, fps=1193 images/s, loss=0.8136, top1-acc=75.27%, top5-acc=96.01%, remaining_time=0:00:31.815298, arrival_time=2021-04-15 01:13:48.472021, cost_time=0:00:10.895669 2021-04-15 01:13:18,803 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.41ms, fps=1193 images/s, loss=0.8102, top1-acc=75.26%, top5-acc=95.99%, remaining_time=0:00:29.563544, arrival_time=2021-04-15 01:13:48.367306, cost_time=0:00:13.042720 2021-04-15 01:13:20,958 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.41ms, fps=1191 images/s, loss=0.8149, top1-acc=75.16%, top5-acc=95.90%, remaining_time=0:00:27.354852, arrival_time=2021-04-15 01:13:48.313002, cost_time=0:00:15.197114 2021-04-15 01:13:23,103 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.50ms, fps=1193 images/s, loss=0.8158, top1-acc=75.13%, top5-acc=95.90%, remaining_time=0:00:25.146944, arrival_time=2021-04-15 01:13:48.250697, cost_time=0:00:17.342714 2021-04-15 01:13:25,244 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.41ms, fps=1196 images/s, loss=0.8217, top1-acc=74.97%, top5-acc=95.78%, remaining_time=0:00:22.946562, arrival_time=2021-04-15 01:13:48.190561, cost_time=0:00:19.482894 2021-04-15 01:13:27,386 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.48ms, fps=1195 images/s, loss=0.8239, top1-acc=74.95%, top5-acc=95.71%, remaining_time=0:00:20.759904, arrival_time=2021-04-15 01:13:48.145952, cost_time=0:00:21.624946 2021-04-15 01:13:29,532 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.37ms, fps=1193 images/s, loss=0.8254, top1-acc=74.93%, top5-acc=95.68%, remaining_time=0:00:18.584686, arrival_time=2021-04-15 01:13:48.116784, cost_time=0:00:23.771064 2021-04-15 01:13:31,679 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.60ms, fps=1192 images/s, loss=0.8290, top1-acc=74.85%, top5-acc=95.63%, remaining_time=0:00:16.415012, arrival_time=2021-04-15 01:13:48.094583, cost_time=0:00:25.918484 2021-04-15 01:13:33,831 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.30ms, fps=1190 images/s, loss=0.8332, top1-acc=74.77%, top5-acc=95.60%, remaining_time=0:00:14.250984, arrival_time=2021-04-15 01:13:48.082209, cost_time=0:00:28.070183 2021-04-15 01:13:35,975 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.44ms, fps=1194 images/s, loss=0.8367, top1-acc=74.66%, top5-acc=95.56%, remaining_time=0:00:12.085696, arrival_time=2021-04-15 01:13:48.060962, cost_time=0:00:30.214225 2021-04-15 01:13:38,121 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.89ms, fps=1193 images/s, loss=0.8378, top1-acc=74.63%, top5-acc=95.53%, remaining_time=0:00:09.923672, arrival_time=2021-04-15 01:13:48.044638, cost_time=0:00:32.359802 2021-04-15 01:13:40,263 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.37ms, fps=1195 images/s, loss=0.8393, top1-acc=74.56%, top5-acc=95.47%, remaining_time=0:00:07.763040, arrival_time=2021-04-15 01:13:48.026485, cost_time=0:00:34.502378 2021-04-15 01:13:42,410 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.49ms, fps=1192 images/s, loss=0.8432, top1-acc=74.44%, top5-acc=95.43%, remaining_time=0:00:05.605236, arrival_time=2021-04-15 01:13:48.015976, cost_time=0:00:36.649687 2021-04-15 01:13:44,554 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.40ms, fps=1194 images/s, loss=0.8468, top1-acc=74.34%, top5-acc=95.36%, remaining_time=0:00:03.448304, arrival_time=2021-04-15 01:13:48.002812, cost_time=0:00:38.793477 2021-04-15 01:13:46,701 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.19ms, fps=1193 images/s, loss=0.8494, top1-acc=74.27%, top5-acc=95.30%, remaining_time=0:00:01.292850, arrival_time=2021-04-15 01:13:47.994099, cost_time=0:00:40.940215 2021-04-15 01:13:47,864 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.23ms, fps=1170 images/s, loss=0.8530, top1-acc=74.22%, top5-acc=95.27%, remaining_time=0:00:00, arrival_time=2021-04-15 01:13:47.864190, cost_time=0:00:42.103158 2021-04-15 01:13:48,830 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=1.26ms, fps=2655 images/s, loss=1.4446, top1-acc=61.37%, top5-acc=87.23%, remaining_time=0:00:02.892990, arrival_time=2021-04-15 01:13:51.723327, cost_time=0:00:00.964326 2021-04-15 01:13:49,685 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.39ms, fps=2995 images/s, loss=1.4800, top1-acc=60.12%, top5-acc=86.82%, remaining_time=0:00:01.819600, arrival_time=2021-04-15 01:13:51.505177, cost_time=0:00:01.819597 2021-04-15 01:13:50,539 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.33ms, fps=2999 images/s, loss=1.4622, top1-acc=60.36%, top5-acc=87.16%, remaining_time=0:00:00.891190, arrival_time=2021-04-15 01:13:51.430716, cost_time=0:00:02.673559 2021-04-15 01:13:51,320 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.07ms, fps=2973 images/s, loss=1.4714, top1-acc=60.52%, top5-acc=87.31%, remaining_time=0:00:00, arrival_time=2021-04-15 01:13:51.320102, cost_time=0:00:03.454142 2021-04-15 01:13:52,004 INFO : Epoch=0033 complete, best val top1-acc=60.52%, top5-acc=87.31% (epoch=33), remaining_time=2:08:25.812029, arrival_time=2021-04-15 03:22:17.816640, cost_time=0:25:22.705367 2021-04-15 01:13:52,005 INFO : Train start, epoch=0034, lr=0.093432 2021-04-15 01:13:54,302 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.50ms, fps=1115 images/s, loss=0.7849, top1-acc=76.76%, top5-acc=96.25%, remaining_time=0:00:42.720480, arrival_time=2021-04-15 01:14:37.023325, cost_time=0:00:02.296804 2021-04-15 01:13:56,444 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.43ms, fps=1196 images/s, loss=0.7875, top1-acc=76.46%, top5-acc=96.09%, remaining_time=0:00:39.059504, arrival_time=2021-04-15 01:14:35.504075, cost_time=0:00:04.438588 2021-04-15 01:13:58,586 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.31ms, fps=1195 images/s, loss=0.7921, top1-acc=76.46%, top5-acc=95.90%, remaining_time=0:00:36.411436, arrival_time=2021-04-15 01:14:34.997823, cost_time=0:00:06.580384 2021-04-15 01:14:00,731 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.31ms, fps=1194 images/s, loss=0.7901, top1-acc=76.56%, top5-acc=95.90%, remaining_time=0:00:34.028904, arrival_time=2021-04-15 01:14:34.760228, cost_time=0:00:08.725364 2021-04-15 01:14:02,871 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.32ms, fps=1197 images/s, loss=0.7899, top1-acc=76.59%, top5-acc=95.92%, remaining_time=0:00:31.725946, arrival_time=2021-04-15 01:14:34.596972, cost_time=0:00:10.865066 2021-04-15 01:14:05,011 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.40ms, fps=1196 images/s, loss=0.7848, top1-acc=76.58%, top5-acc=96.07%, remaining_time=0:00:29.478816, arrival_time=2021-04-15 01:14:34.490121, cost_time=0:00:13.005350 2021-04-15 01:14:07,156 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.42ms, fps=1194 images/s, loss=0.7872, top1-acc=76.53%, top5-acc=96.05%, remaining_time=0:00:27.270810, arrival_time=2021-04-15 01:14:34.427173, cost_time=0:00:15.150416 2021-04-15 01:14:09,300 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.32ms, fps=1194 images/s, loss=0.7849, top1-acc=76.63%, top5-acc=96.05%, remaining_time=0:00:25.077692, arrival_time=2021-04-15 01:14:34.378645, cost_time=0:00:17.294997 2021-04-15 01:14:11,447 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.36ms, fps=1193 images/s, loss=0.7915, top1-acc=76.47%, top5-acc=95.99%, remaining_time=0:00:22.897484, arrival_time=2021-04-15 01:14:34.344780, cost_time=0:00:19.441276 2021-04-15 01:14:13,598 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.64ms, fps=1190 images/s, loss=0.7969, top1-acc=76.24%, top5-acc=95.92%, remaining_time=0:00:20.729184, arrival_time=2021-04-15 01:14:34.328090, cost_time=0:00:21.592930 2021-04-15 01:14:15,739 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.36ms, fps=1196 images/s, loss=0.8018, top1-acc=76.05%, top5-acc=95.90%, remaining_time=0:00:18.555360, arrival_time=2021-04-15 01:14:34.295012, cost_time=0:00:23.733635 2021-04-15 01:14:17,886 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.36ms, fps=1193 images/s, loss=0.8076, top1-acc=75.87%, top5-acc=95.78%, remaining_time=0:00:16.390996, arrival_time=2021-04-15 01:14:34.277417, cost_time=0:00:25.880465 2021-04-15 01:14:20,032 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.40ms, fps=1193 images/s, loss=0.8112, top1-acc=75.72%, top5-acc=95.78%, remaining_time=0:00:14.228808, arrival_time=2021-04-15 01:14:34.261195, cost_time=0:00:28.026428 2021-04-15 01:14:22,174 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.34ms, fps=1196 images/s, loss=0.8142, top1-acc=75.57%, top5-acc=95.77%, remaining_time=0:00:12.067216, arrival_time=2021-04-15 01:14:34.241173, cost_time=0:00:30.167999 2021-04-15 01:14:24,325 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.39ms, fps=1190 images/s, loss=0.8219, top1-acc=75.31%, top5-acc=95.64%, remaining_time=0:00:09.911206, arrival_time=2021-04-15 01:14:34.236390, cost_time=0:00:32.319223 2021-04-15 01:14:26,470 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.34ms, fps=1193 images/s, loss=0.8254, top1-acc=75.18%, top5-acc=95.60%, remaining_time=0:00:07.754544, arrival_time=2021-04-15 01:14:34.225147, cost_time=0:00:34.464641 2021-04-15 01:14:28,615 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.64ms, fps=1194 images/s, loss=0.8267, top1-acc=75.13%, top5-acc=95.60%, remaining_time=0:00:05.599152, arrival_time=2021-04-15 01:14:34.214880, cost_time=0:00:36.609770 2021-04-15 01:14:30,760 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.32ms, fps=1194 images/s, loss=0.8311, top1-acc=74.98%, top5-acc=95.54%, remaining_time=0:00:03.444832, arrival_time=2021-04-15 01:14:34.205117, cost_time=0:00:38.754341 2021-04-15 01:14:32,907 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.57ms, fps=1193 images/s, loss=0.8352, top1-acc=74.83%, top5-acc=95.47%, remaining_time=0:00:01.291614, arrival_time=2021-04-15 01:14:34.198756, cost_time=0:00:40.901150 2021-04-15 01:14:34,071 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.85ms, fps=1169 images/s, loss=0.8378, top1-acc=74.80%, top5-acc=95.45%, remaining_time=0:00:00, arrival_time=2021-04-15 01:14:34.071324, cost_time=0:00:42.065302 2021-04-15 01:14:35,045 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=1.34ms, fps=2633 images/s, loss=1.3928, top1-acc=61.09%, top5-acc=87.46%, remaining_time=0:00:02.916840, arrival_time=2021-04-15 01:14:37.962438, cost_time=0:00:00.972280 2021-04-15 01:14:35,898 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.51ms, fps=3002 images/s, loss=1.4702, top1-acc=59.59%, top5-acc=86.56%, remaining_time=0:00:01.825480, arrival_time=2021-04-15 01:14:37.724282, cost_time=0:00:01.825472 2021-04-15 01:14:36,753 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.33ms, fps=2998 images/s, loss=1.4324, top1-acc=60.82%, top5-acc=87.15%, remaining_time=0:00:00.893260, arrival_time=2021-04-15 01:14:37.646372, cost_time=0:00:02.679789 2021-04-15 01:14:37,538 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.12ms, fps=2956 images/s, loss=1.4688, top1-acc=60.50%, top5-acc=86.76%, remaining_time=0:00:00, arrival_time=2021-04-15 01:14:37.538262, cost_time=0:00:03.464947 2021-04-15 01:14:37,896 INFO : Epoch=0034 complete, best val top1-acc=60.52%, top5-acc=87.31% (epoch=33), remaining_time=2:07:38.443034, arrival_time=2021-04-15 03:22:16.339046, cost_time=0:26:08.596782 2021-04-15 01:14:37,897 INFO : Train start, epoch=0035, lr=0.093037 2021-04-15 01:14:40,199 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=1.36ms, fps=1112 images/s, loss=0.7863, top1-acc=76.87%, top5-acc=95.82%, remaining_time=0:00:42.822780, arrival_time=2021-04-15 01:15:23.022471, cost_time=0:00:02.302296 2021-04-15 01:14:42,345 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.48ms, fps=1193 images/s, loss=0.7892, top1-acc=76.91%, top5-acc=95.74%, remaining_time=0:00:39.142576, arrival_time=2021-04-15 01:15:21.488080, cost_time=0:00:04.448015 2021-04-15 01:14:44,494 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.61ms, fps=1191 images/s, loss=0.7754, top1-acc=77.15%, top5-acc=96.09%, remaining_time=0:00:36.505060, arrival_time=2021-04-15 01:15:20.999844, cost_time=0:00:06.597290 2021-04-15 01:14:46,649 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.84ms, fps=1188 images/s, loss=0.7863, top1-acc=76.87%, top5-acc=96.03%, remaining_time=0:00:34.133112, arrival_time=2021-04-15 01:15:20.782688, cost_time=0:00:08.752079 2021-04-15 01:14:48,806 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=6.08ms, fps=1187 images/s, loss=0.7844, top1-acc=76.79%, top5-acc=96.05%, remaining_time=0:00:31.855448, arrival_time=2021-04-15 01:15:20.662346, cost_time=0:00:10.909404 2021-04-15 01:14:50,949 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.33ms, fps=1195 images/s, loss=0.7807, top1-acc=76.80%, top5-acc=96.04%, remaining_time=0:00:29.585032, arrival_time=2021-04-15 01:15:20.534726, cost_time=0:00:13.052202 2021-04-15 01:14:53,090 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.45ms, fps=1196 images/s, loss=0.7809, top1-acc=76.72%, top5-acc=96.03%, remaining_time=0:00:27.347670, arrival_time=2021-04-15 01:15:20.438357, cost_time=0:00:15.193170 2021-04-15 01:14:55,233 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.49ms, fps=1195 images/s, loss=0.7828, top1-acc=76.55%, top5-acc=96.04%, remaining_time=0:00:25.137432, arrival_time=2021-04-15 01:15:20.370961, cost_time=0:00:17.336128 2021-04-15 01:14:57,378 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.36ms, fps=1194 images/s, loss=0.7862, top1-acc=76.35%, top5-acc=96.02%, remaining_time=0:00:22.943700, arrival_time=2021-04-15 01:15:20.321742, cost_time=0:00:19.480505 2021-04-15 01:14:59,529 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.79ms, fps=1190 images/s, loss=0.7896, top1-acc=76.18%, top5-acc=96.00%, remaining_time=0:00:20.766528, arrival_time=2021-04-15 01:15:20.295746, cost_time=0:00:21.631753 2021-04-15 01:15:01,672 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.35ms, fps=1195 images/s, loss=0.7966, top1-acc=75.99%, top5-acc=95.90%, remaining_time=0:00:18.587438, arrival_time=2021-04-15 01:15:20.259453, cost_time=0:00:23.774587 2021-04-15 01:15:03,814 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.31ms, fps=1195 images/s, loss=0.8032, top1-acc=75.79%, top5-acc=95.82%, remaining_time=0:00:16.414024, arrival_time=2021-04-15 01:15:20.228300, cost_time=0:00:25.916893 2021-04-15 01:15:05,963 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.68ms, fps=1191 images/s, loss=0.8074, top1-acc=75.61%, top5-acc=95.81%, remaining_time=0:00:14.248806, arrival_time=2021-04-15 01:15:20.212162, cost_time=0:00:28.065863 2021-04-15 01:15:08,097 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.8102, top1-acc=75.54%, top5-acc=95.81%, remaining_time=0:00:12.079984, arrival_time=2021-04-15 01:15:20.177345, cost_time=0:00:30.199971 2021-04-15 01:15:10,240 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.43ms, fps=1195 images/s, loss=0.8146, top1-acc=75.39%, top5-acc=95.80%, remaining_time=0:00:09.918382, arrival_time=2021-04-15 01:15:20.158366, cost_time=0:00:32.342485 2021-04-15 01:15:12,383 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.42ms, fps=1195 images/s, loss=0.8186, top1-acc=75.28%, top5-acc=95.74%, remaining_time=0:00:07.759260, arrival_time=2021-04-15 01:15:20.142324, cost_time=0:00:34.485650 2021-04-15 01:15:14,532 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.77ms, fps=1191 images/s, loss=0.8217, top1-acc=75.17%, top5-acc=95.72%, remaining_time=0:00:05.603052, arrival_time=2021-04-15 01:15:20.135753, cost_time=0:00:36.635301 2021-04-15 01:15:16,683 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.40ms, fps=1191 images/s, loss=0.8255, top1-acc=75.03%, top5-acc=95.67%, remaining_time=0:00:03.447616, arrival_time=2021-04-15 01:15:20.130786, cost_time=0:00:38.785707 2021-04-15 01:15:18,827 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.32ms, fps=1194 images/s, loss=0.8274, top1-acc=74.99%, top5-acc=95.66%, remaining_time=0:00:01.292538, arrival_time=2021-04-15 01:15:20.120418, cost_time=0:00:40.930404 2021-04-15 01:15:19,995 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.22ms, fps=1165 images/s, loss=0.8303, top1-acc=74.94%, top5-acc=95.63%, remaining_time=0:00:00, arrival_time=2021-04-15 01:15:19.995644, cost_time=0:00:42.098246 2021-04-15 01:15:20,962 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.21ms, fps=2653 images/s, loss=1.5169, top1-acc=59.61%, top5-acc=86.05%, remaining_time=0:00:02.894490, arrival_time=2021-04-15 01:15:23.857409, cost_time=0:00:00.964831 2021-04-15 01:15:21,817 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.38ms, fps=2998 images/s, loss=1.5669, top1-acc=58.34%, top5-acc=85.96%, remaining_time=0:00:01.819080, arrival_time=2021-04-15 01:15:23.636247, cost_time=0:00:01.819077 2021-04-15 01:15:22,671 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.62ms, fps=2997 images/s, loss=1.5710, top1-acc=58.05%, top5-acc=86.04%, remaining_time=0:00:00.891170, arrival_time=2021-04-15 01:15:23.562774, cost_time=0:00:02.673511 2021-04-15 01:15:23,452 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.07ms, fps=2974 images/s, loss=1.6069, top1-acc=57.95%, top5-acc=85.98%, remaining_time=0:00:00, arrival_time=2021-04-15 01:15:23.452091, cost_time=0:00:03.454024 2021-04-15 01:15:23,803 INFO : Epoch=0035 complete, best val top1-acc=60.52%, top5-acc=87.31% (epoch=33), remaining_time=2:06:51.232530, arrival_time=2021-04-15 03:22:15.035663, cost_time=0:26:54.503870 2021-04-15 01:15:23,805 INFO : Train start, epoch=0036, lr=0.092632 2021-04-15 01:15:26,184 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.60ms, fps=1076 images/s, loss=0.7867, top1-acc=75.70%, top5-acc=96.37%, remaining_time=0:00:44.246796, arrival_time=2021-04-15 01:16:10.431160, cost_time=0:00:02.378859 2021-04-15 01:15:28,329 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.40ms, fps=1194 images/s, loss=0.7857, top1-acc=76.07%, top5-acc=96.25%, remaining_time=0:00:39.814544, arrival_time=2021-04-15 01:16:08.144284, cost_time=0:00:04.524387 2021-04-15 01:15:30,472 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.46ms, fps=1195 images/s, loss=0.7659, top1-acc=76.77%, top5-acc=96.45%, remaining_time=0:00:36.891342, arrival_time=2021-04-15 01:16:07.363839, cost_time=0:00:06.667117 2021-04-15 01:15:32,611 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.37ms, fps=1197 images/s, loss=0.7669, top1-acc=76.95%, top5-acc=96.34%, remaining_time=0:00:34.342932, arrival_time=2021-04-15 01:16:06.954172, cost_time=0:00:08.805883 2021-04-15 01:15:34,756 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.32ms, fps=1194 images/s, loss=0.7696, top1-acc=76.76%, top5-acc=96.32%, remaining_time=0:00:31.975752, arrival_time=2021-04-15 01:16:06.731802, cost_time=0:00:10.950623 2021-04-15 01:15:36,905 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.48ms, fps=1191 images/s, loss=0.7674, top1-acc=76.87%, top5-acc=96.26%, remaining_time=0:00:29.694512, arrival_time=2021-04-15 01:16:06.600386, cost_time=0:00:13.100507 2021-04-15 01:15:39,050 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.55ms, fps=1194 images/s, loss=0.7766, top1-acc=76.66%, top5-acc=96.20%, remaining_time=0:00:27.440658, arrival_time=2021-04-15 01:16:06.490835, cost_time=0:00:15.244812 2021-04-15 01:15:41,193 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.41ms, fps=1194 images/s, loss=0.7824, top1-acc=76.38%, top5-acc=96.19%, remaining_time=0:00:25.213180, arrival_time=2021-04-15 01:16:06.406911, cost_time=0:00:17.388370 2021-04-15 01:15:43,337 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.42ms, fps=1194 images/s, loss=0.7867, top1-acc=76.21%, top5-acc=96.15%, remaining_time=0:00:23.004438, arrival_time=2021-04-15 01:16:06.341869, cost_time=0:00:19.532071 2021-04-15 01:15:45,481 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.72ms, fps=1194 images/s, loss=0.7853, top1-acc=76.32%, top5-acc=96.16%, remaining_time=0:00:20.809248, arrival_time=2021-04-15 01:16:06.290990, cost_time=0:00:21.676327 2021-04-15 01:15:47,635 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.99ms, fps=1189 images/s, loss=0.7902, top1-acc=76.16%, top5-acc=96.10%, remaining_time=0:00:18.630782, arrival_time=2021-04-15 01:16:06.266286, cost_time=0:00:23.830021 2021-04-15 01:15:49,780 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.29ms, fps=1194 images/s, loss=0.7937, top1-acc=76.02%, top5-acc=96.03%, remaining_time=0:00:16.450808, arrival_time=2021-04-15 01:16:06.231072, cost_time=0:00:25.974908 2021-04-15 01:15:51,922 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.55ms, fps=1195 images/s, loss=0.7949, top1-acc=75.96%, top5-acc=96.00%, remaining_time=0:00:14.274678, arrival_time=2021-04-15 01:16:06.196845, cost_time=0:00:28.116813 2021-04-15 01:15:54,061 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.33ms, fps=1197 images/s, loss=0.8018, top1-acc=75.77%, top5-acc=95.92%, remaining_time=0:00:12.102384, arrival_time=2021-04-15 01:16:06.163735, cost_time=0:00:30.255983 2021-04-15 01:15:56,207 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.44ms, fps=1193 images/s, loss=0.8069, top1-acc=75.60%, top5-acc=95.82%, remaining_time=0:00:09.936552, arrival_time=2021-04-15 01:16:06.143750, cost_time=0:00:32.401837 2021-04-15 01:15:58,351 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.41ms, fps=1194 images/s, loss=0.8113, top1-acc=75.42%, top5-acc=95.78%, remaining_time=0:00:07.772832, arrival_time=2021-04-15 01:16:06.124194, cost_time=0:00:34.545951 2021-04-15 01:16:00,496 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.49ms, fps=1194 images/s, loss=0.8169, top1-acc=75.23%, top5-acc=95.70%, remaining_time=0:00:05.611528, arrival_time=2021-04-15 01:16:06.107720, cost_time=0:00:36.690806 2021-04-15 01:16:02,639 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.59ms, fps=1195 images/s, loss=0.8216, top1-acc=75.14%, top5-acc=95.65%, remaining_time=0:00:03.451952, arrival_time=2021-04-15 01:16:06.091753, cost_time=0:00:38.834432 2021-04-15 01:16:04,783 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.61ms, fps=1194 images/s, loss=0.8274, top1-acc=74.97%, top5-acc=95.58%, remaining_time=0:00:01.294056, arrival_time=2021-04-15 01:16:06.077772, cost_time=0:00:40.978362 2021-04-15 01:16:05,944 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.38ms, fps=1172 images/s, loss=0.8292, top1-acc=74.95%, top5-acc=95.57%, remaining_time=0:00:00, arrival_time=2021-04-15 01:16:05.944239, cost_time=0:00:42.138892 2021-04-15 01:16:06,926 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.21ms, fps=2616 images/s, loss=1.5125, top1-acc=57.97%, top5-acc=86.48%, remaining_time=0:00:02.936100, arrival_time=2021-04-15 01:16:09.862796, cost_time=0:00:00.978703 2021-04-15 01:16:07,780 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.43ms, fps=2998 images/s, loss=1.5002, top1-acc=59.02%, top5-acc=86.17%, remaining_time=0:00:01.832900, arrival_time=2021-04-15 01:16:09.613791, cost_time=0:00:01.832899 2021-04-15 01:16:08,637 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.36ms, fps=2991 images/s, loss=1.5218, top1-acc=58.74%, top5-acc=86.03%, remaining_time=0:00:00.896410, arrival_time=2021-04-15 01:16:09.533628, cost_time=0:00:02.689227 2021-04-15 01:16:09,417 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.06ms, fps=2975 images/s, loss=1.5196, top1-acc=58.68%, top5-acc=85.97%, remaining_time=0:00:00, arrival_time=2021-04-15 01:16:09.417466, cost_time=0:00:03.469501 2021-04-15 01:16:09,707 INFO : Epoch=0036 complete, best val top1-acc=60.52%, top5-acc=87.31% (epoch=33), remaining_time=2:06:04.081636, arrival_time=2021-04-15 03:22:13.789028, cost_time=0:27:40.408154 2021-04-15 01:16:09,708 INFO : Train start, epoch=0037, lr=0.092216 2021-04-15 01:16:12,019 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=1.32ms, fps=1108 images/s, loss=0.7327, top1-acc=77.62%, top5-acc=97.23%, remaining_time=0:00:42.980880, arrival_time=2021-04-15 01:16:55.000493, cost_time=0:00:02.310800 2021-04-15 01:16:14,164 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.33ms, fps=1194 images/s, loss=0.7555, top1-acc=77.32%, top5-acc=96.74%, remaining_time=0:00:39.211040, arrival_time=2021-04-15 01:16:53.375769, cost_time=0:00:04.455807 2021-04-15 01:16:16,311 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.96ms, fps=1193 images/s, loss=0.7530, top1-acc=77.33%, top5-acc=96.74%, remaining_time=0:00:36.533944, arrival_time=2021-04-15 01:16:52.845291, cost_time=0:00:06.602521 2021-04-15 01:16:18,467 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.50ms, fps=1188 images/s, loss=0.7420, top1-acc=77.74%, top5-acc=96.70%, remaining_time=0:00:34.158696, arrival_time=2021-04-15 01:16:52.626196, cost_time=0:00:08.758654 2021-04-15 01:16:20,616 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.53ms, fps=1192 images/s, loss=0.7473, top1-acc=77.52%, top5-acc=96.49%, remaining_time=0:00:31.849608, arrival_time=2021-04-15 01:16:52.465900, cost_time=0:00:10.907375 2021-04-15 01:16:22,767 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.63ms, fps=1191 images/s, loss=0.7524, top1-acc=77.37%, top5-acc=96.43%, remaining_time=0:00:29.599040, arrival_time=2021-04-15 01:16:52.366263, cost_time=0:00:13.058404 2021-04-15 01:16:24,908 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.41ms, fps=1196 images/s, loss=0.7576, top1-acc=77.18%, top5-acc=96.39%, remaining_time=0:00:27.360018, arrival_time=2021-04-15 01:16:52.268878, cost_time=0:00:15.200036 2021-04-15 01:16:27,050 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.44ms, fps=1196 images/s, loss=0.7611, top1-acc=77.04%, top5-acc=96.32%, remaining_time=0:00:25.145436, arrival_time=2021-04-15 01:16:52.195917, cost_time=0:00:17.341652 2021-04-15 01:16:29,205 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.50ms, fps=1188 images/s, loss=0.7712, top1-acc=76.73%, top5-acc=96.21%, remaining_time=0:00:22.963098, arrival_time=2021-04-15 01:16:52.168894, cost_time=0:00:19.496968 2021-04-15 01:16:31,351 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.84ms, fps=1193 images/s, loss=0.7752, top1-acc=76.66%, top5-acc=96.14%, remaining_time=0:00:20.776896, arrival_time=2021-04-15 01:16:52.128197, cost_time=0:00:21.642556 2021-04-15 01:16:33,505 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.29ms, fps=1189 images/s, loss=0.7790, top1-acc=76.57%, top5-acc=96.14%, remaining_time=0:00:18.604380, arrival_time=2021-04-15 01:16:52.109490, cost_time=0:00:23.796288 2021-04-15 01:16:35,647 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.47ms, fps=1195 images/s, loss=0.7832, top1-acc=76.38%, top5-acc=96.08%, remaining_time=0:00:16.427856, arrival_time=2021-04-15 01:16:52.075295, cost_time=0:00:25.938714 2021-04-15 01:16:37,793 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.45ms, fps=1193 images/s, loss=0.7845, top1-acc=76.32%, top5-acc=96.10%, remaining_time=0:00:14.258376, arrival_time=2021-04-15 01:16:52.051838, cost_time=0:00:28.084636 2021-04-15 01:16:39,932 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.39ms, fps=1197 images/s, loss=0.7879, top1-acc=76.27%, top5-acc=96.03%, remaining_time=0:00:12.089672, arrival_time=2021-04-15 01:16:52.022520, cost_time=0:00:30.224112 2021-04-15 01:16:42,078 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.57ms, fps=1193 images/s, loss=0.7929, top1-acc=76.09%, top5-acc=95.94%, remaining_time=0:00:09.926800, arrival_time=2021-04-15 01:16:52.005551, cost_time=0:00:32.369938 2021-04-15 01:16:44,220 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.32ms, fps=1196 images/s, loss=0.7977, top1-acc=75.98%, top5-acc=95.89%, remaining_time=0:00:07.765128, arrival_time=2021-04-15 01:16:51.985624, cost_time=0:00:34.511755 2021-04-15 01:16:46,366 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.96ms, fps=1193 images/s, loss=0.8017, top1-acc=75.85%, top5-acc=95.82%, remaining_time=0:00:05.606484, arrival_time=2021-04-15 01:16:51.973038, cost_time=0:00:36.657765 2021-04-15 01:16:48,509 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.35ms, fps=1195 images/s, loss=0.8057, top1-acc=75.74%, top5-acc=95.77%, remaining_time=0:00:03.448992, arrival_time=2021-04-15 01:16:51.958831, cost_time=0:00:38.801075 2021-04-15 01:16:50,653 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.55ms, fps=1195 images/s, loss=0.8108, top1-acc=75.57%, top5-acc=95.72%, remaining_time=0:00:01.292982, arrival_time=2021-04-15 01:16:51.946177, cost_time=0:00:40.944460 2021-04-15 01:16:51,817 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.27ms, fps=1169 images/s, loss=0.8164, top1-acc=75.44%, top5-acc=95.70%, remaining_time=0:00:00, arrival_time=2021-04-15 01:16:51.817002, cost_time=0:00:42.108278 2021-04-15 01:16:52,787 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=1.36ms, fps=2645 images/s, loss=1.5501, top1-acc=58.16%, top5-acc=85.39%, remaining_time=0:00:02.902980, arrival_time=2021-04-15 01:16:55.690175, cost_time=0:00:00.967658 2021-04-15 01:16:53,642 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.46ms, fps=2997 images/s, loss=1.5501, top1-acc=58.05%, top5-acc=85.33%, remaining_time=0:00:01.822520, arrival_time=2021-04-15 01:16:55.464465, cost_time=0:00:01.822526 2021-04-15 01:16:54,496 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.29ms, fps=2997 images/s, loss=1.5280, top1-acc=58.41%, top5-acc=86.03%, remaining_time=0:00:00.892360, arrival_time=2021-04-15 01:16:55.388892, cost_time=0:00:02.677074 2021-04-15 01:16:55,278 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.09ms, fps=2968 images/s, loss=1.5749, top1-acc=58.34%, top5-acc=85.94%, remaining_time=0:00:00, arrival_time=2021-04-15 01:16:55.278584, cost_time=0:00:03.459187 2021-04-15 01:16:55,620 INFO : Epoch=0037 complete, best val top1-acc=60.52%, top5-acc=87.31% (epoch=33), remaining_time=2:05:17.038237, arrival_time=2021-04-15 03:22:12.659040, cost_time=0:28:26.321563 2021-04-15 01:16:55,622 INFO : Train start, epoch=0038, lr=0.091790 2021-04-15 01:16:57,966 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.38ms, fps=1092 images/s, loss=0.7748, top1-acc=76.95%, top5-acc=96.33%, remaining_time=0:00:43.593936, arrival_time=2021-04-15 01:17:41.559977, cost_time=0:00:02.343761 2021-04-15 01:17:00,113 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.33ms, fps=1192 images/s, loss=0.7938, top1-acc=76.31%, top5-acc=96.04%, remaining_time=0:00:39.523792, arrival_time=2021-04-15 01:17:39.637355, cost_time=0:00:04.491335 2021-04-15 01:17:02,257 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.85ms, fps=1194 images/s, loss=0.7939, top1-acc=76.24%, top5-acc=95.99%, remaining_time=0:00:36.716876, arrival_time=2021-04-15 01:17:38.974774, cost_time=0:00:06.635589 2021-04-15 01:17:04,400 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.45ms, fps=1195 images/s, loss=0.7922, top1-acc=76.26%, top5-acc=96.06%, remaining_time=0:00:34.236696, arrival_time=2021-04-15 01:17:38.637585, cost_time=0:00:08.778650 2021-04-15 01:17:06,552 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.31ms, fps=1190 images/s, loss=0.7879, top1-acc=76.30%, top5-acc=96.08%, remaining_time=0:00:31.916476, arrival_time=2021-04-15 01:17:38.469008, cost_time=0:00:10.930292 2021-04-15 01:17:08,694 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.36ms, fps=1195 images/s, loss=0.7886, top1-acc=76.31%, top5-acc=96.15%, remaining_time=0:00:29.631544, arrival_time=2021-04-15 01:17:38.326483, cost_time=0:00:13.072715 2021-04-15 01:17:10,839 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=5.24ms, fps=1194 images/s, loss=0.7863, top1-acc=76.25%, top5-acc=96.14%, remaining_time=0:00:27.390006, arrival_time=2021-04-15 01:17:38.228968, cost_time=0:00:15.216652 2021-04-15 01:17:12,982 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.38ms, fps=1195 images/s, loss=0.7848, top1-acc=76.29%, top5-acc=96.13%, remaining_time=0:00:25.171652, arrival_time=2021-04-15 01:17:38.153674, cost_time=0:00:17.359777 2021-04-15 01:17:15,130 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.58ms, fps=1192 images/s, loss=0.7836, top1-acc=76.32%, top5-acc=96.16%, remaining_time=0:00:22.976348, arrival_time=2021-04-15 01:17:38.106764, cost_time=0:00:19.508181 2021-04-15 01:17:17,272 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.59ms, fps=1195 images/s, loss=0.7850, top1-acc=76.32%, top5-acc=96.13%, remaining_time=0:00:20.784096, arrival_time=2021-04-15 01:17:38.056436, cost_time=0:00:21.650119 2021-04-15 01:17:19,412 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.33ms, fps=1196 images/s, loss=0.7910, top1-acc=76.15%, top5-acc=96.07%, remaining_time=0:00:18.599994, arrival_time=2021-04-15 01:17:38.012864, cost_time=0:00:23.790643 2021-04-15 01:17:21,555 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.48ms, fps=1195 images/s, loss=0.7936, top1-acc=76.08%, top5-acc=96.04%, remaining_time=0:00:16.424436, arrival_time=2021-04-15 01:17:37.980067, cost_time=0:00:25.933324 2021-04-15 01:17:23,696 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.33ms, fps=1196 images/s, loss=0.7978, top1-acc=75.96%, top5-acc=96.01%, remaining_time=0:00:14.252898, arrival_time=2021-04-15 01:17:37.949064, cost_time=0:00:28.073918 2021-04-15 01:17:25,841 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.36ms, fps=1194 images/s, loss=0.8022, top1-acc=75.87%, top5-acc=95.93%, remaining_time=0:00:12.087488, arrival_time=2021-04-15 01:17:37.928455, cost_time=0:00:30.218732 2021-04-15 01:17:27,983 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.39ms, fps=1195 images/s, loss=0.8049, top1-acc=75.77%, top5-acc=95.92%, remaining_time=0:00:09.924178, arrival_time=2021-04-15 01:17:37.907802, cost_time=0:00:32.361392 2021-04-15 01:17:30,127 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.32ms, fps=1194 images/s, loss=0.8083, top1-acc=75.69%, top5-acc=95.85%, remaining_time=0:00:07.763688, arrival_time=2021-04-15 01:17:37.891161, cost_time=0:00:34.505252 2021-04-15 01:17:32,275 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.37ms, fps=1192 images/s, loss=0.8131, top1-acc=75.51%, top5-acc=95.82%, remaining_time=0:00:05.605730, arrival_time=2021-04-15 01:17:37.880770, cost_time=0:00:36.652815 2021-04-15 01:17:34,424 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=2.25ms, fps=1191 images/s, loss=0.8168, top1-acc=75.39%, top5-acc=95.76%, remaining_time=0:00:03.449056, arrival_time=2021-04-15 01:17:37.873322, cost_time=0:00:38.801888 2021-04-15 01:17:36,567 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.37ms, fps=1195 images/s, loss=0.8203, top1-acc=75.24%, top5-acc=95.73%, remaining_time=0:00:01.293018, arrival_time=2021-04-15 01:17:37.860851, cost_time=0:00:40.945591 2021-04-15 01:17:37,732 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.43ms, fps=1168 images/s, loss=0.8205, top1-acc=75.20%, top5-acc=95.72%, remaining_time=0:00:00, arrival_time=2021-04-15 01:17:37.732341, cost_time=0:00:42.110122 2021-04-15 01:17:38,716 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=0.20ms, fps=2607 images/s, loss=1.4490, top1-acc=60.98%, top5-acc=86.52%, remaining_time=0:00:02.945490, arrival_time=2021-04-15 01:17:41.661558, cost_time=0:00:00.981832 2021-04-15 01:17:39,569 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.37ms, fps=3001 images/s, loss=1.4594, top1-acc=60.18%, top5-acc=86.52%, remaining_time=0:00:01.835380, arrival_time=2021-04-15 01:17:41.404982, cost_time=0:00:01.835383 2021-04-15 01:17:40,422 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.43ms, fps=3004 images/s, loss=1.4459, top1-acc=60.36%, top5-acc=86.90%, remaining_time=0:00:00.895930, arrival_time=2021-04-15 01:17:41.317938, cost_time=0:00:02.687790 2021-04-15 01:17:41,201 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.06ms, fps=2979 images/s, loss=1.4276, top1-acc=60.49%, top5-acc=87.04%, remaining_time=0:00:00, arrival_time=2021-04-15 01:17:41.201169, cost_time=0:00:03.466976 2021-04-15 01:17:41,536 INFO : Epoch=0038 complete, best val top1-acc=60.52%, top5-acc=87.31% (epoch=33), remaining_time=2:04:30.062676, arrival_time=2021-04-15 03:22:11.598849, cost_time=0:29:12.236933 2021-04-15 01:17:41,537 INFO : Train start, epoch=0039, lr=0.091354 2021-04-15 01:17:43,872 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=1.39ms, fps=1097 images/s, loss=0.7543, top1-acc=77.81%, top5-acc=96.76%, remaining_time=0:00:43.422816, arrival_time=2021-04-15 01:18:27.295032, cost_time=0:00:02.334559 2021-04-15 01:17:46,012 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.44ms, fps=1197 images/s, loss=0.7612, top1-acc=77.48%, top5-acc=96.46%, remaining_time=0:00:39.374016, arrival_time=2021-04-15 01:18:25.385974, cost_time=0:00:04.474311 2021-04-15 01:17:48,158 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.41ms, fps=1193 images/s, loss=0.7517, top1-acc=77.49%, top5-acc=96.61%, remaining_time=0:00:36.634042, arrival_time=2021-04-15 01:18:24.792307, cost_time=0:00:06.620608 2021-04-15 01:17:50,307 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.37ms, fps=1191 images/s, loss=0.7573, top1-acc=77.09%, top5-acc=96.62%, remaining_time=0:00:34.202844, arrival_time=2021-04-15 01:18:24.510453, cost_time=0:00:08.769955 2021-04-15 01:17:52,451 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.35ms, fps=1194 images/s, loss=0.7526, top1-acc=77.26%, top5-acc=96.48%, remaining_time=0:00:31.868734, arrival_time=2021-04-15 01:18:24.320308, cost_time=0:00:10.913928 2021-04-15 01:17:54,601 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.43ms, fps=1191 images/s, loss=0.7523, top1-acc=77.07%, top5-acc=96.42%, remaining_time=0:00:29.611144, arrival_time=2021-04-15 01:18:24.212588, cost_time=0:00:13.063761 2021-04-15 01:17:56,745 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.37ms, fps=1195 images/s, loss=0.7512, top1-acc=77.22%, top5-acc=96.38%, remaining_time=0:00:27.373500, arrival_time=2021-04-15 01:18:24.118541, cost_time=0:00:15.207476 2021-04-15 01:17:58,885 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.42ms, fps=1196 images/s, loss=0.7527, top1-acc=77.23%, top5-acc=96.30%, remaining_time=0:00:25.154020, arrival_time=2021-04-15 01:18:24.039176, cost_time=0:00:17.347586 2021-04-15 01:18:01,029 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.31ms, fps=1194 images/s, loss=0.7550, top1-acc=77.17%, top5-acc=96.29%, remaining_time=0:00:22.956632, arrival_time=2021-04-15 01:18:23.985710, cost_time=0:00:19.491514 2021-04-15 01:18:03,170 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.55ms, fps=1196 images/s, loss=0.7610, top1-acc=76.96%, top5-acc=96.20%, remaining_time=0:00:20.767488, arrival_time=2021-04-15 01:18:23.937892, cost_time=0:00:21.632754 2021-04-15 01:18:05,312 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.52ms, fps=1196 images/s, loss=0.7638, top1-acc=76.83%, top5-acc=96.17%, remaining_time=0:00:18.587180, arrival_time=2021-04-15 01:18:23.899226, cost_time=0:00:23.774342 2021-04-15 01:18:07,454 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.39ms, fps=1195 images/s, loss=0.7686, top1-acc=76.62%, top5-acc=96.15%, remaining_time=0:00:16.413872, arrival_time=2021-04-15 01:18:23.868149, cost_time=0:00:25.916677 2021-04-15 01:18:09,596 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.38ms, fps=1195 images/s, loss=0.7739, top1-acc=76.42%, top5-acc=96.09%, remaining_time=0:00:14.245176, arrival_time=2021-04-15 01:18:23.841469, cost_time=0:00:28.058726 2021-04-15 01:18:11,736 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.54ms, fps=1196 images/s, loss=0.7779, top1-acc=76.34%, top5-acc=96.04%, remaining_time=0:00:12.079480, arrival_time=2021-04-15 01:18:23.815934, cost_time=0:00:30.198748 2021-04-15 01:18:13,880 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.36ms, fps=1194 images/s, loss=0.7836, top1-acc=76.20%, top5-acc=96.01%, remaining_time=0:00:09.918520, arrival_time=2021-04-15 01:18:23.799044, cost_time=0:00:32.342947 2021-04-15 01:18:16,020 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.40ms, fps=1196 images/s, loss=0.7887, top1-acc=76.11%, top5-acc=95.92%, remaining_time=0:00:07.758756, arrival_time=2021-04-15 01:18:23.779679, cost_time=0:00:34.483286 2021-04-15 01:18:18,165 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.29ms, fps=1194 images/s, loss=0.7914, top1-acc=76.00%, top5-acc=95.90%, remaining_time=0:00:05.601856, arrival_time=2021-04-15 01:18:23.766931, cost_time=0:00:36.627453 2021-04-15 01:18:20,311 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.37ms, fps=1193 images/s, loss=0.7952, top1-acc=75.95%, top5-acc=95.86%, remaining_time=0:00:03.446592, arrival_time=2021-04-15 01:18:23.758339, cost_time=0:00:38.774186 2021-04-15 01:18:22,452 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.20ms, fps=1196 images/s, loss=0.7966, top1-acc=75.93%, top5-acc=95.83%, remaining_time=0:00:01.292034, arrival_time=2021-04-15 01:18:23.744136, cost_time=0:00:40.914446 2021-04-15 01:18:23,615 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.33ms, fps=1169 images/s, loss=0.7985, top1-acc=75.90%, top5-acc=95.84%, remaining_time=0:00:00, arrival_time=2021-04-15 01:18:23.615819, cost_time=0:00:42.078263 2021-04-15 01:18:24,586 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=1.32ms, fps=2642 images/s, loss=1.4167, top1-acc=61.41%, top5-acc=88.32%, remaining_time=0:00:02.906820, arrival_time=2021-04-15 01:18:27.493302, cost_time=0:00:00.968944 2021-04-15 01:18:25,445 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.41ms, fps=2982 images/s, loss=1.4610, top1-acc=60.47%, top5-acc=87.50%, remaining_time=0:00:01.827900, arrival_time=2021-04-15 01:18:27.273337, cost_time=0:00:01.827904 2021-04-15 01:18:26,302 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.35ms, fps=2987 images/s, loss=1.4611, top1-acc=60.47%, top5-acc=87.47%, remaining_time=0:00:00.895100, arrival_time=2021-04-15 01:18:27.197947, cost_time=0:00:02.685314 2021-04-15 01:18:27,085 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.08ms, fps=2966 images/s, loss=1.4331, top1-acc=60.65%, top5-acc=87.72%, remaining_time=0:00:00, arrival_time=2021-04-15 01:18:27.085283, cost_time=0:00:03.467768 2021-04-15 01:18:27,712 INFO : Epoch=0039 complete, best val top1-acc=60.65%, top5-acc=87.72% (epoch=39), remaining_time=2:03:44.220370, arrival_time=2021-04-15 03:22:11.933246, cost_time=0:29:58.413637 2021-04-15 01:18:27,714 INFO : Train start, epoch=0040, lr=0.090907 2021-04-15 01:18:30,067 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.32ms, fps=1088 images/s, loss=0.7335, top1-acc=78.28%, top5-acc=96.56%, remaining_time=0:00:43.773984, arrival_time=2021-04-15 01:19:13.841796, cost_time=0:00:02.353442 2021-04-15 01:18:32,216 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.56ms, fps=1192 images/s, loss=0.7502, top1-acc=77.38%, top5-acc=96.37%, remaining_time=0:00:39.617952, arrival_time=2021-04-15 01:19:11.834375, cost_time=0:00:04.502040 2021-04-15 01:18:34,365 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.77ms, fps=1192 images/s, loss=0.7441, top1-acc=77.76%, top5-acc=96.30%, remaining_time=0:00:36.804358, arrival_time=2021-04-15 01:19:11.170126, cost_time=0:00:06.651379 2021-04-15 01:18:36,514 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.37ms, fps=1192 images/s, loss=0.7375, top1-acc=77.91%, top5-acc=96.39%, remaining_time=0:00:34.319376, arrival_time=2021-04-15 01:19:10.833607, cost_time=0:00:08.799842 2021-04-15 01:18:38,659 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=2.81ms, fps=1194 images/s, loss=0.7320, top1-acc=77.97%, top5-acc=96.48%, remaining_time=0:00:31.959400, arrival_time=2021-04-15 01:19:10.618638, cost_time=0:00:10.945003 2021-04-15 01:18:40,804 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.32ms, fps=1194 images/s, loss=0.7347, top1-acc=77.85%, top5-acc=96.46%, remaining_time=0:00:29.670848, arrival_time=2021-04-15 01:19:10.475232, cost_time=0:00:13.090092 2021-04-15 01:18:42,948 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.41ms, fps=1194 images/s, loss=0.7432, top1-acc=77.48%, top5-acc=96.42%, remaining_time=0:00:27.421380, arrival_time=2021-04-15 01:19:10.369789, cost_time=0:00:15.234107 2021-04-15 01:18:45,093 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.44ms, fps=1194 images/s, loss=0.7459, top1-acc=77.44%, top5-acc=96.45%, remaining_time=0:00:25.200188, arrival_time=2021-04-15 01:19:10.293847, cost_time=0:00:17.379444 2021-04-15 01:18:47,236 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.44ms, fps=1195 images/s, loss=0.7476, top1-acc=77.38%, top5-acc=96.47%, remaining_time=0:00:22.992884, arrival_time=2021-04-15 01:19:10.229423, cost_time=0:00:19.522235 2021-04-15 01:18:49,380 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.30ms, fps=1195 images/s, loss=0.7533, top1-acc=77.21%, top5-acc=96.37%, remaining_time=0:00:20.799360, arrival_time=2021-04-15 01:19:10.179563, cost_time=0:00:21.665980 2021-04-15 01:18:51,521 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.34ms, fps=1196 images/s, loss=0.7552, top1-acc=77.20%, top5-acc=96.32%, remaining_time=0:00:18.612808, arrival_time=2021-04-15 01:19:10.134284, cost_time=0:00:23.807117 2021-04-15 01:18:53,672 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.43ms, fps=1191 images/s, loss=0.7580, top1-acc=77.10%, top5-acc=96.29%, remaining_time=0:00:16.439940, arrival_time=2021-04-15 01:19:10.111976, cost_time=0:00:25.957822 2021-04-15 01:18:55,816 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.29ms, fps=1194 images/s, loss=0.7599, top1-acc=77.09%, top5-acc=96.25%, remaining_time=0:00:14.267220, arrival_time=2021-04-15 01:19:10.083508, cost_time=0:00:28.102082 2021-04-15 01:18:57,961 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.40ms, fps=1194 images/s, loss=0.7645, top1-acc=76.95%, top5-acc=96.24%, remaining_time=0:00:12.098800, arrival_time=2021-04-15 01:19:10.060181, cost_time=0:00:30.247054 2021-04-15 01:19:00,104 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.59ms, fps=1195 images/s, loss=0.7691, top1-acc=76.78%, top5-acc=96.20%, remaining_time=0:00:09.932964, arrival_time=2021-04-15 01:19:10.037213, cost_time=0:00:32.390050 2021-04-15 01:19:02,246 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.38ms, fps=1195 images/s, loss=0.7750, top1-acc=76.66%, top5-acc=96.10%, remaining_time=0:00:07.769844, arrival_time=2021-04-15 01:19:10.016647, cost_time=0:00:34.532591 2021-04-15 01:19:04,394 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.66ms, fps=1192 images/s, loss=0.7791, top1-acc=76.60%, top5-acc=96.10%, remaining_time=0:00:05.609942, arrival_time=2021-04-15 01:19:10.004552, cost_time=0:00:36.680314 2021-04-15 01:19:06,535 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.48ms, fps=1196 images/s, loss=0.7813, top1-acc=76.58%, top5-acc=96.05%, remaining_time=0:00:03.450736, arrival_time=2021-04-15 01:19:09.985768, cost_time=0:00:38.820810 2021-04-15 01:19:08,677 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.44ms, fps=1195 images/s, loss=0.7859, top1-acc=76.46%, top5-acc=95.98%, remaining_time=0:00:01.293576, arrival_time=2021-04-15 01:19:09.971076, cost_time=0:00:40.963296 2021-04-15 01:19:09,844 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.7877, top1-acc=76.41%, top5-acc=95.97%, remaining_time=0:00:00, arrival_time=2021-04-15 01:19:09.844625, cost_time=0:00:42.130419 2021-04-15 01:19:10,812 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=1.27ms, fps=2650 images/s, loss=1.5034, top1-acc=58.79%, top5-acc=86.56%, remaining_time=0:00:02.898420, arrival_time=2021-04-15 01:19:13.711046, cost_time=0:00:00.966137 2021-04-15 01:19:11,669 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.32ms, fps=2989 images/s, loss=1.5000, top1-acc=59.18%, top5-acc=86.68%, remaining_time=0:00:01.823040, arrival_time=2021-04-15 01:19:13.492644, cost_time=0:00:01.823039 2021-04-15 01:19:12,523 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.37ms, fps=2999 images/s, loss=1.4896, top1-acc=59.75%, top5-acc=87.01%, remaining_time=0:00:00.892330, arrival_time=2021-04-15 01:19:13.415843, cost_time=0:00:02.676993 2021-04-15 01:19:13,306 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.08ms, fps=2963 images/s, loss=1.4931, top1-acc=59.67%, top5-acc=86.98%, remaining_time=0:00:00, arrival_time=2021-04-15 01:19:13.306930, cost_time=0:00:03.460451 2021-04-15 01:19:13,603 INFO : Epoch=0040 complete, best val top1-acc=60.65%, top5-acc=87.72% (epoch=39), remaining_time=2:02:57.217440, arrival_time=2021-04-15 03:22:10.821050, cost_time=0:30:44.304376 2021-04-15 01:19:13,604 INFO : Train start, epoch=0041, lr=0.090451 2021-04-15 01:19:15,920 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.46ms, fps=1106 images/s, loss=0.7534, top1-acc=77.93%, top5-acc=96.56%, remaining_time=0:00:43.060302, arrival_time=2021-04-15 01:19:58.980458, cost_time=0:00:02.315074 2021-04-15 01:19:18,062 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.44ms, fps=1195 images/s, loss=0.7200, top1-acc=78.54%, top5-acc=96.84%, remaining_time=0:00:39.226176, arrival_time=2021-04-15 01:19:57.288783, cost_time=0:00:04.457523 2021-04-15 01:19:20,210 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.33ms, fps=1192 images/s, loss=0.7168, top1-acc=78.80%, top5-acc=96.76%, remaining_time=0:00:36.549880, arrival_time=2021-04-15 01:19:56.760353, cost_time=0:00:06.605391 2021-04-15 01:19:22,350 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.39ms, fps=1197 images/s, loss=0.7225, top1-acc=78.57%, top5-acc=96.67%, remaining_time=0:00:34.105812, arrival_time=2021-04-15 01:19:56.456077, cost_time=0:00:08.745093 2021-04-15 01:19:24,494 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.31ms, fps=1194 images/s, loss=0.7141, top1-acc=78.70%, top5-acc=96.73%, remaining_time=0:00:31.797486, arrival_time=2021-04-15 01:19:56.292138, cost_time=0:00:10.889558 2021-04-15 01:19:26,632 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.45ms, fps=1198 images/s, loss=0.7139, top1-acc=78.68%, top5-acc=96.74%, remaining_time=0:00:29.528184, arrival_time=2021-04-15 01:19:56.160405, cost_time=0:00:13.027140 2021-04-15 01:19:28,778 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.30ms, fps=1193 images/s, loss=0.7200, top1-acc=78.36%, top5-acc=96.65%, remaining_time=0:00:27.311508, arrival_time=2021-04-15 01:19:56.089639, cost_time=0:00:15.173040 2021-04-15 01:19:30,922 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.39ms, fps=1194 images/s, loss=0.7267, top1-acc=78.09%, top5-acc=96.60%, remaining_time=0:00:25.109476, arrival_time=2021-04-15 01:19:56.031453, cost_time=0:00:17.316897 2021-04-15 01:19:33,067 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.47ms, fps=1194 images/s, loss=0.7326, top1-acc=77.96%, top5-acc=96.48%, remaining_time=0:00:22.921758, arrival_time=2021-04-15 01:19:55.988811, cost_time=0:00:19.461900 2021-04-15 01:19:35,207 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.27ms, fps=1196 images/s, loss=0.7366, top1-acc=77.81%, top5-acc=96.48%, remaining_time=0:00:20.738304, arrival_time=2021-04-15 01:19:55.945848, cost_time=0:00:21.602434 2021-04-15 01:19:37,348 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.34ms, fps=1196 images/s, loss=0.7456, top1-acc=77.55%, top5-acc=96.40%, remaining_time=0:00:18.562756, arrival_time=2021-04-15 01:19:55.910904, cost_time=0:00:23.743056 2021-04-15 01:19:39,488 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.37ms, fps=1196 images/s, loss=0.7499, top1-acc=77.45%, top5-acc=96.30%, remaining_time=0:00:16.392972, arrival_time=2021-04-15 01:19:55.881648, cost_time=0:00:25.883584 2021-04-15 01:19:41,628 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.38ms, fps=1197 images/s, loss=0.7531, top1-acc=77.33%, top5-acc=96.26%, remaining_time=0:00:14.227224, arrival_time=2021-04-15 01:19:55.855698, cost_time=0:00:28.023375 2021-04-15 01:19:43,776 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.87ms, fps=1192 images/s, loss=0.7561, top1-acc=77.26%, top5-acc=96.19%, remaining_time=0:00:12.068504, arrival_time=2021-04-15 01:19:55.844837, cost_time=0:00:30.171248 2021-04-15 01:19:45,921 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.38ms, fps=1194 images/s, loss=0.7603, top1-acc=77.12%, top5-acc=96.17%, remaining_time=0:00:09.910194, arrival_time=2021-04-15 01:19:55.831308, cost_time=0:00:32.315874 2021-04-15 01:19:48,068 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.40ms, fps=1192 images/s, loss=0.7658, top1-acc=76.99%, top5-acc=96.12%, remaining_time=0:00:07.754328, arrival_time=2021-04-15 01:19:55.823115, cost_time=0:00:34.463651 2021-04-15 01:19:50,209 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.35ms, fps=1196 images/s, loss=0.7708, top1-acc=76.90%, top5-acc=96.09%, remaining_time=0:00:05.598372, arrival_time=2021-04-15 01:19:55.808138, cost_time=0:00:36.604668 2021-04-15 01:19:52,348 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.55ms, fps=1197 images/s, loss=0.7758, top1-acc=76.73%, top5-acc=96.06%, remaining_time=0:00:03.443824, arrival_time=2021-04-15 01:19:55.791865, cost_time=0:00:38.742952 2021-04-15 01:19:54,493 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.46ms, fps=1193 images/s, loss=0.7778, top1-acc=76.68%, top5-acc=96.04%, remaining_time=0:00:01.291212, arrival_time=2021-04-15 01:19:55.784643, cost_time=0:00:40.888345 2021-04-15 01:19:55,656 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.18ms, fps=1170 images/s, loss=0.7790, top1-acc=76.66%, top5-acc=96.01%, remaining_time=0:00:00, arrival_time=2021-04-15 01:19:55.656000, cost_time=0:00:42.050910 2021-04-15 01:19:56,645 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.30ms, fps=2593 images/s, loss=1.5775, top1-acc=59.45%, top5-acc=85.20%, remaining_time=0:00:02.961870, arrival_time=2021-04-15 01:19:59.607210, cost_time=0:00:00.987290 2021-04-15 01:19:57,497 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.29ms, fps=3004 images/s, loss=1.6135, top1-acc=58.44%, top5-acc=84.73%, remaining_time=0:00:01.839880, arrival_time=2021-04-15 01:19:59.337795, cost_time=0:00:01.839879 2021-04-15 01:19:58,352 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.42ms, fps=2997 images/s, loss=1.6367, top1-acc=57.81%, top5-acc=84.56%, remaining_time=0:00:00.898160, arrival_time=2021-04-15 01:19:59.250694, cost_time=0:00:02.694472 2021-04-15 01:19:59,134 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.07ms, fps=2970 images/s, loss=1.6348, top1-acc=58.07%, top5-acc=84.61%, remaining_time=0:00:00, arrival_time=2021-04-15 01:19:59.134071, cost_time=0:00:03.476044 2021-04-15 01:19:59,449 INFO : Epoch=0041 complete, best val top1-acc=60.65%, top5-acc=87.72% (epoch=39), remaining_time=2:02:10.093185, arrival_time=2021-04-15 03:22:09.542281, cost_time=0:31:30.149821 2021-04-15 01:19:59,450 INFO : Train start, epoch=0042, lr=0.089984 2021-04-15 01:20:01,796 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=1.46ms, fps=1092 images/s, loss=0.7172, top1-acc=78.01%, top5-acc=96.99%, remaining_time=0:00:43.621836, arrival_time=2021-04-15 01:20:45.417926, cost_time=0:00:02.345256 2021-04-15 01:20:03,941 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.36ms, fps=1194 images/s, loss=0.7006, top1-acc=78.63%, top5-acc=97.07%, remaining_time=0:00:39.514464, arrival_time=2021-04-15 01:20:43.455597, cost_time=0:00:04.490290 2021-04-15 01:20:06,087 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.57ms, fps=1193 images/s, loss=0.6909, top1-acc=79.17%, top5-acc=97.10%, remaining_time=0:00:36.723018, arrival_time=2021-04-15 01:20:42.810729, cost_time=0:00:06.636693 2021-04-15 01:20:08,234 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.38ms, fps=1193 images/s, loss=0.6866, top1-acc=79.27%, top5-acc=97.16%, remaining_time=0:00:34.255260, arrival_time=2021-04-15 01:20:42.489456, cost_time=0:00:08.783407 2021-04-15 01:20:10,376 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.54ms, fps=1196 images/s, loss=0.6895, top1-acc=79.13%, top5-acc=96.98%, remaining_time=0:00:31.901730, arrival_time=2021-04-15 01:20:42.277853, cost_time=0:00:10.925273 2021-04-15 01:20:12,519 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.38ms, fps=1195 images/s, loss=0.7029, top1-acc=78.80%, top5-acc=96.83%, remaining_time=0:00:29.622704, arrival_time=2021-04-15 01:20:42.142405, cost_time=0:00:13.068852 2021-04-15 01:20:14,661 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.43ms, fps=1196 images/s, loss=0.7097, top1-acc=78.62%, top5-acc=96.81%, remaining_time=0:00:27.378288, arrival_time=2021-04-15 01:20:42.039238, cost_time=0:00:15.210145 2021-04-15 01:20:16,813 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.54ms, fps=1190 images/s, loss=0.7157, top1-acc=78.49%, top5-acc=96.68%, remaining_time=0:00:25.174900, arrival_time=2021-04-15 01:20:41.987796, cost_time=0:00:17.362032 2021-04-15 01:20:18,974 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=2.94ms, fps=1185 images/s, loss=0.7223, top1-acc=78.25%, top5-acc=96.64%, remaining_time=0:00:22.994898, arrival_time=2021-04-15 01:20:41.969740, cost_time=0:00:19.523989 2021-04-15 01:20:21,116 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=2.01ms, fps=1196 images/s, loss=0.7307, top1-acc=77.99%, top5-acc=96.57%, remaining_time=0:00:20.799264, arrival_time=2021-04-15 01:20:41.916047, cost_time=0:00:21.665940 2021-04-15 01:20:23,260 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.42ms, fps=1195 images/s, loss=0.7402, top1-acc=77.66%, top5-acc=96.43%, remaining_time=0:00:18.614786, arrival_time=2021-04-15 01:20:41.875238, cost_time=0:00:23.809609 2021-04-15 01:20:25,406 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.42ms, fps=1193 images/s, loss=0.7441, top1-acc=77.63%, top5-acc=96.38%, remaining_time=0:00:16.438344, arrival_time=2021-04-15 01:20:41.844595, cost_time=0:00:25.955313 2021-04-15 01:20:27,545 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.56ms, fps=1197 images/s, loss=0.7448, top1-acc=77.63%, top5-acc=96.38%, remaining_time=0:00:14.263524, arrival_time=2021-04-15 01:20:41.809131, cost_time=0:00:28.094815 2021-04-15 01:20:29,686 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.32ms, fps=1196 images/s, loss=0.7494, top1-acc=77.43%, top5-acc=96.32%, remaining_time=0:00:12.094264, arrival_time=2021-04-15 01:20:41.780778, cost_time=0:00:30.235642 2021-04-15 01:20:31,829 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.47ms, fps=1195 images/s, loss=0.7543, top1-acc=77.31%, top5-acc=96.25%, remaining_time=0:00:09.929560, arrival_time=2021-04-15 01:20:41.759355, cost_time=0:00:32.378950 2021-04-15 01:20:33,977 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.50ms, fps=1192 images/s, loss=0.7603, top1-acc=77.13%, top5-acc=96.20%, remaining_time=0:00:07.768440, arrival_time=2021-04-15 01:20:41.745783, cost_time=0:00:34.526478 2021-04-15 01:20:36,133 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.48ms, fps=1188 images/s, loss=0.7637, top1-acc=77.04%, top5-acc=96.16%, remaining_time=0:00:05.610306, arrival_time=2021-04-15 01:20:41.743786, cost_time=0:00:36.682707 2021-04-15 01:20:38,277 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.59ms, fps=1194 images/s, loss=0.7683, top1-acc=76.92%, top5-acc=96.10%, remaining_time=0:00:03.451264, arrival_time=2021-04-15 01:20:41.728931, cost_time=0:00:38.826779 2021-04-15 01:20:40,421 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.23ms, fps=1194 images/s, loss=0.7711, top1-acc=76.84%, top5-acc=96.09%, remaining_time=0:00:01.293822, arrival_time=2021-04-15 01:20:41.715701, cost_time=0:00:40.971106 2021-04-15 01:20:41,582 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.28ms, fps=1172 images/s, loss=0.7735, top1-acc=76.80%, top5-acc=96.05%, remaining_time=0:00:00, arrival_time=2021-04-15 01:20:41.582915, cost_time=0:00:42.132184 2021-04-15 01:20:42,572 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=1.47ms, fps=2592 images/s, loss=1.4497, top1-acc=60.70%, top5-acc=87.19%, remaining_time=0:00:02.962470, arrival_time=2021-04-15 01:20:45.534666, cost_time=0:00:00.987489 2021-04-15 01:20:43,427 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.61ms, fps=2994 images/s, loss=1.4141, top1-acc=61.82%, top5-acc=87.81%, remaining_time=0:00:01.842980, arrival_time=2021-04-15 01:20:45.270636, cost_time=0:00:01.842984 2021-04-15 01:20:44,282 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.36ms, fps=2995 images/s, loss=1.4172, top1-acc=61.54%, top5-acc=87.81%, remaining_time=0:00:00.899400, arrival_time=2021-04-15 01:20:45.182236, cost_time=0:00:02.698185 2021-04-15 01:20:45,067 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.07ms, fps=2960 images/s, loss=1.4079, top1-acc=61.22%, top5-acc=87.54%, remaining_time=0:00:00, arrival_time=2021-04-15 01:20:45.066986, cost_time=0:00:03.482366 2021-04-15 01:20:45,681 INFO : Epoch=0042 complete, best val top1-acc=61.22%, top5-acc=87.54% (epoch=42), remaining_time=2:01:24.483666, arrival_time=2021-04-15 03:22:10.164647, cost_time=0:32:16.381739 2021-04-15 01:20:45,682 INFO : Train start, epoch=0043, lr=0.089508 2021-04-15 01:20:47,996 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=2.17ms, fps=1107 images/s, loss=0.7716, top1-acc=77.30%, top5-acc=95.94%, remaining_time=0:00:43.029984, arrival_time=2021-04-15 01:21:31.026009, cost_time=0:00:02.313435 2021-04-15 01:20:50,144 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.59ms, fps=1192 images/s, loss=0.7489, top1-acc=77.42%, top5-acc=96.35%, remaining_time=0:00:39.267888, arrival_time=2021-04-15 01:21:29.412751, cost_time=0:00:04.462263 2021-04-15 01:20:52,290 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.39ms, fps=1194 images/s, loss=0.7409, top1-acc=77.40%, top5-acc=96.35%, remaining_time=0:00:36.562496, arrival_time=2021-04-15 01:21:28.852863, cost_time=0:00:06.607685 2021-04-15 01:20:54,434 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.58ms, fps=1194 images/s, loss=0.7338, top1-acc=77.55%, top5-acc=96.55%, remaining_time=0:00:34.132176, arrival_time=2021-04-15 01:21:28.566713, cost_time=0:00:08.751846 2021-04-15 01:20:56,581 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.52ms, fps=1193 images/s, loss=0.7274, top1-acc=77.66%, top5-acc=96.55%, remaining_time=0:00:31.825664, arrival_time=2021-04-15 01:21:28.407420, cost_time=0:00:10.899223 2021-04-15 01:20:58,729 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.85ms, fps=1192 images/s, loss=0.7249, top1-acc=77.69%, top5-acc=96.57%, remaining_time=0:00:29.573744, arrival_time=2021-04-15 01:21:28.303582, cost_time=0:00:13.047235 2021-04-15 01:21:00,874 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.64ms, fps=1194 images/s, loss=0.7259, top1-acc=77.67%, top5-acc=96.60%, remaining_time=0:00:27.345402, arrival_time=2021-04-15 01:21:28.219906, cost_time=0:00:15.191881 2021-04-15 01:21:03,017 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.39ms, fps=1195 images/s, loss=0.7311, top1-acc=77.59%, top5-acc=96.62%, remaining_time=0:00:25.136040, arrival_time=2021-04-15 01:21:28.153764, cost_time=0:00:17.335208 2021-04-15 01:21:05,165 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.67ms, fps=1192 images/s, loss=0.7321, top1-acc=77.66%, top5-acc=96.59%, remaining_time=0:00:22.946986, arrival_time=2021-04-15 01:21:28.112856, cost_time=0:00:19.483282 2021-04-15 01:21:07,315 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.42ms, fps=1191 images/s, loss=0.7349, top1-acc=77.66%, top5-acc=96.55%, remaining_time=0:00:20.767488, arrival_time=2021-04-15 01:21:28.082888, cost_time=0:00:21.632848 2021-04-15 01:21:09,457 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.66ms, fps=1196 images/s, loss=0.7402, top1-acc=77.51%, top5-acc=96.49%, remaining_time=0:00:18.587438, arrival_time=2021-04-15 01:21:28.044612, cost_time=0:00:23.774611 2021-04-15 01:21:11,608 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.50ms, fps=1190 images/s, loss=0.7420, top1-acc=77.47%, top5-acc=96.45%, remaining_time=0:00:16.419876, arrival_time=2021-04-15 01:21:28.028493, cost_time=0:00:25.926078 2021-04-15 01:21:13,756 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.40ms, fps=1192 images/s, loss=0.7488, top1-acc=77.25%, top5-acc=96.39%, remaining_time=0:00:14.252766, arrival_time=2021-04-15 01:21:28.008918, cost_time=0:00:28.073650 2021-04-15 01:21:15,897 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.44ms, fps=1196 images/s, loss=0.7533, top1-acc=77.13%, top5-acc=96.33%, remaining_time=0:00:12.085808, arrival_time=2021-04-15 01:21:27.982932, cost_time=0:00:30.214534 2021-04-15 01:21:18,047 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.73ms, fps=1191 images/s, loss=0.7571, top1-acc=76.99%, top5-acc=96.31%, remaining_time=0:00:09.925098, arrival_time=2021-04-15 01:21:27.972053, cost_time=0:00:32.364446 2021-04-15 01:21:20,193 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.60ms, fps=1193 images/s, loss=0.7614, top1-acc=76.91%, top5-acc=96.23%, remaining_time=0:00:07.764948, arrival_time=2021-04-15 01:21:27.958275, cost_time=0:00:34.510825 2021-04-15 01:21:22,338 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.59ms, fps=1193 images/s, loss=0.7641, top1-acc=76.81%, top5-acc=96.21%, remaining_time=0:00:05.606250, arrival_time=2021-04-15 01:21:27.945079, cost_time=0:00:36.656239 2021-04-15 01:21:24,485 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.42ms, fps=1193 images/s, loss=0.7686, top1-acc=76.72%, top5-acc=96.17%, remaining_time=0:00:03.449152, arrival_time=2021-04-15 01:21:27.934559, cost_time=0:00:38.802900 2021-04-15 01:21:26,628 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.20ms, fps=1195 images/s, loss=0.7704, top1-acc=76.65%, top5-acc=96.16%, remaining_time=0:00:01.293036, arrival_time=2021-04-15 01:21:27.921730, cost_time=0:00:40.946190 2021-04-15 01:21:27,789 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.31ms, fps=1172 images/s, loss=0.7743, top1-acc=76.54%, top5-acc=96.12%, remaining_time=0:00:00, arrival_time=2021-04-15 01:21:27.789743, cost_time=0:00:42.107239 2021-04-15 01:21:28,763 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=1.34ms, fps=2635 images/s, loss=1.6026, top1-acc=58.75%, top5-acc=84.92%, remaining_time=0:00:02.915100, arrival_time=2021-04-15 01:21:31.678464, cost_time=0:00:00.971703 2021-04-15 01:21:29,619 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.35ms, fps=2991 images/s, loss=1.6177, top1-acc=57.97%, top5-acc=85.02%, remaining_time=0:00:01.828100, arrival_time=2021-04-15 01:21:31.447916, cost_time=0:00:01.828096 2021-04-15 01:21:30,474 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.49ms, fps=2997 images/s, loss=1.6219, top1-acc=57.88%, top5-acc=84.86%, remaining_time=0:00:00.894260, arrival_time=2021-04-15 01:21:31.368720, cost_time=0:00:02.682783 2021-04-15 01:21:31,258 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.10ms, fps=2963 images/s, loss=1.6222, top1-acc=57.61%, top5-acc=84.76%, remaining_time=0:00:00, arrival_time=2021-04-15 01:21:31.257948, cost_time=0:00:03.466313 2021-04-15 01:21:31,563 INFO : Epoch=0043 complete, best val top1-acc=61.22%, top5-acc=87.54% (epoch=42), remaining_time=2:00:37.568120, arrival_time=2021-04-15 03:22:09.131253, cost_time=0:33:02.263899 2021-04-15 01:21:31,564 INFO : Train start, epoch=0044, lr=0.089022 2021-04-15 01:21:33,859 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.33ms, fps=1116 images/s, loss=0.7633, top1-acc=76.99%, top5-acc=96.72%, remaining_time=0:00:42.682536, arrival_time=2021-04-15 01:22:16.541935, cost_time=0:00:02.294758 2021-04-15 01:21:36,001 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.39ms, fps=1195 images/s, loss=0.7468, top1-acc=76.97%, top5-acc=96.84%, remaining_time=0:00:39.043488, arrival_time=2021-04-15 01:22:15.044896, cost_time=0:00:04.436764 2021-04-15 01:21:38,149 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.43ms, fps=1192 images/s, loss=0.7265, top1-acc=77.66%, top5-acc=96.90%, remaining_time=0:00:36.437166, arrival_time=2021-04-15 01:22:14.586841, cost_time=0:00:06.585030 2021-04-15 01:21:40,287 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.32ms, fps=1198 images/s, loss=0.7157, top1-acc=78.13%, top5-acc=96.87%, remaining_time=0:00:34.018608, arrival_time=2021-04-15 01:22:14.306120, cost_time=0:00:08.722713 2021-04-15 01:21:42,425 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.32ms, fps=1197 images/s, loss=0.7067, top1-acc=78.35%, top5-acc=96.89%, remaining_time=0:00:31.714996, arrival_time=2021-04-15 01:22:14.140941, cost_time=0:00:10.861282 2021-04-15 01:21:44,566 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.63ms, fps=1196 images/s, loss=0.7012, top1-acc=78.48%, top5-acc=96.95%, remaining_time=0:00:29.469976, arrival_time=2021-04-15 01:22:14.036053, cost_time=0:00:13.001440 2021-04-15 01:21:46,712 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.42ms, fps=1193 images/s, loss=0.7067, top1-acc=78.29%, top5-acc=96.83%, remaining_time=0:00:27.266526, arrival_time=2021-04-15 01:22:13.979252, cost_time=0:00:15.148071 2021-04-15 01:21:48,863 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.40ms, fps=1190 images/s, loss=0.7063, top1-acc=78.32%, top5-acc=96.86%, remaining_time=0:00:25.083840, arrival_time=2021-04-15 01:22:13.947695, cost_time=0:00:17.299203 2021-04-15 01:21:51,015 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.36ms, fps=1190 images/s, loss=0.7092, top1-acc=78.27%, top5-acc=96.86%, remaining_time=0:00:22.909038, arrival_time=2021-04-15 01:22:13.924807, cost_time=0:00:19.451057 2021-04-15 01:21:53,167 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.54ms, fps=1190 images/s, loss=0.7129, top1-acc=78.21%, top5-acc=96.84%, remaining_time=0:00:20.738496, arrival_time=2021-04-15 01:22:13.905732, cost_time=0:00:21.602562 2021-04-15 01:21:55,308 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.38ms, fps=1196 images/s, loss=0.7161, top1-acc=78.07%, top5-acc=96.86%, remaining_time=0:00:18.563702, arrival_time=2021-04-15 01:22:13.872597, cost_time=0:00:23.744238 2021-04-15 01:21:57,455 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.36ms, fps=1193 images/s, loss=0.7240, top1-acc=77.78%, top5-acc=96.80%, remaining_time=0:00:16.397608, arrival_time=2021-04-15 01:22:13.853279, cost_time=0:00:25.891007 2021-04-15 01:21:59,596 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.39ms, fps=1196 images/s, loss=0.7286, top1-acc=77.64%, top5-acc=96.73%, remaining_time=0:00:14.231382, arrival_time=2021-04-15 01:22:13.827559, cost_time=0:00:28.031529 2021-04-15 01:22:01,743 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.38ms, fps=1192 images/s, loss=0.7327, top1-acc=77.49%, top5-acc=96.73%, remaining_time=0:00:12.071696, arrival_time=2021-04-15 01:22:13.815616, cost_time=0:00:30.179283 2021-04-15 01:22:03,883 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.36ms, fps=1197 images/s, loss=0.7393, top1-acc=77.34%, top5-acc=96.65%, remaining_time=0:00:09.911022, arrival_time=2021-04-15 01:22:13.794158, cost_time=0:00:32.318487 2021-04-15 01:22:06,029 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.68ms, fps=1193 images/s, loss=0.7449, top1-acc=77.18%, top5-acc=96.56%, remaining_time=0:00:07.754508, arrival_time=2021-04-15 01:22:13.783791, cost_time=0:00:34.464552 2021-04-15 01:22:08,177 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.34ms, fps=1192 images/s, loss=0.7495, top1-acc=77.03%, top5-acc=96.53%, remaining_time=0:00:05.599594, arrival_time=2021-04-15 01:22:13.776940, cost_time=0:00:36.612683 2021-04-15 01:22:10,325 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.39ms, fps=1192 images/s, loss=0.7535, top1-acc=76.97%, top5-acc=96.50%, remaining_time=0:00:03.445440, arrival_time=2021-04-15 01:22:13.771314, cost_time=0:00:38.761222 2021-04-15 01:22:12,464 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.26ms, fps=1197 images/s, loss=0.7576, top1-acc=76.81%, top5-acc=96.44%, remaining_time=0:00:01.291572, arrival_time=2021-04-15 01:22:13.755987, cost_time=0:00:40.899766 2021-04-15 01:22:13,630 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.21ms, fps=1166 images/s, loss=0.7629, top1-acc=76.74%, top5-acc=96.37%, remaining_time=0:00:00, arrival_time=2021-04-15 01:22:13.630948, cost_time=0:00:42.066294 2021-04-15 01:22:14,596 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=1.30ms, fps=2656 images/s, loss=1.4518, top1-acc=61.48%, top5-acc=86.60%, remaining_time=0:00:02.891040, arrival_time=2021-04-15 01:22:17.487618, cost_time=0:00:00.963675 2021-04-15 01:22:15,451 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.35ms, fps=2997 images/s, loss=1.4615, top1-acc=60.53%, top5-acc=87.27%, remaining_time=0:00:01.818180, arrival_time=2021-04-15 01:22:17.269244, cost_time=0:00:01.818175 2021-04-15 01:22:16,307 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.44ms, fps=2989 images/s, loss=1.4853, top1-acc=60.39%, top5-acc=86.64%, remaining_time=0:00:00.891640, arrival_time=2021-04-15 01:22:17.199459, cost_time=0:00:02.674926 2021-04-15 01:22:17,092 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.09ms, fps=2959 images/s, loss=1.4757, top1-acc=59.84%, top5-acc=86.93%, remaining_time=0:00:00, arrival_time=2021-04-15 01:22:17.092219, cost_time=0:00:03.459348 2021-04-15 01:22:17,433 INFO : Epoch=0044 complete, best val top1-acc=61.22%, top5-acc=87.54% (epoch=42), remaining_time=1:59:50.656200, arrival_time=2021-04-15 03:22:08.089222, cost_time=0:33:48.133789 2021-04-15 01:22:17,434 INFO : Train start, epoch=0045, lr=0.088526 2021-04-15 01:22:19,772 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=1.57ms, fps=1095 images/s, loss=0.7096, top1-acc=78.95%, top5-acc=97.23%, remaining_time=0:00:43.486056, arrival_time=2021-04-15 01:23:03.258453, cost_time=0:00:02.337959 2021-04-15 01:22:21,913 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.52ms, fps=1196 images/s, loss=0.7080, top1-acc=78.42%, top5-acc=97.23%, remaining_time=0:00:39.416080, arrival_time=2021-04-15 01:23:01.329711, cost_time=0:00:04.479100 2021-04-15 01:22:24,064 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.71ms, fps=1191 images/s, loss=0.7087, top1-acc=78.39%, top5-acc=97.07%, remaining_time=0:00:36.686664, arrival_time=2021-04-15 01:23:00.751239, cost_time=0:00:06.630117 2021-04-15 01:22:26,214 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.97ms, fps=1191 images/s, loss=0.7048, top1-acc=78.64%, top5-acc=97.03%, remaining_time=0:00:34.239972, arrival_time=2021-04-15 01:23:00.453921, cost_time=0:00:08.779485 2021-04-15 01:22:28,355 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.37ms, fps=1196 images/s, loss=0.7063, top1-acc=78.39%, top5-acc=97.10%, remaining_time=0:00:31.890342, arrival_time=2021-04-15 01:23:00.246063, cost_time=0:00:10.921360 2021-04-15 01:22:30,508 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.51ms, fps=1190 images/s, loss=0.7118, top1-acc=78.32%, top5-acc=96.91%, remaining_time=0:00:29.633312, arrival_time=2021-04-15 01:23:00.141255, cost_time=0:00:13.073513 2021-04-15 01:22:32,654 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.41ms, fps=1193 images/s, loss=0.7111, top1-acc=78.31%, top5-acc=96.93%, remaining_time=0:00:27.395676, arrival_time=2021-04-15 01:23:00.049964, cost_time=0:00:15.219818 2021-04-15 01:22:34,801 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.58ms, fps=1193 images/s, loss=0.7092, top1-acc=78.46%, top5-acc=96.97%, remaining_time=0:00:25.181628, arrival_time=2021-04-15 01:22:59.982625, cost_time=0:00:17.366643 2021-04-15 01:22:36,944 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.68ms, fps=1195 images/s, loss=0.7159, top1-acc=78.26%, top5-acc=96.87%, remaining_time=0:00:22.978044, arrival_time=2021-04-15 01:22:59.922163, cost_time=0:00:19.509678 2021-04-15 01:22:39,090 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.50ms, fps=1193 images/s, loss=0.7210, top1-acc=78.10%, top5-acc=96.81%, remaining_time=0:00:20.790048, arrival_time=2021-04-15 01:22:59.880702, cost_time=0:00:21.656305 2021-04-15 01:22:41,239 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.54ms, fps=1192 images/s, loss=0.7215, top1-acc=78.07%, top5-acc=96.77%, remaining_time=0:00:18.611002, arrival_time=2021-04-15 01:22:59.850230, cost_time=0:00:23.804796 2021-04-15 01:22:43,379 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.41ms, fps=1196 images/s, loss=0.7275, top1-acc=77.95%, top5-acc=96.70%, remaining_time=0:00:16.432188, arrival_time=2021-04-15 01:22:59.812119, cost_time=0:00:25.945568 2021-04-15 01:22:45,525 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.69ms, fps=1193 images/s, loss=0.7327, top1-acc=77.76%, top5-acc=96.63%, remaining_time=0:00:14.261610, arrival_time=2021-04-15 01:22:59.786966, cost_time=0:00:28.091006 2021-04-15 01:22:47,675 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.56ms, fps=1191 images/s, loss=0.7351, top1-acc=77.68%, top5-acc=96.59%, remaining_time=0:00:12.096224, arrival_time=2021-04-15 01:22:59.771171, cost_time=0:00:30.240508 2021-04-15 01:22:49,818 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.30ms, fps=1194 images/s, loss=0.7404, top1-acc=77.55%, top5-acc=96.51%, remaining_time=0:00:09.931216, arrival_time=2021-04-15 01:22:59.749979, cost_time=0:00:32.384409 2021-04-15 01:22:51,959 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.32ms, fps=1196 images/s, loss=0.7440, top1-acc=77.48%, top5-acc=96.45%, remaining_time=0:00:07.768152, arrival_time=2021-04-15 01:22:59.727707, cost_time=0:00:34.525156 2021-04-15 01:22:54,109 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.54ms, fps=1191 images/s, loss=0.7486, top1-acc=77.37%, top5-acc=96.39%, remaining_time=0:00:05.609136, arrival_time=2021-04-15 01:22:59.718717, cost_time=0:00:36.675137 2021-04-15 01:22:56,250 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.38ms, fps=1196 images/s, loss=0.7530, top1-acc=77.23%, top5-acc=96.37%, remaining_time=0:00:03.450336, arrival_time=2021-04-15 01:22:59.700978, cost_time=0:00:38.816247 2021-04-15 01:22:58,401 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.25ms, fps=1191 images/s, loss=0.7568, top1-acc=77.15%, top5-acc=96.31%, remaining_time=0:00:01.293696, arrival_time=2021-04-15 01:22:59.695116, cost_time=0:00:40.967075 2021-04-15 01:22:59,567 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.47ms, fps=1167 images/s, loss=0.7591, top1-acc=77.09%, top5-acc=96.31%, remaining_time=0:00:00, arrival_time=2021-04-15 01:22:59.567088, cost_time=0:00:42.132755 2021-04-15 01:23:00,589 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=0.40ms, fps=2509 images/s, loss=1.3501, top1-acc=63.24%, top5-acc=88.16%, remaining_time=0:00:03.061500, arrival_time=2021-04-15 01:23:03.650962, cost_time=0:00:01.020500 2021-04-15 01:23:01,444 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.55ms, fps=2997 images/s, loss=1.3679, top1-acc=62.64%, top5-acc=87.93%, remaining_time=0:00:01.875360, arrival_time=2021-04-15 01:23:03.319598, cost_time=0:00:01.875363 2021-04-15 01:23:02,303 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.37ms, fps=2981 images/s, loss=1.3605, top1-acc=62.68%, top5-acc=88.45%, remaining_time=0:00:00.911550, arrival_time=2021-04-15 01:23:03.215030, cost_time=0:00:02.734649 2021-04-15 01:23:03,088 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.08ms, fps=2957 images/s, loss=1.3653, top1-acc=62.50%, top5-acc=88.22%, remaining_time=0:00:00, arrival_time=2021-04-15 01:23:03.088453, cost_time=0:00:03.519643 2021-04-15 01:23:03,822 INFO : Epoch=0045 complete, best val top1-acc=62.50%, top5-acc=88.22% (epoch=45), remaining_time=1:59:05.581220, arrival_time=2021-04-15 03:22:09.404026, cost_time=0:34:34.523561 2021-04-15 01:23:03,824 INFO : Train start, epoch=0046, lr=0.088020 2021-04-15 01:23:06,168 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.35ms, fps=1092 images/s, loss=0.7255, top1-acc=78.59%, top5-acc=97.03%, remaining_time=0:00:43.610676, arrival_time=2021-04-15 01:23:49.779566, cost_time=0:00:02.344665 2021-04-15 01:23:08,310 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.50ms, fps=1196 images/s, loss=0.7122, top1-acc=79.02%, top5-acc=96.76%, remaining_time=0:00:39.475040, arrival_time=2021-04-15 01:23:47.785060, cost_time=0:00:04.485800 2021-04-15 01:23:10,449 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.34ms, fps=1197 images/s, loss=0.7107, top1-acc=78.83%, top5-acc=96.84%, remaining_time=0:00:36.658942, arrival_time=2021-04-15 01:23:47.108353, cost_time=0:00:06.625112 2021-04-15 01:23:12,591 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.31ms, fps=1195 images/s, loss=0.7056, top1-acc=79.07%, top5-acc=96.70%, remaining_time=0:00:34.194108, arrival_time=2021-04-15 01:23:46.786055, cost_time=0:00:08.767716 2021-04-15 01:23:14,733 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.41ms, fps=1195 images/s, loss=0.6968, top1-acc=79.30%, top5-acc=96.72%, remaining_time=0:00:31.856178, arrival_time=2021-04-15 01:23:46.590025, cost_time=0:00:10.909626 2021-04-15 01:23:16,881 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.42ms, fps=1192 images/s, loss=0.6928, top1-acc=79.33%, top5-acc=96.78%, remaining_time=0:00:29.596728, arrival_time=2021-04-15 01:23:46.478300, cost_time=0:00:13.057365 2021-04-15 01:23:19,027 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.38ms, fps=1193 images/s, loss=0.6994, top1-acc=79.02%, top5-acc=96.81%, remaining_time=0:00:27.365310, arrival_time=2021-04-15 01:23:46.392456, cost_time=0:00:15.202921 2021-04-15 01:23:21,171 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.49ms, fps=1194 images/s, loss=0.7056, top1-acc=78.86%, top5-acc=96.79%, remaining_time=0:00:25.152860, arrival_time=2021-04-15 01:23:46.323969, cost_time=0:00:17.346797 2021-04-15 01:23:23,312 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.46ms, fps=1196 images/s, loss=0.7098, top1-acc=78.61%, top5-acc=96.78%, remaining_time=0:00:22.952498, arrival_time=2021-04-15 01:23:46.264725, cost_time=0:00:19.487970 2021-04-15 01:23:25,452 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.52ms, fps=1196 images/s, loss=0.7100, top1-acc=78.55%, top5-acc=96.78%, remaining_time=0:00:20.762880, arrival_time=2021-04-15 01:23:46.215136, cost_time=0:00:21.628028 2021-04-15 01:23:27,589 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.34ms, fps=1198 images/s, loss=0.7159, top1-acc=78.31%, top5-acc=96.74%, remaining_time=0:00:18.580042, arrival_time=2021-04-15 01:23:46.169413, cost_time=0:00:23.765148 2021-04-15 01:23:29,728 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.62ms, fps=1197 images/s, loss=0.7206, top1-acc=78.13%, top5-acc=96.66%, remaining_time=0:00:16.406120, arrival_time=2021-04-15 01:23:46.134760, cost_time=0:00:25.904428 2021-04-15 01:23:31,873 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.52ms, fps=1194 images/s, loss=0.7229, top1-acc=78.04%, top5-acc=96.65%, remaining_time=0:00:14.240160, arrival_time=2021-04-15 01:23:46.113160, cost_time=0:00:28.048770 2021-04-15 01:23:34,018 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.48ms, fps=1193 images/s, loss=0.7293, top1-acc=77.83%, top5-acc=96.63%, remaining_time=0:00:12.077800, arrival_time=2021-04-15 01:23:46.096650, cost_time=0:00:30.194564 2021-04-15 01:23:36,169 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.79ms, fps=1191 images/s, loss=0.7325, top1-acc=77.75%, top5-acc=96.58%, remaining_time=0:00:09.919210, arrival_time=2021-04-15 01:23:46.088661, cost_time=0:00:32.345208 2021-04-15 01:23:38,318 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.59ms, fps=1192 images/s, loss=0.7351, top1-acc=77.62%, top5-acc=96.58%, remaining_time=0:00:07.761132, arrival_time=2021-04-15 01:23:46.079316, cost_time=0:00:34.493938 2021-04-15 01:23:40,461 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.37ms, fps=1195 images/s, loss=0.7433, top1-acc=77.39%, top5-acc=96.52%, remaining_time=0:00:05.603338, arrival_time=2021-04-15 01:23:46.064751, cost_time=0:00:36.637186 2021-04-15 01:23:42,610 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.59ms, fps=1191 images/s, loss=0.7479, top1-acc=77.25%, top5-acc=96.45%, remaining_time=0:00:03.447696, arrival_time=2021-04-15 01:23:46.058449, cost_time=0:00:38.786528 2021-04-15 01:23:44,756 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.21ms, fps=1193 images/s, loss=0.7496, top1-acc=77.20%, top5-acc=96.42%, remaining_time=0:00:01.292604, arrival_time=2021-04-15 01:23:46.049297, cost_time=0:00:40.932468 2021-04-15 01:23:45,928 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.35ms, fps=1161 images/s, loss=0.7530, top1-acc=77.14%, top5-acc=96.39%, remaining_time=0:00:00, arrival_time=2021-04-15 01:23:45.928378, cost_time=0:00:42.104143 2021-04-15 01:23:46,905 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=2.68ms, fps=2625 images/s, loss=1.4760, top1-acc=59.41%, top5-acc=87.70%, remaining_time=0:00:02.925780, arrival_time=2021-04-15 01:23:49.831434, cost_time=0:00:00.975264 2021-04-15 01:23:47,760 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.45ms, fps=2998 images/s, loss=1.4649, top1-acc=59.30%, top5-acc=87.58%, remaining_time=0:00:01.829640, arrival_time=2021-04-15 01:23:49.589680, cost_time=0:00:01.829640 2021-04-15 01:23:48,622 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.29ms, fps=2970 images/s, loss=1.4476, top1-acc=60.34%, top5-acc=87.47%, remaining_time=0:00:00.897300, arrival_time=2021-04-15 01:23:49.519583, cost_time=0:00:02.691898 2021-04-15 01:23:49,411 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.07ms, fps=2943 images/s, loss=1.4643, top1-acc=59.97%, top5-acc=87.29%, remaining_time=0:00:00, arrival_time=2021-04-15 01:23:49.411034, cost_time=0:00:03.480594 2021-04-15 01:23:49,730 INFO : Epoch=0046 complete, best val top1-acc=62.50%, top5-acc=88.22% (epoch=45), remaining_time=1:58:18.834666, arrival_time=2021-04-15 03:22:08.565044, cost_time=0:35:20.431147 2021-04-15 01:23:49,731 INFO : Train start, epoch=0047, lr=0.087506 2021-04-15 01:23:52,046 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.42ms, fps=1106 images/s, loss=0.7316, top1-acc=76.64%, top5-acc=97.27%, remaining_time=0:00:43.045422, arrival_time=2021-04-15 01:24:35.091479, cost_time=0:00:02.314270 2021-04-15 01:23:54,193 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.62ms, fps=1193 images/s, loss=0.7026, top1-acc=78.07%, top5-acc=97.23%, remaining_time=0:00:39.260672, arrival_time=2021-04-15 01:24:33.453970, cost_time=0:00:04.461444 2021-04-15 01:23:56,338 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.64ms, fps=1194 images/s, loss=0.6891, top1-acc=78.53%, top5-acc=97.36%, remaining_time=0:00:36.553698, arrival_time=2021-04-15 01:24:32.891634, cost_time=0:00:06.606082 2021-04-15 01:23:58,482 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.43ms, fps=1194 images/s, loss=0.6853, top1-acc=78.86%, top5-acc=97.30%, remaining_time=0:00:34.128744, arrival_time=2021-04-15 01:24:32.611547, cost_time=0:00:08.750964 2021-04-15 01:24:00,624 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.41ms, fps=1196 images/s, loss=0.6835, top1-acc=78.94%, top5-acc=97.22%, remaining_time=0:00:31.805224, arrival_time=2021-04-15 01:24:32.429254, cost_time=0:00:10.892181 2021-04-15 01:24:02,768 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.62ms, fps=1194 images/s, loss=0.6883, top1-acc=78.84%, top5-acc=97.19%, remaining_time=0:00:29.549400, arrival_time=2021-04-15 01:24:32.317768, cost_time=0:00:13.036528 2021-04-15 01:24:04,908 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=2.13ms, fps=1196 images/s, loss=0.6878, top1-acc=78.93%, top5-acc=97.10%, remaining_time=0:00:27.318186, arrival_time=2021-04-15 01:24:32.226760, cost_time=0:00:15.176738 2021-04-15 01:24:07,050 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.59ms, fps=1196 images/s, loss=0.6901, top1-acc=78.78%, top5-acc=97.06%, remaining_time=0:00:25.111332, arrival_time=2021-04-15 01:24:32.161318, cost_time=0:00:17.318196 2021-04-15 01:24:09,193 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.61ms, fps=1195 images/s, loss=0.6920, top1-acc=78.75%, top5-acc=97.02%, remaining_time=0:00:22.921228, arrival_time=2021-04-15 01:24:32.114474, cost_time=0:00:19.461383 2021-04-15 01:24:11,339 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.78ms, fps=1193 images/s, loss=0.6987, top1-acc=78.51%, top5-acc=96.97%, remaining_time=0:00:20.743008, arrival_time=2021-04-15 01:24:32.082017, cost_time=0:00:21.607253 2021-04-15 01:24:13,480 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.40ms, fps=1195 images/s, loss=0.7056, top1-acc=78.27%, top5-acc=96.90%, remaining_time=0:00:18.567400, arrival_time=2021-04-15 01:24:32.048262, cost_time=0:00:23.749016 2021-04-15 01:24:15,624 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.54ms, fps=1194 images/s, loss=0.7107, top1-acc=78.19%, top5-acc=96.80%, remaining_time=0:00:16.398976, arrival_time=2021-04-15 01:24:32.023835, cost_time=0:00:25.893092 2021-04-15 01:24:17,772 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.75ms, fps=1192 images/s, loss=0.7158, top1-acc=78.09%, top5-acc=96.79%, remaining_time=0:00:14.235936, arrival_time=2021-04-15 01:24:32.008213, cost_time=0:00:28.040452 2021-04-15 01:24:19,913 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.31ms, fps=1196 images/s, loss=0.7203, top1-acc=77.99%, top5-acc=96.76%, remaining_time=0:00:12.072816, arrival_time=2021-04-15 01:24:31.986578, cost_time=0:00:30.181985 2021-04-15 01:24:22,063 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.98ms, fps=1191 images/s, loss=0.7246, top1-acc=77.89%, top5-acc=96.71%, remaining_time=0:00:09.915116, arrival_time=2021-04-15 01:24:31.978765, cost_time=0:00:32.331890 2021-04-15 01:24:24,214 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=2.07ms, fps=1190 images/s, loss=0.7271, top1-acc=77.81%, top5-acc=96.68%, remaining_time=0:00:07.758648, arrival_time=2021-04-15 01:24:31.973357, cost_time=0:00:34.482860 2021-04-15 01:24:26,356 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.29ms, fps=1195 images/s, loss=0.7298, top1-acc=77.68%, top5-acc=96.66%, remaining_time=0:00:05.601492, arrival_time=2021-04-15 01:24:31.958377, cost_time=0:00:36.625128 2021-04-15 01:24:28,499 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.39ms, fps=1195 images/s, loss=0.7341, top1-acc=77.56%, top5-acc=96.59%, remaining_time=0:00:03.446016, arrival_time=2021-04-15 01:24:31.945510, cost_time=0:00:38.767697 2021-04-15 01:24:30,640 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.37ms, fps=1196 images/s, loss=0.7371, top1-acc=77.48%, top5-acc=96.55%, remaining_time=0:00:01.291866, arrival_time=2021-04-15 01:24:31.932802, cost_time=0:00:40.909128 2021-04-15 01:24:31,804 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.19ms, fps=1169 images/s, loss=0.7393, top1-acc=77.39%, top5-acc=96.50%, remaining_time=0:00:00, arrival_time=2021-04-15 01:24:31.804722, cost_time=0:00:42.072950 2021-04-15 01:24:32,831 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.32ms, fps=2498 images/s, loss=1.3988, top1-acc=62.27%, top5-acc=87.19%, remaining_time=0:00:03.074820, arrival_time=2021-04-15 01:24:35.906482, cost_time=0:00:01.024945 2021-04-15 01:24:33,683 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.27ms, fps=3008 images/s, loss=1.3870, top1-acc=62.50%, top5-acc=87.40%, remaining_time=0:00:01.876440, arrival_time=2021-04-15 01:24:35.559590, cost_time=0:00:01.876439 2021-04-15 01:24:34,538 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.33ms, fps=2995 images/s, loss=1.3988, top1-acc=62.01%, top5-acc=87.46%, remaining_time=0:00:00.910500, arrival_time=2021-04-15 01:24:35.448685, cost_time=0:00:02.731494 2021-04-15 01:24:35,319 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.08ms, fps=2971 images/s, loss=1.4057, top1-acc=61.54%, top5-acc=87.45%, remaining_time=0:00:00, arrival_time=2021-04-15 01:24:35.319375, cost_time=0:00:03.512695 2021-04-15 01:24:35,677 INFO : Epoch=0047 complete, best val top1-acc=62.50%, top5-acc=88.22% (epoch=45), remaining_time=1:57:32.253939, arrival_time=2021-04-15 03:22:07.931837, cost_time=0:36:06.378662 2021-04-15 01:24:35,679 INFO : Train start, epoch=0048, lr=0.086982 2021-04-15 01:24:38,017 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.91ms, fps=1095 images/s, loss=0.6830, top1-acc=79.02%, top5-acc=97.27%, remaining_time=0:00:43.495356, arrival_time=2021-04-15 01:25:21.513127, cost_time=0:00:02.338457 2021-04-15 01:24:40,161 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.38ms, fps=1195 images/s, loss=0.6852, top1-acc=79.14%, top5-acc=97.27%, remaining_time=0:00:39.440544, arrival_time=2021-04-15 01:25:19.601762, cost_time=0:00:04.481885 2021-04-15 01:24:42,307 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.33ms, fps=1193 images/s, loss=0.7084, top1-acc=78.41%, top5-acc=96.85%, remaining_time=0:00:36.674214, arrival_time=2021-04-15 01:25:18.981497, cost_time=0:00:06.627880 2021-04-15 01:24:44,453 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.40ms, fps=1193 images/s, loss=0.7050, top1-acc=78.57%, top5-acc=97.04%, remaining_time=0:00:34.217508, arrival_time=2021-04-15 01:25:18.670483, cost_time=0:00:08.773706 2021-04-15 01:24:46,599 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.46ms, fps=1193 images/s, loss=0.7035, top1-acc=78.70%, top5-acc=97.02%, remaining_time=0:00:31.885816, arrival_time=2021-04-15 01:25:18.484955, cost_time=0:00:10.919822 2021-04-15 01:24:48,750 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.95ms, fps=1190 images/s, loss=0.7004, top1-acc=78.81%, top5-acc=96.98%, remaining_time=0:00:29.627872, arrival_time=2021-04-15 01:25:18.378306, cost_time=0:00:13.071109 2021-04-15 01:24:50,894 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.80ms, fps=1194 images/s, loss=0.7031, top1-acc=78.64%, top5-acc=96.96%, remaining_time=0:00:27.387864, arrival_time=2021-04-15 01:25:18.282624, cost_time=0:00:15.215458 2021-04-15 01:24:53,034 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.38ms, fps=1196 images/s, loss=0.7035, top1-acc=78.69%, top5-acc=97.01%, remaining_time=0:00:25.165620, arrival_time=2021-04-15 01:25:18.200499, cost_time=0:00:17.355617 2021-04-15 01:24:55,176 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.57ms, fps=1196 images/s, loss=0.7027, top1-acc=78.75%, top5-acc=96.97%, remaining_time=0:00:22.963628, arrival_time=2021-04-15 01:25:18.140330, cost_time=0:00:19.497384 2021-04-15 01:24:57,316 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.46ms, fps=1197 images/s, loss=0.7089, top1-acc=78.52%, top5-acc=96.89%, remaining_time=0:00:20.771328, arrival_time=2021-04-15 01:25:18.087348, cost_time=0:00:21.636772 2021-04-15 01:24:59,464 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.39ms, fps=1192 images/s, loss=0.7113, top1-acc=78.38%, top5-acc=96.90%, remaining_time=0:00:18.595350, arrival_time=2021-04-15 01:25:18.059417, cost_time=0:00:23.784728 2021-04-15 01:25:01,614 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.33ms, fps=1191 images/s, loss=0.7166, top1-acc=78.20%, top5-acc=96.82%, remaining_time=0:00:16.425348, arrival_time=2021-04-15 01:25:18.039395, cost_time=0:00:25.934789 2021-04-15 01:25:03,759 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.47ms, fps=1193 images/s, loss=0.7196, top1-acc=78.08%, top5-acc=96.79%, remaining_time=0:00:14.256264, arrival_time=2021-04-15 01:25:18.015959, cost_time=0:00:28.080463 2021-04-15 01:25:05,904 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.50ms, fps=1194 images/s, loss=0.7228, top1-acc=78.00%, top5-acc=96.74%, remaining_time=0:00:12.089952, arrival_time=2021-04-15 01:25:17.994207, cost_time=0:00:30.224949 2021-04-15 01:25:08,055 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.44ms, fps=1190 images/s, loss=0.7240, top1-acc=77.97%, top5-acc=96.71%, remaining_time=0:00:09.928824, arrival_time=2021-04-15 01:25:17.984641, cost_time=0:00:32.376565 2021-04-15 01:25:10,194 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.42ms, fps=1197 images/s, loss=0.7290, top1-acc=77.85%, top5-acc=96.67%, remaining_time=0:00:07.765920, arrival_time=2021-04-15 01:25:17.960421, cost_time=0:00:34.515269 2021-04-15 01:25:12,340 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.95ms, fps=1193 images/s, loss=0.7329, top1-acc=77.70%, top5-acc=96.65%, remaining_time=0:00:05.606978, arrival_time=2021-04-15 01:25:17.947415, cost_time=0:00:36.661042 2021-04-15 01:25:14,486 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.54ms, fps=1194 images/s, loss=0.7396, top1-acc=77.52%, top5-acc=96.52%, remaining_time=0:00:03.449488, arrival_time=2021-04-15 01:25:17.935519, cost_time=0:00:38.806784 2021-04-15 01:25:16,626 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.44ms, fps=1196 images/s, loss=0.7427, top1-acc=77.43%, top5-acc=96.51%, remaining_time=0:00:01.293078, arrival_time=2021-04-15 01:25:17.919723, cost_time=0:00:40.947411 2021-04-15 01:25:17,788 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.19ms, fps=1171 images/s, loss=0.7479, top1-acc=77.26%, top5-acc=96.45%, remaining_time=0:00:00, arrival_time=2021-04-15 01:25:17.788407, cost_time=0:00:42.109182 2021-04-15 01:25:18,753 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=0.21ms, fps=2659 images/s, loss=1.4523, top1-acc=61.95%, top5-acc=87.62%, remaining_time=0:00:02.888760, arrival_time=2021-04-15 01:25:21.641789, cost_time=0:00:00.962916 2021-04-15 01:25:19,612 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=1.36ms, fps=2981 images/s, loss=1.4391, top1-acc=62.27%, top5-acc=87.62%, remaining_time=0:00:01.822080, arrival_time=2021-04-15 01:25:21.434327, cost_time=0:00:01.822078 2021-04-15 01:25:20,468 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.55ms, fps=2992 images/s, loss=1.4426, top1-acc=61.97%, top5-acc=87.71%, remaining_time=0:00:00.892720, arrival_time=2021-04-15 01:25:21.361047, cost_time=0:00:02.678148 2021-04-15 01:25:21,251 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.07ms, fps=2964 images/s, loss=1.4296, top1-acc=62.26%, top5-acc=87.69%, remaining_time=0:00:00, arrival_time=2021-04-15 01:25:21.251579, cost_time=0:00:03.461484 2021-04-15 01:25:21,574 INFO : Epoch=0048 complete, best val top1-acc=62.50%, top5-acc=88.22% (epoch=45), remaining_time=1:56:45.536816, arrival_time=2021-04-15 03:22:07.110870, cost_time=0:36:52.274800 2021-04-15 01:25:21,576 INFO : Train start, epoch=0049, lr=0.086448 2021-04-15 01:25:23,896 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.84ms, fps=1103 images/s, loss=0.7177, top1-acc=79.06%, top5-acc=96.72%, remaining_time=0:00:43.162416, arrival_time=2021-04-15 01:26:07.059285, cost_time=0:00:02.320555 2021-04-15 01:25:26,038 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.47ms, fps=1196 images/s, loss=0.7028, top1-acc=78.89%, top5-acc=96.87%, remaining_time=0:00:39.265424, arrival_time=2021-04-15 01:26:05.303678, cost_time=0:00:04.461986 2021-04-15 01:25:28,182 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.57ms, fps=1194 images/s, loss=0.6901, top1-acc=78.96%, top5-acc=96.99%, remaining_time=0:00:36.556686, arrival_time=2021-04-15 01:26:04.739562, cost_time=0:00:06.606625 2021-04-15 01:25:30,322 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.36ms, fps=1197 images/s, loss=0.6934, top1-acc=79.03%, top5-acc=96.87%, remaining_time=0:00:34.110804, arrival_time=2021-04-15 01:26:04.433427, cost_time=0:00:08.746376 2021-04-15 01:25:32,468 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.40ms, fps=1193 images/s, loss=0.6934, top1-acc=78.98%, top5-acc=96.99%, remaining_time=0:00:31.805078, arrival_time=2021-04-15 01:26:04.273531, cost_time=0:00:10.892146 2021-04-15 01:25:34,611 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.40ms, fps=1195 images/s, loss=0.6903, top1-acc=79.09%, top5-acc=96.99%, remaining_time=0:00:29.547224, arrival_time=2021-04-15 01:26:04.158980, cost_time=0:00:13.035531 2021-04-15 01:25:36,753 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.93ms, fps=1195 images/s, loss=0.6946, top1-acc=78.99%, top5-acc=96.87%, remaining_time=0:00:27.319572, arrival_time=2021-04-15 01:26:04.073302, cost_time=0:00:15.177505 2021-04-15 01:25:38,893 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.40ms, fps=1197 images/s, loss=0.6988, top1-acc=78.80%, top5-acc=96.82%, remaining_time=0:00:25.109592, arrival_time=2021-04-15 01:26:04.002818, cost_time=0:00:17.316969 2021-04-15 01:25:41,045 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.42ms, fps=1190 images/s, loss=0.7016, top1-acc=78.69%, top5-acc=96.79%, remaining_time=0:00:22.929920, arrival_time=2021-04-15 01:26:03.974976, cost_time=0:00:19.468801 2021-04-15 01:25:43,197 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.80ms, fps=1190 images/s, loss=0.7062, top1-acc=78.59%, top5-acc=96.79%, remaining_time=0:00:20.756544, arrival_time=2021-04-15 01:26:03.954181, cost_time=0:00:21.621371 2021-04-15 01:25:45,344 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.35ms, fps=1193 images/s, loss=0.7106, top1-acc=78.50%, top5-acc=96.72%, remaining_time=0:00:18.582106, arrival_time=2021-04-15 01:26:03.926164, cost_time=0:00:23.767806 2021-04-15 01:25:47,499 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.42ms, fps=1188 images/s, loss=0.7169, top1-acc=78.32%, top5-acc=96.67%, remaining_time=0:00:16.418204, arrival_time=2021-04-15 01:26:03.917898, cost_time=0:00:25.923460 2021-04-15 01:25:49,645 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.35ms, fps=1194 images/s, loss=0.7219, top1-acc=78.15%, top5-acc=96.64%, remaining_time=0:00:14.250258, arrival_time=2021-04-15 01:26:03.895160, cost_time=0:00:28.068642 2021-04-15 01:25:51,787 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.89ms, fps=1195 images/s, loss=0.7259, top1-acc=77.97%, top5-acc=96.61%, remaining_time=0:00:12.084520, arrival_time=2021-04-15 01:26:03.872060, cost_time=0:00:30.211293 2021-04-15 01:25:53,935 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.46ms, fps=1192 images/s, loss=0.7305, top1-acc=77.84%, top5-acc=96.55%, remaining_time=0:00:09.923580, arrival_time=2021-04-15 01:26:03.859229, cost_time=0:00:32.359465 2021-04-15 01:25:56,077 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.35ms, fps=1195 images/s, loss=0.7339, top1-acc=77.67%, top5-acc=96.54%, remaining_time=0:00:07.762860, arrival_time=2021-04-15 01:26:03.840711, cost_time=0:00:34.501586 2021-04-15 01:25:58,218 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.37ms, fps=1197 images/s, loss=0.7348, top1-acc=77.69%, top5-acc=96.49%, remaining_time=0:00:05.604040, arrival_time=2021-04-15 01:26:03.822093, cost_time=0:00:36.641715 2021-04-15 01:26:00,360 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.56ms, fps=1196 images/s, loss=0.7374, top1-acc=77.62%, top5-acc=96.47%, remaining_time=0:00:03.447440, arrival_time=2021-04-15 01:26:03.807387, cost_time=0:00:38.783750 2021-04-15 01:26:02,502 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.23ms, fps=1195 images/s, loss=0.7394, top1-acc=77.57%, top5-acc=96.46%, remaining_time=0:00:01.292394, arrival_time=2021-04-15 01:26:03.794358, cost_time=0:00:40.925794 2021-04-15 01:26:03,665 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.38ms, fps=1169 images/s, loss=0.7401, top1-acc=77.54%, top5-acc=96.46%, remaining_time=0:00:00, arrival_time=2021-04-15 01:26:03.665887, cost_time=0:00:42.089633 2021-04-15 01:26:04,652 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=0.20ms, fps=2600 images/s, loss=1.4858, top1-acc=60.66%, top5-acc=86.60%, remaining_time=0:00:02.953920, arrival_time=2021-04-15 01:26:07.606510, cost_time=0:00:00.984643 2021-04-15 01:26:05,509 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.34ms, fps=2989 images/s, loss=1.4563, top1-acc=61.00%, top5-acc=86.91%, remaining_time=0:00:01.841460, arrival_time=2021-04-15 01:26:07.350833, cost_time=0:00:01.841455 2021-04-15 01:26:06,365 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.49ms, fps=2992 images/s, loss=1.4553, top1-acc=61.09%, top5-acc=87.03%, remaining_time=0:00:00.899160, arrival_time=2021-04-15 01:26:07.264588, cost_time=0:00:02.697478 2021-04-15 01:26:07,147 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.08ms, fps=2967 images/s, loss=1.4439, top1-acc=60.94%, top5-acc=87.15%, remaining_time=0:00:00, arrival_time=2021-04-15 01:26:07.147652, cost_time=0:00:03.479767 2021-04-15 01:26:07,428 INFO : Epoch=0049 complete, best val top1-acc=62.50%, top5-acc=88.22% (epoch=45), remaining_time=1:55:58.723562, arrival_time=2021-04-15 03:22:06.151653, cost_time=0:37:38.128829 2021-04-15 01:26:07,430 INFO : Train start, epoch=0050, lr=0.085906 2021-04-15 01:26:09,748 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=1.41ms, fps=1105 images/s, loss=0.6768, top1-acc=79.73%, top5-acc=97.07%, remaining_time=0:00:43.107546, arrival_time=2021-04-15 01:26:52.855605, cost_time=0:00:02.317606 2021-04-15 01:26:11,887 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=2.52ms, fps=1197 images/s, loss=0.6521, top1-acc=80.43%, top5-acc=97.15%, remaining_time=0:00:39.224768, arrival_time=2021-04-15 01:26:51.112511, cost_time=0:00:04.457369 2021-04-15 01:26:14,030 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.44ms, fps=1195 images/s, loss=0.6501, top1-acc=80.38%, top5-acc=97.20%, remaining_time=0:00:36.518340, arrival_time=2021-04-15 01:26:50.548403, cost_time=0:00:06.599688 2021-04-15 01:26:16,174 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.37ms, fps=1194 images/s, loss=0.6483, top1-acc=80.41%, top5-acc=97.30%, remaining_time=0:00:34.100196, arrival_time=2021-04-15 01:26:50.274287, cost_time=0:00:08.743637 2021-04-15 01:26:18,316 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.42ms, fps=1195 images/s, loss=0.6553, top1-acc=80.05%, top5-acc=97.30%, remaining_time=0:00:31.787412, arrival_time=2021-04-15 01:26:50.103873, cost_time=0:00:10.886077 2021-04-15 01:26:20,462 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.52ms, fps=1193 images/s, loss=0.6606, top1-acc=79.85%, top5-acc=97.23%, remaining_time=0:00:29.540424, arrival_time=2021-04-15 01:26:50.003333, cost_time=0:00:13.032541 2021-04-15 01:26:22,603 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=2.21ms, fps=1196 images/s, loss=0.6697, top1-acc=79.54%, top5-acc=97.14%, remaining_time=0:00:27.311004, arrival_time=2021-04-15 01:26:49.914260, cost_time=0:00:15.172808 2021-04-15 01:26:24,746 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.58ms, fps=1195 images/s, loss=0.6713, top1-acc=79.51%, top5-acc=97.16%, remaining_time=0:00:25.107968, arrival_time=2021-04-15 01:26:49.854212, cost_time=0:00:17.315857 2021-04-15 01:26:26,894 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.56ms, fps=1192 images/s, loss=0.6761, top1-acc=79.28%, top5-acc=97.07%, remaining_time=0:00:22.924726, arrival_time=2021-04-15 01:26:49.819494, cost_time=0:00:19.464349 2021-04-15 01:26:29,040 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.33ms, fps=1193 images/s, loss=0.6802, top1-acc=79.14%, top5-acc=97.07%, remaining_time=0:00:20.745888, arrival_time=2021-04-15 01:26:49.786510, cost_time=0:00:21.610265 2021-04-15 01:26:31,181 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.92ms, fps=1196 images/s, loss=0.6836, top1-acc=79.07%, top5-acc=97.01%, remaining_time=0:00:18.569034, arrival_time=2021-04-15 01:26:49.750531, cost_time=0:00:23.751062 2021-04-15 01:26:33,320 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.39ms, fps=1197 images/s, loss=0.6913, top1-acc=78.82%, top5-acc=96.94%, remaining_time=0:00:16.397152, arrival_time=2021-04-15 01:26:49.717783, cost_time=0:00:25.890252 2021-04-15 01:26:35,463 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.40ms, fps=1195 images/s, loss=0.6967, top1-acc=78.64%, top5-acc=96.86%, remaining_time=0:00:14.232306, arrival_time=2021-04-15 01:26:49.696083, cost_time=0:00:28.033387 2021-04-15 01:26:37,610 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.62ms, fps=1193 images/s, loss=0.7004, top1-acc=78.54%, top5-acc=96.82%, remaining_time=0:00:12.071976, arrival_time=2021-04-15 01:26:49.682309, cost_time=0:00:30.179960 2021-04-15 01:26:39,752 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.46ms, fps=1195 images/s, loss=0.7043, top1-acc=78.48%, top5-acc=96.78%, remaining_time=0:00:09.912126, arrival_time=2021-04-15 01:26:49.664669, cost_time=0:00:32.322167 2021-04-15 01:26:41,894 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.41ms, fps=1195 images/s, loss=0.7100, top1-acc=78.33%, top5-acc=96.73%, remaining_time=0:00:07.754400, arrival_time=2021-04-15 01:26:49.648803, cost_time=0:00:34.464036 2021-04-15 01:26:44,037 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.35ms, fps=1195 images/s, loss=0.7146, top1-acc=78.21%, top5-acc=96.69%, remaining_time=0:00:05.598684, arrival_time=2021-04-15 01:26:49.635853, cost_time=0:00:36.606709 2021-04-15 01:26:46,184 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.30ms, fps=1192 images/s, loss=0.7194, top1-acc=78.02%, top5-acc=96.68%, remaining_time=0:00:03.444832, arrival_time=2021-04-15 01:26:49.629609, cost_time=0:00:38.754391 2021-04-15 01:26:48,330 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.32ms, fps=1193 images/s, loss=0.7242, top1-acc=77.89%, top5-acc=96.61%, remaining_time=0:00:01.291596, arrival_time=2021-04-15 01:26:49.622517, cost_time=0:00:40.900560 2021-04-15 01:26:49,491 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.42ms, fps=1172 images/s, loss=0.7273, top1-acc=77.84%, top5-acc=96.62%, remaining_time=0:00:00, arrival_time=2021-04-15 01:26:49.491800, cost_time=0:00:42.061429 2021-04-15 01:26:50,457 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=1.35ms, fps=2657 images/s, loss=1.4295, top1-acc=61.95%, top5-acc=86.91%, remaining_time=0:00:02.890260, arrival_time=2021-04-15 01:26:53.347335, cost_time=0:00:00.963415 2021-04-15 01:26:51,311 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.36ms, fps=2997 images/s, loss=1.4563, top1-acc=61.43%, top5-acc=86.87%, remaining_time=0:00:01.818040, arrival_time=2021-04-15 01:26:53.129737, cost_time=0:00:01.818039 2021-04-15 01:26:52,165 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.37ms, fps=3001 images/s, loss=1.4533, top1-acc=61.55%, top5-acc=87.37%, remaining_time=0:00:00.890470, arrival_time=2021-04-15 01:26:53.055537, cost_time=0:00:02.671405 2021-04-15 01:26:52,945 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.07ms, fps=2973 images/s, loss=1.4404, top1-acc=61.36%, top5-acc=87.51%, remaining_time=0:00:00, arrival_time=2021-04-15 01:26:52.945869, cost_time=0:00:03.452231 2021-04-15 01:26:53,353 INFO : Epoch=0050 complete, best val top1-acc=62.50%, top5-acc=88.22% (epoch=45), remaining_time=1:55:12.163350, arrival_time=2021-04-15 03:22:05.517050, cost_time=0:38:24.054469 2021-04-15 01:26:53,354 INFO : Train start, epoch=0051, lr=0.085355 2021-04-15 01:26:55,680 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.58ms, fps=1101 images/s, loss=0.6966, top1-acc=78.40%, top5-acc=97.19%, remaining_time=0:00:43.256532, arrival_time=2021-04-15 01:27:38.937283, cost_time=0:00:02.325625 2021-04-15 01:26:57,816 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.36ms, fps=1199 images/s, loss=0.7157, top1-acc=77.77%, top5-acc=96.87%, remaining_time=0:00:39.262608, arrival_time=2021-04-15 01:27:37.079379, cost_time=0:00:04.461653 2021-04-15 01:26:59,965 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=2.09ms, fps=1192 images/s, loss=0.7020, top1-acc=78.52%, top5-acc=96.85%, remaining_time=0:00:36.576274, arrival_time=2021-04-15 01:27:36.541607, cost_time=0:00:06.610169 2021-04-15 01:27:02,104 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.37ms, fps=1197 images/s, loss=0.6927, top1-acc=78.75%, top5-acc=96.95%, remaining_time=0:00:34.121568, arrival_time=2021-04-15 01:27:36.225875, cost_time=0:00:08.749134 2021-04-15 01:27:04,246 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.46ms, fps=1196 images/s, loss=0.6914, top1-acc=78.93%, top5-acc=96.94%, remaining_time=0:00:31.801720, arrival_time=2021-04-15 01:27:36.047819, cost_time=0:00:10.891025 2021-04-15 01:27:06,395 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.36ms, fps=1191 images/s, loss=0.6916, top1-acc=78.85%, top5-acc=96.90%, remaining_time=0:00:29.558648, arrival_time=2021-04-15 01:27:35.954338, cost_time=0:00:13.040569 2021-04-15 01:27:08,537 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.62ms, fps=1195 images/s, loss=0.6951, top1-acc=78.79%, top5-acc=96.90%, remaining_time=0:00:27.328644, arrival_time=2021-04-15 01:27:35.866369, cost_time=0:00:15.182604 2021-04-15 01:27:10,677 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.32ms, fps=1197 images/s, loss=0.6956, top1-acc=78.76%, top5-acc=96.99%, remaining_time=0:00:25.117248, arrival_time=2021-04-15 01:27:35.794570, cost_time=0:00:17.322276 2021-04-15 01:27:12,821 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.35ms, fps=1194 images/s, loss=0.7003, top1-acc=78.58%, top5-acc=97.01%, remaining_time=0:00:22.926740, arrival_time=2021-04-15 01:27:35.748028, cost_time=0:00:19.466123 2021-04-15 01:27:14,962 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.36ms, fps=1196 images/s, loss=0.7017, top1-acc=78.59%, top5-acc=96.96%, remaining_time=0:00:20.743104, arrival_time=2021-04-15 01:27:35.705626, cost_time=0:00:21.607429 2021-04-15 01:27:17,116 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.46ms, fps=1189 images/s, loss=0.7042, top1-acc=78.48%, top5-acc=96.94%, remaining_time=0:00:18.577118, arrival_time=2021-04-15 01:27:35.693720, cost_time=0:00:23.761446 2021-04-15 01:27:19,260 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.36ms, fps=1194 images/s, loss=0.7066, top1-acc=78.38%, top5-acc=96.92%, remaining_time=0:00:16.407032, arrival_time=2021-04-15 01:27:35.667957, cost_time=0:00:25.905868 2021-04-15 01:27:21,403 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.39ms, fps=1195 images/s, loss=0.7089, top1-acc=78.27%, top5-acc=96.85%, remaining_time=0:00:14.240028, arrival_time=2021-04-15 01:27:35.643672, cost_time=0:00:28.048545 2021-04-15 01:27:23,555 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.56ms, fps=1190 images/s, loss=0.7149, top1-acc=78.10%, top5-acc=96.81%, remaining_time=0:00:12.080040, arrival_time=2021-04-15 01:27:35.635309, cost_time=0:00:30.200108 2021-04-15 01:27:25,697 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.53ms, fps=1195 images/s, loss=0.7187, top1-acc=78.00%, top5-acc=96.77%, remaining_time=0:00:09.918336, arrival_time=2021-04-15 01:27:35.615827, cost_time=0:00:32.342447 2021-04-15 01:27:27,847 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.39ms, fps=1191 images/s, loss=0.7191, top1-acc=78.01%, top5-acc=96.78%, remaining_time=0:00:07.760700, arrival_time=2021-04-15 01:27:35.607770, cost_time=0:00:34.492033 2021-04-15 01:27:29,992 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.59ms, fps=1193 images/s, loss=0.7238, top1-acc=77.83%, top5-acc=96.72%, remaining_time=0:00:05.603416, arrival_time=2021-04-15 01:27:35.596278, cost_time=0:00:36.637685 2021-04-15 01:27:32,137 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.40ms, fps=1194 images/s, loss=0.7269, top1-acc=77.72%, top5-acc=96.69%, remaining_time=0:00:03.447280, arrival_time=2021-04-15 01:27:35.584285, cost_time=0:00:38.781961 2021-04-15 01:27:34,279 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.28ms, fps=1195 images/s, loss=0.7295, top1-acc=77.60%, top5-acc=96.67%, remaining_time=0:00:01.292340, arrival_time=2021-04-15 01:27:35.571443, cost_time=0:00:40.924061 2021-04-15 01:27:35,441 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.31ms, fps=1170 images/s, loss=0.7308, top1-acc=77.62%, top5-acc=96.66%, remaining_time=0:00:00, arrival_time=2021-04-15 01:27:35.441654, cost_time=0:00:42.086617 2021-04-15 01:27:36,409 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=1.27ms, fps=2651 images/s, loss=1.4992, top1-acc=59.96%, top5-acc=86.25%, remaining_time=0:00:02.896890, arrival_time=2021-04-15 01:27:39.306054, cost_time=0:00:00.965626 2021-04-15 01:27:37,262 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.32ms, fps=3000 images/s, loss=1.4997, top1-acc=59.92%, top5-acc=86.80%, remaining_time=0:00:01.819240, arrival_time=2021-04-15 01:27:39.082073, cost_time=0:00:01.819234 2021-04-15 01:27:38,119 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.55ms, fps=2989 images/s, loss=1.4937, top1-acc=60.36%, top5-acc=86.51%, remaining_time=0:00:00.892040, arrival_time=2021-04-15 01:27:39.011716, cost_time=0:00:02.676111 2021-04-15 01:27:38,903 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.08ms, fps=2960 images/s, loss=1.4681, top1-acc=60.83%, top5-acc=86.75%, remaining_time=0:00:00, arrival_time=2021-04-15 01:27:38.903897, cost_time=0:00:03.460377 2021-04-15 01:27:39,235 INFO : Epoch=0051 complete, best val top1-acc=62.50%, top5-acc=88.22% (epoch=45), remaining_time=1:54:25.500416, arrival_time=2021-04-15 03:22:04.736016, cost_time=0:39:09.936366 2021-04-15 01:27:39,236 INFO : Train start, epoch=0052, lr=0.084796 2021-04-15 01:27:41,573 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=1.74ms, fps=1096 images/s, loss=0.6819, top1-acc=79.53%, top5-acc=96.80%, remaining_time=0:00:43.451088, arrival_time=2021-04-15 01:28:25.024408, cost_time=0:00:02.336077 2021-04-15 01:27:43,724 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.58ms, fps=1191 images/s, loss=0.6703, top1-acc=79.96%, top5-acc=97.11%, remaining_time=0:00:39.485248, arrival_time=2021-04-15 01:28:23.209352, cost_time=0:00:04.486958 2021-04-15 01:27:45,874 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.50ms, fps=1191 images/s, loss=0.6522, top1-acc=80.21%, top5-acc=97.29%, remaining_time=0:00:36.724014, arrival_time=2021-04-15 01:28:22.598030, cost_time=0:00:06.636874 2021-04-15 01:27:48,016 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.39ms, fps=1195 images/s, loss=0.6485, top1-acc=80.39%, top5-acc=97.38%, remaining_time=0:00:34.238100, arrival_time=2021-04-15 01:28:22.254219, cost_time=0:00:08.778988 2021-04-15 01:27:50,161 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.29ms, fps=1194 images/s, loss=0.6434, top1-acc=80.51%, top5-acc=97.48%, remaining_time=0:00:31.898226, arrival_time=2021-04-15 01:28:22.059419, cost_time=0:00:10.924056 2021-04-15 01:27:52,311 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=2.15ms, fps=1191 images/s, loss=0.6437, top1-acc=80.37%, top5-acc=97.46%, remaining_time=0:00:29.635216, arrival_time=2021-04-15 01:28:21.946697, cost_time=0:00:13.074345 2021-04-15 01:27:54,454 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.47ms, fps=1195 images/s, loss=0.6480, top1-acc=80.25%, top5-acc=97.41%, remaining_time=0:00:27.390510, arrival_time=2021-04-15 01:28:21.844625, cost_time=0:00:15.216925 2021-04-15 01:27:56,601 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.35ms, fps=1192 images/s, loss=0.6546, top1-acc=80.00%, top5-acc=97.35%, remaining_time=0:00:25.178728, arrival_time=2021-04-15 01:28:21.780461, cost_time=0:00:17.364603 2021-04-15 01:27:58,746 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.70ms, fps=1194 images/s, loss=0.6602, top1-acc=79.84%, top5-acc=97.27%, remaining_time=0:00:22.977408, arrival_time=2021-04-15 01:28:21.723637, cost_time=0:00:19.509116 2021-04-15 01:28:00,896 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.38ms, fps=1191 images/s, loss=0.6657, top1-acc=79.73%, top5-acc=97.21%, remaining_time=0:00:20.793120, arrival_time=2021-04-15 01:28:21.689728, cost_time=0:00:21.659469 2021-04-15 01:28:03,039 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.38ms, fps=1195 images/s, loss=0.6681, top1-acc=79.64%, top5-acc=97.19%, remaining_time=0:00:18.609282, arrival_time=2021-04-15 01:28:21.648879, cost_time=0:00:23.802540 2021-04-15 01:28:05,182 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.62ms, fps=1195 images/s, loss=0.6734, top1-acc=79.39%, top5-acc=97.15%, remaining_time=0:00:16.431960, arrival_time=2021-04-15 01:28:21.614355, cost_time=0:00:25.945255 2021-04-15 01:28:07,324 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.38ms, fps=1195 images/s, loss=0.6775, top1-acc=79.24%, top5-acc=97.10%, remaining_time=0:00:14.259894, arrival_time=2021-04-15 01:28:21.584647, cost_time=0:00:28.087645 2021-04-15 01:28:09,467 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.35ms, fps=1195 images/s, loss=0.6820, top1-acc=79.11%, top5-acc=97.11%, remaining_time=0:00:12.092080, arrival_time=2021-04-15 01:28:21.559436, cost_time=0:00:30.230193 2021-04-15 01:28:11,609 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.31ms, fps=1195 images/s, loss=0.6855, top1-acc=79.00%, top5-acc=97.11%, remaining_time=0:00:09.927674, arrival_time=2021-04-15 01:28:21.537588, cost_time=0:00:32.372855 2021-04-15 01:28:13,747 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.49ms, fps=1198 images/s, loss=0.6892, top1-acc=78.79%, top5-acc=97.07%, remaining_time=0:00:07.764840, arrival_time=2021-04-15 01:28:21.512240, cost_time=0:00:34.510344 2021-04-15 01:28:15,892 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.49ms, fps=1194 images/s, loss=0.6926, top1-acc=78.68%, top5-acc=97.03%, remaining_time=0:00:05.606068, arrival_time=2021-04-15 01:28:21.498353, cost_time=0:00:36.655106 2021-04-15 01:28:18,035 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.66ms, fps=1195 images/s, loss=0.6959, top1-acc=78.60%, top5-acc=97.00%, remaining_time=0:00:03.448752, arrival_time=2021-04-15 01:28:21.484235, cost_time=0:00:38.798384 2021-04-15 01:28:20,178 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.34ms, fps=1195 images/s, loss=0.7004, top1-acc=78.49%, top5-acc=96.95%, remaining_time=0:00:01.292874, arrival_time=2021-04-15 01:28:21.470966, cost_time=0:00:40.941049 2021-04-15 01:28:21,349 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.21ms, fps=1161 images/s, loss=0.7032, top1-acc=78.46%, top5-acc=96.91%, remaining_time=0:00:00, arrival_time=2021-04-15 01:28:21.349436, cost_time=0:00:42.112394 2021-04-15 01:28:22,335 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=0.22ms, fps=2602 images/s, loss=1.4800, top1-acc=61.13%, top5-acc=86.95%, remaining_time=0:00:02.951880, arrival_time=2021-04-15 01:28:25.286987, cost_time=0:00:00.983965 2021-04-15 01:28:23,191 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.35ms, fps=2990 images/s, loss=1.4623, top1-acc=61.02%, top5-acc=87.52%, remaining_time=0:00:01.840560, arrival_time=2021-04-15 01:28:25.032306, cost_time=0:00:01.840560 2021-04-15 01:28:24,049 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.61ms, fps=2988 images/s, loss=1.4646, top1-acc=61.28%, top5-acc=87.34%, remaining_time=0:00:00.899240, arrival_time=2021-04-15 01:28:24.948176, cost_time=0:00:02.697728 2021-04-15 01:28:24,832 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.08ms, fps=2962 images/s, loss=1.4575, top1-acc=61.35%, top5-acc=87.44%, remaining_time=0:00:00, arrival_time=2021-04-15 01:28:24.832762, cost_time=0:00:03.481629 2021-04-15 01:28:25,129 INFO : Epoch=0052 complete, best val top1-acc=62.50%, top5-acc=88.22% (epoch=45), remaining_time=1:53:38.900496, arrival_time=2021-04-15 03:22:04.029618, cost_time=0:39:55.829880 2021-04-15 01:28:25,130 INFO : Train start, epoch=0053, lr=0.084227 2021-04-15 01:28:27,455 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.44ms, fps=1101 images/s, loss=0.6388, top1-acc=80.70%, top5-acc=97.93%, remaining_time=0:00:43.251882, arrival_time=2021-04-15 01:29:10.707808, cost_time=0:00:02.325368 2021-04-15 01:28:29,597 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.36ms, fps=1195 images/s, loss=0.6445, top1-acc=80.39%, top5-acc=97.71%, remaining_time=0:00:39.311360, arrival_time=2021-04-15 01:29:08.909102, cost_time=0:00:04.467205 2021-04-15 01:28:31,737 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.32ms, fps=1197 images/s, loss=0.6405, top1-acc=80.73%, top5-acc=97.70%, remaining_time=0:00:36.557848, arrival_time=2021-04-15 01:29:08.295217, cost_time=0:00:06.606828 2021-04-15 01:28:33,879 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.39ms, fps=1195 images/s, loss=0.6314, top1-acc=81.19%, top5-acc=97.69%, remaining_time=0:00:34.120632, arrival_time=2021-04-15 01:29:08.000073, cost_time=0:00:08.748892 2021-04-15 01:28:36,022 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.52ms, fps=1195 images/s, loss=0.6334, top1-acc=80.96%, top5-acc=97.67%, remaining_time=0:00:31.803326, arrival_time=2021-04-15 01:29:07.825488, cost_time=0:00:10.891535 2021-04-15 01:28:38,160 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.46ms, fps=1197 images/s, loss=0.6398, top1-acc=80.64%, top5-acc=97.64%, remaining_time=0:00:29.534984, arrival_time=2021-04-15 01:29:07.695679, cost_time=0:00:13.030156 2021-04-15 01:28:40,298 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.31ms, fps=1198 images/s, loss=0.6403, top1-acc=80.60%, top5-acc=97.61%, remaining_time=0:00:27.302184, arrival_time=2021-04-15 01:29:07.600592, cost_time=0:00:15.167867 2021-04-15 01:28:42,440 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=2.07ms, fps=1195 images/s, loss=0.6475, top1-acc=80.42%, top5-acc=97.60%, remaining_time=0:00:25.099268, arrival_time=2021-04-15 01:29:07.539681, cost_time=0:00:17.309836 2021-04-15 01:28:44,585 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.90ms, fps=1194 images/s, loss=0.6520, top1-acc=80.30%, top5-acc=97.53%, remaining_time=0:00:22.912960, arrival_time=2021-04-15 01:29:07.498049, cost_time=0:00:19.454437 2021-04-15 01:28:46,725 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.53ms, fps=1197 images/s, loss=0.6589, top1-acc=80.05%, top5-acc=97.47%, remaining_time=0:00:20.730816, arrival_time=2021-04-15 01:29:07.455973, cost_time=0:00:21.594597 2021-04-15 01:28:48,865 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.34ms, fps=1196 images/s, loss=0.6636, top1-acc=79.92%, top5-acc=97.45%, remaining_time=0:00:18.556478, arrival_time=2021-04-15 01:29:07.422041, cost_time=0:00:23.735010 2021-04-15 01:28:51,002 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.37ms, fps=1198 images/s, loss=0.6685, top1-acc=79.76%, top5-acc=97.39%, remaining_time=0:00:16.385524, arrival_time=2021-04-15 01:29:07.387965, cost_time=0:00:25.871899 2021-04-15 01:28:53,140 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.51ms, fps=1197 images/s, loss=0.6765, top1-acc=79.49%, top5-acc=97.32%, remaining_time=0:00:14.220558, arrival_time=2021-04-15 01:29:07.361290, cost_time=0:00:28.010208 2021-04-15 01:28:55,278 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.37ms, fps=1197 images/s, loss=0.6820, top1-acc=79.28%, top5-acc=97.30%, remaining_time=0:00:12.059376, arrival_time=2021-04-15 01:29:07.338302, cost_time=0:00:30.148382 2021-04-15 01:28:57,417 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.39ms, fps=1197 images/s, loss=0.6871, top1-acc=79.10%, top5-acc=97.21%, remaining_time=0:00:09.901408, arrival_time=2021-04-15 01:29:07.319140, cost_time=0:00:32.287194 2021-04-15 01:28:59,557 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.35ms, fps=1197 images/s, loss=0.6881, top1-acc=79.10%, top5-acc=97.19%, remaining_time=0:00:07.746012, arrival_time=2021-04-15 01:29:07.303352, cost_time=0:00:34.426723 2021-04-15 01:29:01,703 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.38ms, fps=1193 images/s, loss=0.6899, top1-acc=79.01%, top5-acc=97.19%, remaining_time=0:00:05.593484, arrival_time=2021-04-15 01:29:07.296787, cost_time=0:00:36.572739 2021-04-15 01:29:03,851 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.37ms, fps=1192 images/s, loss=0.6936, top1-acc=78.90%, top5-acc=97.14%, remaining_time=0:00:03.441824, arrival_time=2021-04-15 01:29:07.292893, cost_time=0:00:38.720512 2021-04-15 01:29:06,001 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.21ms, fps=1191 images/s, loss=0.6968, top1-acc=78.76%, top5-acc=97.09%, remaining_time=0:00:01.290666, arrival_time=2021-04-15 01:29:07.292437, cost_time=0:00:40.871166 2021-04-15 01:29:07,169 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.26ms, fps=1165 images/s, loss=0.6992, top1-acc=78.70%, top5-acc=97.07%, remaining_time=0:00:00, arrival_time=2021-04-15 01:29:07.169741, cost_time=0:00:42.039176 2021-04-15 01:29:08,137 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=2.31ms, fps=2651 images/s, loss=1.5582, top1-acc=59.18%, top5-acc=86.60%, remaining_time=0:00:02.897280, arrival_time=2021-04-15 01:29:11.034603, cost_time=0:00:00.965757 2021-04-15 01:29:08,989 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.37ms, fps=3006 images/s, loss=1.5384, top1-acc=59.69%, top5-acc=86.86%, remaining_time=0:00:01.817820, arrival_time=2021-04-15 01:29:10.807210, cost_time=0:00:01.817823 2021-04-15 01:29:09,844 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.45ms, fps=2994 images/s, loss=1.4969, top1-acc=60.49%, top5-acc=87.27%, remaining_time=0:00:00.891090, arrival_time=2021-04-15 01:29:10.735927, cost_time=0:00:02.673278 2021-04-15 01:29:10,628 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.07ms, fps=2964 images/s, loss=1.5053, top1-acc=60.38%, top5-acc=87.17%, remaining_time=0:00:00, arrival_time=2021-04-15 01:29:10.628032, cost_time=0:00:03.456481 2021-04-15 01:29:10,938 INFO : Epoch=0053 complete, best val top1-acc=62.50%, top5-acc=88.22% (epoch=45), remaining_time=1:52:52.093167, arrival_time=2021-04-15 03:22:03.031449, cost_time=0:40:41.639049 2021-04-15 01:29:10,939 INFO : Train start, epoch=0054, lr=0.083651 2021-04-15 01:29:13,237 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=1.50ms, fps=1114 images/s, loss=0.6767, top1-acc=79.45%, top5-acc=97.58%, remaining_time=0:00:42.742242, arrival_time=2021-04-15 01:29:55.980094, cost_time=0:00:02.297970 2021-04-15 01:29:15,385 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.41ms, fps=1192 images/s, loss=0.6699, top1-acc=79.67%, top5-acc=97.29%, remaining_time=0:00:39.121984, arrival_time=2021-04-15 01:29:54.507555, cost_time=0:00:04.445678 2021-04-15 01:29:17,531 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.53ms, fps=1193 images/s, loss=0.6434, top1-acc=80.36%, top5-acc=97.49%, remaining_time=0:00:36.472192, arrival_time=2021-04-15 01:29:54.003434, cost_time=0:00:06.591354 2021-04-15 01:29:19,676 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.38ms, fps=1194 images/s, loss=0.6342, top1-acc=80.56%, top5-acc=97.54%, remaining_time=0:00:34.072272, arrival_time=2021-04-15 01:29:53.748649, cost_time=0:00:08.736490 2021-04-15 01:29:21,823 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.40ms, fps=1193 images/s, loss=0.6282, top1-acc=80.91%, top5-acc=97.66%, remaining_time=0:00:31.780550, arrival_time=2021-04-15 01:29:53.604183, cost_time=0:00:10.883756 2021-04-15 01:29:23,965 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.52ms, fps=1195 images/s, loss=0.6350, top1-acc=80.66%, top5-acc=97.53%, remaining_time=0:00:29.525328, arrival_time=2021-04-15 01:29:53.491066, cost_time=0:00:13.025856 2021-04-15 01:29:26,104 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.39ms, fps=1197 images/s, loss=0.6400, top1-acc=80.55%, top5-acc=97.48%, remaining_time=0:00:27.295884, arrival_time=2021-04-15 01:29:53.400051, cost_time=0:00:15.164351 2021-04-15 01:29:28,245 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.64ms, fps=1196 images/s, loss=0.6493, top1-acc=80.23%, top5-acc=97.40%, remaining_time=0:00:25.092656, arrival_time=2021-04-15 01:29:53.337850, cost_time=0:00:17.305308 2021-04-15 01:29:30,390 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.37ms, fps=1194 images/s, loss=0.6543, top1-acc=79.97%, top5-acc=97.38%, remaining_time=0:00:22.908190, arrival_time=2021-04-15 01:29:53.298370, cost_time=0:00:19.450393 2021-04-15 01:29:32,537 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.36ms, fps=1192 images/s, loss=0.6533, top1-acc=79.98%, top5-acc=97.39%, remaining_time=0:00:20.733696, arrival_time=2021-04-15 01:29:53.271177, cost_time=0:00:21.597597 2021-04-15 01:29:34,671 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.32ms, fps=1200 images/s, loss=0.6590, top1-acc=79.84%, top5-acc=97.39%, remaining_time=0:00:18.553898, arrival_time=2021-04-15 01:29:53.225399, cost_time=0:00:23.731714 2021-04-15 01:29:36,803 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.50ms, fps=1201 images/s, loss=0.6619, top1-acc=79.69%, top5-acc=97.38%, remaining_time=0:00:16.380280, arrival_time=2021-04-15 01:29:53.183754, cost_time=0:00:25.863587 2021-04-15 01:29:38,948 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.39ms, fps=1194 images/s, loss=0.6672, top1-acc=79.57%, top5-acc=97.31%, remaining_time=0:00:14.219700, arrival_time=2021-04-15 01:29:53.167974, cost_time=0:00:28.008472 2021-04-15 01:29:41,093 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=2.34ms, fps=1194 images/s, loss=0.6708, top1-acc=79.49%, top5-acc=97.27%, remaining_time=0:00:12.061448, arrival_time=2021-04-15 01:29:53.155019, cost_time=0:00:30.153640 2021-04-15 01:29:43,239 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.44ms, fps=1193 images/s, loss=0.6743, top1-acc=79.43%, top5-acc=97.19%, remaining_time=0:00:09.905364, arrival_time=2021-04-15 01:29:53.145234, cost_time=0:00:32.300036 2021-04-15 01:29:45,388 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.43ms, fps=1192 images/s, loss=0.6767, top1-acc=79.37%, top5-acc=97.17%, remaining_time=0:00:07.751052, arrival_time=2021-04-15 01:29:53.139920, cost_time=0:00:34.449067 2021-04-15 01:29:47,543 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.76ms, fps=1188 images/s, loss=0.6829, top1-acc=79.18%, top5-acc=97.11%, remaining_time=0:00:05.598190, arrival_time=2021-04-15 01:29:53.141592, cost_time=0:00:36.603544 2021-04-15 01:29:49,683 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.33ms, fps=1197 images/s, loss=0.6864, top1-acc=79.06%, top5-acc=97.08%, remaining_time=0:00:03.443840, arrival_time=2021-04-15 01:29:53.126893, cost_time=0:00:38.743230 2021-04-15 01:29:51,821 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.37ms, fps=1197 images/s, loss=0.6898, top1-acc=78.96%, top5-acc=97.06%, remaining_time=0:00:01.291008, arrival_time=2021-04-15 01:29:53.112722, cost_time=0:00:40.881917 2021-04-15 01:29:52,983 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.40ms, fps=1171 images/s, loss=0.6922, top1-acc=78.93%, top5-acc=97.04%, remaining_time=0:00:00, arrival_time=2021-04-15 01:29:52.983947, cost_time=0:00:42.044148 2021-04-15 01:29:53,955 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=1.34ms, fps=2640 images/s, loss=1.4697, top1-acc=60.82%, top5-acc=87.50%, remaining_time=0:00:02.908770, arrival_time=2021-04-15 01:29:56.864242, cost_time=0:00:00.969589 2021-04-15 01:29:54,809 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.32ms, fps=2999 images/s, loss=1.4629, top1-acc=61.13%, top5-acc=87.15%, remaining_time=0:00:01.823640, arrival_time=2021-04-15 01:29:56.633153, cost_time=0:00:01.823635 2021-04-15 01:29:55,664 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.33ms, fps=2995 images/s, loss=1.4434, top1-acc=61.65%, top5-acc=87.45%, remaining_time=0:00:00.892880, arrival_time=2021-04-15 01:29:56.557484, cost_time=0:00:02.678634 2021-04-15 01:29:56,447 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.07ms, fps=2964 images/s, loss=1.4265, top1-acc=61.77%, top5-acc=87.75%, remaining_time=0:00:00, arrival_time=2021-04-15 01:29:56.447885, cost_time=0:00:03.461977 2021-04-15 01:29:56,837 INFO : Epoch=0054 complete, best val top1-acc=62.50%, top5-acc=88.22% (epoch=45), remaining_time=1:52:05.566942, arrival_time=2021-04-15 03:22:02.404645, cost_time=0:41:27.538470 2021-04-15 01:29:56,838 INFO : Train start, epoch=0055, lr=0.083066 2021-04-15 01:29:59,177 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=2.04ms, fps=1095 images/s, loss=0.6739, top1-acc=80.23%, top5-acc=97.34%, remaining_time=0:00:43.497588, arrival_time=2021-04-15 01:30:42.675340, cost_time=0:00:02.338576 2021-04-15 01:30:01,327 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.33ms, fps=1191 images/s, loss=0.6451, top1-acc=80.57%, top5-acc=97.60%, remaining_time=0:00:39.495808, arrival_time=2021-04-15 01:30:40.823116, cost_time=0:00:04.488151 2021-04-15 01:30:03,467 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.50ms, fps=1197 images/s, loss=0.6503, top1-acc=80.16%, top5-acc=97.42%, remaining_time=0:00:36.675874, arrival_time=2021-04-15 01:30:40.143196, cost_time=0:00:06.628163 2021-04-15 01:30:05,610 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.54ms, fps=1195 images/s, loss=0.6406, top1-acc=80.57%, top5-acc=97.52%, remaining_time=0:00:34.206120, arrival_time=2021-04-15 01:30:39.816089, cost_time=0:00:08.770818 2021-04-15 01:30:07,752 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.53ms, fps=1196 images/s, loss=0.6395, top1-acc=80.61%, top5-acc=97.51%, remaining_time=0:00:31.864938, arrival_time=2021-04-15 01:30:39.616817, cost_time=0:00:10.912658 2021-04-15 01:30:09,901 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.39ms, fps=1192 images/s, loss=0.6383, top1-acc=80.74%, top5-acc=97.52%, remaining_time=0:00:29.606792, arrival_time=2021-04-15 01:30:39.507750, cost_time=0:00:13.061813 2021-04-15 01:30:12,046 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.73ms, fps=1193 images/s, loss=0.6405, top1-acc=80.65%, top5-acc=97.46%, remaining_time=0:00:27.373374, arrival_time=2021-04-15 01:30:39.419984, cost_time=0:00:15.207463 2021-04-15 01:30:14,187 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.57ms, fps=1196 images/s, loss=0.6402, top1-acc=80.65%, top5-acc=97.45%, remaining_time=0:00:25.154716, arrival_time=2021-04-15 01:30:39.341962, cost_time=0:00:17.348105 2021-04-15 01:30:16,327 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.62ms, fps=1196 images/s, loss=0.6460, top1-acc=80.49%, top5-acc=97.41%, remaining_time=0:00:22.953240, arrival_time=2021-04-15 01:30:39.281038, cost_time=0:00:19.488645 2021-04-15 01:30:18,474 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.45ms, fps=1193 images/s, loss=0.6504, top1-acc=80.34%, top5-acc=97.38%, remaining_time=0:00:20.769792, arrival_time=2021-04-15 01:30:39.244126, cost_time=0:00:21.635170 2021-04-15 01:30:20,628 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.47ms, fps=1189 images/s, loss=0.6500, top1-acc=80.38%, top5-acc=97.39%, remaining_time=0:00:18.598618, arrival_time=2021-04-15 01:30:39.226664, cost_time=0:00:23.788888 2021-04-15 01:30:22,785 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.58ms, fps=1187 images/s, loss=0.6564, top1-acc=80.14%, top5-acc=97.31%, remaining_time=0:00:16.432720, arrival_time=2021-04-15 01:30:39.218283, cost_time=0:00:25.946392 2021-04-15 01:30:24,931 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.54ms, fps=1193 images/s, loss=0.6610, top1-acc=79.93%, top5-acc=97.28%, remaining_time=0:00:14.262138, arrival_time=2021-04-15 01:30:39.193430, cost_time=0:00:28.092121 2021-04-15 01:30:27,077 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.37ms, fps=1193 images/s, loss=0.6627, top1-acc=79.86%, top5-acc=97.26%, remaining_time=0:00:12.095328, arrival_time=2021-04-15 01:30:39.172785, cost_time=0:00:30.238300 2021-04-15 01:30:29,224 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.45ms, fps=1193 images/s, loss=0.6701, top1-acc=79.66%, top5-acc=97.20%, remaining_time=0:00:09.931400, arrival_time=2021-04-15 01:30:39.155581, cost_time=0:00:32.385018 2021-04-15 01:30:31,371 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.50ms, fps=1193 images/s, loss=0.6746, top1-acc=79.50%, top5-acc=97.16%, remaining_time=0:00:07.769664, arrival_time=2021-04-15 01:30:39.140609, cost_time=0:00:34.531812 2021-04-15 01:30:33,526 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.66ms, fps=1188 images/s, loss=0.6760, top1-acc=79.45%, top5-acc=97.15%, remaining_time=0:00:05.610982, arrival_time=2021-04-15 01:30:39.137284, cost_time=0:00:36.687145 2021-04-15 01:30:35,668 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.97ms, fps=1195 images/s, loss=0.6785, top1-acc=79.38%, top5-acc=97.14%, remaining_time=0:00:03.451520, arrival_time=2021-04-15 01:30:39.120223, cost_time=0:00:38.829572 2021-04-15 01:30:37,813 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.20ms, fps=1194 images/s, loss=0.6835, top1-acc=79.22%, top5-acc=97.07%, remaining_time=0:00:01.293936, arrival_time=2021-04-15 01:30:39.107705, cost_time=0:00:40.974666 2021-04-15 01:30:38,976 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.22ms, fps=1170 images/s, loss=0.6878, top1-acc=79.14%, top5-acc=97.05%, remaining_time=0:00:00, arrival_time=2021-04-15 01:30:38.976639, cost_time=0:00:42.137564 2021-04-15 01:30:39,943 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=1.40ms, fps=2655 images/s, loss=1.4658, top1-acc=60.62%, top5-acc=88.24%, remaining_time=0:00:02.893020, arrival_time=2021-04-15 01:30:42.836013, cost_time=0:00:00.964339 2021-04-15 01:30:40,802 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.73ms, fps=2981 images/s, loss=1.5026, top1-acc=59.73%, top5-acc=86.80%, remaining_time=0:00:01.823640, arrival_time=2021-04-15 01:30:42.625984, cost_time=0:00:01.823649 2021-04-15 01:30:41,657 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.48ms, fps=2997 images/s, loss=1.5162, top1-acc=59.56%, top5-acc=86.68%, remaining_time=0:00:00.892800, arrival_time=2021-04-15 01:30:42.549880, cost_time=0:00:02.678395 2021-04-15 01:30:42,441 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.07ms, fps=2961 images/s, loss=1.5059, top1-acc=59.41%, top5-acc=86.80%, remaining_time=0:00:00, arrival_time=2021-04-15 01:30:42.441105, cost_time=0:00:03.462516 2021-04-15 01:30:42,819 INFO : Epoch=0055 complete, best val top1-acc=62.50%, top5-acc=88.22% (epoch=45), remaining_time=1:51:19.280290, arrival_time=2021-04-15 03:22:02.099629, cost_time=0:42:13.520102 2021-04-15 01:30:42,820 INFO : Train start, epoch=0056, lr=0.082472 2021-04-15 01:30:45,132 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.60ms, fps=1108 images/s, loss=0.6466, top1-acc=80.43%, top5-acc=97.38%, remaining_time=0:00:42.992970, arrival_time=2021-04-15 01:31:28.125317, cost_time=0:00:02.311446 2021-04-15 01:30:47,270 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.38ms, fps=1198 images/s, loss=0.6410, top1-acc=80.94%, top5-acc=97.46%, remaining_time=0:00:39.158592, arrival_time=2021-04-15 01:31:26.429297, cost_time=0:00:04.449831 2021-04-15 01:30:49,412 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.38ms, fps=1196 images/s, loss=0.6335, top1-acc=81.28%, top5-acc=97.51%, remaining_time=0:00:36.474350, arrival_time=2021-04-15 01:31:25.887059, cost_time=0:00:06.591745 2021-04-15 01:30:51,551 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.33ms, fps=1197 images/s, loss=0.6261, top1-acc=81.41%, top5-acc=97.58%, remaining_time=0:00:34.049496, arrival_time=2021-04-15 01:31:25.601089, cost_time=0:00:08.730628 2021-04-15 01:30:53,689 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.32ms, fps=1198 images/s, loss=0.6289, top1-acc=81.08%, top5-acc=97.59%, remaining_time=0:00:31.735728, arrival_time=2021-04-15 01:31:25.424928, cost_time=0:00:10.868399 2021-04-15 01:30:55,825 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.57ms, fps=1199 images/s, loss=0.6239, top1-acc=81.15%, top5-acc=97.62%, remaining_time=0:00:29.476640, arrival_time=2021-04-15 01:31:25.301901, cost_time=0:00:13.004382 2021-04-15 01:30:57,969 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.45ms, fps=1194 images/s, loss=0.6262, top1-acc=80.97%, top5-acc=97.62%, remaining_time=0:00:27.267156, arrival_time=2021-04-15 01:31:25.236441, cost_time=0:00:15.148408 2021-04-15 01:31:00,113 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.68ms, fps=1194 images/s, loss=0.6305, top1-acc=80.85%, top5-acc=97.55%, remaining_time=0:00:25.074328, arrival_time=2021-04-15 01:31:25.187759, cost_time=0:00:17.292613 2021-04-15 01:31:02,264 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.81ms, fps=1190 images/s, loss=0.6347, top1-acc=80.71%, top5-acc=97.51%, remaining_time=0:00:22.900346, arrival_time=2021-04-15 01:31:25.164853, cost_time=0:00:19.443646 2021-04-15 01:31:04,407 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.42ms, fps=1195 images/s, loss=0.6394, top1-acc=80.54%, top5-acc=97.45%, remaining_time=0:00:20.723232, arrival_time=2021-04-15 01:31:25.130757, cost_time=0:00:21.586729 2021-04-15 01:31:06,552 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=2.04ms, fps=1194 images/s, loss=0.6444, top1-acc=80.38%, top5-acc=97.43%, remaining_time=0:00:18.554070, arrival_time=2021-04-15 01:31:25.106840, cost_time=0:00:23.731911 2021-04-15 01:31:08,695 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.45ms, fps=1195 images/s, loss=0.6464, top1-acc=80.26%, top5-acc=97.47%, remaining_time=0:00:16.387500, arrival_time=2021-04-15 01:31:25.083384, cost_time=0:00:25.875058 2021-04-15 01:31:10,837 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.60ms, fps=1196 images/s, loss=0.6500, top1-acc=80.07%, top5-acc=97.42%, remaining_time=0:00:14.223924, arrival_time=2021-04-15 01:31:25.061514, cost_time=0:00:28.016804 2021-04-15 01:31:12,975 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.50ms, fps=1198 images/s, loss=0.6539, top1-acc=79.98%, top5-acc=97.39%, remaining_time=0:00:12.061952, arrival_time=2021-04-15 01:31:25.037685, cost_time=0:00:30.154867 2021-04-15 01:31:15,115 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.32ms, fps=1196 images/s, loss=0.6575, top1-acc=79.88%, top5-acc=97.35%, remaining_time=0:00:09.903846, arrival_time=2021-04-15 01:31:25.019770, cost_time=0:00:32.295121 2021-04-15 01:31:17,258 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.38ms, fps=1195 images/s, loss=0.6620, top1-acc=79.74%, top5-acc=97.28%, remaining_time=0:00:07.748496, arrival_time=2021-04-15 01:31:25.007039, cost_time=0:00:34.437765 2021-04-15 01:31:19,403 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=2.08ms, fps=1194 images/s, loss=0.6641, top1-acc=79.65%, top5-acc=97.25%, remaining_time=0:00:05.595018, arrival_time=2021-04-15 01:31:24.998755, cost_time=0:00:36.582817 2021-04-15 01:31:21,550 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.39ms, fps=1193 images/s, loss=0.6691, top1-acc=79.48%, top5-acc=97.21%, remaining_time=0:00:03.442624, arrival_time=2021-04-15 01:31:24.992866, cost_time=0:00:38.729449 2021-04-15 01:31:23,693 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.23ms, fps=1195 images/s, loss=0.6721, top1-acc=79.41%, top5-acc=97.20%, remaining_time=0:00:01.290708, arrival_time=2021-04-15 01:31:24.983947, cost_time=0:00:40.872462 2021-04-15 01:31:24,859 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.26ms, fps=1167 images/s, loss=0.6730, top1-acc=79.39%, top5-acc=97.20%, remaining_time=0:00:00, arrival_time=2021-04-15 01:31:24.859397, cost_time=0:00:42.038620 2021-04-15 01:31:25,827 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=1.49ms, fps=2650 images/s, loss=1.3830, top1-acc=62.34%, top5-acc=87.58%, remaining_time=0:00:02.897940, arrival_time=2021-04-15 01:31:28.725126, cost_time=0:00:00.965983 2021-04-15 01:31:26,681 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.58ms, fps=2998 images/s, loss=1.3927, top1-acc=62.27%, top5-acc=87.68%, remaining_time=0:00:01.820140, arrival_time=2021-04-15 01:31:28.501569, cost_time=0:00:01.820142 2021-04-15 01:31:27,535 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.55ms, fps=3000 images/s, loss=1.3853, top1-acc=62.59%, top5-acc=87.94%, remaining_time=0:00:00.891280, arrival_time=2021-04-15 01:31:28.426357, cost_time=0:00:02.673850 2021-04-15 01:31:28,318 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.07ms, fps=2965 images/s, loss=1.3853, top1-acc=62.76%, top5-acc=87.85%, remaining_time=0:00:00, arrival_time=2021-04-15 01:31:28.318070, cost_time=0:00:03.456884 2021-04-15 01:31:28,957 INFO : Epoch=0056 complete, best val top1-acc=62.76%, top5-acc=87.85% (epoch=56), remaining_time=1:50:33.407808, arrival_time=2021-04-15 03:22:02.365671, cost_time=0:42:59.658614 2021-04-15 01:31:28,959 INFO : Train start, epoch=0057, lr=0.081871 2021-04-15 01:31:31,266 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.62ms, fps=1110 images/s, loss=0.5899, top1-acc=82.03%, top5-acc=97.77%, remaining_time=0:00:42.907410, arrival_time=2021-04-15 01:32:14.173528, cost_time=0:00:02.306849 2021-04-15 01:31:33,406 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.60ms, fps=1197 images/s, loss=0.6121, top1-acc=81.60%, top5-acc=97.30%, remaining_time=0:00:39.131312, arrival_time=2021-04-15 01:32:12.537322, cost_time=0:00:04.446736 2021-04-15 01:31:35,550 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.46ms, fps=1194 images/s, loss=0.6078, top1-acc=81.32%, top5-acc=97.54%, remaining_time=0:00:36.468540, arrival_time=2021-04-15 01:32:12.018509, cost_time=0:00:06.590695 2021-04-15 01:31:37,692 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.41ms, fps=1195 images/s, loss=0.6082, top1-acc=81.35%, top5-acc=97.50%, remaining_time=0:00:34.057608, arrival_time=2021-04-15 01:32:11.749702, cost_time=0:00:08.732736 2021-04-15 01:31:39,849 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.35ms, fps=1187 images/s, loss=0.6106, top1-acc=81.51%, top5-acc=97.52%, remaining_time=0:00:31.799968, arrival_time=2021-04-15 01:32:11.649680, cost_time=0:00:10.890399 2021-04-15 01:31:41,994 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.54ms, fps=1194 images/s, loss=0.6101, top1-acc=81.48%, top5-acc=97.60%, remaining_time=0:00:29.545728, arrival_time=2021-04-15 01:32:11.539857, cost_time=0:00:13.034851 2021-04-15 01:31:44,134 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.63ms, fps=1196 images/s, loss=0.6110, top1-acc=81.50%, top5-acc=97.59%, remaining_time=0:00:27.315162, arrival_time=2021-04-15 01:32:11.449552, cost_time=0:00:15.175123 2021-04-15 01:31:46,278 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.30ms, fps=1194 images/s, loss=0.6166, top1-acc=81.34%, top5-acc=97.58%, remaining_time=0:00:25.112956, arrival_time=2021-04-15 01:32:11.391491, cost_time=0:00:17.319260 2021-04-15 01:31:48,430 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.51ms, fps=1190 images/s, loss=0.6203, top1-acc=81.20%, top5-acc=97.58%, remaining_time=0:00:22.932252, arrival_time=2021-04-15 01:32:11.362398, cost_time=0:00:19.470793 2021-04-15 01:31:50,577 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.80ms, fps=1192 images/s, loss=0.6210, top1-acc=81.17%, top5-acc=97.55%, remaining_time=0:00:20.753376, arrival_time=2021-04-15 01:32:11.330731, cost_time=0:00:21.618067 2021-04-15 01:31:52,721 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.41ms, fps=1194 images/s, loss=0.6248, top1-acc=81.13%, top5-acc=97.48%, remaining_time=0:00:18.577892, arrival_time=2021-04-15 01:32:11.299638, cost_time=0:00:23.762460 2021-04-15 01:31:54,865 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.42ms, fps=1194 images/s, loss=0.6295, top1-acc=80.92%, top5-acc=97.46%, remaining_time=0:00:16.407260, arrival_time=2021-04-15 01:32:11.272800, cost_time=0:00:25.906226 2021-04-15 01:31:57,010 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.45ms, fps=1194 images/s, loss=0.6349, top1-acc=80.77%, top5-acc=97.43%, remaining_time=0:00:14.241150, arrival_time=2021-04-15 01:32:11.251207, cost_time=0:00:28.050781 2021-04-15 01:31:59,152 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.34ms, fps=1195 images/s, loss=0.6399, top1-acc=80.64%, top5-acc=97.41%, remaining_time=0:00:12.077240, arrival_time=2021-04-15 01:32:11.229667, cost_time=0:00:30.193161 2021-04-15 01:32:01,306 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.92ms, fps=1189 images/s, loss=0.6433, top1-acc=80.53%, top5-acc=97.37%, remaining_time=0:00:09.919762, arrival_time=2021-04-15 01:32:11.226110, cost_time=0:00:32.347005 2021-04-15 01:32:03,446 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.38ms, fps=1197 images/s, loss=0.6480, top1-acc=80.35%, top5-acc=97.35%, remaining_time=0:00:07.759584, arrival_time=2021-04-15 01:32:11.205895, cost_time=0:00:34.487018 2021-04-15 01:32:05,590 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.33ms, fps=1194 images/s, loss=0.6535, top1-acc=80.12%, top5-acc=97.31%, remaining_time=0:00:05.602454, arrival_time=2021-04-15 01:32:11.193169, cost_time=0:00:36.631431 2021-04-15 01:32:07,733 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.66ms, fps=1195 images/s, loss=0.6579, top1-acc=79.96%, top5-acc=97.26%, remaining_time=0:00:03.446576, arrival_time=2021-04-15 01:32:11.179897, cost_time=0:00:38.774044 2021-04-15 01:32:09,876 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.23ms, fps=1195 images/s, loss=0.6617, top1-acc=79.84%, top5-acc=97.23%, remaining_time=0:00:01.292112, arrival_time=2021-04-15 01:32:11.168302, cost_time=0:00:40.916915 2021-04-15 01:32:11,039 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.42ms, fps=1169 images/s, loss=0.6635, top1-acc=79.75%, top5-acc=97.21%, remaining_time=0:00:00, arrival_time=2021-04-15 01:32:11.039531, cost_time=0:00:42.080213 2021-04-15 01:32:12,004 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=0.31ms, fps=2657 images/s, loss=1.3893, top1-acc=63.12%, top5-acc=88.79%, remaining_time=0:00:02.890140, arrival_time=2021-04-15 01:32:14.894893, cost_time=0:00:00.963377 2021-04-15 01:32:12,863 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.41ms, fps=2991 images/s, loss=1.3727, top1-acc=63.12%, top5-acc=88.77%, remaining_time=0:00:01.822500, arrival_time=2021-04-15 01:32:14.686394, cost_time=0:00:01.822502 2021-04-15 01:32:13,715 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.35ms, fps=3007 images/s, loss=1.3741, top1-acc=63.18%, top5-acc=88.63%, remaining_time=0:00:00.891370, arrival_time=2021-04-15 01:32:14.606872, cost_time=0:00:02.674108 2021-04-15 01:32:14,499 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.08ms, fps=2962 images/s, loss=1.3655, top1-acc=63.16%, top5-acc=88.29%, remaining_time=0:00:00, arrival_time=2021-04-15 01:32:14.499172, cost_time=0:00:03.457802 2021-04-15 01:32:15,114 INFO : Epoch=0057 complete, best val top1-acc=63.16%, top5-acc=88.29% (epoch=57), remaining_time=1:49:47.572277, arrival_time=2021-04-15 03:22:02.687065, cost_time=0:43:45.815550 2021-04-15 01:32:15,116 INFO : Train start, epoch=0058, lr=0.081262 2021-04-15 01:32:17,446 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.45ms, fps=1099 images/s, loss=0.6399, top1-acc=80.94%, top5-acc=97.34%, remaining_time=0:00:43.339488, arrival_time=2021-04-15 01:33:00.785980, cost_time=0:00:02.330075 2021-04-15 01:32:19,595 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.90ms, fps=1192 images/s, loss=0.6319, top1-acc=81.25%, top5-acc=97.40%, remaining_time=0:00:39.415904, arrival_time=2021-04-15 01:32:59.011398, cost_time=0:00:04.479082 2021-04-15 01:32:21,746 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=2.04ms, fps=1191 images/s, loss=0.6208, top1-acc=81.02%, top5-acc=97.63%, remaining_time=0:00:36.683178, arrival_time=2021-04-15 01:32:58.429084, cost_time=0:00:06.629481 2021-04-15 01:32:23,893 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.88ms, fps=1192 images/s, loss=0.6093, top1-acc=81.46%, top5-acc=97.71%, remaining_time=0:00:34.230924, arrival_time=2021-04-15 01:32:58.124508, cost_time=0:00:08.777144 2021-04-15 01:32:26,041 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.60ms, fps=1192 images/s, loss=0.6085, top1-acc=81.38%, top5-acc=97.70%, remaining_time=0:00:31.899978, arrival_time=2021-04-15 01:32:57.940979, cost_time=0:00:10.924667 2021-04-15 01:32:28,179 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.48ms, fps=1198 images/s, loss=0.6128, top1-acc=81.27%, top5-acc=97.58%, remaining_time=0:00:29.608560, arrival_time=2021-04-15 01:32:57.787563, cost_time=0:00:13.062590 2021-04-15 01:32:30,322 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.68ms, fps=1195 images/s, loss=0.6147, top1-acc=81.24%, top5-acc=97.56%, remaining_time=0:00:27.370728, arrival_time=2021-04-15 01:32:57.693159, cost_time=0:00:15.205986 2021-04-15 01:32:32,460 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.38ms, fps=1198 images/s, loss=0.6188, top1-acc=81.09%, top5-acc=97.57%, remaining_time=0:00:25.148800, arrival_time=2021-04-15 01:32:57.609129, cost_time=0:00:17.344012 2021-04-15 01:32:34,602 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.41ms, fps=1196 images/s, loss=0.6221, top1-acc=80.99%, top5-acc=97.56%, remaining_time=0:00:22.949636, arrival_time=2021-04-15 01:32:57.551594, cost_time=0:00:19.485519 2021-04-15 01:32:36,744 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.57ms, fps=1195 images/s, loss=0.6278, top1-acc=80.82%, top5-acc=97.57%, remaining_time=0:00:20.763264, arrival_time=2021-04-15 01:32:57.507967, cost_time=0:00:21.628381 2021-04-15 01:32:38,890 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.56ms, fps=1194 images/s, loss=0.6335, top1-acc=80.69%, top5-acc=97.49%, remaining_time=0:00:18.586578, arrival_time=2021-04-15 01:32:57.476538, cost_time=0:00:23.773556 2021-04-15 01:32:41,035 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.38ms, fps=1194 images/s, loss=0.6355, top1-acc=80.51%, top5-acc=97.51%, remaining_time=0:00:16.415240, arrival_time=2021-04-15 01:32:57.450409, cost_time=0:00:25.918833 2021-04-15 01:32:43,183 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.51ms, fps=1192 images/s, loss=0.6375, top1-acc=80.39%, top5-acc=97.48%, remaining_time=0:00:14.249334, arrival_time=2021-04-15 01:32:57.432486, cost_time=0:00:28.066826 2021-04-15 01:32:45,327 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.65ms, fps=1194 images/s, loss=0.6406, top1-acc=80.25%, top5-acc=97.47%, remaining_time=0:00:12.084464, arrival_time=2021-04-15 01:32:57.412098, cost_time=0:00:30.211225 2021-04-15 01:32:47,471 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.32ms, fps=1194 images/s, loss=0.6432, top1-acc=80.19%, top5-acc=97.43%, remaining_time=0:00:09.922200, arrival_time=2021-04-15 01:32:57.393596, cost_time=0:00:32.355070 2021-04-15 01:32:49,612 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.36ms, fps=1196 images/s, loss=0.6486, top1-acc=80.07%, top5-acc=97.38%, remaining_time=0:00:07.761636, arrival_time=2021-04-15 01:32:57.374139, cost_time=0:00:34.496163 2021-04-15 01:32:51,757 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.51ms, fps=1194 images/s, loss=0.6534, top1-acc=79.92%, top5-acc=97.34%, remaining_time=0:00:05.603988, arrival_time=2021-04-15 01:32:57.361814, cost_time=0:00:36.641420 2021-04-15 01:32:53,898 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.38ms, fps=1196 images/s, loss=0.6595, top1-acc=79.76%, top5-acc=97.28%, remaining_time=0:00:03.447264, arrival_time=2021-04-15 01:32:57.345401, cost_time=0:00:38.781799 2021-04-15 01:32:56,038 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.19ms, fps=1196 images/s, loss=0.6646, top1-acc=79.65%, top5-acc=97.21%, remaining_time=0:00:01.292286, arrival_time=2021-04-15 01:32:57.330970, cost_time=0:00:40.922358 2021-04-15 01:32:57,206 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.59ms, fps=1165 images/s, loss=0.6689, top1-acc=79.55%, top5-acc=97.16%, remaining_time=0:00:00, arrival_time=2021-04-15 01:32:57.206627, cost_time=0:00:42.090310 2021-04-15 01:32:58,185 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=1.37ms, fps=2619 images/s, loss=1.4969, top1-acc=60.08%, top5-acc=87.30%, remaining_time=0:00:02.932020, arrival_time=2021-04-15 01:33:01.117846, cost_time=0:00:00.977344 2021-04-15 01:32:59,041 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.34ms, fps=2994 images/s, loss=1.4884, top1-acc=60.61%, top5-acc=87.40%, remaining_time=0:00:01.832820, arrival_time=2021-04-15 01:33:00.874204, cost_time=0:00:01.832824 2021-04-15 01:32:59,898 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.48ms, fps=2989 images/s, loss=1.5064, top1-acc=60.10%, top5-acc=87.14%, remaining_time=0:00:00.896590, arrival_time=2021-04-15 01:33:00.794880, cost_time=0:00:02.689765 2021-04-15 01:33:00,692 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.11ms, fps=2924 images/s, loss=1.5359, top1-acc=60.03%, top5-acc=86.87%, remaining_time=0:00:00, arrival_time=2021-04-15 01:33:00.692269, cost_time=0:00:03.483755 2021-04-15 01:33:01,012 INFO : Epoch=0058 complete, best val top1-acc=63.16%, top5-acc=88.29% (epoch=57), remaining_time=1:49:01.090414, arrival_time=2021-04-15 03:22:02.102623, cost_time=0:44:31.712985 2021-04-15 01:33:01,013 INFO : Train start, epoch=0059, lr=0.080645 2021-04-15 01:33:03,322 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=1.55ms, fps=1109 images/s, loss=0.6607, top1-acc=80.12%, top5-acc=97.58%, remaining_time=0:00:42.944052, arrival_time=2021-04-15 01:33:46.266714, cost_time=0:00:02.308816 2021-04-15 01:33:05,477 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.60ms, fps=1188 images/s, loss=0.6424, top1-acc=80.31%, top5-acc=97.64%, remaining_time=0:00:39.281088, arrival_time=2021-04-15 01:33:44.758682, cost_time=0:00:04.463765 2021-04-15 01:33:07,633 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.32ms, fps=1188 images/s, loss=0.6249, top1-acc=80.79%, top5-acc=97.90%, remaining_time=0:00:36.627070, arrival_time=2021-04-15 01:33:44.260167, cost_time=0:00:06.619349 2021-04-15 01:33:09,775 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.38ms, fps=1195 images/s, loss=0.6222, top1-acc=80.78%, top5-acc=97.90%, remaining_time=0:00:34.169928, arrival_time=2021-04-15 01:33:43.945205, cost_time=0:00:08.761505 2021-04-15 01:33:11,913 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.6188, top1-acc=80.94%, top5-acc=97.86%, remaining_time=0:00:31.827270, arrival_time=2021-04-15 01:33:43.740798, cost_time=0:00:10.899772 2021-04-15 01:33:14,057 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.54ms, fps=1194 images/s, loss=0.6187, top1-acc=81.00%, top5-acc=97.90%, remaining_time=0:00:29.566128, arrival_time=2021-04-15 01:33:43.623763, cost_time=0:00:13.043879 2021-04-15 01:33:16,204 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.34ms, fps=1193 images/s, loss=0.6192, top1-acc=81.04%, top5-acc=97.87%, remaining_time=0:00:27.343512, arrival_time=2021-04-15 01:33:43.548170, cost_time=0:00:15.190808 2021-04-15 01:33:18,348 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.60ms, fps=1195 images/s, loss=0.6234, top1-acc=80.83%, top5-acc=97.79%, remaining_time=0:00:25.134648, arrival_time=2021-04-15 01:33:43.482579, cost_time=0:00:17.334226 2021-04-15 01:33:20,501 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.49ms, fps=1189 images/s, loss=0.6254, top1-acc=80.73%, top5-acc=97.76%, remaining_time=0:00:22.951650, arrival_time=2021-04-15 01:33:43.452731, cost_time=0:00:19.487294 2021-04-15 01:33:22,646 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.36ms, fps=1194 images/s, loss=0.6269, top1-acc=80.67%, top5-acc=97.71%, remaining_time=0:00:20.767104, arrival_time=2021-04-15 01:33:43.413218, cost_time=0:00:21.632428 2021-04-15 01:33:24,787 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.37ms, fps=1196 images/s, loss=0.6300, top1-acc=80.68%, top5-acc=97.63%, remaining_time=0:00:18.586750, arrival_time=2021-04-15 01:33:43.374292, cost_time=0:00:23.773729 2021-04-15 01:33:26,933 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.34ms, fps=1193 images/s, loss=0.6358, top1-acc=80.50%, top5-acc=97.54%, remaining_time=0:00:16.415620, arrival_time=2021-04-15 01:33:43.348798, cost_time=0:00:25.919424 2021-04-15 01:33:29,076 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.35ms, fps=1195 images/s, loss=0.6389, top1-acc=80.35%, top5-acc=97.52%, remaining_time=0:00:14.247354, arrival_time=2021-04-15 01:33:43.324020, cost_time=0:00:28.062997 2021-04-15 01:33:31,219 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.58ms, fps=1195 images/s, loss=0.6405, top1-acc=80.33%, top5-acc=97.48%, remaining_time=0:00:12.082168, arrival_time=2021-04-15 01:33:43.301387, cost_time=0:00:30.205465 2021-04-15 01:33:33,361 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.71ms, fps=1195 images/s, loss=0.6455, top1-acc=80.17%, top5-acc=97.45%, remaining_time=0:00:09.919900, arrival_time=2021-04-15 01:33:43.281107, cost_time=0:00:32.347526 2021-04-15 01:33:35,509 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.36ms, fps=1192 images/s, loss=0.6487, top1-acc=80.12%, top5-acc=97.42%, remaining_time=0:00:07.761528, arrival_time=2021-04-15 01:33:43.270820, cost_time=0:00:34.495617 2021-04-15 01:33:37,651 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.40ms, fps=1195 images/s, loss=0.6531, top1-acc=79.99%, top5-acc=97.39%, remaining_time=0:00:05.603468, arrival_time=2021-04-15 01:33:43.255261, cost_time=0:00:36.638009 2021-04-15 01:33:39,792 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.42ms, fps=1196 images/s, loss=0.6570, top1-acc=79.79%, top5-acc=97.34%, remaining_time=0:00:03.446976, arrival_time=2021-04-15 01:33:43.239230, cost_time=0:00:38.778568 2021-04-15 01:33:41,930 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.26ms, fps=1198 images/s, loss=0.6601, top1-acc=79.67%, top5-acc=97.29%, remaining_time=0:00:01.292100, arrival_time=2021-04-15 01:33:43.222297, cost_time=0:00:40.916492 2021-04-15 01:33:43,094 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.44ms, fps=1169 images/s, loss=0.6635, top1-acc=79.59%, top5-acc=97.27%, remaining_time=0:00:00, arrival_time=2021-04-15 01:33:43.094068, cost_time=0:00:42.080402 2021-04-15 01:33:44,074 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=1.56ms, fps=2615 images/s, loss=1.3965, top1-acc=62.85%, top5-acc=87.62%, remaining_time=0:00:02.937090, arrival_time=2021-04-15 01:33:47.011962, cost_time=0:00:00.979027 2021-04-15 01:33:44,932 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.77ms, fps=2988 images/s, loss=1.4176, top1-acc=62.01%, top5-acc=87.60%, remaining_time=0:00:01.836120, arrival_time=2021-04-15 01:33:46.768144, cost_time=0:00:01.836112 2021-04-15 01:33:45,787 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.30ms, fps=2995 images/s, loss=1.4212, top1-acc=61.73%, top5-acc=87.62%, remaining_time=0:00:00.897100, arrival_time=2021-04-15 01:33:46.684293, cost_time=0:00:02.691309 2021-04-15 01:33:46,573 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.07ms, fps=2954 images/s, loss=1.4506, top1-acc=61.53%, top5-acc=87.48%, remaining_time=0:00:00, arrival_time=2021-04-15 01:33:46.573115, cost_time=0:00:03.477292 2021-04-15 01:33:46,914 INFO : Epoch=0059 complete, best val top1-acc=63.16%, top5-acc=88.29% (epoch=57), remaining_time=1:48:14.639493, arrival_time=2021-04-15 03:22:01.553867, cost_time=0:45:17.615079 2021-04-15 01:33:46,916 INFO : Train start, epoch=0060, lr=0.080021 2021-04-15 01:33:49,245 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=1.87ms, fps=1100 images/s, loss=0.6303, top1-acc=81.17%, top5-acc=97.93%, remaining_time=0:00:43.298568, arrival_time=2021-04-15 01:34:32.543540, cost_time=0:00:02.327875 2021-04-15 01:33:51,392 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.54ms, fps=1193 images/s, loss=0.6181, top1-acc=81.33%, top5-acc=97.93%, remaining_time=0:00:39.378592, arrival_time=2021-04-15 01:34:30.770512, cost_time=0:00:04.474838 2021-04-15 01:33:53,530 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.42ms, fps=1197 images/s, loss=0.6108, top1-acc=81.71%, top5-acc=97.84%, remaining_time=0:00:36.594368, arrival_time=2021-04-15 01:34:30.124855, cost_time=0:00:06.613430 2021-04-15 01:33:55,671 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.40ms, fps=1196 images/s, loss=0.6013, top1-acc=82.04%, top5-acc=97.91%, remaining_time=0:00:34.142628, arrival_time=2021-04-15 01:34:29.814234, cost_time=0:00:08.754537 2021-04-15 01:33:57,810 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.34ms, fps=1197 images/s, loss=0.6050, top1-acc=81.84%, top5-acc=97.90%, remaining_time=0:00:31.809166, arrival_time=2021-04-15 01:34:29.619809, cost_time=0:00:10.893567 2021-04-15 01:33:59,953 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.68ms, fps=1195 images/s, loss=0.6012, top1-acc=81.78%, top5-acc=97.90%, remaining_time=0:00:29.547904, arrival_time=2021-04-15 01:34:29.500836, cost_time=0:00:13.035858 2021-04-15 01:34:02,108 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.90ms, fps=1188 images/s, loss=0.6033, top1-acc=81.79%, top5-acc=97.85%, remaining_time=0:00:27.344394, arrival_time=2021-04-15 01:34:29.452890, cost_time=0:00:15.191345 2021-04-15 01:34:04,255 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.43ms, fps=1193 images/s, loss=0.6034, top1-acc=81.80%, top5-acc=97.90%, remaining_time=0:00:25.141260, arrival_time=2021-04-15 01:34:29.397125, cost_time=0:00:17.338791 2021-04-15 01:34:06,402 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.63ms, fps=1193 images/s, loss=0.6042, top1-acc=81.69%, top5-acc=97.90%, remaining_time=0:00:22.949742, arrival_time=2021-04-15 01:34:29.352463, cost_time=0:00:19.485665 2021-04-15 01:34:08,546 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.61ms, fps=1194 images/s, loss=0.6069, top1-acc=81.60%, top5-acc=97.87%, remaining_time=0:00:20.764320, arrival_time=2021-04-15 01:34:29.310839, cost_time=0:00:21.629498 2021-04-15 01:34:10,693 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.38ms, fps=1192 images/s, loss=0.6134, top1-acc=81.37%, top5-acc=97.81%, remaining_time=0:00:18.589158, arrival_time=2021-04-15 01:34:29.283083, cost_time=0:00:23.776804 2021-04-15 01:34:12,835 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.32ms, fps=1196 images/s, loss=0.6175, top1-acc=81.21%, top5-acc=97.77%, remaining_time=0:00:16.415088, arrival_time=2021-04-15 01:34:29.250651, cost_time=0:00:25.918553 2021-04-15 01:34:14,981 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.32ms, fps=1193 images/s, loss=0.6201, top1-acc=81.14%, top5-acc=97.71%, remaining_time=0:00:14.248146, arrival_time=2021-04-15 01:34:29.229665, cost_time=0:00:28.064530 2021-04-15 01:34:17,123 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.79ms, fps=1195 images/s, loss=0.6246, top1-acc=80.98%, top5-acc=97.68%, remaining_time=0:00:12.082672, arrival_time=2021-04-15 01:34:29.206427, cost_time=0:00:30.206683 2021-04-15 01:34:19,268 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.54ms, fps=1194 images/s, loss=0.6290, top1-acc=80.84%, top5-acc=97.64%, remaining_time=0:00:09.921280, arrival_time=2021-04-15 01:34:29.190202, cost_time=0:00:32.351925 2021-04-15 01:34:21,429 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.44ms, fps=1194 images/s, loss=0.6341, top1-acc=80.70%, top5-acc=97.59%, remaining_time=0:00:07.765380, arrival_time=2021-04-15 01:34:29.195194, cost_time=0:00:34.512824 2021-04-15 01:34:23,572 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.45ms, fps=1195 images/s, loss=0.6387, top1-acc=80.50%, top5-acc=97.57%, remaining_time=0:00:05.606146, arrival_time=2021-04-15 01:34:29.178699, cost_time=0:00:36.655487 2021-04-15 01:34:25,742 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.58ms, fps=1180 images/s, loss=0.6429, top1-acc=80.35%, top5-acc=97.52%, remaining_time=0:00:03.451152, arrival_time=2021-04-15 01:34:29.193540, cost_time=0:00:38.825387 2021-04-15 01:34:27,884 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.42ms, fps=1196 images/s, loss=0.6487, top1-acc=80.20%, top5-acc=97.44%, remaining_time=0:00:01.293696, arrival_time=2021-04-15 01:34:29.177735, cost_time=0:00:40.967052 2021-04-15 01:34:29,047 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.29ms, fps=1169 images/s, loss=0.6521, top1-acc=80.11%, top5-acc=97.38%, remaining_time=0:00:00, arrival_time=2021-04-15 01:34:29.047900, cost_time=0:00:42.130917 2021-04-15 01:34:30,081 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=0.46ms, fps=2482 images/s, loss=1.4267, top1-acc=62.85%, top5-acc=86.76%, remaining_time=0:00:03.094380, arrival_time=2021-04-15 01:34:33.175609, cost_time=0:00:01.031463 2021-04-15 01:34:30,935 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.38ms, fps=2997 images/s, loss=1.4550, top1-acc=62.50%, top5-acc=86.52%, remaining_time=0:00:01.886040, arrival_time=2021-04-15 01:34:32.821900, cost_time=0:00:01.886036 2021-04-15 01:34:31,788 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.39ms, fps=3003 images/s, loss=1.4474, top1-acc=62.60%, top5-acc=87.02%, remaining_time=0:00:00.912960, arrival_time=2021-04-15 01:34:32.701617, cost_time=0:00:02.738876 2021-04-15 01:34:32,573 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.08ms, fps=2958 images/s, loss=1.4509, top1-acc=62.52%, top5-acc=87.11%, remaining_time=0:00:00, arrival_time=2021-04-15 01:34:32.573457, cost_time=0:00:03.523711 2021-04-15 01:34:32,931 INFO : Epoch=0060 complete, best val top1-acc=63.16%, top5-acc=88.29% (epoch=57), remaining_time=1:47:28.476020, arrival_time=2021-04-15 03:22:01.407816, cost_time=0:46:03.632572 2021-04-15 01:34:32,933 INFO : Train start, epoch=0061, lr=0.079389 2021-04-15 01:34:35,254 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=2.09ms, fps=1103 images/s, loss=0.6057, top1-acc=81.48%, top5-acc=97.89%, remaining_time=0:00:43.174320, arrival_time=2021-04-15 01:35:18.428852, cost_time=0:00:02.321195 2021-04-15 01:34:37,400 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.57ms, fps=1194 images/s, loss=0.5816, top1-acc=82.21%, top5-acc=98.01%, remaining_time=0:00:39.306784, arrival_time=2021-04-15 01:35:16.706793, cost_time=0:00:04.466684 2021-04-15 01:34:39,545 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.34ms, fps=1193 images/s, loss=0.5807, top1-acc=82.24%, top5-acc=97.94%, remaining_time=0:00:36.589720, arrival_time=2021-04-15 01:35:16.135622, cost_time=0:00:06.612594 2021-04-15 01:34:41,698 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.58ms, fps=1191 images/s, loss=0.5820, top1-acc=82.00%, top5-acc=98.00%, remaining_time=0:00:34.176012, arrival_time=2021-04-15 01:35:15.874231, cost_time=0:00:08.763074 2021-04-15 01:34:43,848 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.32ms, fps=1191 images/s, loss=0.5851, top1-acc=81.84%, top5-acc=97.98%, remaining_time=0:00:31.871800, arrival_time=2021-04-15 01:35:15.720116, cost_time=0:00:10.915005 2021-04-15 01:34:45,999 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.73ms, fps=1191 images/s, loss=0.5896, top1-acc=81.56%, top5-acc=97.95%, remaining_time=0:00:29.615496, arrival_time=2021-04-15 01:35:15.614479, cost_time=0:00:13.065668 2021-04-15 01:34:48,141 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.87ms, fps=1195 images/s, loss=0.5930, top1-acc=81.52%, top5-acc=97.93%, remaining_time=0:00:27.374760, arrival_time=2021-04-15 01:35:15.516286, cost_time=0:00:15.208231 2021-04-15 01:34:50,285 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.34ms, fps=1195 images/s, loss=0.5958, top1-acc=81.50%, top5-acc=97.98%, remaining_time=0:00:25.160168, arrival_time=2021-04-15 01:35:15.445241, cost_time=0:00:17.351814 2021-04-15 01:34:52,428 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.43ms, fps=1195 images/s, loss=0.6007, top1-acc=81.39%, top5-acc=97.92%, remaining_time=0:00:22.960978, arrival_time=2021-04-15 01:35:15.389466, cost_time=0:00:19.495168 2021-04-15 01:34:54,557 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.42ms, fps=1202 images/s, loss=0.6038, top1-acc=81.38%, top5-acc=97.89%, remaining_time=0:00:20.759712, arrival_time=2021-04-15 01:35:15.317659, cost_time=0:00:21.624716 2021-04-15 01:34:56,685 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.82ms, fps=1203 images/s, loss=0.6088, top1-acc=81.27%, top5-acc=97.82%, remaining_time=0:00:18.570152, arrival_time=2021-04-15 01:35:15.255967, cost_time=0:00:23.752514 2021-04-15 01:34:58,818 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.6136, top1-acc=81.15%, top5-acc=97.78%, remaining_time=0:00:16.394036, arrival_time=2021-04-15 01:35:15.212615, cost_time=0:00:25.885325 2021-04-15 01:35:00,948 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.56ms, fps=1202 images/s, loss=0.6180, top1-acc=81.04%, top5-acc=97.74%, remaining_time=0:00:14.222868, arrival_time=2021-04-15 01:35:15.170851, cost_time=0:00:28.014752 2021-04-15 01:35:03,086 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.68ms, fps=1198 images/s, loss=0.6215, top1-acc=80.94%, top5-acc=97.73%, remaining_time=0:00:12.061000, arrival_time=2021-04-15 01:35:15.146920, cost_time=0:00:30.152542 2021-04-15 01:35:05,230 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.38ms, fps=1194 images/s, loss=0.6239, top1-acc=80.86%, top5-acc=97.73%, remaining_time=0:00:09.904536, arrival_time=2021-04-15 01:35:15.135236, cost_time=0:00:32.297466 2021-04-15 01:35:07,368 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.41ms, fps=1198 images/s, loss=0.6282, top1-acc=80.68%, top5-acc=97.68%, remaining_time=0:00:07.747992, arrival_time=2021-04-15 01:35:15.116661, cost_time=0:00:34.435444 2021-04-15 01:35:09,513 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.53ms, fps=1194 images/s, loss=0.6320, top1-acc=80.51%, top5-acc=97.63%, remaining_time=0:00:05.594654, arrival_time=2021-04-15 01:35:15.108486, cost_time=0:00:36.580498 2021-04-15 01:35:11,658 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.31ms, fps=1194 images/s, loss=0.6374, top1-acc=80.40%, top5-acc=97.55%, remaining_time=0:00:03.442240, arrival_time=2021-04-15 01:35:15.100725, cost_time=0:00:38.725247 2021-04-15 01:35:13,797 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.30ms, fps=1197 images/s, loss=0.6408, top1-acc=80.25%, top5-acc=97.53%, remaining_time=0:00:01.290456, arrival_time=2021-04-15 01:35:15.088055, cost_time=0:00:40.864365 2021-04-15 01:35:14,960 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.34ms, fps=1170 images/s, loss=0.6434, top1-acc=80.22%, top5-acc=97.50%, remaining_time=0:00:00, arrival_time=2021-04-15 01:35:14.960661, cost_time=0:00:42.027429 2021-04-15 01:35:15,995 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=0.26ms, fps=2479 images/s, loss=1.3541, top1-acc=62.27%, top5-acc=88.87%, remaining_time=0:00:03.098070, arrival_time=2021-04-15 01:35:19.093453, cost_time=0:00:01.032689 2021-04-15 01:35:16,852 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.78ms, fps=2989 images/s, loss=1.3773, top1-acc=61.99%, top5-acc=88.61%, remaining_time=0:00:01.889640, arrival_time=2021-04-15 01:35:18.742019, cost_time=0:00:01.889650 2021-04-15 01:35:17,707 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.58ms, fps=2996 images/s, loss=1.3952, top1-acc=61.90%, top5-acc=88.19%, remaining_time=0:00:00.914920, arrival_time=2021-04-15 01:35:18.622486, cost_time=0:00:02.744769 2021-04-15 01:35:18,492 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.08ms, fps=2957 images/s, loss=1.3898, top1-acc=61.99%, top5-acc=87.92%, remaining_time=0:00:00, arrival_time=2021-04-15 01:35:18.492844, cost_time=0:00:03.530273 2021-04-15 01:35:18,798 INFO : Epoch=0061 complete, best val top1-acc=63.16%, top5-acc=88.29% (epoch=57), remaining_time=1:46:41.972762, arrival_time=2021-04-15 03:22:00.770836, cost_time=0:46:49.498836 2021-04-15 01:35:18,799 INFO : Train start, epoch=0062, lr=0.078750 2021-04-15 01:35:21,093 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.38ms, fps=1116 images/s, loss=0.6404, top1-acc=81.37%, top5-acc=97.23%, remaining_time=0:00:42.664866, arrival_time=2021-04-15 01:36:03.758285, cost_time=0:00:02.293809 2021-04-15 01:35:23,229 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.6111, top1-acc=81.64%, top5-acc=97.56%, remaining_time=0:00:38.982064, arrival_time=2021-04-15 01:36:02.211472, cost_time=0:00:04.429771 2021-04-15 01:35:25,365 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.5978, top1-acc=81.82%, top5-acc=97.62%, remaining_time=0:00:36.332254, arrival_time=2021-04-15 01:36:01.698020, cost_time=0:00:06.566075 2021-04-15 01:35:27,505 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.38ms, fps=1197 images/s, loss=0.5932, top1-acc=81.96%, top5-acc=97.71%, remaining_time=0:00:33.950748, arrival_time=2021-04-15 01:36:01.455688, cost_time=0:00:08.705330 2021-04-15 01:35:29,640 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.70ms, fps=1199 images/s, loss=0.5865, top1-acc=82.12%, top5-acc=97.83%, remaining_time=0:00:31.654844, arrival_time=2021-04-15 01:36:01.295137, cost_time=0:00:10.840704 2021-04-15 01:35:31,775 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.47ms, fps=1199 images/s, loss=0.5855, top1-acc=82.15%, top5-acc=97.90%, remaining_time=0:00:29.412584, arrival_time=2021-04-15 01:36:01.188225, cost_time=0:00:12.976115 2021-04-15 01:35:33,916 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.42ms, fps=1196 images/s, loss=0.5896, top1-acc=82.06%, top5-acc=97.91%, remaining_time=0:00:27.210204, arrival_time=2021-04-15 01:36:01.126520, cost_time=0:00:15.116791 2021-04-15 01:35:36,057 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.45ms, fps=1196 images/s, loss=0.5913, top1-acc=82.08%, top5-acc=97.83%, remaining_time=0:00:25.023868, arrival_time=2021-04-15 01:36:01.081265, cost_time=0:00:17.257823 2021-04-15 01:35:38,193 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.44ms, fps=1199 images/s, loss=0.5950, top1-acc=81.93%, top5-acc=97.81%, remaining_time=0:00:22.841304, arrival_time=2021-04-15 01:36:01.034454, cost_time=0:00:19.393543 2021-04-15 01:35:40,333 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.64ms, fps=1196 images/s, loss=0.5987, top1-acc=81.79%, top5-acc=97.75%, remaining_time=0:00:20.672640, arrival_time=2021-04-15 01:36:01.006177, cost_time=0:00:21.534002 2021-04-15 01:35:42,469 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.46ms, fps=1199 images/s, loss=0.6004, top1-acc=81.73%, top5-acc=97.73%, remaining_time=0:00:18.505566, arrival_time=2021-04-15 01:36:00.975164, cost_time=0:00:23.669902 2021-04-15 01:35:44,615 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.45ms, fps=1193 images/s, loss=0.6041, top1-acc=81.60%, top5-acc=97.70%, remaining_time=0:00:16.350260, arrival_time=2021-04-15 01:36:00.966077, cost_time=0:00:25.816239 2021-04-15 01:35:46,768 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.53ms, fps=1189 images/s, loss=0.6065, top1-acc=81.55%, top5-acc=97.68%, remaining_time=0:00:14.199702, arrival_time=2021-04-15 01:36:00.968353, cost_time=0:00:27.969132 2021-04-15 01:35:48,906 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.43ms, fps=1198 images/s, loss=0.6114, top1-acc=81.42%, top5-acc=97.65%, remaining_time=0:00:12.042800, arrival_time=2021-04-15 01:36:00.949377, cost_time=0:00:30.106963 2021-04-15 01:35:51,046 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.40ms, fps=1197 images/s, loss=0.6152, top1-acc=81.37%, top5-acc=97.62%, remaining_time=0:00:09.889126, arrival_time=2021-04-15 01:36:00.935779, cost_time=0:00:32.247090 2021-04-15 01:35:53,190 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=2.25ms, fps=1195 images/s, loss=0.6207, top1-acc=81.11%, top5-acc=97.58%, remaining_time=0:00:07.737804, arrival_time=2021-04-15 01:36:00.927726, cost_time=0:00:34.390304 2021-04-15 01:35:55,338 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.61ms, fps=1192 images/s, loss=0.6294, top1-acc=80.90%, top5-acc=97.50%, remaining_time=0:00:05.588362, arrival_time=2021-04-15 01:36:00.927223, cost_time=0:00:36.539257 2021-04-15 01:35:57,484 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.57ms, fps=1193 images/s, loss=0.6337, top1-acc=80.76%, top5-acc=97.49%, remaining_time=0:00:03.438656, arrival_time=2021-04-15 01:36:00.923135, cost_time=0:00:38.684867 2021-04-15 01:35:59,629 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.25ms, fps=1194 images/s, loss=0.6391, top1-acc=80.55%, top5-acc=97.45%, remaining_time=0:00:01.289364, arrival_time=2021-04-15 01:36:00.918748, cost_time=0:00:40.829782 2021-04-15 01:36:00,795 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.6386, top1-acc=80.54%, top5-acc=97.45%, remaining_time=0:00:00, arrival_time=2021-04-15 01:36:00.795678, cost_time=0:00:41.996005 2021-04-15 01:36:01,828 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=1.45ms, fps=2486 images/s, loss=1.3707, top1-acc=63.83%, top5-acc=88.75%, remaining_time=0:00:03.088950, arrival_time=2021-04-15 01:36:04.917332, cost_time=0:00:01.029647 2021-04-15 01:36:02,684 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=2.06ms, fps=2993 images/s, loss=1.3516, top1-acc=63.59%, top5-acc=88.96%, remaining_time=0:00:01.885460, arrival_time=2021-04-15 01:36:04.569788, cost_time=0:00:01.885454 2021-04-15 01:36:03,547 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.33ms, fps=2968 images/s, loss=1.3446, top1-acc=63.89%, top5-acc=88.93%, remaining_time=0:00:00.916160, arrival_time=2021-04-15 01:36:04.463431, cost_time=0:00:02.748495 2021-04-15 01:36:04,328 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.08ms, fps=2972 images/s, loss=1.3599, top1-acc=64.00%, top5-acc=88.97%, remaining_time=0:00:00, arrival_time=2021-04-15 01:36:04.328503, cost_time=0:00:03.529775 2021-04-15 01:36:04,990 INFO : Epoch=0062 complete, best val top1-acc=64.00%, top5-acc=88.97% (epoch=62), remaining_time=1:45:56.215554, arrival_time=2021-04-15 03:22:01.205865, cost_time=0:47:35.691025 2021-04-15 01:36:04,991 INFO : Train start, epoch=0063, lr=0.078104 2021-04-15 01:36:07,318 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.29ms, fps=1100 images/s, loss=0.5754, top1-acc=82.34%, top5-acc=98.48%, remaining_time=0:00:43.272528, arrival_time=2021-04-15 01:36:50.591037, cost_time=0:00:02.326477 2021-04-15 01:36:09,451 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.5915, top1-acc=82.05%, top5-acc=98.16%, remaining_time=0:00:39.243600, arrival_time=2021-04-15 01:36:48.695000, cost_time=0:00:04.459496 2021-04-15 01:36:11,587 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.50ms, fps=1199 images/s, loss=0.5854, top1-acc=82.03%, top5-acc=98.15%, remaining_time=0:00:36.496428, arrival_time=2021-04-15 01:36:48.084198, cost_time=0:00:06.595752 2021-04-15 01:36:13,726 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.35ms, fps=1198 images/s, loss=0.5874, top1-acc=81.87%, top5-acc=98.10%, remaining_time=0:00:34.062912, arrival_time=2021-04-15 01:36:47.788893, cost_time=0:00:08.734061 2021-04-15 01:36:15,863 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.43ms, fps=1198 images/s, loss=0.5914, top1-acc=81.69%, top5-acc=97.99%, remaining_time=0:00:31.744926, arrival_time=2021-04-15 01:36:47.608453, cost_time=0:00:10.871528 2021-04-15 01:36:17,999 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.32ms, fps=1199 images/s, loss=0.5931, top1-acc=81.70%, top5-acc=97.94%, remaining_time=0:00:29.484664, arrival_time=2021-04-15 01:36:47.484542, cost_time=0:00:13.007953 2021-04-15 01:36:20,130 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.5934, top1-acc=81.76%, top5-acc=97.92%, remaining_time=0:00:27.249516, arrival_time=2021-04-15 01:36:47.380054, cost_time=0:00:15.138620 2021-04-15 01:36:22,283 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.45ms, fps=1189 images/s, loss=0.5939, top1-acc=81.61%, top5-acc=97.95%, remaining_time=0:00:25.072704, arrival_time=2021-04-15 01:36:47.356230, cost_time=0:00:17.291527 2021-04-15 01:36:24,443 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.38ms, fps=1186 images/s, loss=0.5974, top1-acc=81.48%, top5-acc=97.90%, remaining_time=0:00:22.909356, arrival_time=2021-04-15 01:36:47.352691, cost_time=0:00:19.451319 2021-04-15 01:36:26,588 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.57ms, fps=1194 images/s, loss=0.5987, top1-acc=81.40%, top5-acc=97.90%, remaining_time=0:00:20.732064, arrival_time=2021-04-15 01:36:47.320009, cost_time=0:00:21.595903 2021-04-15 01:36:28,734 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.56ms, fps=1193 images/s, loss=0.5986, top1-acc=81.37%, top5-acc=97.91%, remaining_time=0:00:18.562326, arrival_time=2021-04-15 01:36:47.296831, cost_time=0:00:23.742494 2021-04-15 01:36:30,878 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.46ms, fps=1194 images/s, loss=0.6001, top1-acc=81.30%, top5-acc=97.94%, remaining_time=0:00:16.394948, arrival_time=2021-04-15 01:36:47.273765, cost_time=0:00:25.886809 2021-04-15 01:36:33,024 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.44ms, fps=1193 images/s, loss=0.6062, top1-acc=81.12%, top5-acc=97.89%, remaining_time=0:00:14.231976, arrival_time=2021-04-15 01:36:47.256694, cost_time=0:00:28.032691 2021-04-15 01:36:35,163 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.89ms, fps=1197 images/s, loss=0.6057, top1-acc=81.14%, top5-acc=97.87%, remaining_time=0:00:12.068728, arrival_time=2021-04-15 01:36:47.232463, cost_time=0:00:30.171752 2021-04-15 01:36:37,299 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.44ms, fps=1199 images/s, loss=0.6089, top1-acc=81.07%, top5-acc=97.80%, remaining_time=0:00:09.907756, arrival_time=2021-04-15 01:36:47.207613, cost_time=0:00:32.307903 2021-04-15 01:36:39,436 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.43ms, fps=1198 images/s, loss=0.6122, top1-acc=80.99%, top5-acc=97.76%, remaining_time=0:00:07.750044, arrival_time=2021-04-15 01:36:47.186765, cost_time=0:00:34.444705 2021-04-15 01:36:41,573 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.6166, top1-acc=80.83%, top5-acc=97.72%, remaining_time=0:00:05.594758, arrival_time=2021-04-15 01:36:47.167785, cost_time=0:00:36.581105 2021-04-15 01:36:43,707 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.32ms, fps=1200 images/s, loss=0.6192, top1-acc=80.74%, top5-acc=97.71%, remaining_time=0:00:03.441344, arrival_time=2021-04-15 01:36:47.148483, cost_time=0:00:38.715128 2021-04-15 01:36:45,845 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.28ms, fps=1197 images/s, loss=0.6206, top1-acc=80.72%, top5-acc=97.70%, remaining_time=0:00:01.290120, arrival_time=2021-04-15 01:36:47.135920, cost_time=0:00:40.853887 2021-04-15 01:36:47,006 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.21ms, fps=1173 images/s, loss=0.6220, top1-acc=80.70%, top5-acc=97.67%, remaining_time=0:00:00, arrival_time=2021-04-15 01:36:47.006131, cost_time=0:00:42.014162 2021-04-15 01:36:47,980 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=2.42ms, fps=2632 images/s, loss=1.5123, top1-acc=60.27%, top5-acc=86.80%, remaining_time=0:00:02.918070, arrival_time=2021-04-15 01:36:50.898866, cost_time=0:00:00.972686 2021-04-15 01:36:48,833 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.55ms, fps=3005 images/s, loss=1.4921, top1-acc=60.68%, top5-acc=87.11%, remaining_time=0:00:01.825060, arrival_time=2021-04-15 01:36:50.658190, cost_time=0:00:01.825068 2021-04-15 01:36:49,686 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.76ms, fps=3002 images/s, loss=1.4946, top1-acc=60.51%, top5-acc=87.12%, remaining_time=0:00:00.892720, arrival_time=2021-04-15 01:36:50.578935, cost_time=0:00:02.678145 2021-04-15 01:36:50,468 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.08ms, fps=2969 images/s, loss=1.5139, top1-acc=60.31%, top5-acc=86.92%, remaining_time=0:00:00, arrival_time=2021-04-15 01:36:50.468067, cost_time=0:00:03.460029 2021-04-15 01:36:50,848 INFO : Epoch=0063 complete, best val top1-acc=64.00%, top5-acc=88.97% (epoch=62), remaining_time=1:45:09.719128, arrival_time=2021-04-15 03:22:00.568002, cost_time=0:48:21.549646 2021-04-15 01:36:50,850 INFO : Train start, epoch=0064, lr=0.077451 2021-04-15 01:36:53,171 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.35ms, fps=1103 images/s, loss=0.5332, top1-acc=84.37%, top5-acc=98.40%, remaining_time=0:00:43.165206, arrival_time=2021-04-15 01:37:36.336743, cost_time=0:00:02.320706 2021-04-15 01:36:55,312 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.40ms, fps=1196 images/s, loss=0.5459, top1-acc=83.34%, top5-acc=98.38%, remaining_time=0:00:39.264016, arrival_time=2021-04-15 01:37:34.576754, cost_time=0:00:04.461814 2021-04-15 01:36:57,453 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.93ms, fps=1197 images/s, loss=0.5501, top1-acc=83.22%, top5-acc=98.31%, remaining_time=0:00:36.531288, arrival_time=2021-04-15 01:37:33.984215, cost_time=0:00:06.602053 2021-04-15 01:36:59,591 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.44ms, fps=1197 images/s, loss=0.5427, top1-acc=83.42%, top5-acc=98.32%, remaining_time=0:00:34.089744, arrival_time=2021-04-15 01:37:33.681616, cost_time=0:00:08.740971 2021-04-15 01:37:01,739 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.48ms, fps=1192 images/s, loss=0.5494, top1-acc=83.14%, top5-acc=98.28%, remaining_time=0:00:31.794712, arrival_time=2021-04-15 01:37:33.534117, cost_time=0:00:10.888621 2021-04-15 01:37:03,880 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.35ms, fps=1196 images/s, loss=0.5515, top1-acc=83.18%, top5-acc=98.23%, remaining_time=0:00:29.533760, arrival_time=2021-04-15 01:37:33.414261, cost_time=0:00:13.029597 2021-04-15 01:37:06,019 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.42ms, fps=1197 images/s, loss=0.5512, top1-acc=83.05%, top5-acc=98.21%, remaining_time=0:00:27.304200, arrival_time=2021-04-15 01:37:33.324049, cost_time=0:00:15.168987 2021-04-15 01:37:08,164 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.46ms, fps=1194 images/s, loss=0.5589, top1-acc=82.80%, top5-acc=98.16%, remaining_time=0:00:25.104720, arrival_time=2021-04-15 01:37:33.269050, cost_time=0:00:17.313572 2021-04-15 01:37:10,308 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.57ms, fps=1194 images/s, loss=0.5651, top1-acc=82.57%, top5-acc=98.17%, remaining_time=0:00:22.917094, arrival_time=2021-04-15 01:37:33.225798, cost_time=0:00:19.457891 2021-04-15 01:37:12,449 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.41ms, fps=1196 images/s, loss=0.5688, top1-acc=82.47%, top5-acc=98.12%, remaining_time=0:00:20.734944, arrival_time=2021-04-15 01:37:33.184667, cost_time=0:00:21.598939 2021-04-15 01:37:14,580 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.60ms, fps=1202 images/s, loss=0.5732, top1-acc=82.35%, top5-acc=98.11%, remaining_time=0:00:18.552092, arrival_time=2021-04-15 01:37:33.132317, cost_time=0:00:23.729434 2021-04-15 01:37:16,715 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.50ms, fps=1199 images/s, loss=0.5791, top1-acc=82.15%, top5-acc=98.05%, remaining_time=0:00:16.381040, arrival_time=2021-04-15 01:37:33.096566, cost_time=0:00:25.864749 2021-04-15 01:37:18,850 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.41ms, fps=1199 images/s, loss=0.5853, top1-acc=82.00%, top5-acc=98.01%, remaining_time=0:00:14.215278, arrival_time=2021-04-15 01:37:33.065809, cost_time=0:00:27.999777 2021-04-15 01:37:20,987 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.43ms, fps=1198 images/s, loss=0.5892, top1-acc=81.94%, top5-acc=97.97%, remaining_time=0:00:12.054560, arrival_time=2021-04-15 01:37:33.041767, cost_time=0:00:30.136376 2021-04-15 01:37:23,128 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.37ms, fps=1196 images/s, loss=0.5986, top1-acc=81.67%, top5-acc=97.88%, remaining_time=0:00:09.898510, arrival_time=2021-04-15 01:37:33.026969, cost_time=0:00:32.277715 2021-04-15 01:37:25,264 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.56ms, fps=1199 images/s, loss=0.6057, top1-acc=81.46%, top5-acc=97.82%, remaining_time=0:00:07.743168, arrival_time=2021-04-15 01:37:33.008017, cost_time=0:00:34.414046 2021-04-15 01:37:27,408 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.44ms, fps=1194 images/s, loss=0.6107, top1-acc=81.32%, top5-acc=97.78%, remaining_time=0:00:05.591222, arrival_time=2021-04-15 01:37:32.999984, cost_time=0:00:36.558008 2021-04-15 01:37:29,547 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.40ms, fps=1197 images/s, loss=0.6135, top1-acc=81.21%, top5-acc=97.75%, remaining_time=0:00:03.439664, arrival_time=2021-04-15 01:37:32.986642, cost_time=0:00:38.696230 2021-04-15 01:37:31,683 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.22ms, fps=1198 images/s, loss=0.6155, top1-acc=81.19%, top5-acc=97.75%, remaining_time=0:00:01.289460, arrival_time=2021-04-15 01:37:32.973165, cost_time=0:00:40.832863 2021-04-15 01:37:32,844 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.34ms, fps=1173 images/s, loss=0.6173, top1-acc=81.11%, top5-acc=97.75%, remaining_time=0:00:00, arrival_time=2021-04-15 01:37:32.843981, cost_time=0:00:41.993224 2021-04-15 01:37:33,860 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=0.24ms, fps=2523 images/s, loss=1.4329, top1-acc=61.09%, top5-acc=87.38%, remaining_time=0:00:03.043620, arrival_time=2021-04-15 01:37:36.904069, cost_time=0:00:01.014537 2021-04-15 01:37:34,716 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.34ms, fps=2992 images/s, loss=1.4482, top1-acc=60.94%, top5-acc=87.44%, remaining_time=0:00:01.870400, arrival_time=2021-04-15 01:37:36.586718, cost_time=0:00:01.870402 2021-04-15 01:37:35,569 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.53ms, fps=3001 images/s, loss=1.4468, top1-acc=61.22%, top5-acc=87.30%, remaining_time=0:00:00.907940, arrival_time=2021-04-15 01:37:36.477685, cost_time=0:00:02.723827 2021-04-15 01:37:36,352 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.07ms, fps=2964 images/s, loss=1.4375, top1-acc=61.67%, top5-acc=87.55%, remaining_time=0:00:00, arrival_time=2021-04-15 01:37:36.352704, cost_time=0:00:03.506816 2021-04-15 01:37:36,671 INFO : Epoch=0064 complete, best val top1-acc=64.00%, top5-acc=88.97% (epoch=62), remaining_time=1:44:23.166384, arrival_time=2021-04-15 03:21:59.838026, cost_time=0:49:07.372401 2021-04-15 01:37:36,672 INFO : Train start, epoch=0065, lr=0.076791 2021-04-15 01:37:38,963 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.36ms, fps=1118 images/s, loss=0.5949, top1-acc=81.72%, top5-acc=97.85%, remaining_time=0:00:42.591396, arrival_time=2021-04-15 01:38:21.554473, cost_time=0:00:02.289858 2021-04-15 01:37:41,099 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.5861, top1-acc=81.99%, top5-acc=97.85%, remaining_time=0:00:38.950384, arrival_time=2021-04-15 01:38:20.049682, cost_time=0:00:04.426185 2021-04-15 01:37:43,247 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.67ms, fps=1192 images/s, loss=0.5737, top1-acc=82.50%, top5-acc=98.02%, remaining_time=0:00:36.377572, arrival_time=2021-04-15 01:38:19.625029, cost_time=0:00:06.574266 2021-04-15 01:37:45,396 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.49ms, fps=1191 images/s, loss=0.5572, top1-acc=83.10%, top5-acc=98.12%, remaining_time=0:00:34.022508, arrival_time=2021-04-15 01:38:19.419333, cost_time=0:00:08.723704 2021-04-15 01:37:47,548 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.38ms, fps=1190 images/s, loss=0.5586, top1-acc=82.94%, top5-acc=98.20%, remaining_time=0:00:31.755730, arrival_time=2021-04-15 01:38:19.304142, cost_time=0:00:10.875231 2021-04-15 01:37:49,692 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.48ms, fps=1195 images/s, loss=0.5562, top1-acc=82.98%, top5-acc=98.22%, remaining_time=0:00:29.509824, arrival_time=2021-04-15 01:38:19.201979, cost_time=0:00:13.019030 2021-04-15 01:37:51,837 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.56ms, fps=1194 images/s, loss=0.5567, top1-acc=82.91%, top5-acc=98.19%, remaining_time=0:00:27.295884, arrival_time=2021-04-15 01:38:19.133402, cost_time=0:00:15.164391 2021-04-15 01:37:53,989 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.35ms, fps=1190 images/s, loss=0.5549, top1-acc=82.93%, top5-acc=98.23%, remaining_time=0:00:25.107968, arrival_time=2021-04-15 01:38:19.096941, cost_time=0:00:17.315851 2021-04-15 01:37:56,150 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.61ms, fps=1185 images/s, loss=0.5597, top1-acc=82.70%, top5-acc=98.22%, remaining_time=0:00:22.939566, arrival_time=2021-04-15 01:38:19.089745, cost_time=0:00:19.477023 2021-04-15 01:37:58,292 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.58ms, fps=1195 images/s, loss=0.5655, top1-acc=82.62%, top5-acc=98.17%, remaining_time=0:00:20.754816, arrival_time=2021-04-15 01:38:19.047599, cost_time=0:00:21.619649 2021-04-15 01:38:00,445 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.85ms, fps=1190 images/s, loss=0.5734, top1-acc=82.30%, top5-acc=98.08%, remaining_time=0:00:18.585718, arrival_time=2021-04-15 01:38:19.031245, cost_time=0:00:23.772415 2021-04-15 01:38:02,589 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.45ms, fps=1195 images/s, loss=0.5787, top1-acc=82.10%, top5-acc=98.08%, remaining_time=0:00:16.413264, arrival_time=2021-04-15 01:38:19.002179, cost_time=0:00:25.915736 2021-04-15 01:38:04,733 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.42ms, fps=1194 images/s, loss=0.5813, top1-acc=82.16%, top5-acc=98.01%, remaining_time=0:00:14.245902, arrival_time=2021-04-15 01:38:18.979104, cost_time=0:00:28.060141 2021-04-15 01:38:06,869 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.41ms, fps=1199 images/s, loss=0.5862, top1-acc=82.02%, top5-acc=98.00%, remaining_time=0:00:12.078640, arrival_time=2021-04-15 01:38:18.948459, cost_time=0:00:30.196567 2021-04-15 01:38:09,009 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.43ms, fps=1197 images/s, loss=0.5894, top1-acc=81.92%, top5-acc=97.95%, remaining_time=0:00:09.916358, arrival_time=2021-04-15 01:38:18.925315, cost_time=0:00:32.335930 2021-04-15 01:38:11,149 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.99ms, fps=1197 images/s, loss=0.5954, top1-acc=81.72%, top5-acc=97.91%, remaining_time=0:00:07.757064, arrival_time=2021-04-15 01:38:18.905978, cost_time=0:00:34.475795 2021-04-15 01:38:13,286 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.5987, top1-acc=81.63%, top5-acc=97.89%, remaining_time=0:00:05.599724, arrival_time=2021-04-15 01:38:18.886310, cost_time=0:00:36.613552 2021-04-15 01:38:15,421 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.35ms, fps=1199 images/s, loss=0.6020, top1-acc=81.49%, top5-acc=97.83%, remaining_time=0:00:03.444288, arrival_time=2021-04-15 01:38:18.865712, cost_time=0:00:38.748322 2021-04-15 01:38:17,565 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.21ms, fps=1194 images/s, loss=0.6058, top1-acc=81.39%, top5-acc=97.79%, remaining_time=0:00:01.291350, arrival_time=2021-04-15 01:38:18.857145, cost_time=0:00:40.892757 2021-04-15 01:38:18,726 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.24ms, fps=1172 images/s, loss=0.6075, top1-acc=81.32%, top5-acc=97.78%, remaining_time=0:00:00, arrival_time=2021-04-15 01:38:18.726559, cost_time=0:00:42.053489 2021-04-15 01:38:19,739 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=1.58ms, fps=2534 images/s, loss=1.4168, top1-acc=63.52%, top5-acc=88.40%, remaining_time=0:00:03.030180, arrival_time=2021-04-15 01:38:22.769411, cost_time=0:00:01.010061 2021-04-15 01:38:20,592 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.32ms, fps=3002 images/s, loss=1.4296, top1-acc=62.93%, top5-acc=87.97%, remaining_time=0:00:01.863240, arrival_time=2021-04-15 01:38:22.455947, cost_time=0:00:01.863248 2021-04-15 01:38:21,458 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.58ms, fps=2960 images/s, loss=1.4190, top1-acc=62.86%, top5-acc=87.94%, remaining_time=0:00:00.909680, arrival_time=2021-04-15 01:38:22.367904, cost_time=0:00:02.729042 2021-04-15 01:38:22,244 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.08ms, fps=2954 images/s, loss=1.4150, top1-acc=63.15%, top5-acc=88.20%, remaining_time=0:00:00, arrival_time=2021-04-15 01:38:22.243986, cost_time=0:00:03.514846 2021-04-15 01:38:22,595 INFO : Epoch=0065 complete, best val top1-acc=64.00%, top5-acc=88.97% (epoch=62), remaining_time=1:43:36.845445, arrival_time=2021-04-15 03:21:59.440652, cost_time=0:49:53.295965 2021-04-15 01:38:22,596 INFO : Train start, epoch=0066, lr=0.076125 2021-04-15 01:38:24,913 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.59ms, fps=1105 images/s, loss=0.5746, top1-acc=83.12%, top5-acc=98.20%, remaining_time=0:00:43.093596, arrival_time=2021-04-15 01:39:08.007188, cost_time=0:00:02.316862 2021-04-15 01:38:27,054 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.48ms, fps=1196 images/s, loss=0.5884, top1-acc=82.75%, top5-acc=97.93%, remaining_time=0:00:39.231104, arrival_time=2021-04-15 01:39:06.285973, cost_time=0:00:04.458082 2021-04-15 01:38:29,200 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.81ms, fps=1193 images/s, loss=0.5764, top1-acc=82.80%, top5-acc=98.10%, remaining_time=0:00:36.541746, arrival_time=2021-04-15 01:39:05.742404, cost_time=0:00:06.603918 2021-04-15 01:38:31,351 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.46ms, fps=1191 images/s, loss=0.5762, top1-acc=82.56%, top5-acc=98.06%, remaining_time=0:00:34.143096, arrival_time=2021-04-15 01:39:05.494540, cost_time=0:00:08.754654 2021-04-15 01:38:33,498 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.75ms, fps=1193 images/s, loss=0.5768, top1-acc=82.40%, top5-acc=98.10%, remaining_time=0:00:31.832234, arrival_time=2021-04-15 01:39:05.330426, cost_time=0:00:10.901464 2021-04-15 01:38:35,633 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.48ms, fps=1199 images/s, loss=0.5715, top1-acc=82.45%, top5-acc=98.12%, remaining_time=0:00:29.549672, arrival_time=2021-04-15 01:39:05.183034, cost_time=0:00:13.036608 2021-04-15 01:38:37,768 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.5673, top1-acc=82.62%, top5-acc=98.12%, remaining_time=0:00:27.309996, arrival_time=2021-04-15 01:39:05.078893, cost_time=0:00:15.172253 2021-04-15 01:38:39,914 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.50ms, fps=1194 images/s, loss=0.5741, top1-acc=82.38%, top5-acc=98.06%, remaining_time=0:00:25.110288, arrival_time=2021-04-15 01:39:05.024471, cost_time=0:00:17.317450 2021-04-15 01:38:42,055 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.55ms, fps=1196 images/s, loss=0.5777, top1-acc=82.30%, top5-acc=98.05%, remaining_time=0:00:22.917518, arrival_time=2021-04-15 01:39:04.972576, cost_time=0:00:19.458246 2021-04-15 01:38:44,199 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.44ms, fps=1194 images/s, loss=0.5837, top1-acc=82.03%, top5-acc=98.02%, remaining_time=0:00:20.738976, arrival_time=2021-04-15 01:39:04.938709, cost_time=0:00:21.603052 2021-04-15 01:38:46,336 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.39ms, fps=1198 images/s, loss=0.5883, top1-acc=81.87%, top5-acc=98.00%, remaining_time=0:00:18.560520, arrival_time=2021-04-15 01:39:04.897317, cost_time=0:00:23.740165 2021-04-15 01:38:48,473 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.46ms, fps=1198 images/s, loss=0.5912, top1-acc=81.77%, top5-acc=97.95%, remaining_time=0:00:16.388564, arrival_time=2021-04-15 01:39:04.861992, cost_time=0:00:25.876691 2021-04-15 01:38:50,609 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.65ms, fps=1199 images/s, loss=0.5977, top1-acc=81.57%, top5-acc=97.88%, remaining_time=0:00:14.222010, arrival_time=2021-04-15 01:39:04.831711, cost_time=0:00:28.013060 2021-04-15 01:38:52,753 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.37ms, fps=1195 images/s, loss=0.5997, top1-acc=81.52%, top5-acc=97.89%, remaining_time=0:00:12.062456, arrival_time=2021-04-15 01:39:04.815397, cost_time=0:00:30.156178 2021-04-15 01:38:54,902 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.40ms, fps=1191 images/s, loss=0.6039, top1-acc=81.37%, top5-acc=97.85%, remaining_time=0:00:09.907020, arrival_time=2021-04-15 01:39:04.809194, cost_time=0:00:32.305494 2021-04-15 01:38:57,046 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.39ms, fps=1194 images/s, loss=0.6076, top1-acc=81.27%, top5-acc=97.83%, remaining_time=0:00:07.751232, arrival_time=2021-04-15 01:39:04.797780, cost_time=0:00:34.449905 2021-04-15 01:38:59,189 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.57ms, fps=1195 images/s, loss=0.6107, top1-acc=81.21%, top5-acc=97.81%, remaining_time=0:00:05.596500, arrival_time=2021-04-15 01:39:04.785658, cost_time=0:00:36.592453 2021-04-15 01:39:01,330 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.70ms, fps=1196 images/s, loss=0.6176, top1-acc=81.00%, top5-acc=97.76%, remaining_time=0:00:03.442976, arrival_time=2021-04-15 01:39:04.773144, cost_time=0:00:38.733485 2021-04-15 01:39:03,474 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.28ms, fps=1194 images/s, loss=0.6220, top1-acc=80.84%, top5-acc=97.73%, remaining_time=0:00:01.290888, arrival_time=2021-04-15 01:39:04.765698, cost_time=0:00:40.878123 2021-04-15 01:39:04,642 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.6251, top1-acc=80.77%, top5-acc=97.70%, remaining_time=0:00:00, arrival_time=2021-04-15 01:39:04.642055, cost_time=0:00:42.045377 2021-04-15 01:39:05,642 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=0.21ms, fps=2567 images/s, loss=1.4609, top1-acc=61.60%, top5-acc=87.73%, remaining_time=0:00:02.992230, arrival_time=2021-04-15 01:39:08.634597, cost_time=0:00:00.997411 2021-04-15 01:39:06,498 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.82ms, fps=2992 images/s, loss=1.4802, top1-acc=62.07%, top5-acc=87.15%, remaining_time=0:00:01.853280, arrival_time=2021-04-15 01:39:08.351526, cost_time=0:00:01.853285 2021-04-15 01:39:07,355 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=2.02ms, fps=2988 images/s, loss=1.4678, top1-acc=62.38%, top5-acc=87.19%, remaining_time=0:00:00.903430, arrival_time=2021-04-15 01:39:08.258756, cost_time=0:00:02.710295 2021-04-15 01:39:08,140 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.08ms, fps=2955 images/s, loss=1.4729, top1-acc=61.83%, top5-acc=86.88%, remaining_time=0:00:00, arrival_time=2021-04-15 01:39:08.140887, cost_time=0:00:03.495931 2021-04-15 01:39:08,466 INFO : Epoch=0066 complete, best val top1-acc=64.00%, top5-acc=88.97% (epoch=62), remaining_time=1:42:50.430794, arrival_time=2021-04-15 03:21:58.897440, cost_time=0:50:39.167408 2021-04-15 01:39:08,467 INFO : Train start, epoch=0067, lr=0.075452 2021-04-15 01:39:10,788 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.34ms, fps=1103 images/s, loss=0.5926, top1-acc=81.25%, top5-acc=98.16%, remaining_time=0:00:43.149954, arrival_time=2021-04-15 01:39:53.938009, cost_time=0:00:02.319890 2021-04-15 01:39:12,922 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.30ms, fps=1200 images/s, loss=0.5835, top1-acc=81.70%, top5-acc=98.12%, remaining_time=0:00:39.202064, arrival_time=2021-04-15 01:39:52.124829, cost_time=0:00:04.454789 2021-04-15 01:39:15,061 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.58ms, fps=1197 images/s, loss=0.5707, top1-acc=82.54%, top5-acc=98.20%, remaining_time=0:00:36.482484, arrival_time=2021-04-15 01:39:51.543653, cost_time=0:00:06.593220 2021-04-15 01:39:17,201 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.51ms, fps=1196 images/s, loss=0.5641, top1-acc=82.68%, top5-acc=98.27%, remaining_time=0:00:34.059636, arrival_time=2021-04-15 01:39:51.260917, cost_time=0:00:08.733233 2021-04-15 01:39:19,340 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.55ms, fps=1197 images/s, loss=0.5579, top1-acc=83.06%, top5-acc=98.30%, remaining_time=0:00:31.747116, arrival_time=2021-04-15 01:39:51.087483, cost_time=0:00:10.872309 2021-04-15 01:39:21,479 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.40ms, fps=1197 images/s, loss=0.5522, top1-acc=83.13%, top5-acc=98.32%, remaining_time=0:00:29.491328, arrival_time=2021-04-15 01:39:50.970228, cost_time=0:00:13.010852 2021-04-15 01:39:23,621 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.46ms, fps=1195 images/s, loss=0.5537, top1-acc=83.10%, top5-acc=98.28%, remaining_time=0:00:27.275724, arrival_time=2021-04-15 01:39:50.896963, cost_time=0:00:15.153189 2021-04-15 01:39:25,757 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.49ms, fps=1199 images/s, loss=0.5612, top1-acc=82.86%, top5-acc=98.20%, remaining_time=0:00:25.068876, arrival_time=2021-04-15 01:39:50.825775, cost_time=0:00:17.288843 2021-04-15 01:39:27,886 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.55ms, fps=1202 images/s, loss=0.5690, top1-acc=82.61%, top5-acc=98.11%, remaining_time=0:00:22.870772, arrival_time=2021-04-15 01:39:50.757414, cost_time=0:00:19.418539 2021-04-15 01:39:30,020 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.5728, top1-acc=82.47%, top5-acc=98.06%, remaining_time=0:00:20.690304, arrival_time=2021-04-15 01:39:50.710647, cost_time=0:00:21.552352 2021-04-15 01:39:32,151 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.5797, top1-acc=82.22%, top5-acc=98.00%, remaining_time=0:00:18.516230, arrival_time=2021-04-15 01:39:50.667753, cost_time=0:00:23.683516 2021-04-15 01:39:34,287 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.36ms, fps=1199 images/s, loss=0.5841, top1-acc=82.12%, top5-acc=97.98%, remaining_time=0:00:16.352236, arrival_time=2021-04-15 01:39:50.639616, cost_time=0:00:25.819326 2021-04-15 01:39:36,438 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.84ms, fps=1190 images/s, loss=0.5868, top1-acc=82.03%, top5-acc=97.91%, remaining_time=0:00:14.200560, arrival_time=2021-04-15 01:39:50.639482, cost_time=0:00:27.970820 2021-04-15 01:39:38,578 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.38ms, fps=1197 images/s, loss=0.5891, top1-acc=81.96%, top5-acc=97.89%, remaining_time=0:00:12.044256, arrival_time=2021-04-15 01:39:50.622880, cost_time=0:00:30.110625 2021-04-15 01:39:40,714 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.40ms, fps=1199 images/s, loss=0.5965, top1-acc=81.70%, top5-acc=97.82%, remaining_time=0:00:09.888850, arrival_time=2021-04-15 01:39:50.603043, cost_time=0:00:32.246241 2021-04-15 01:39:42,849 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.61ms, fps=1199 images/s, loss=0.5998, top1-acc=81.59%, top5-acc=97.79%, remaining_time=0:00:07.735824, arrival_time=2021-04-15 01:39:50.585328, cost_time=0:00:34.381457 2021-04-15 01:39:44,992 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.62ms, fps=1195 images/s, loss=0.6027, top1-acc=81.53%, top5-acc=97.74%, remaining_time=0:00:05.586152, arrival_time=2021-04-15 01:39:50.578954, cost_time=0:00:36.524831 2021-04-15 01:39:47,135 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.37ms, fps=1195 images/s, loss=0.6048, top1-acc=81.47%, top5-acc=97.73%, remaining_time=0:00:03.437152, arrival_time=2021-04-15 01:39:50.573058, cost_time=0:00:38.667935 2021-04-15 01:39:49,271 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.23ms, fps=1199 images/s, loss=0.6093, top1-acc=81.36%, top5-acc=97.70%, remaining_time=0:00:01.288536, arrival_time=2021-04-15 01:39:50.560140, cost_time=0:00:40.803589 2021-04-15 01:39:50,438 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.88ms, fps=1166 images/s, loss=0.6128, top1-acc=81.27%, top5-acc=97.68%, remaining_time=0:00:00, arrival_time=2021-04-15 01:39:50.438701, cost_time=0:00:41.970618 2021-04-15 01:39:51,409 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=2.33ms, fps=2646 images/s, loss=1.3972, top1-acc=62.97%, top5-acc=88.20%, remaining_time=0:00:02.902080, arrival_time=2021-04-15 01:39:54.311450, cost_time=0:00:00.967365 2021-04-15 01:39:52,265 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.48ms, fps=2993 images/s, loss=1.3907, top1-acc=62.58%, top5-acc=88.77%, remaining_time=0:00:01.823040, arrival_time=2021-04-15 01:39:54.088076, cost_time=0:00:01.823038 2021-04-15 01:39:53,120 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.46ms, fps=2994 images/s, loss=1.3948, top1-acc=62.75%, top5-acc=88.52%, remaining_time=0:00:00.892820, arrival_time=2021-04-15 01:39:54.013278, cost_time=0:00:02.678467 2021-04-15 01:39:53,906 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.11ms, fps=2955 images/s, loss=1.3956, top1-acc=62.72%, top5-acc=88.51%, remaining_time=0:00:00, arrival_time=2021-04-15 01:39:53.906074, cost_time=0:00:03.464064 2021-04-15 01:39:54,243 INFO : Epoch=0067 complete, best val top1-acc=64.00%, top5-acc=88.97% (epoch=62), remaining_time=1:42:03.843488, arrival_time=2021-04-15 03:21:58.086459, cost_time=0:51:24.943697 2021-04-15 01:39:54,244 INFO : Train start, epoch=0068, lr=0.074773 2021-04-15 01:39:56,537 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.44ms, fps=1117 images/s, loss=0.5795, top1-acc=83.24%, top5-acc=97.34%, remaining_time=0:00:42.637152, arrival_time=2021-04-15 01:40:39.174620, cost_time=0:00:02.292317 2021-04-15 01:39:58,676 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.41ms, fps=1197 images/s, loss=0.5773, top1-acc=82.99%, top5-acc=97.71%, remaining_time=0:00:38.995616, arrival_time=2021-04-15 01:40:37.672152, cost_time=0:00:04.431323 2021-04-15 01:40:00,819 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.35ms, fps=1195 images/s, loss=0.5761, top1-acc=82.63%, top5-acc=97.98%, remaining_time=0:00:36.377074, arrival_time=2021-04-15 01:40:37.196400, cost_time=0:00:06.574172 2021-04-15 01:40:02,959 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=2.07ms, fps=1197 images/s, loss=0.5627, top1-acc=83.14%, top5-acc=98.17%, remaining_time=0:00:33.985224, arrival_time=2021-04-15 01:40:36.944543, cost_time=0:00:08.714157 2021-04-15 01:40:05,095 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.5664, top1-acc=82.83%, top5-acc=98.14%, remaining_time=0:00:31.682438, arrival_time=2021-04-15 01:40:36.777674, cost_time=0:00:10.850172 2021-04-15 01:40:07,233 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.41ms, fps=1198 images/s, loss=0.5627, top1-acc=83.01%, top5-acc=98.18%, remaining_time=0:00:29.440192, arrival_time=2021-04-15 01:40:36.673674, cost_time=0:00:12.988346 2021-04-15 01:40:09,370 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.54ms, fps=1198 images/s, loss=0.5629, top1-acc=83.01%, top5-acc=98.21%, remaining_time=0:00:27.226458, arrival_time=2021-04-15 01:40:36.597373, cost_time=0:00:15.125798 2021-04-15 01:40:11,511 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.52ms, fps=1196 images/s, loss=0.5643, top1-acc=82.92%, top5-acc=98.20%, remaining_time=0:00:25.036396, arrival_time=2021-04-15 01:40:36.547901, cost_time=0:00:17.266446 2021-04-15 01:40:13,651 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.50ms, fps=1197 images/s, loss=0.5675, top1-acc=82.76%, top5-acc=98.16%, remaining_time=0:00:22.855720, arrival_time=2021-04-15 01:40:36.506664, cost_time=0:00:19.405795 2021-04-15 01:40:15,796 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.50ms, fps=1194 images/s, loss=0.5683, top1-acc=82.76%, top5-acc=98.18%, remaining_time=0:00:20.688960, arrival_time=2021-04-15 01:40:36.485070, cost_time=0:00:21.551036 2021-04-15 01:40:17,933 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.5725, top1-acc=82.64%, top5-acc=98.10%, remaining_time=0:00:18.519842, arrival_time=2021-04-15 01:40:36.453162, cost_time=0:00:23.688182 2021-04-15 01:40:20,070 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.50ms, fps=1198 images/s, loss=0.5755, top1-acc=82.53%, top5-acc=98.07%, remaining_time=0:00:16.356340, arrival_time=2021-04-15 01:40:36.427195, cost_time=0:00:25.825795 2021-04-15 01:40:22,213 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.56ms, fps=1195 images/s, loss=0.5781, top1-acc=82.42%, top5-acc=98.02%, remaining_time=0:00:14.199372, arrival_time=2021-04-15 01:40:36.413041, cost_time=0:00:27.968518 2021-04-15 01:40:24,354 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.46ms, fps=1196 images/s, loss=0.5800, top1-acc=82.33%, top5-acc=98.02%, remaining_time=0:00:12.043808, arrival_time=2021-04-15 01:40:36.398390, cost_time=0:00:30.109527 2021-04-15 01:40:26,497 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.44ms, fps=1195 images/s, loss=0.5811, top1-acc=82.24%, top5-acc=98.04%, remaining_time=0:00:09.890736, arrival_time=2021-04-15 01:40:36.388289, cost_time=0:00:32.252432 2021-04-15 01:40:28,636 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.35ms, fps=1197 images/s, loss=0.5843, top1-acc=82.10%, top5-acc=97.98%, remaining_time=0:00:07.738020, arrival_time=2021-04-15 01:40:36.374353, cost_time=0:00:34.391247 2021-04-15 01:40:30,780 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.56ms, fps=1194 images/s, loss=0.5888, top1-acc=81.93%, top5-acc=97.95%, remaining_time=0:00:05.587686, arrival_time=2021-04-15 01:40:36.367684, cost_time=0:00:36.534942 2021-04-15 01:40:32,930 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.61ms, fps=1191 images/s, loss=0.5942, top1-acc=81.74%, top5-acc=97.87%, remaining_time=0:00:03.438704, arrival_time=2021-04-15 01:40:36.369362, cost_time=0:00:38.685504 2021-04-15 01:40:35,070 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.38ms, fps=1197 images/s, loss=0.5963, top1-acc=81.69%, top5-acc=97.85%, remaining_time=0:00:01.289208, arrival_time=2021-04-15 01:40:36.359163, cost_time=0:00:40.824895 2021-04-15 01:40:36,230 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.21ms, fps=1172 images/s, loss=0.5991, top1-acc=81.61%, top5-acc=97.82%, remaining_time=0:00:00, arrival_time=2021-04-15 01:40:36.230742, cost_time=0:00:41.985695 2021-04-15 01:40:37,202 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.50ms, fps=2639 images/s, loss=1.4345, top1-acc=60.86%, top5-acc=88.71%, remaining_time=0:00:02.910600, arrival_time=2021-04-15 01:40:40.113389, cost_time=0:00:00.970199 2021-04-15 01:40:38,053 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.30ms, fps=3009 images/s, loss=1.4522, top1-acc=61.56%, top5-acc=87.91%, remaining_time=0:00:01.821380, arrival_time=2021-04-15 01:40:39.875332, cost_time=0:00:01.821374 2021-04-15 01:40:38,905 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.54ms, fps=3007 images/s, loss=1.4346, top1-acc=62.02%, top5-acc=88.27%, remaining_time=0:00:00.891050, arrival_time=2021-04-15 01:40:39.796775, cost_time=0:00:02.673143 2021-04-15 01:40:39,689 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.08ms, fps=2963 images/s, loss=1.4404, top1-acc=62.20%, top5-acc=88.27%, remaining_time=0:00:00, arrival_time=2021-04-15 01:40:39.689097, cost_time=0:00:03.456451 2021-04-15 01:40:40,061 INFO : Epoch=0068 complete, best val top1-acc=64.00%, top5-acc=88.97% (epoch=62), remaining_time=1:41:17.362632, arrival_time=2021-04-15 03:21:57.424446, cost_time=0:52:10.762575 2021-04-15 01:40:40,063 INFO : Train start, epoch=0069, lr=0.074088 2021-04-15 01:40:42,374 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.48ms, fps=1108 images/s, loss=0.5769, top1-acc=82.42%, top5-acc=98.09%, remaining_time=0:00:42.991668, arrival_time=2021-04-15 01:41:25.366345, cost_time=0:00:02.311376 2021-04-15 01:40:44,519 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=2.07ms, fps=1194 images/s, loss=0.5597, top1-acc=82.89%, top5-acc=98.12%, remaining_time=0:00:39.215088, arrival_time=2021-04-15 01:41:23.734649, cost_time=0:00:04.456263 2021-04-15 01:40:46,658 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.43ms, fps=1197 images/s, loss=0.5480, top1-acc=83.36%, top5-acc=98.35%, remaining_time=0:00:36.491946, arrival_time=2021-04-15 01:41:23.150198, cost_time=0:00:06.594921 2021-04-15 01:40:48,804 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.71ms, fps=1193 images/s, loss=0.5356, top1-acc=83.77%, top5-acc=98.31%, remaining_time=0:00:34.089120, arrival_time=2021-04-15 01:41:22.893232, cost_time=0:00:08.740800 2021-04-15 01:40:50,944 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.45ms, fps=1197 images/s, loss=0.5388, top1-acc=83.63%, top5-acc=98.34%, remaining_time=0:00:31.772374, arrival_time=2021-04-15 01:41:22.716547, cost_time=0:00:10.880946 2021-04-15 01:40:53,087 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.42ms, fps=1195 images/s, loss=0.5364, top1-acc=83.70%, top5-acc=98.40%, remaining_time=0:00:29.521520, arrival_time=2021-04-15 01:41:22.609044, cost_time=0:00:13.024223 2021-04-15 01:40:55,230 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.43ms, fps=1195 images/s, loss=0.5431, top1-acc=83.46%, top5-acc=98.30%, remaining_time=0:00:27.300546, arrival_time=2021-04-15 01:41:22.530838, cost_time=0:00:15.166979 2021-04-15 01:40:57,376 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.52ms, fps=1193 images/s, loss=0.5500, top1-acc=83.31%, top5-acc=98.24%, remaining_time=0:00:25.104604, arrival_time=2021-04-15 01:41:22.481360, cost_time=0:00:17.313543 2021-04-15 01:40:59,521 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.62ms, fps=1194 images/s, loss=0.5538, top1-acc=83.18%, top5-acc=98.18%, remaining_time=0:00:22.917624, arrival_time=2021-04-15 01:41:22.439271, cost_time=0:00:19.458343 2021-04-15 01:41:01,663 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.97ms, fps=1196 images/s, loss=0.5566, top1-acc=83.08%, top5-acc=98.16%, remaining_time=0:00:20.736096, arrival_time=2021-04-15 01:41:22.399355, cost_time=0:00:21.600052 2021-04-15 01:41:03,802 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.55ms, fps=1197 images/s, loss=0.5607, top1-acc=82.92%, top5-acc=98.13%, remaining_time=0:00:18.559402, arrival_time=2021-04-15 01:41:22.361425, cost_time=0:00:23.738721 2021-04-15 01:41:05,950 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.39ms, fps=1192 images/s, loss=0.5638, top1-acc=82.85%, top5-acc=98.12%, remaining_time=0:00:16.395556, arrival_time=2021-04-15 01:41:22.346492, cost_time=0:00:25.887720 2021-04-15 01:41:08,099 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.58ms, fps=1192 images/s, loss=0.5689, top1-acc=82.64%, top5-acc=98.06%, remaining_time=0:00:14.233890, arrival_time=2021-04-15 01:41:22.333589, cost_time=0:00:28.036447 2021-04-15 01:41:10,241 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.50ms, fps=1196 images/s, loss=0.5727, top1-acc=82.51%, top5-acc=98.04%, remaining_time=0:00:12.071136, arrival_time=2021-04-15 01:41:22.312281, cost_time=0:00:30.177824 2021-04-15 01:41:12,386 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.49ms, fps=1193 images/s, loss=0.5761, top1-acc=82.44%, top5-acc=98.02%, remaining_time=0:00:09.912632, arrival_time=2021-04-15 01:41:22.299571, cost_time=0:00:32.323734 2021-04-15 01:41:14,526 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.58ms, fps=1197 images/s, loss=0.5780, top1-acc=82.38%, top5-acc=98.00%, remaining_time=0:00:07.754328, arrival_time=2021-04-15 01:41:22.281230, cost_time=0:00:34.463675 2021-04-15 01:41:16,669 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.51ms, fps=1195 images/s, loss=0.5831, top1-acc=82.25%, top5-acc=97.93%, remaining_time=0:00:05.598632, arrival_time=2021-04-15 01:41:22.268337, cost_time=0:00:36.606414 2021-04-15 01:41:18,811 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.90ms, fps=1196 images/s, loss=0.5880, top1-acc=82.05%, top5-acc=97.90%, remaining_time=0:00:03.444304, arrival_time=2021-04-15 01:41:22.255901, cost_time=0:00:38.748374 2021-04-15 01:41:20,955 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.43ms, fps=1195 images/s, loss=0.5930, top1-acc=81.89%, top5-acc=97.86%, remaining_time=0:00:01.291314, arrival_time=2021-04-15 01:41:22.246269, cost_time=0:00:40.891661 2021-04-15 01:41:22,119 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.24ms, fps=1169 images/s, loss=0.5973, top1-acc=81.77%, top5-acc=97.83%, remaining_time=0:00:00, arrival_time=2021-04-15 01:41:22.119237, cost_time=0:00:42.055939 2021-04-15 01:41:23,159 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.38ms, fps=2467 images/s, loss=1.4337, top1-acc=61.13%, top5-acc=88.40%, remaining_time=0:00:03.113490, arrival_time=2021-04-15 01:41:26.272728, cost_time=0:00:01.037826 2021-04-15 01:41:24,016 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.33ms, fps=2989 images/s, loss=1.4693, top1-acc=61.11%, top5-acc=87.38%, remaining_time=0:00:01.894840, arrival_time=2021-04-15 01:41:25.911332, cost_time=0:00:01.894849 2021-04-15 01:41:24,873 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.64ms, fps=2990 images/s, loss=1.4583, top1-acc=61.42%, top5-acc=87.45%, remaining_time=0:00:00.917420, arrival_time=2021-04-15 01:41:25.791001, cost_time=0:00:02.752253 2021-04-15 01:41:25,655 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.08ms, fps=2969 images/s, loss=1.4607, top1-acc=61.62%, top5-acc=87.67%, remaining_time=0:00:00, arrival_time=2021-04-15 01:41:25.655460, cost_time=0:00:03.534086 2021-04-15 01:41:26,003 INFO : Epoch=0069 complete, best val top1-acc=64.00%, top5-acc=88.97% (epoch=62), remaining_time=1:40:31.133890, arrival_time=2021-04-15 03:21:57.137275, cost_time=0:52:56.704139 2021-04-15 01:41:26,004 INFO : Train start, epoch=0070, lr=0.073396 2021-04-15 01:41:28,308 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.39ms, fps=1111 images/s, loss=0.5717, top1-acc=83.40%, top5-acc=97.70%, remaining_time=0:00:42.851238, arrival_time=2021-04-15 01:42:11.159975, cost_time=0:00:02.303830 2021-04-15 01:41:30,453 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.42ms, fps=1194 images/s, loss=0.5667, top1-acc=83.03%, top5-acc=98.07%, remaining_time=0:00:39.141696, arrival_time=2021-04-15 01:42:09.594609, cost_time=0:00:04.447914 2021-04-15 01:41:32,604 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.63ms, fps=1190 images/s, loss=0.5680, top1-acc=82.75%, top5-acc=98.18%, remaining_time=0:00:36.515850, arrival_time=2021-04-15 01:42:09.120107, cost_time=0:00:06.599253 2021-04-15 01:41:34,749 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.43ms, fps=1194 images/s, loss=0.5589, top1-acc=82.99%, top5-acc=98.22%, remaining_time=0:00:34.104252, arrival_time=2021-04-15 01:42:08.853910, cost_time=0:00:08.744668 2021-04-15 01:41:36,897 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.42ms, fps=1193 images/s, loss=0.5509, top1-acc=83.16%, top5-acc=98.24%, remaining_time=0:00:31.804640, arrival_time=2021-04-15 01:42:08.701681, cost_time=0:00:10.892010 2021-04-15 01:41:39,036 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.43ms, fps=1197 images/s, loss=0.5517, top1-acc=82.96%, top5-acc=98.26%, remaining_time=0:00:29.538248, arrival_time=2021-04-15 01:42:08.574818, cost_time=0:00:13.031562 2021-04-15 01:41:41,176 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.42ms, fps=1197 images/s, loss=0.5488, top1-acc=82.98%, top5-acc=98.27%, remaining_time=0:00:27.308610, arrival_time=2021-04-15 01:42:08.485133, cost_time=0:00:15.171476 2021-04-15 01:41:43,314 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.35ms, fps=1198 images/s, loss=0.5530, top1-acc=82.82%, top5-acc=98.27%, remaining_time=0:00:25.099152, arrival_time=2021-04-15 01:42:08.413842, cost_time=0:00:17.309772 2021-04-15 01:41:45,463 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.96ms, fps=1192 images/s, loss=0.5580, top1-acc=82.74%, top5-acc=98.16%, remaining_time=0:00:22.917730, arrival_time=2021-04-15 01:42:08.381249, cost_time=0:00:19.458417 2021-04-15 01:41:47,602 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.48ms, fps=1197 images/s, loss=0.5602, top1-acc=82.64%, top5-acc=98.17%, remaining_time=0:00:20.733312, arrival_time=2021-04-15 01:42:08.335500, cost_time=0:00:21.597181 2021-04-15 01:41:49,743 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.65ms, fps=1196 images/s, loss=0.5616, top1-acc=82.64%, top5-acc=98.15%, remaining_time=0:00:18.558800, arrival_time=2021-04-15 01:42:08.301864, cost_time=0:00:23.738051 2021-04-15 01:41:51,886 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.66ms, fps=1195 images/s, loss=0.5631, top1-acc=82.62%, top5-acc=98.11%, remaining_time=0:00:16.391604, arrival_time=2021-04-15 01:42:08.278080, cost_time=0:00:25.881474 2021-04-15 01:41:54,037 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.51ms, fps=1191 images/s, loss=0.5662, top1-acc=82.50%, top5-acc=98.09%, remaining_time=0:00:14.231712, arrival_time=2021-04-15 01:42:08.269094, cost_time=0:00:28.032221 2021-04-15 01:41:56,185 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.34ms, fps=1192 images/s, loss=0.5689, top1-acc=82.42%, top5-acc=98.07%, remaining_time=0:00:12.072088, arrival_time=2021-04-15 01:42:08.257286, cost_time=0:00:30.180153 2021-04-15 01:41:58,325 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.55ms, fps=1196 images/s, loss=0.5739, top1-acc=82.28%, top5-acc=98.03%, remaining_time=0:00:09.911712, arrival_time=2021-04-15 01:42:08.237391, cost_time=0:00:32.320735 2021-04-15 01:42:00,467 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=2.14ms, fps=1196 images/s, loss=0.5791, top1-acc=82.11%, top5-acc=98.00%, remaining_time=0:00:07.754004, arrival_time=2021-04-15 01:42:08.221225, cost_time=0:00:34.462212 2021-04-15 01:42:02,601 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.5819, top1-acc=82.00%, top5-acc=97.99%, remaining_time=0:00:05.597150, arrival_time=2021-04-15 01:42:08.198786, cost_time=0:00:36.596745 2021-04-15 01:42:04,738 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.41ms, fps=1198 images/s, loss=0.5864, top1-acc=81.89%, top5-acc=97.94%, remaining_time=0:00:03.442960, arrival_time=2021-04-15 01:42:08.181220, cost_time=0:00:38.733261 2021-04-15 01:42:06,873 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.20ms, fps=1199 images/s, loss=0.5889, top1-acc=81.81%, top5-acc=97.91%, remaining_time=0:00:01.290582, arrival_time=2021-04-15 01:42:08.163842, cost_time=0:00:40.868345 2021-04-15 01:42:08,035 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.19ms, fps=1171 images/s, loss=0.5911, top1-acc=81.77%, top5-acc=97.91%, remaining_time=0:00:00, arrival_time=2021-04-15 01:42:08.035425, cost_time=0:00:42.030454 2021-04-15 01:42:09,003 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=1.27ms, fps=2651 images/s, loss=1.5127, top1-acc=60.20%, top5-acc=86.80%, remaining_time=0:00:02.896800, arrival_time=2021-04-15 01:42:11.899741, cost_time=0:00:00.965599 2021-04-15 01:42:09,857 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.35ms, fps=2996 images/s, loss=1.4623, top1-acc=60.96%, top5-acc=87.66%, remaining_time=0:00:01.820420, arrival_time=2021-04-15 01:42:11.678163, cost_time=0:00:01.820411 2021-04-15 01:42:10,709 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.49ms, fps=3007 images/s, loss=1.4820, top1-acc=60.74%, top5-acc=87.34%, remaining_time=0:00:00.890710, arrival_time=2021-04-15 01:42:11.600170, cost_time=0:00:02.672142 2021-04-15 01:42:11,489 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.06ms, fps=2977 images/s, loss=1.4702, top1-acc=60.77%, top5-acc=87.34%, remaining_time=0:00:00, arrival_time=2021-04-15 01:42:11.489016, cost_time=0:00:03.451714 2021-04-15 01:42:11,813 INFO : Epoch=0070 complete, best val top1-acc=64.00%, top5-acc=88.97% (epoch=62), remaining_time=1:39:44.669470, arrival_time=2021-04-15 03:21:56.483026, cost_time=0:53:42.514320 2021-04-15 01:42:11,814 INFO : Train start, epoch=0071, lr=0.072700 2021-04-15 01:42:14,145 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.31ms, fps=1098 images/s, loss=0.5500, top1-acc=83.91%, top5-acc=97.85%, remaining_time=0:00:43.349346, arrival_time=2021-04-15 01:42:57.495133, cost_time=0:00:02.330612 2021-04-15 01:42:16,293 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=2.03ms, fps=1192 images/s, loss=0.5417, top1-acc=83.96%, top5-acc=98.18%, remaining_time=0:00:39.407808, arrival_time=2021-04-15 01:42:55.701175, cost_time=0:00:04.478159 2021-04-15 01:42:18,431 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.69ms, fps=1198 images/s, loss=0.5359, top1-acc=84.05%, top5-acc=98.28%, remaining_time=0:00:36.608810, arrival_time=2021-04-15 01:42:55.040046, cost_time=0:00:06.616059 2021-04-15 01:42:20,566 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=2.31ms, fps=1199 images/s, loss=0.5336, top1-acc=83.99%, top5-acc=98.21%, remaining_time=0:00:34.130772, arrival_time=2021-04-15 01:42:54.697464, cost_time=0:00:08.751487 2021-04-15 01:42:22,706 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.59ms, fps=1197 images/s, loss=0.5382, top1-acc=83.79%, top5-acc=98.17%, remaining_time=0:00:31.800990, arrival_time=2021-04-15 01:42:54.506997, cost_time=0:00:10.890765 2021-04-15 01:42:24,864 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.59ms, fps=1187 images/s, loss=0.5390, top1-acc=83.74%, top5-acc=98.23%, remaining_time=0:00:29.577688, arrival_time=2021-04-15 01:42:54.441791, cost_time=0:00:13.048988 2021-04-15 01:42:27,017 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.35ms, fps=1189 images/s, loss=0.5414, top1-acc=83.63%, top5-acc=98.23%, remaining_time=0:00:27.363798, arrival_time=2021-04-15 01:42:54.381059, cost_time=0:00:15.202079 2021-04-15 01:42:29,153 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.57ms, fps=1199 images/s, loss=0.5436, top1-acc=83.54%, top5-acc=98.22%, remaining_time=0:00:25.140100, arrival_time=2021-04-15 01:42:54.293324, cost_time=0:00:17.337994 2021-04-15 01:42:31,293 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.60ms, fps=1197 images/s, loss=0.5450, top1-acc=83.52%, top5-acc=98.21%, remaining_time=0:00:22.940838, arrival_time=2021-04-15 01:42:54.234092, cost_time=0:00:19.478086 2021-04-15 01:42:33,434 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=2.02ms, fps=1196 images/s, loss=0.5467, top1-acc=83.36%, top5-acc=98.22%, remaining_time=0:00:20.753952, arrival_time=2021-04-15 01:42:54.187897, cost_time=0:00:21.618739 2021-04-15 01:42:35,574 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.84ms, fps=1196 images/s, loss=0.5465, top1-acc=83.36%, top5-acc=98.22%, remaining_time=0:00:18.575226, arrival_time=2021-04-15 01:42:54.149383, cost_time=0:00:23.759042 2021-04-15 01:42:37,717 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.45ms, fps=1195 images/s, loss=0.5504, top1-acc=83.18%, top5-acc=98.19%, remaining_time=0:00:16.404676, arrival_time=2021-04-15 01:42:54.121995, cost_time=0:00:25.902147 2021-04-15 01:42:39,856 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.66ms, fps=1197 images/s, loss=0.5538, top1-acc=82.99%, top5-acc=98.22%, remaining_time=0:00:14.236332, arrival_time=2021-04-15 01:42:54.092719, cost_time=0:00:28.041221 2021-04-15 01:42:41,995 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.41ms, fps=1197 images/s, loss=0.5597, top1-acc=82.85%, top5-acc=98.15%, remaining_time=0:00:12.072088, arrival_time=2021-04-15 01:42:54.067380, cost_time=0:00:30.180197 2021-04-15 01:42:44,130 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.40ms, fps=1199 images/s, loss=0.5624, top1-acc=82.78%, top5-acc=98.14%, remaining_time=0:00:09.910102, arrival_time=2021-04-15 01:42:54.040809, cost_time=0:00:32.315514 2021-04-15 01:42:46,267 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.36ms, fps=1199 images/s, loss=0.5665, top1-acc=82.65%, top5-acc=98.10%, remaining_time=0:00:07.751736, arrival_time=2021-04-15 01:42:54.018986, cost_time=0:00:34.452159 2021-04-15 01:42:48,404 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.57ms, fps=1198 images/s, loss=0.5703, top1-acc=82.49%, top5-acc=98.05%, remaining_time=0:00:05.595954, arrival_time=2021-04-15 01:42:54.000121, cost_time=0:00:36.589002 2021-04-15 01:42:50,543 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.37ms, fps=1197 images/s, loss=0.5749, top1-acc=82.36%, top5-acc=98.04%, remaining_time=0:00:03.442528, arrival_time=2021-04-15 01:42:53.986116, cost_time=0:00:38.728492 2021-04-15 01:42:52,680 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.40ms, fps=1198 images/s, loss=0.5799, top1-acc=82.20%, top5-acc=98.01%, remaining_time=0:00:01.290498, arrival_time=2021-04-15 01:42:53.971302, cost_time=0:00:40.865715 2021-04-15 01:42:53,842 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.37ms, fps=1172 images/s, loss=0.5832, top1-acc=82.14%, top5-acc=97.98%, remaining_time=0:00:00, arrival_time=2021-04-15 01:42:53.842077, cost_time=0:00:42.026908 2021-04-15 01:42:54,810 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=2.14ms, fps=2649 images/s, loss=1.4825, top1-acc=61.91%, top5-acc=86.99%, remaining_time=0:00:02.898780, arrival_time=2021-04-15 01:42:57.709155, cost_time=0:00:00.966258 2021-04-15 01:42:55,663 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.47ms, fps=3001 images/s, loss=1.4666, top1-acc=61.97%, top5-acc=87.13%, remaining_time=0:00:01.819600, arrival_time=2021-04-15 01:42:57.483304, cost_time=0:00:01.819593 2021-04-15 01:42:56,517 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.24ms, fps=2998 images/s, loss=1.4655, top1-acc=62.04%, top5-acc=86.97%, remaining_time=0:00:00.891240, arrival_time=2021-04-15 01:42:57.409111, cost_time=0:00:02.673716 2021-04-15 01:42:57,305 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.12ms, fps=2946 images/s, loss=1.4419, top1-acc=62.07%, top5-acc=87.20%, remaining_time=0:00:00, arrival_time=2021-04-15 01:42:57.305945, cost_time=0:00:03.461862 2021-04-15 01:42:57,661 INFO : Epoch=0071 complete, best val top1-acc=64.00%, top5-acc=88.97% (epoch=62), remaining_time=1:38:58.291443, arrival_time=2021-04-15 03:21:55.952665, cost_time=0:54:28.361981 2021-04-15 01:42:57,662 INFO : Train start, epoch=0072, lr=0.071997 2021-04-15 01:42:59,981 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.49ms, fps=1104 images/s, loss=0.5290, top1-acc=83.98%, top5-acc=98.32%, remaining_time=0:00:43.130796, arrival_time=2021-04-15 01:43:43.112304, cost_time=0:00:02.318856 2021-04-15 01:43:02,121 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.44ms, fps=1197 images/s, loss=0.5238, top1-acc=84.22%, top5-acc=98.40%, remaining_time=0:00:39.237616, arrival_time=2021-04-15 01:43:41.359270, cost_time=0:00:04.458816 2021-04-15 01:43:04,270 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.41ms, fps=1192 images/s, loss=0.5357, top1-acc=83.63%, top5-acc=98.36%, remaining_time=0:00:36.561998, arrival_time=2021-04-15 01:43:40.832257, cost_time=0:00:06.607588 2021-04-15 01:43:06,415 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.86ms, fps=1194 images/s, loss=0.5333, top1-acc=83.62%, top5-acc=98.36%, remaining_time=0:00:34.134048, arrival_time=2021-04-15 01:43:40.549060, cost_time=0:00:08.752333 2021-04-15 01:43:08,556 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.48ms, fps=1196 images/s, loss=0.5290, top1-acc=83.73%, top5-acc=98.40%, remaining_time=0:00:31.809166, arrival_time=2021-04-15 01:43:40.365275, cost_time=0:00:10.893553 2021-04-15 01:43:10,697 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.32ms, fps=1196 images/s, loss=0.5265, top1-acc=83.73%, top5-acc=98.42%, remaining_time=0:00:29.545320, arrival_time=2021-04-15 01:43:40.242696, cost_time=0:00:13.034708 2021-04-15 01:43:12,835 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.48ms, fps=1198 images/s, loss=0.5310, top1-acc=83.54%, top5-acc=98.38%, remaining_time=0:00:27.310374, arrival_time=2021-04-15 01:43:40.145439, cost_time=0:00:15.172404 2021-04-15 01:43:14,976 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.48ms, fps=1196 images/s, loss=0.5296, top1-acc=83.56%, top5-acc=98.40%, remaining_time=0:00:25.105764, arrival_time=2021-04-15 01:43:40.082685, cost_time=0:00:17.314349 2021-04-15 01:43:17,118 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.54ms, fps=1196 images/s, loss=0.5326, top1-acc=83.51%, top5-acc=98.37%, remaining_time=0:00:22.914656, arrival_time=2021-04-15 01:43:40.033126, cost_time=0:00:19.455802 2021-04-15 01:43:19,252 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.53ms, fps=1200 images/s, loss=0.5335, top1-acc=83.49%, top5-acc=98.38%, remaining_time=0:00:20.726208, arrival_time=2021-04-15 01:43:39.978564, cost_time=0:00:21.589787 2021-04-15 01:43:21,387 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.48ms, fps=1199 images/s, loss=0.5399, top1-acc=83.24%, top5-acc=98.36%, remaining_time=0:00:18.548652, arrival_time=2021-04-15 01:43:39.936379, cost_time=0:00:23.725067 2021-04-15 01:43:23,528 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.55ms, fps=1196 images/s, loss=0.5437, top1-acc=83.13%, top5-acc=98.31%, remaining_time=0:00:16.381952, arrival_time=2021-04-15 01:43:39.910807, cost_time=0:00:25.866270 2021-04-15 01:43:25,676 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.42ms, fps=1192 images/s, loss=0.5455, top1-acc=83.13%, top5-acc=98.32%, remaining_time=0:00:14.222604, arrival_time=2021-04-15 01:43:39.899428, cost_time=0:00:28.014252 2021-04-15 01:43:27,819 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.62ms, fps=1195 images/s, loss=0.5510, top1-acc=82.96%, top5-acc=98.28%, remaining_time=0:00:12.062680, arrival_time=2021-04-15 01:43:39.882071, cost_time=0:00:30.156724 2021-04-15 01:43:29,963 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.46ms, fps=1194 images/s, loss=0.5537, top1-acc=82.87%, top5-acc=98.26%, remaining_time=0:00:09.905502, arrival_time=2021-04-15 01:43:39.868683, cost_time=0:00:32.300566 2021-04-15 01:43:32,103 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.54ms, fps=1197 images/s, loss=0.5579, top1-acc=82.75%, top5-acc=98.19%, remaining_time=0:00:07.749108, arrival_time=2021-04-15 01:43:39.852230, cost_time=0:00:34.440555 2021-04-15 01:43:34,240 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.39ms, fps=1198 images/s, loss=0.5609, top1-acc=82.63%, top5-acc=98.17%, remaining_time=0:00:05.594212, arrival_time=2021-04-15 01:43:39.834541, cost_time=0:00:36.577601 2021-04-15 01:43:36,376 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.47ms, fps=1199 images/s, loss=0.5655, top1-acc=82.47%, top5-acc=98.12%, remaining_time=0:00:03.441232, arrival_time=2021-04-15 01:43:39.817628, cost_time=0:00:38.713826 2021-04-15 01:43:38,513 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.21ms, fps=1198 images/s, loss=0.5681, top1-acc=82.38%, top5-acc=98.12%, remaining_time=0:00:01.290042, arrival_time=2021-04-15 01:43:39.803894, cost_time=0:00:40.851287 2021-04-15 01:43:39,675 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.24ms, fps=1171 images/s, loss=0.5696, top1-acc=82.36%, top5-acc=98.10%, remaining_time=0:00:00, arrival_time=2021-04-15 01:43:39.675117, cost_time=0:00:42.012554 2021-04-15 01:43:40,648 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=2.36ms, fps=2634 images/s, loss=1.4585, top1-acc=61.05%, top5-acc=87.15%, remaining_time=0:00:02.915580, arrival_time=2021-04-15 01:43:43.564478, cost_time=0:00:00.971858 2021-04-15 01:43:41,501 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.29ms, fps=3004 images/s, loss=1.4666, top1-acc=61.46%, top5-acc=86.74%, remaining_time=0:00:01.824520, arrival_time=2021-04-15 01:43:43.326117, cost_time=0:00:01.824529 2021-04-15 01:43:42,357 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.53ms, fps=2992 images/s, loss=1.4487, top1-acc=61.59%, top5-acc=87.11%, remaining_time=0:00:00.893490, arrival_time=2021-04-15 01:43:43.250979, cost_time=0:00:02.680470 2021-04-15 01:43:43,140 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.08ms, fps=2964 images/s, loss=1.4311, top1-acc=61.52%, top5-acc=87.22%, remaining_time=0:00:00, arrival_time=2021-04-15 01:43:43.140655, cost_time=0:00:03.463671 2021-04-15 01:43:43,494 INFO : Epoch=0072 complete, best val top1-acc=64.00%, top5-acc=88.97% (epoch=62), remaining_time=1:38:11.902080, arrival_time=2021-04-15 03:21:55.396228, cost_time=0:55:14.194908 2021-04-15 01:43:43,495 INFO : Train start, epoch=0073, lr=0.071289 2021-04-15 01:43:45,848 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.39ms, fps=1088 images/s, loss=0.4956, top1-acc=85.55%, top5-acc=98.63%, remaining_time=0:00:43.770450, arrival_time=2021-04-15 01:44:29.619273, cost_time=0:00:02.353248 2021-04-15 01:43:47,995 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.45ms, fps=1193 images/s, loss=0.4961, top1-acc=85.23%, top5-acc=98.71%, remaining_time=0:00:39.598240, arrival_time=2021-04-15 01:44:27.593702, cost_time=0:00:04.499796 2021-04-15 01:43:50,139 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.43ms, fps=1194 images/s, loss=0.5009, top1-acc=85.03%, top5-acc=98.78%, remaining_time=0:00:36.764020, arrival_time=2021-04-15 01:44:26.903852, cost_time=0:00:06.644095 2021-04-15 01:43:52,280 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.86ms, fps=1197 images/s, loss=0.5118, top1-acc=84.36%, top5-acc=98.68%, remaining_time=0:00:34.258536, arrival_time=2021-04-15 01:44:26.538460, cost_time=0:00:08.784238 2021-04-15 01:43:54,419 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.53ms, fps=1197 images/s, loss=0.5118, top1-acc=84.42%, top5-acc=98.67%, remaining_time=0:00:31.897204, arrival_time=2021-04-15 01:44:26.316616, cost_time=0:00:10.923696 2021-04-15 01:43:56,550 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.44ms, fps=1202 images/s, loss=0.5074, top1-acc=84.50%, top5-acc=98.68%, remaining_time=0:00:29.591288, arrival_time=2021-04-15 01:44:26.141866, cost_time=0:00:13.054989 2021-04-15 01:43:58,685 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.5063, top1-acc=84.39%, top5-acc=98.68%, remaining_time=0:00:27.341496, arrival_time=2021-04-15 01:44:26.026888, cost_time=0:00:15.189725 2021-04-15 01:44:00,814 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.45ms, fps=1203 images/s, loss=0.5078, top1-acc=84.39%, top5-acc=98.67%, remaining_time=0:00:25.112724, arrival_time=2021-04-15 01:44:25.927506, cost_time=0:00:17.319118 2021-04-15 01:44:02,945 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.5109, top1-acc=84.32%, top5-acc=98.65%, remaining_time=0:00:22.907236, arrival_time=2021-04-15 01:44:25.852365, cost_time=0:00:19.449554 2021-04-15 01:44:05,079 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.60ms, fps=1200 images/s, loss=0.5135, top1-acc=84.27%, top5-acc=98.67%, remaining_time=0:00:20.719968, arrival_time=2021-04-15 01:44:25.798891, cost_time=0:00:21.583268 2021-04-15 01:44:07,217 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.86ms, fps=1198 images/s, loss=0.5167, top1-acc=84.16%, top5-acc=98.63%, remaining_time=0:00:18.545986, arrival_time=2021-04-15 01:44:25.763191, cost_time=0:00:23.721618 2021-04-15 01:44:09,356 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.61ms, fps=1197 images/s, loss=0.5215, top1-acc=83.96%, top5-acc=98.59%, remaining_time=0:00:16.378608, arrival_time=2021-04-15 01:44:25.735278, cost_time=0:00:25.860978 2021-04-15 01:44:11,495 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.40ms, fps=1197 images/s, loss=0.5247, top1-acc=83.82%, top5-acc=98.53%, remaining_time=0:00:14.215146, arrival_time=2021-04-15 01:44:25.710259, cost_time=0:00:27.999527 2021-04-15 01:44:13,630 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.5298, top1-acc=83.64%, top5-acc=98.48%, remaining_time=0:00:12.054112, arrival_time=2021-04-15 01:44:25.684987, cost_time=0:00:30.135305 2021-04-15 01:44:15,773 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.29ms, fps=1195 images/s, loss=0.5330, top1-acc=83.56%, top5-acc=98.43%, remaining_time=0:00:09.898464, arrival_time=2021-04-15 01:44:25.671717, cost_time=0:00:32.277598 2021-04-15 01:44:17,909 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.33ms, fps=1199 images/s, loss=0.5392, top1-acc=83.36%, top5-acc=98.38%, remaining_time=0:00:07.743060, arrival_time=2021-04-15 01:44:25.652292, cost_time=0:00:34.413652 2021-04-15 01:44:20,051 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.56ms, fps=1195 images/s, loss=0.5433, top1-acc=83.27%, top5-acc=98.35%, remaining_time=0:00:05.590884, arrival_time=2021-04-15 01:44:25.642259, cost_time=0:00:36.555767 2021-04-15 01:44:22,192 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.48ms, fps=1196 images/s, loss=0.5467, top1-acc=83.18%, top5-acc=98.30%, remaining_time=0:00:03.439696, arrival_time=2021-04-15 01:44:25.631961, cost_time=0:00:38.696532 2021-04-15 01:44:24,327 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.62ms, fps=1199 images/s, loss=0.5526, top1-acc=82.99%, top5-acc=98.24%, remaining_time=0:00:01.289430, arrival_time=2021-04-15 01:44:25.616886, cost_time=0:00:40.831887 2021-04-15 01:44:25,497 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.62ms, fps=1163 images/s, loss=0.5533, top1-acc=82.92%, top5-acc=98.23%, remaining_time=0:00:00, arrival_time=2021-04-15 01:44:25.497109, cost_time=0:00:42.001542 2021-04-15 01:44:26,492 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=0.21ms, fps=2578 images/s, loss=1.5034, top1-acc=61.56%, top5-acc=86.87%, remaining_time=0:00:02.979510, arrival_time=2021-04-15 01:44:29.471675, cost_time=0:00:00.993172 2021-04-15 01:44:27,347 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.35ms, fps=2993 images/s, loss=1.4321, top1-acc=62.56%, top5-acc=87.70%, remaining_time=0:00:01.848920, arrival_time=2021-04-15 01:44:29.196817, cost_time=0:00:01.848910 2021-04-15 01:44:28,203 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.42ms, fps=2995 images/s, loss=1.4243, top1-acc=62.50%, top5-acc=87.96%, remaining_time=0:00:00.901330, arrival_time=2021-04-15 01:44:29.104400, cost_time=0:00:02.704004 2021-04-15 01:44:28,985 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.08ms, fps=2968 images/s, loss=1.4163, top1-acc=62.84%, top5-acc=87.83%, remaining_time=0:00:00, arrival_time=2021-04-15 01:44:28.985159, cost_time=0:00:03.486162 2021-04-15 01:44:29,356 INFO : Epoch=0073 complete, best val top1-acc=64.00%, top5-acc=88.97% (epoch=62), remaining_time=1:37:25.579368, arrival_time=2021-04-15 03:21:54.936055, cost_time=0:56:00.057420 2021-04-15 01:44:29,358 INFO : Train start, epoch=0074, lr=0.070576 2021-04-15 01:44:31,719 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.44ms, fps=1084 images/s, loss=0.4793, top1-acc=85.04%, top5-acc=98.98%, remaining_time=0:00:43.906602, arrival_time=2021-04-15 01:45:15.625936, cost_time=0:00:02.360574 2021-04-15 01:44:33,879 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.46ms, fps=1185 images/s, loss=0.4726, top1-acc=85.39%, top5-acc=98.73%, remaining_time=0:00:39.786736, arrival_time=2021-04-15 01:45:13.666663, cost_time=0:00:04.521224 2021-04-15 01:44:36,015 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.4639, top1-acc=85.83%, top5-acc=98.82%, remaining_time=0:00:36.832910, arrival_time=2021-04-15 01:45:12.848177, cost_time=0:00:06.656557 2021-04-15 01:44:38,156 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.91ms, fps=1196 images/s, loss=0.4663, top1-acc=85.52%, top5-acc=98.74%, remaining_time=0:00:34.310640, arrival_time=2021-04-15 01:45:12.467057, cost_time=0:00:08.797596 2021-04-15 01:44:40,305 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.34ms, fps=1192 images/s, loss=0.4653, top1-acc=85.62%, top5-acc=98.72%, remaining_time=0:00:31.964656, arrival_time=2021-04-15 01:45:12.270340, cost_time=0:00:10.946809 2021-04-15 01:44:42,459 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.43ms, fps=1189 images/s, loss=0.4705, top1-acc=85.44%, top5-acc=98.72%, remaining_time=0:00:29.694648, arrival_time=2021-04-15 01:45:12.154004, cost_time=0:00:13.100551 2021-04-15 01:44:44,604 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.68ms, fps=1194 images/s, loss=0.4744, top1-acc=85.36%, top5-acc=98.71%, remaining_time=0:00:27.441414, arrival_time=2021-04-15 01:45:12.045497, cost_time=0:00:15.245212 2021-04-15 01:44:46,744 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.54ms, fps=1196 images/s, loss=0.4794, top1-acc=85.05%, top5-acc=98.69%, remaining_time=0:00:25.209700, arrival_time=2021-04-15 01:45:11.954491, cost_time=0:00:17.385980 2021-04-15 01:44:48,880 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.40ms, fps=1199 images/s, loss=0.4871, top1-acc=84.74%, top5-acc=98.65%, remaining_time=0:00:22.992248, arrival_time=2021-04-15 01:45:11.872797, cost_time=0:00:19.521743 2021-04-15 01:44:51,016 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.44ms, fps=1199 images/s, loss=0.4943, top1-acc=84.62%, top5-acc=98.61%, remaining_time=0:00:20.791392, arrival_time=2021-04-15 01:45:11.807942, cost_time=0:00:21.657726 2021-04-15 01:44:53,155 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.45ms, fps=1197 images/s, loss=0.4998, top1-acc=84.46%, top5-acc=98.57%, remaining_time=0:00:18.604294, arrival_time=2021-04-15 01:45:11.759306, cost_time=0:00:23.796187 2021-04-15 01:44:55,290 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.5051, top1-acc=84.27%, top5-acc=98.53%, remaining_time=0:00:16.423220, arrival_time=2021-04-15 01:45:11.713313, cost_time=0:00:25.931385 2021-04-15 01:44:57,430 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.39ms, fps=1196 images/s, loss=0.5082, top1-acc=84.18%, top5-acc=98.48%, remaining_time=0:00:14.251710, arrival_time=2021-04-15 01:45:11.682019, cost_time=0:00:28.071516 2021-04-15 01:44:59,564 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.80ms, fps=1200 images/s, loss=0.5153, top1-acc=83.99%, top5-acc=98.43%, remaining_time=0:00:12.082392, arrival_time=2021-04-15 01:45:11.647175, cost_time=0:00:30.206004 2021-04-15 01:45:01,701 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.5202, top1-acc=83.90%, top5-acc=98.36%, remaining_time=0:00:09.918428, arrival_time=2021-04-15 01:45:11.619896, cost_time=0:00:32.342734 2021-04-15 01:45:03,839 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.5246, top1-acc=83.76%, top5-acc=98.34%, remaining_time=0:00:07.758072, arrival_time=2021-04-15 01:45:11.597218, cost_time=0:00:34.480275 2021-04-15 01:45:05,983 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.37ms, fps=1194 images/s, loss=0.5290, top1-acc=83.60%, top5-acc=98.33%, remaining_time=0:00:05.601388, arrival_time=2021-04-15 01:45:11.584502, cost_time=0:00:36.624381 2021-04-15 01:45:08,132 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.65ms, fps=1192 images/s, loss=0.5349, top1-acc=83.45%, top5-acc=98.30%, remaining_time=0:00:03.446512, arrival_time=2021-04-15 01:45:11.578573, cost_time=0:00:38.773348 2021-04-15 01:45:10,273 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.67ms, fps=1196 images/s, loss=0.5397, top1-acc=83.32%, top5-acc=98.25%, remaining_time=0:00:01.292040, arrival_time=2021-04-15 01:45:11.565438, cost_time=0:00:40.914620 2021-04-15 01:45:11,433 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.41ms, fps=1173 images/s, loss=0.5422, top1-acc=83.25%, top5-acc=98.24%, remaining_time=0:00:00, arrival_time=2021-04-15 01:45:11.433210, cost_time=0:00:42.074500 2021-04-15 01:45:12,399 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=1.55ms, fps=2656 images/s, loss=1.3829, top1-acc=62.54%, top5-acc=88.20%, remaining_time=0:00:02.891070, arrival_time=2021-04-15 01:45:15.290574, cost_time=0:00:00.963687 2021-04-15 01:45:13,252 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.52ms, fps=3003 images/s, loss=1.3755, top1-acc=62.58%, top5-acc=88.71%, remaining_time=0:00:01.816360, arrival_time=2021-04-15 01:45:15.068540, cost_time=0:00:01.816350 2021-04-15 01:45:14,109 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.43ms, fps=2988 images/s, loss=1.3550, top1-acc=63.42%, top5-acc=88.57%, remaining_time=0:00:00.891200, arrival_time=2021-04-15 01:45:15.000623, cost_time=0:00:02.673599 2021-04-15 01:45:14,892 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.08ms, fps=2965 images/s, loss=1.4076, top1-acc=62.91%, top5-acc=88.30%, remaining_time=0:00:00, arrival_time=2021-04-15 01:45:14.892256, cost_time=0:00:03.456460 2021-04-15 01:45:15,241 INFO : Epoch=0074 complete, best val top1-acc=64.00%, top5-acc=88.97% (epoch=62), remaining_time=1:36:39.306240, arrival_time=2021-04-15 03:21:54.547239, cost_time=0:56:45.941755 2021-04-15 01:45:15,242 INFO : Train start, epoch=0075, lr=0.069857 2021-04-15 01:45:17,589 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.35ms, fps=1091 images/s, loss=0.5234, top1-acc=84.18%, top5-acc=98.48%, remaining_time=0:00:43.643784, arrival_time=2021-04-15 01:46:01.232710, cost_time=0:00:02.346445 2021-04-15 01:45:19,729 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.76ms, fps=1196 images/s, loss=0.5052, top1-acc=84.63%, top5-acc=98.57%, remaining_time=0:00:39.487712, arrival_time=2021-04-15 01:45:59.217369, cost_time=0:00:04.487245 2021-04-15 01:45:21,872 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.35ms, fps=1195 images/s, loss=0.5067, top1-acc=84.40%, top5-acc=98.54%, remaining_time=0:00:36.684838, arrival_time=2021-04-15 01:45:58.557060, cost_time=0:00:06.629792 2021-04-15 01:45:24,014 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.32ms, fps=1196 images/s, loss=0.5131, top1-acc=84.34%, top5-acc=98.48%, remaining_time=0:00:34.210020, arrival_time=2021-04-15 01:45:58.224310, cost_time=0:00:08.771797 2021-04-15 01:45:26,152 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.46ms, fps=1198 images/s, loss=0.5071, top1-acc=84.57%, top5-acc=98.52%, remaining_time=0:00:31.857930, arrival_time=2021-04-15 01:45:58.010714, cost_time=0:00:10.910257 2021-04-15 01:45:28,287 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.5079, top1-acc=84.49%, top5-acc=98.52%, remaining_time=0:00:29.567760, arrival_time=2021-04-15 01:45:57.854689, cost_time=0:00:13.044570 2021-04-15 01:45:30,431 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.42ms, fps=1194 images/s, loss=0.5104, top1-acc=84.49%, top5-acc=98.51%, remaining_time=0:00:27.340236, arrival_time=2021-04-15 01:45:57.771642, cost_time=0:00:15.188985 2021-04-15 01:45:32,569 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.45ms, fps=1198 images/s, loss=0.5099, top1-acc=84.47%, top5-acc=98.54%, remaining_time=0:00:25.123976, arrival_time=2021-04-15 01:45:57.693325, cost_time=0:00:17.326917 2021-04-15 01:45:34,704 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.55ms, fps=1199 images/s, loss=0.5127, top1-acc=84.39%, top5-acc=98.51%, remaining_time=0:00:22.922394, arrival_time=2021-04-15 01:45:57.627169, cost_time=0:00:19.462444 2021-04-15 01:45:36,851 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.84ms, fps=1193 images/s, loss=0.5146, top1-acc=84.28%, top5-acc=98.50%, remaining_time=0:00:20.744928, arrival_time=2021-04-15 01:45:57.596663, cost_time=0:00:21.609321 2021-04-15 01:45:38,990 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.65ms, fps=1197 images/s, loss=0.5164, top1-acc=84.22%, top5-acc=98.47%, remaining_time=0:00:18.566712, arrival_time=2021-04-15 01:45:57.557220, cost_time=0:00:23.748167 2021-04-15 01:45:41,126 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.40ms, fps=1199 images/s, loss=0.5180, top1-acc=84.10%, top5-acc=98.48%, remaining_time=0:00:16.393428, arrival_time=2021-04-15 01:45:57.520169, cost_time=0:00:25.884360 2021-04-15 01:45:43,271 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.32ms, fps=1194 images/s, loss=0.5227, top1-acc=83.86%, top5-acc=98.45%, remaining_time=0:00:14.229996, arrival_time=2021-04-15 01:45:57.501092, cost_time=0:00:28.028737 2021-04-15 01:45:45,414 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=2.54ms, fps=1195 images/s, loss=0.5256, top1-acc=83.74%, top5-acc=98.43%, remaining_time=0:00:12.068896, arrival_time=2021-04-15 01:45:57.483477, cost_time=0:00:30.172246 2021-04-15 01:45:47,552 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.67ms, fps=1198 images/s, loss=0.5276, top1-acc=83.71%, top5-acc=98.39%, remaining_time=0:00:09.908492, arrival_time=2021-04-15 01:45:57.461148, cost_time=0:00:32.310235 2021-04-15 01:45:49,694 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.38ms, fps=1196 images/s, loss=0.5328, top1-acc=83.56%, top5-acc=98.35%, remaining_time=0:00:07.751628, arrival_time=2021-04-15 01:45:57.445619, cost_time=0:00:34.451647 2021-04-15 01:45:51,829 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.5376, top1-acc=83.40%, top5-acc=98.32%, remaining_time=0:00:05.595720, arrival_time=2021-04-15 01:45:57.425461, cost_time=0:00:36.587416 2021-04-15 01:45:53,967 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.51ms, fps=1198 images/s, loss=0.5422, top1-acc=83.26%, top5-acc=98.30%, remaining_time=0:00:03.442256, arrival_time=2021-04-15 01:45:57.410058, cost_time=0:00:38.725388 2021-04-15 01:45:56,106 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.22ms, fps=1197 images/s, loss=0.5467, top1-acc=83.13%, top5-acc=98.27%, remaining_time=0:00:01.290438, arrival_time=2021-04-15 01:45:57.396648, cost_time=0:00:40.863864 2021-04-15 01:45:57,265 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.38ms, fps=1173 images/s, loss=0.5500, top1-acc=83.04%, top5-acc=98.25%, remaining_time=0:00:00, arrival_time=2021-04-15 01:45:57.265728, cost_time=0:00:42.023399 2021-04-15 01:45:58,242 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=2.25ms, fps=2626 images/s, loss=1.5212, top1-acc=61.09%, top5-acc=86.17%, remaining_time=0:00:02.924490, arrival_time=2021-04-15 01:46:01.166975, cost_time=0:00:00.974829 2021-04-15 01:45:59,095 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.25ms, fps=3002 images/s, loss=1.5201, top1-acc=61.19%, top5-acc=86.39%, remaining_time=0:00:01.828040, arrival_time=2021-04-15 01:46:00.923738, cost_time=0:00:01.828037 2021-04-15 01:45:59,950 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.36ms, fps=2997 images/s, loss=1.4975, top1-acc=61.50%, top5-acc=86.68%, remaining_time=0:00:00.894210, arrival_time=2021-04-15 01:46:00.844498, cost_time=0:00:02.682631 2021-04-15 01:46:00,733 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.08ms, fps=2962 images/s, loss=1.4833, top1-acc=61.67%, top5-acc=86.90%, remaining_time=0:00:00, arrival_time=2021-04-15 01:46:00.733870, cost_time=0:00:03.466174 2021-04-15 01:46:01,079 INFO : Epoch=0075 complete, best val top1-acc=64.00%, top5-acc=88.97% (epoch=62), remaining_time=1:35:52.967625, arrival_time=2021-04-15 03:21:54.047438, cost_time=0:57:31.780543 2021-04-15 01:46:01,081 INFO : Train start, epoch=0076, lr=0.069134 2021-04-15 01:46:03,426 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.37ms, fps=1092 images/s, loss=0.5205, top1-acc=82.93%, top5-acc=98.40%, remaining_time=0:00:43.612536, arrival_time=2021-04-15 01:46:47.038677, cost_time=0:00:02.344760 2021-04-15 01:46:05,564 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.34ms, fps=1198 images/s, loss=0.5106, top1-acc=83.87%, top5-acc=98.59%, remaining_time=0:00:39.447936, arrival_time=2021-04-15 01:46:45.012135, cost_time=0:00:04.482728 2021-04-15 01:46:07,702 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.89ms, fps=1198 images/s, loss=0.5092, top1-acc=84.34%, top5-acc=98.44%, remaining_time=0:00:36.634872, arrival_time=2021-04-15 01:46:44.337059, cost_time=0:00:06.620772 2021-04-15 01:46:09,837 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.40ms, fps=1199 images/s, loss=0.5040, top1-acc=84.56%, top5-acc=98.52%, remaining_time=0:00:34.147932, arrival_time=2021-04-15 01:46:43.985261, cost_time=0:00:08.755880 2021-04-15 01:46:11,971 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.5035, top1-acc=84.44%, top5-acc=98.55%, remaining_time=0:00:31.798362, arrival_time=2021-04-15 01:46:43.769552, cost_time=0:00:10.889858 2021-04-15 01:46:14,106 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.4974, top1-acc=84.63%, top5-acc=98.67%, remaining_time=0:00:29.522336, arrival_time=2021-04-15 01:46:43.628363, cost_time=0:00:13.024588 2021-04-15 01:46:16,244 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.53ms, fps=1198 images/s, loss=0.4985, top1-acc=84.59%, top5-acc=98.67%, remaining_time=0:00:27.293616, arrival_time=2021-04-15 01:46:43.538132, cost_time=0:00:15.163133 2021-04-15 01:46:18,375 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.4955, top1-acc=84.77%, top5-acc=98.71%, remaining_time=0:00:25.076300, arrival_time=2021-04-15 01:46:43.451602, cost_time=0:00:17.293963 2021-04-15 01:46:20,510 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.49ms, fps=1200 images/s, loss=0.4964, top1-acc=84.70%, top5-acc=98.72%, remaining_time=0:00:22.882538, arrival_time=2021-04-15 01:46:43.392518, cost_time=0:00:19.428570 2021-04-15 01:46:22,641 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.4978, top1-acc=84.64%, top5-acc=98.70%, remaining_time=0:00:20.697792, arrival_time=2021-04-15 01:46:43.339305, cost_time=0:00:21.560211 2021-04-15 01:46:24,779 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.33ms, fps=1198 images/s, loss=0.5011, top1-acc=84.51%, top5-acc=98.68%, remaining_time=0:00:18.527496, arrival_time=2021-04-15 01:46:43.306916, cost_time=0:00:23.698000 2021-04-15 01:46:26,948 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.49ms, fps=1181 images/s, loss=0.5061, top1-acc=84.35%, top5-acc=98.63%, remaining_time=0:00:16.382484, arrival_time=2021-04-15 01:46:43.330916, cost_time=0:00:25.867044 2021-04-15 01:46:29,095 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.86ms, fps=1193 images/s, loss=0.5087, top1-acc=84.28%, top5-acc=98.57%, remaining_time=0:00:14.222670, arrival_time=2021-04-15 01:46:43.318385, cost_time=0:00:28.014318 2021-04-15 01:46:31,244 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.46ms, fps=1192 images/s, loss=0.5137, top1-acc=84.13%, top5-acc=98.55%, remaining_time=0:00:12.065312, arrival_time=2021-04-15 01:46:43.310052, cost_time=0:00:30.163345 2021-04-15 01:46:33,382 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.43ms, fps=1198 images/s, loss=0.5185, top1-acc=84.01%, top5-acc=98.54%, remaining_time=0:00:09.905594, arrival_time=2021-04-15 01:46:43.287758, cost_time=0:00:32.300778 2021-04-15 01:46:35,528 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.52ms, fps=1193 images/s, loss=0.5220, top1-acc=83.92%, top5-acc=98.50%, remaining_time=0:00:07.750656, arrival_time=2021-04-15 01:46:43.279440, cost_time=0:00:34.447396 2021-04-15 01:46:37,666 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.39ms, fps=1198 images/s, loss=0.5246, top1-acc=83.85%, top5-acc=98.49%, remaining_time=0:00:05.595408, arrival_time=2021-04-15 01:46:43.262142, cost_time=0:00:36.585333 2021-04-15 01:46:39,809 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.64ms, fps=1195 images/s, loss=0.5272, top1-acc=83.77%, top5-acc=98.47%, remaining_time=0:00:03.442480, arrival_time=2021-04-15 01:46:43.251661, cost_time=0:00:38.727872 2021-04-15 01:46:41,950 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.35ms, fps=1196 images/s, loss=0.5307, top1-acc=83.64%, top5-acc=98.45%, remaining_time=0:00:01.290594, arrival_time=2021-04-15 01:46:43.240769, cost_time=0:00:40.868795 2021-04-15 01:46:43,111 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.21ms, fps=1172 images/s, loss=0.5335, top1-acc=83.54%, top5-acc=98.42%, remaining_time=0:00:00, arrival_time=2021-04-15 01:46:43.110954, cost_time=0:00:42.029620 2021-04-15 01:46:44,090 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=1.33ms, fps=2622 images/s, loss=1.2864, top1-acc=64.53%, top5-acc=90.20%, remaining_time=0:00:02.929080, arrival_time=2021-04-15 01:46:47.019260, cost_time=0:00:00.976360 2021-04-15 01:46:44,946 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.35ms, fps=2993 images/s, loss=1.2841, top1-acc=65.08%, top5-acc=89.92%, remaining_time=0:00:01.832040, arrival_time=2021-04-15 01:46:46.777982, cost_time=0:00:01.832040 2021-04-15 01:46:45,799 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.46ms, fps=3001 images/s, loss=1.3089, top1-acc=64.58%, top5-acc=89.21%, remaining_time=0:00:00.895170, arrival_time=2021-04-15 01:46:46.694525, cost_time=0:00:02.685519 2021-04-15 01:46:46,581 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.09ms, fps=2970 images/s, loss=1.3151, top1-acc=64.86%, top5-acc=89.04%, remaining_time=0:00:00, arrival_time=2021-04-15 01:46:46.580963, cost_time=0:00:03.467172 2021-04-15 01:46:47,194 INFO : Epoch=0076 complete, best val top1-acc=64.86%, top5-acc=89.04% (epoch=76), remaining_time=1:35:07.092188, arrival_time=2021-04-15 03:21:54.286668, cost_time=0:58:17.895235 2021-04-15 01:46:47,195 INFO : Train start, epoch=0077, lr=0.068406 2021-04-15 01:46:49,519 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.57ms, fps=1102 images/s, loss=0.5087, top1-acc=84.80%, top5-acc=98.55%, remaining_time=0:00:43.209102, arrival_time=2021-04-15 01:47:32.728157, cost_time=0:00:02.323074 2021-04-15 01:46:51,658 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.42ms, fps=1197 images/s, loss=0.4877, top1-acc=85.25%, top5-acc=98.69%, remaining_time=0:00:39.270528, arrival_time=2021-04-15 01:47:30.929067, cost_time=0:00:04.462552 2021-04-15 01:46:53,801 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.42ms, fps=1195 images/s, loss=0.4762, top1-acc=85.39%, top5-acc=98.85%, remaining_time=0:00:36.548054, arrival_time=2021-04-15 01:47:30.349180, cost_time=0:00:06.605068 2021-04-15 01:46:55,940 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.48ms, fps=1197 images/s, loss=0.4744, top1-acc=85.32%, top5-acc=98.84%, remaining_time=0:00:34.103940, arrival_time=2021-04-15 01:47:30.044611, cost_time=0:00:08.744600 2021-04-15 01:46:58,082 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.58ms, fps=1196 images/s, loss=0.4794, top1-acc=85.16%, top5-acc=98.83%, remaining_time=0:00:31.787558, arrival_time=2021-04-15 01:47:29.869649, cost_time=0:00:10.886164 2021-04-15 01:47:00,226 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=5.50ms, fps=1194 images/s, loss=0.4785, top1-acc=85.26%, top5-acc=98.79%, remaining_time=0:00:29.535528, arrival_time=2021-04-15 01:47:29.761862, cost_time=0:00:13.030355 2021-04-15 01:47:02,359 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.30ms, fps=1201 images/s, loss=0.4804, top1-acc=85.16%, top5-acc=98.81%, remaining_time=0:00:27.294120, arrival_time=2021-04-15 01:47:29.653497, cost_time=0:00:15.163377 2021-04-15 01:47:04,499 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.42ms, fps=1196 images/s, loss=0.4808, top1-acc=85.17%, top5-acc=98.80%, remaining_time=0:00:25.090452, arrival_time=2021-04-15 01:47:29.590146, cost_time=0:00:17.303790 2021-04-15 01:47:06,662 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.46ms, fps=1184 images/s, loss=0.4886, top1-acc=84.86%, top5-acc=98.77%, remaining_time=0:00:22.927270, arrival_time=2021-04-15 01:47:29.589792, cost_time=0:00:19.466533 2021-04-15 01:47:08,809 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.51ms, fps=1193 images/s, loss=0.4938, top1-acc=84.70%, top5-acc=98.70%, remaining_time=0:00:20.748960, arrival_time=2021-04-15 01:47:29.558513, cost_time=0:00:21.613536 2021-04-15 01:47:10,948 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.38ms, fps=1197 images/s, loss=0.4978, top1-acc=84.52%, top5-acc=98.68%, remaining_time=0:00:18.569894, arrival_time=2021-04-15 01:47:29.518063, cost_time=0:00:23.752189 2021-04-15 01:47:13,084 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.35ms, fps=1199 images/s, loss=0.5035, top1-acc=84.35%, top5-acc=98.65%, remaining_time=0:00:16.396088, arrival_time=2021-04-15 01:47:29.480671, cost_time=0:00:25.888589 2021-04-15 01:47:15,225 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.51ms, fps=1196 images/s, loss=0.5086, top1-acc=84.21%, top5-acc=98.59%, remaining_time=0:00:14.230062, arrival_time=2021-04-15 01:47:29.454992, cost_time=0:00:28.028942 2021-04-15 01:47:17,364 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.55ms, fps=1197 images/s, loss=0.5089, top1-acc=84.24%, top5-acc=98.60%, remaining_time=0:00:12.067552, arrival_time=2021-04-15 01:47:29.432369, cost_time=0:00:30.168830 2021-04-15 01:47:19,510 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=2.64ms, fps=1194 images/s, loss=0.5114, top1-acc=84.14%, top5-acc=98.58%, remaining_time=0:00:09.909642, arrival_time=2021-04-15 01:47:29.419811, cost_time=0:00:32.314122 2021-04-15 01:47:21,653 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.58ms, fps=1195 images/s, loss=0.5156, top1-acc=83.99%, top5-acc=98.53%, remaining_time=0:00:07.752924, arrival_time=2021-04-15 01:47:29.406405, cost_time=0:00:34.457498 2021-04-15 01:47:23,794 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.81ms, fps=1196 images/s, loss=0.5193, top1-acc=83.90%, top5-acc=98.48%, remaining_time=0:00:05.597358, arrival_time=2021-04-15 01:47:29.391501, cost_time=0:00:36.598070 2021-04-15 01:47:25,940 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.40ms, fps=1193 images/s, loss=0.5234, top1-acc=83.71%, top5-acc=98.46%, remaining_time=0:00:03.443984, arrival_time=2021-04-15 01:47:29.384780, cost_time=0:00:38.744790 2021-04-15 01:47:28,077 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.36ms, fps=1199 images/s, loss=0.5252, top1-acc=83.66%, top5-acc=98.45%, remaining_time=0:00:01.290978, arrival_time=2021-04-15 01:47:29.367958, cost_time=0:00:40.880966 2021-04-15 01:47:29,239 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.25ms, fps=1170 images/s, loss=0.5292, top1-acc=83.56%, top5-acc=98.42%, remaining_time=0:00:00, arrival_time=2021-04-15 01:47:29.239715, cost_time=0:00:42.043793 2021-04-15 01:47:30,208 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.21ms, fps=2650 images/s, loss=1.4026, top1-acc=63.09%, top5-acc=88.20%, remaining_time=0:00:02.898510, arrival_time=2021-04-15 01:47:33.106490, cost_time=0:00:00.966169 2021-04-15 01:47:31,061 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.40ms, fps=3000 images/s, loss=1.3866, top1-acc=63.55%, top5-acc=88.69%, remaining_time=0:00:01.819780, arrival_time=2021-04-15 01:47:32.881478, cost_time=0:00:01.819783 2021-04-15 01:47:31,915 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.55ms, fps=2999 images/s, loss=1.4004, top1-acc=63.06%, top5-acc=88.44%, remaining_time=0:00:00.891310, arrival_time=2021-04-15 01:47:32.807068, cost_time=0:00:02.673940 2021-04-15 01:47:32,697 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.07ms, fps=2969 images/s, loss=1.3946, top1-acc=63.23%, top5-acc=88.29%, remaining_time=0:00:00, arrival_time=2021-04-15 01:47:32.697524, cost_time=0:00:03.455729 2021-04-15 01:47:33,032 INFO : Epoch=0077 complete, best val top1-acc=64.86%, top5-acc=89.04% (epoch=76), remaining_time=1:34:20.769222, arrival_time=2021-04-15 03:21:53.802050, cost_time=0:59:03.733593 2021-04-15 01:47:33,034 INFO : Train start, epoch=0078, lr=0.067674 2021-04-15 01:47:35,328 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.35ms, fps=1116 images/s, loss=0.4750, top1-acc=85.62%, top5-acc=99.02%, remaining_time=0:00:42.673236, arrival_time=2021-04-15 01:48:18.001860, cost_time=0:00:02.294256 2021-04-15 01:47:37,464 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.4793, top1-acc=85.27%, top5-acc=98.93%, remaining_time=0:00:38.986464, arrival_time=2021-04-15 01:48:16.451104, cost_time=0:00:04.430274 2021-04-15 01:47:39,607 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=2.24ms, fps=1195 images/s, loss=0.4762, top1-acc=85.40%, top5-acc=98.96%, remaining_time=0:00:36.371928, arrival_time=2021-04-15 01:48:15.979500, cost_time=0:00:06.573227 2021-04-15 01:47:41,746 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.35ms, fps=1197 images/s, loss=0.4731, top1-acc=85.46%, top5-acc=98.96%, remaining_time=0:00:33.977112, arrival_time=2021-04-15 01:48:15.723643, cost_time=0:00:08.712087 2021-04-15 01:47:43,886 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.40ms, fps=1197 images/s, loss=0.4757, top1-acc=85.39%, top5-acc=98.92%, remaining_time=0:00:31.687110, arrival_time=2021-04-15 01:48:15.573137, cost_time=0:00:10.851731 2021-04-15 01:47:46,040 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=2.10ms, fps=1189 images/s, loss=0.4740, top1-acc=85.42%, top5-acc=98.91%, remaining_time=0:00:29.479768, arrival_time=2021-04-15 01:48:15.519902, cost_time=0:00:13.005773 2021-04-15 01:47:48,182 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.50ms, fps=1195 images/s, loss=0.4722, top1-acc=85.46%, top5-acc=98.88%, remaining_time=0:00:27.267282, arrival_time=2021-04-15 01:48:15.450117, cost_time=0:00:15.148480 2021-04-15 01:47:50,326 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.44ms, fps=1195 images/s, loss=0.4734, top1-acc=85.41%, top5-acc=98.86%, remaining_time=0:00:25.073052, arrival_time=2021-04-15 01:48:15.399129, cost_time=0:00:17.291721 2021-04-15 01:47:52,463 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.45ms, fps=1198 images/s, loss=0.4750, top1-acc=85.25%, top5-acc=98.83%, remaining_time=0:00:22.883280, arrival_time=2021-04-15 01:48:15.346870, cost_time=0:00:19.429156 2021-04-15 01:47:54,608 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.38ms, fps=1194 images/s, loss=0.4796, top1-acc=85.09%, top5-acc=98.79%, remaining_time=0:00:20.711136, arrival_time=2021-04-15 01:48:15.319708, cost_time=0:00:21.574126 2021-04-15 01:47:56,744 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.60ms, fps=1199 images/s, loss=0.4834, top1-acc=84.94%, top5-acc=98.75%, remaining_time=0:00:18.536612, arrival_time=2021-04-15 01:48:15.280571, cost_time=0:00:23.709669 2021-04-15 01:47:58,885 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.44ms, fps=1196 images/s, loss=0.4879, top1-acc=84.74%, top5-acc=98.71%, remaining_time=0:00:16.372072, arrival_time=2021-04-15 01:48:15.257114, cost_time=0:00:25.850687 2021-04-15 01:48:01,023 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.36ms, fps=1197 images/s, loss=0.4945, top1-acc=84.60%, top5-acc=98.63%, remaining_time=0:00:14.209998, arrival_time=2021-04-15 01:48:15.233668, cost_time=0:00:27.989331 2021-04-15 01:48:03,165 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.33ms, fps=1196 images/s, loss=0.5034, top1-acc=84.41%, top5-acc=98.55%, remaining_time=0:00:12.052488, arrival_time=2021-04-15 01:48:15.218032, cost_time=0:00:30.131262 2021-04-15 01:48:05,303 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.37ms, fps=1198 images/s, loss=0.5085, top1-acc=84.26%, top5-acc=98.52%, remaining_time=0:00:09.895796, arrival_time=2021-04-15 01:48:15.199036, cost_time=0:00:32.268903 2021-04-15 01:48:07,446 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.64ms, fps=1195 images/s, loss=0.5129, top1-acc=84.12%, top5-acc=98.50%, remaining_time=0:00:07.742664, arrival_time=2021-04-15 01:48:15.188767, cost_time=0:00:34.411831 2021-04-15 01:48:09,594 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.32ms, fps=1192 images/s, loss=0.5169, top1-acc=83.98%, top5-acc=98.46%, remaining_time=0:00:05.591456, arrival_time=2021-04-15 01:48:15.185360, cost_time=0:00:36.559536 2021-04-15 01:48:11,730 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.5238, top1-acc=83.71%, top5-acc=98.44%, remaining_time=0:00:03.439648, arrival_time=2021-04-15 01:48:15.169910, cost_time=0:00:38.695983 2021-04-15 01:48:13,864 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.22ms, fps=1200 images/s, loss=0.5267, top1-acc=83.64%, top5-acc=98.43%, remaining_time=0:00:01.289370, arrival_time=2021-04-15 01:48:15.153798, cost_time=0:00:40.830134 2021-04-15 01:48:15,026 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.26ms, fps=1171 images/s, loss=0.5281, top1-acc=83.57%, top5-acc=98.42%, remaining_time=0:00:00, arrival_time=2021-04-15 01:48:15.026749, cost_time=0:00:41.992306 2021-04-15 01:48:16,015 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=0.22ms, fps=2596 images/s, loss=1.4125, top1-acc=62.97%, top5-acc=87.30%, remaining_time=0:00:02.958600, arrival_time=2021-04-15 01:48:18.973815, cost_time=0:00:00.986204 2021-04-15 01:48:16,870 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.44ms, fps=2996 images/s, loss=1.3902, top1-acc=63.42%, top5-acc=88.42%, remaining_time=0:00:01.841180, arrival_time=2021-04-15 01:48:18.711355, cost_time=0:00:01.841174 2021-04-15 01:48:17,723 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.43ms, fps=3000 images/s, loss=1.3947, top1-acc=63.24%, top5-acc=88.36%, remaining_time=0:00:00.898290, arrival_time=2021-04-15 01:48:18.622159, cost_time=0:00:02.694879 2021-04-15 01:48:18,511 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.08ms, fps=2960 images/s, loss=1.3749, top1-acc=63.35%, top5-acc=88.47%, remaining_time=0:00:00, arrival_time=2021-04-15 01:48:18.511594, cost_time=0:00:03.482628 2021-04-15 01:48:18,814 INFO : Epoch=0078 complete, best val top1-acc=64.86%, top5-acc=89.04% (epoch=76), remaining_time=1:33:34.370216, arrival_time=2021-04-15 03:21:53.184862, cost_time=0:59:49.515411 2021-04-15 01:48:18,815 INFO : Train start, epoch=0079, lr=0.066937 2021-04-15 01:48:21,140 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.42ms, fps=1101 images/s, loss=0.4706, top1-acc=86.91%, top5-acc=98.87%, remaining_time=0:00:43.231422, arrival_time=2021-04-15 01:49:04.371839, cost_time=0:00:02.324272 2021-04-15 01:48:23,285 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.48ms, fps=1194 images/s, loss=0.4580, top1-acc=86.74%, top5-acc=99.00%, remaining_time=0:00:39.331600, arrival_time=2021-04-15 01:49:02.617197, cost_time=0:00:04.469494 2021-04-15 01:48:25,426 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.36ms, fps=1196 images/s, loss=0.4704, top1-acc=86.08%, top5-acc=98.87%, remaining_time=0:00:36.579262, arrival_time=2021-04-15 01:49:02.006125, cost_time=0:00:06.610700 2021-04-15 01:48:27,570 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.39ms, fps=1195 images/s, loss=0.4802, top1-acc=85.65%, top5-acc=98.80%, remaining_time=0:00:34.141848, arrival_time=2021-04-15 01:49:01.712173, cost_time=0:00:08.754300 2021-04-15 01:48:29,705 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.4808, top1-acc=85.45%, top5-acc=98.84%, remaining_time=0:00:31.797486, arrival_time=2021-04-15 01:49:01.503099, cost_time=0:00:10.889549 2021-04-15 01:48:31,845 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.37ms, fps=1197 images/s, loss=0.4811, top1-acc=85.46%, top5-acc=98.81%, remaining_time=0:00:29.533080, arrival_time=2021-04-15 01:49:01.378493, cost_time=0:00:13.029319 2021-04-15 01:48:33,977 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.48ms, fps=1201 images/s, loss=0.4826, top1-acc=85.33%, top5-acc=98.76%, remaining_time=0:00:27.290592, arrival_time=2021-04-15 01:49:01.268143, cost_time=0:00:15.161447 2021-04-15 01:48:36,107 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.4783, top1-acc=85.43%, top5-acc=98.76%, remaining_time=0:00:25.072588, arrival_time=2021-04-15 01:49:01.180004, cost_time=0:00:17.291409 2021-04-15 01:48:38,250 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.84ms, fps=1195 images/s, loss=0.4805, top1-acc=85.37%, top5-acc=98.72%, remaining_time=0:00:22.889322, arrival_time=2021-04-15 01:49:01.139717, cost_time=0:00:19.434305 2021-04-15 01:48:40,390 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=2.19ms, fps=1196 images/s, loss=0.4839, top1-acc=85.23%, top5-acc=98.73%, remaining_time=0:00:20.711616, arrival_time=2021-04-15 01:49:01.102247, cost_time=0:00:21.574616 2021-04-15 01:48:42,530 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.84ms, fps=1197 images/s, loss=0.4848, top1-acc=85.14%, top5-acc=98.70%, remaining_time=0:00:18.540396, arrival_time=2021-04-15 01:49:01.070890, cost_time=0:00:23.714435 2021-04-15 01:48:44,666 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.4863, top1-acc=85.08%, top5-acc=98.69%, remaining_time=0:00:16.371616, arrival_time=2021-04-15 01:49:01.037549, cost_time=0:00:25.849904 2021-04-15 01:48:46,800 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.4889, top1-acc=85.00%, top5-acc=98.70%, remaining_time=0:00:14.207490, arrival_time=2021-04-15 01:49:01.007899, cost_time=0:00:27.984413 2021-04-15 01:48:48,933 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.4922, top1-acc=84.84%, top5-acc=98.68%, remaining_time=0:00:12.046832, arrival_time=2021-04-15 01:49:00.979959, cost_time=0:00:30.117026 2021-04-15 01:48:51,072 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.89ms, fps=1197 images/s, loss=0.4948, top1-acc=84.77%, top5-acc=98.65%, remaining_time=0:00:09.891932, arrival_time=2021-04-15 01:49:00.964219, cost_time=0:00:32.256280 2021-04-15 01:48:53,212 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.57ms, fps=1196 images/s, loss=0.4978, top1-acc=84.65%, top5-acc=98.62%, remaining_time=0:00:07.739172, arrival_time=2021-04-15 01:49:00.951434, cost_time=0:00:34.396273 2021-04-15 01:48:55,354 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=2.07ms, fps=1195 images/s, loss=0.5007, top1-acc=84.55%, top5-acc=98.59%, remaining_time=0:00:05.588180, arrival_time=2021-04-15 01:49:00.942314, cost_time=0:00:36.538029 2021-04-15 01:48:57,488 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.48ms, fps=1200 images/s, loss=0.5052, top1-acc=84.42%, top5-acc=98.54%, remaining_time=0:00:03.437552, arrival_time=2021-04-15 01:49:00.926012, cost_time=0:00:38.672398 2021-04-15 01:48:59,636 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.44ms, fps=1192 images/s, loss=0.5075, top1-acc=84.35%, top5-acc=98.53%, remaining_time=0:00:01.289070, arrival_time=2021-04-15 01:49:00.925568, cost_time=0:00:40.820502 2021-04-15 01:49:00,796 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.19ms, fps=1173 images/s, loss=0.5095, top1-acc=84.34%, top5-acc=98.51%, remaining_time=0:00:00, arrival_time=2021-04-15 01:49:00.796551, cost_time=0:00:41.980549 2021-04-15 01:49:01,769 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=1.48ms, fps=2636 images/s, loss=1.4653, top1-acc=62.38%, top5-acc=86.99%, remaining_time=0:00:02.913630, arrival_time=2021-04-15 01:49:04.683360, cost_time=0:00:00.971212 2021-04-15 01:49:02,624 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.38ms, fps=2998 images/s, loss=1.4183, top1-acc=62.89%, top5-acc=87.81%, remaining_time=0:00:01.825580, arrival_time=2021-04-15 01:49:04.449812, cost_time=0:00:01.825585 2021-04-15 01:49:03,480 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.37ms, fps=2992 images/s, loss=1.4038, top1-acc=63.01%, top5-acc=88.07%, remaining_time=0:00:00.893970, arrival_time=2021-04-15 01:49:04.374462, cost_time=0:00:02.681904 2021-04-15 01:49:04,263 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.08ms, fps=2963 images/s, loss=1.3698, top1-acc=63.18%, top5-acc=88.45%, remaining_time=0:00:00, arrival_time=2021-04-15 01:49:04.263950, cost_time=0:00:03.465466 2021-04-15 01:49:04,552 INFO : Epoch=0079 complete, best val top1-acc=64.86%, top5-acc=89.04% (epoch=76), remaining_time=1:32:47.920028, arrival_time=2021-04-15 03:21:52.472837, cost_time=1:00:35.253567 2021-04-15 01:49:04,554 INFO : Train start, epoch=0080, lr=0.066196 2021-04-15 01:49:06,866 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.42ms, fps=1107 images/s, loss=0.4798, top1-acc=84.53%, top5-acc=99.10%, remaining_time=0:00:42.995388, arrival_time=2021-04-15 01:49:49.861922, cost_time=0:00:02.311575 2021-04-15 01:49:09,016 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.40ms, fps=1191 images/s, loss=0.4779, top1-acc=84.88%, top5-acc=98.85%, remaining_time=0:00:39.264720, arrival_time=2021-04-15 01:49:48.281575, cost_time=0:00:04.461893 2021-04-15 01:49:11,152 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.33ms, fps=1199 images/s, loss=0.4664, top1-acc=85.31%, top5-acc=98.93%, remaining_time=0:00:36.506720, arrival_time=2021-04-15 01:49:47.659295, cost_time=0:00:06.597602 2021-04-15 01:49:13,292 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=2.23ms, fps=1197 images/s, loss=0.4582, top1-acc=85.59%, top5-acc=98.95%, remaining_time=0:00:34.074768, arrival_time=2021-04-15 01:49:47.367054, cost_time=0:00:08.737111 2021-04-15 01:49:15,427 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.47ms, fps=1199 images/s, loss=0.4538, top1-acc=85.85%, top5-acc=98.95%, remaining_time=0:00:31.746824, arrival_time=2021-04-15 01:49:47.174011, cost_time=0:00:10.872212 2021-04-15 01:49:17,564 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.50ms, fps=1198 images/s, loss=0.4526, top1-acc=85.90%, top5-acc=98.98%, remaining_time=0:00:29.488336, arrival_time=2021-04-15 01:49:47.052844, cost_time=0:00:13.009534 2021-04-15 01:49:19,702 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.4551, top1-acc=85.89%, top5-acc=98.95%, remaining_time=0:00:27.265518, arrival_time=2021-04-15 01:49:46.967962, cost_time=0:00:15.147499 2021-04-15 01:49:21,843 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.34ms, fps=1196 images/s, loss=0.4540, top1-acc=86.00%, top5-acc=98.92%, remaining_time=0:00:25.067948, arrival_time=2021-04-15 01:49:46.911117, cost_time=0:00:17.288202 2021-04-15 01:49:23,977 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.4547, top1-acc=86.05%, top5-acc=98.89%, remaining_time=0:00:22.874906, arrival_time=2021-04-15 01:49:46.852007, cost_time=0:00:19.422068 2021-04-15 01:49:26,122 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.57ms, fps=1194 images/s, loss=0.4589, top1-acc=85.94%, top5-acc=98.83%, remaining_time=0:00:20.704416, arrival_time=2021-04-15 01:49:46.826487, cost_time=0:00:21.567084 2021-04-15 01:49:28,259 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.51ms, fps=1198 images/s, loss=0.4635, top1-acc=85.80%, top5-acc=98.80%, remaining_time=0:00:18.532226, arrival_time=2021-04-15 01:49:46.791254, cost_time=0:00:23.704003 2021-04-15 01:49:30,395 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.58ms, fps=1199 images/s, loss=0.4662, top1-acc=85.67%, top5-acc=98.79%, remaining_time=0:00:16.365460, arrival_time=2021-04-15 01:49:46.760624, cost_time=0:00:25.840199 2021-04-15 01:49:32,533 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.33ms, fps=1197 images/s, loss=0.4702, top1-acc=85.51%, top5-acc=98.79%, remaining_time=0:00:14.204520, arrival_time=2021-04-15 01:49:46.738139, cost_time=0:00:27.978657 2021-04-15 01:49:34,670 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.35ms, fps=1198 images/s, loss=0.4763, top1-acc=85.26%, top5-acc=98.76%, remaining_time=0:00:12.046104, arrival_time=2021-04-15 01:49:46.716313, cost_time=0:00:30.115254 2021-04-15 01:49:36,806 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.39ms, fps=1198 images/s, loss=0.4819, top1-acc=85.07%, top5-acc=98.72%, remaining_time=0:00:09.890598, arrival_time=2021-04-15 01:49:46.697547, cost_time=0:00:32.251989 2021-04-15 01:49:38,942 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.40ms, fps=1199 images/s, loss=0.4874, top1-acc=84.85%, top5-acc=98.65%, remaining_time=0:00:07.737120, arrival_time=2021-04-15 01:49:46.679441, cost_time=0:00:34.387239 2021-04-15 01:49:41,085 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.67ms, fps=1195 images/s, loss=0.4896, top1-acc=84.81%, top5-acc=98.65%, remaining_time=0:00:05.587036, arrival_time=2021-04-15 01:49:46.672693, cost_time=0:00:36.530667 2021-04-15 01:49:43,221 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.50ms, fps=1199 images/s, loss=0.4928, top1-acc=84.72%, top5-acc=98.62%, remaining_time=0:00:03.436992, arrival_time=2021-04-15 01:49:46.658059, cost_time=0:00:38.666109 2021-04-15 01:49:45,358 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.26ms, fps=1198 images/s, loss=0.4964, top1-acc=84.61%, top5-acc=98.60%, remaining_time=0:00:01.288542, arrival_time=2021-04-15 01:49:46.647278, cost_time=0:00:40.803764 2021-04-15 01:49:46,533 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.60ms, fps=1158 images/s, loss=0.5002, top1-acc=84.53%, top5-acc=98.57%, remaining_time=0:00:00, arrival_time=2021-04-15 01:49:46.533581, cost_time=0:00:41.978599 2021-04-15 01:49:47,568 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.33ms, fps=2479 images/s, loss=1.4594, top1-acc=61.87%, top5-acc=86.99%, remaining_time=0:00:03.097620, arrival_time=2021-04-15 01:49:50.666144, cost_time=0:00:01.032540 2021-04-15 01:49:48,425 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.41ms, fps=2990 images/s, loss=1.4483, top1-acc=62.01%, top5-acc=87.27%, remaining_time=0:00:01.889260, arrival_time=2021-04-15 01:49:50.314383, cost_time=0:00:01.889258 2021-04-15 01:49:49,283 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.38ms, fps=2986 images/s, loss=1.4237, top1-acc=62.63%, top5-acc=87.85%, remaining_time=0:00:00.915690, arrival_time=2021-04-15 01:49:50.198672, cost_time=0:00:02.747065 2021-04-15 01:49:50,066 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.07ms, fps=2965 images/s, loss=1.4216, top1-acc=62.85%, top5-acc=87.82%, remaining_time=0:00:00, arrival_time=2021-04-15 01:49:50.066036, cost_time=0:00:03.530139 2021-04-15 01:49:50,372 INFO : Epoch=0080 complete, best val top1-acc=64.86%, top5-acc=89.04% (epoch=76), remaining_time=1:32:01.610040, arrival_time=2021-04-15 03:21:51.982597, cost_time=1:01:21.073328 2021-04-15 01:49:50,373 INFO : Train start, epoch=0081, lr=0.065451 2021-04-15 01:49:52,689 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=2.04ms, fps=1106 images/s, loss=0.4876, top1-acc=85.00%, top5-acc=98.79%, remaining_time=0:00:43.066626, arrival_time=2021-04-15 01:50:35.756136, cost_time=0:00:02.315407 2021-04-15 01:49:54,833 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.91ms, fps=1194 images/s, loss=0.4704, top1-acc=85.41%, top5-acc=98.83%, remaining_time=0:00:39.243072, arrival_time=2021-04-15 01:50:34.076616, cost_time=0:00:04.459441 2021-04-15 01:49:56,983 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.77ms, fps=1191 images/s, loss=0.4689, top1-acc=85.39%, top5-acc=98.87%, remaining_time=0:00:36.573286, arrival_time=2021-04-15 01:50:33.557102, cost_time=0:00:06.609629 2021-04-15 01:49:59,125 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.63ms, fps=1196 images/s, loss=0.4608, top1-acc=85.90%, top5-acc=98.81%, remaining_time=0:00:34.128900, arrival_time=2021-04-15 01:50:33.254002, cost_time=0:00:08.751008 2021-04-15 01:50:01,268 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.98ms, fps=1195 images/s, loss=0.4553, top1-acc=86.16%, top5-acc=98.82%, remaining_time=0:00:31.811794, arrival_time=2021-04-15 01:50:33.080367, cost_time=0:00:10.894464 2021-04-15 01:50:03,405 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.56ms, fps=1199 images/s, loss=0.4540, top1-acc=86.06%, top5-acc=98.83%, remaining_time=0:00:29.537024, arrival_time=2021-04-15 01:50:32.942145, cost_time=0:00:13.031041 2021-04-15 01:50:05,550 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.58ms, fps=1193 images/s, loss=0.4524, top1-acc=86.09%, top5-acc=98.86%, remaining_time=0:00:27.317934, arrival_time=2021-04-15 01:50:32.868640, cost_time=0:00:15.176605 2021-04-15 01:50:07,692 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.52ms, fps=1196 images/s, loss=0.4536, top1-acc=85.95%, top5-acc=98.89%, remaining_time=0:00:25.111796, arrival_time=2021-04-15 01:50:32.804414, cost_time=0:00:17.318459 2021-04-15 01:50:09,831 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.40ms, fps=1197 images/s, loss=0.4569, top1-acc=85.77%, top5-acc=98.89%, remaining_time=0:00:22.916564, arrival_time=2021-04-15 01:50:32.748214, cost_time=0:00:19.457490 2021-04-15 01:50:11,968 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.34ms, fps=1198 images/s, loss=0.4614, top1-acc=85.64%, top5-acc=98.86%, remaining_time=0:00:20.731008, arrival_time=2021-04-15 01:50:32.699854, cost_time=0:00:21.594808 2021-04-15 01:50:14,108 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.50ms, fps=1197 images/s, loss=0.4635, top1-acc=85.52%, top5-acc=98.85%, remaining_time=0:00:18.556220, arrival_time=2021-04-15 01:50:32.665030, cost_time=0:00:23.734719 2021-04-15 01:50:16,251 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.78ms, fps=1195 images/s, loss=0.4666, top1-acc=85.47%, top5-acc=98.84%, remaining_time=0:00:16.388792, arrival_time=2021-04-15 01:50:32.639897, cost_time=0:00:25.877028 2021-04-15 01:50:18,389 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.46ms, fps=1198 images/s, loss=0.4717, top1-acc=85.27%, top5-acc=98.84%, remaining_time=0:00:14.223066, arrival_time=2021-04-15 01:50:32.612223, cost_time=0:00:28.015143 2021-04-15 01:50:20,524 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.53ms, fps=1199 images/s, loss=0.4752, top1-acc=85.12%, top5-acc=98.82%, remaining_time=0:00:12.060216, arrival_time=2021-04-15 01:50:32.584941, cost_time=0:00:30.150573 2021-04-15 01:50:22,659 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.52ms, fps=1200 images/s, loss=0.4777, top1-acc=85.06%, top5-acc=98.79%, remaining_time=0:00:09.900902, arrival_time=2021-04-15 01:50:32.560439, cost_time=0:00:32.285519 2021-04-15 01:50:24,799 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.42ms, fps=1196 images/s, loss=0.4811, top1-acc=84.97%, top5-acc=98.76%, remaining_time=0:00:07.745760, arrival_time=2021-04-15 01:50:32.545560, cost_time=0:00:34.425665 2021-04-15 01:50:26,943 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.39ms, fps=1195 images/s, loss=0.4852, top1-acc=84.86%, top5-acc=98.74%, remaining_time=0:00:05.592964, arrival_time=2021-04-15 01:50:32.536399, cost_time=0:00:36.569390 2021-04-15 01:50:29,092 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.43ms, fps=1191 images/s, loss=0.4893, top1-acc=84.74%, top5-acc=98.68%, remaining_time=0:00:03.441648, arrival_time=2021-04-15 01:50:32.534353, cost_time=0:00:38.718531 2021-04-15 01:50:31,233 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.40ms, fps=1196 images/s, loss=0.4950, top1-acc=84.52%, top5-acc=98.66%, remaining_time=0:00:01.290312, arrival_time=2021-04-15 01:50:32.524221, cost_time=0:00:40.859881 2021-04-15 01:50:32,398 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=3.31ms, fps=1169 images/s, loss=0.4986, top1-acc=84.46%, top5-acc=98.63%, remaining_time=0:00:00, arrival_time=2021-04-15 01:50:32.398013, cost_time=0:00:42.024018 2021-04-15 01:50:33,360 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=0.21ms, fps=2666 images/s, loss=1.5608, top1-acc=61.21%, top5-acc=86.21%, remaining_time=0:00:02.880720, arrival_time=2021-04-15 01:50:36.240824, cost_time=0:00:00.960241 2021-04-15 01:50:34,214 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.46ms, fps=2999 images/s, loss=1.5095, top1-acc=61.43%, top5-acc=87.25%, remaining_time=0:00:01.814140, arrival_time=2021-04-15 01:50:36.028179, cost_time=0:00:01.814147 2021-04-15 01:50:35,067 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.26ms, fps=3000 images/s, loss=1.4630, top1-acc=62.38%, top5-acc=88.07%, remaining_time=0:00:00.889280, arrival_time=2021-04-15 01:50:35.956996, cost_time=0:00:02.667854 2021-04-15 01:50:35,850 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.09ms, fps=2967 images/s, loss=1.4634, top1-acc=62.34%, top5-acc=88.13%, remaining_time=0:00:00, arrival_time=2021-04-15 01:50:35.850127, cost_time=0:00:03.450221 2021-04-15 01:50:36,192 INFO : Epoch=0081 complete, best val top1-acc=64.86%, top5-acc=89.04% (epoch=76), remaining_time=1:31:15.311737, arrival_time=2021-04-15 03:21:51.503883, cost_time=1:02:06.892884 2021-04-15 01:50:36,194 INFO : Train start, epoch=0082, lr=0.064702 2021-04-15 01:50:38,514 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.39ms, fps=1104 images/s, loss=0.4840, top1-acc=85.51%, top5-acc=98.40%, remaining_time=0:00:43.142886, arrival_time=2021-04-15 01:51:21.657099, cost_time=0:00:02.319508 2021-04-15 01:50:40,649 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=2.10ms, fps=1199 images/s, loss=0.4632, top1-acc=85.84%, top5-acc=98.75%, remaining_time=0:00:39.198720, arrival_time=2021-04-15 01:51:19.847822, cost_time=0:00:04.454396 2021-04-15 01:50:42,807 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.33ms, fps=1187 images/s, loss=0.4585, top1-acc=85.91%, top5-acc=98.71%, remaining_time=0:00:36.588558, arrival_time=2021-04-15 01:51:19.395625, cost_time=0:00:06.612376 2021-04-15 01:50:44,953 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.71ms, fps=1193 images/s, loss=0.4529, top1-acc=86.12%, top5-acc=98.78%, remaining_time=0:00:34.157448, arrival_time=2021-04-15 01:51:19.110465, cost_time=0:00:08.758318 2021-04-15 01:50:47,084 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.4526, top1-acc=86.23%, top5-acc=98.82%, remaining_time=0:00:31.798508, arrival_time=2021-04-15 01:51:18.883106, cost_time=0:00:10.889895 2021-04-15 01:50:49,223 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.38ms, fps=1197 images/s, loss=0.4502, top1-acc=86.20%, top5-acc=98.82%, remaining_time=0:00:29.531312, arrival_time=2021-04-15 01:51:18.754544, cost_time=0:00:13.028545 2021-04-15 01:50:51,358 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.33ms, fps=1199 images/s, loss=0.4522, top1-acc=86.08%, top5-acc=98.83%, remaining_time=0:00:27.295002, arrival_time=2021-04-15 01:51:18.653599, cost_time=0:00:15.163895 2021-04-15 01:50:53,495 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.30ms, fps=1198 images/s, loss=0.4525, top1-acc=86.12%, top5-acc=98.83%, remaining_time=0:00:25.085812, arrival_time=2021-04-15 01:51:18.581066, cost_time=0:00:17.300526 2021-04-15 01:50:55,635 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.37ms, fps=1197 images/s, loss=0.4547, top1-acc=86.07%, top5-acc=98.80%, remaining_time=0:00:22.896424, arrival_time=2021-04-15 01:51:18.531409, cost_time=0:00:19.440389 2021-04-15 01:50:57,783 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.51ms, fps=1192 images/s, loss=0.4560, top1-acc=86.01%, top5-acc=98.79%, remaining_time=0:00:20.725152, arrival_time=2021-04-15 01:51:18.508571, cost_time=0:00:21.588718 2021-04-15 01:50:59,922 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.35ms, fps=1197 images/s, loss=0.4568, top1-acc=85.92%, top5-acc=98.80%, remaining_time=0:00:18.550888, arrival_time=2021-04-15 01:51:18.473592, cost_time=0:00:23.727884 2021-04-15 01:51:02,063 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.37ms, fps=1196 images/s, loss=0.4588, top1-acc=85.86%, top5-acc=98.80%, remaining_time=0:00:16.383244, arrival_time=2021-04-15 01:51:18.446211, cost_time=0:00:25.868303 2021-04-15 01:51:04,203 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.58ms, fps=1197 images/s, loss=0.4602, top1-acc=85.78%, top5-acc=98.81%, remaining_time=0:00:14.219700, arrival_time=2021-04-15 01:51:18.422817, cost_time=0:00:28.008447 2021-04-15 01:51:06,360 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=2.19ms, fps=1187 images/s, loss=0.4627, top1-acc=85.68%, top5-acc=98.79%, remaining_time=0:00:12.066040, arrival_time=2021-04-15 01:51:18.426043, cost_time=0:00:30.165158 2021-04-15 01:51:08,508 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.75ms, fps=1192 images/s, loss=0.4645, top1-acc=85.66%, top5-acc=98.78%, remaining_time=0:00:09.909596, arrival_time=2021-04-15 01:51:18.418158, cost_time=0:00:32.313825 2021-04-15 01:51:10,641 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.48ms, fps=1200 images/s, loss=0.4688, top1-acc=85.52%, top5-acc=98.76%, remaining_time=0:00:07.750584, arrival_time=2021-04-15 01:51:18.392300, cost_time=0:00:34.447022 2021-04-15 01:51:12,787 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.50ms, fps=1193 images/s, loss=0.4748, top1-acc=85.36%, top5-acc=98.72%, remaining_time=0:00:05.596526, arrival_time=2021-04-15 01:51:18.383925, cost_time=0:00:36.592711 2021-04-15 01:51:14,922 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.45ms, fps=1199 images/s, loss=0.4799, top1-acc=85.17%, top5-acc=98.71%, remaining_time=0:00:03.442464, arrival_time=2021-04-15 01:51:18.364909, cost_time=0:00:38.727749 2021-04-15 01:51:17,058 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.43ms, fps=1199 images/s, loss=0.4841, top1-acc=85.01%, top5-acc=98.70%, remaining_time=0:00:01.290432, arrival_time=2021-04-15 01:51:18.348844, cost_time=0:00:40.863723 2021-04-15 01:51:18,220 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.62ms, fps=1171 images/s, loss=0.4864, top1-acc=84.99%, top5-acc=98.69%, remaining_time=0:00:00, arrival_time=2021-04-15 01:51:18.220097, cost_time=0:00:42.025386 2021-04-15 01:51:19,225 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=1.32ms, fps=2552 images/s, loss=1.4559, top1-acc=63.44%, top5-acc=87.50%, remaining_time=0:00:03.009180, arrival_time=2021-04-15 01:51:22.234563, cost_time=0:00:01.003059 2021-04-15 01:51:20,078 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.50ms, fps=3003 images/s, loss=1.3686, top1-acc=64.90%, top5-acc=88.81%, remaining_time=0:00:01.855820, arrival_time=2021-04-15 01:51:21.933954, cost_time=0:00:01.855816 2021-04-15 01:51:20,932 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.27ms, fps=3000 images/s, loss=1.3649, top1-acc=64.91%, top5-acc=88.79%, remaining_time=0:00:00.903180, arrival_time=2021-04-15 01:51:21.835206, cost_time=0:00:02.709553 2021-04-15 01:51:21,733 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.12ms, fps=2899 images/s, loss=1.3674, top1-acc=64.64%, top5-acc=88.94%, remaining_time=0:00:00, arrival_time=2021-04-15 01:51:21.732940, cost_time=0:00:03.510515 2021-04-15 01:51:22,122 INFO : Epoch=0082 complete, best val top1-acc=64.86%, top5-acc=89.04% (epoch=76), remaining_time=1:30:29.184012, arrival_time=2021-04-15 03:21:51.306002, cost_time=1:02:52.822754 2021-04-15 01:51:22,123 INFO : Train start, epoch=0083, lr=0.063950 2021-04-15 01:51:24,420 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.36ms, fps=1114 images/s, loss=0.4638, top1-acc=86.02%, top5-acc=98.83%, remaining_time=0:00:42.731826, arrival_time=2021-04-15 01:52:07.152657, cost_time=0:00:02.297414 2021-04-15 01:51:26,556 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.4468, top1-acc=86.39%, top5-acc=98.98%, remaining_time=0:00:39.008992, arrival_time=2021-04-15 01:52:05.565346, cost_time=0:00:04.432844 2021-04-15 01:51:28,695 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.59ms, fps=1197 images/s, loss=0.4376, top1-acc=86.60%, top5-acc=98.92%, remaining_time=0:00:36.365122, arrival_time=2021-04-15 01:52:05.060602, cost_time=0:00:06.572011 2021-04-15 01:51:30,844 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.41ms, fps=1191 images/s, loss=0.4404, top1-acc=86.40%, top5-acc=98.96%, remaining_time=0:00:34.012212, arrival_time=2021-04-15 01:52:04.856817, cost_time=0:00:08.721079 2021-04-15 01:51:32,987 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=2.02ms, fps=1195 images/s, loss=0.4412, top1-acc=86.36%, top5-acc=98.97%, remaining_time=0:00:31.721712, arrival_time=2021-04-15 01:52:04.708882, cost_time=0:00:10.863614 2021-04-15 01:51:35,125 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.46ms, fps=1198 images/s, loss=0.4422, top1-acc=86.32%, top5-acc=99.00%, remaining_time=0:00:29.470384, arrival_time=2021-04-15 01:52:04.595535, cost_time=0:00:13.001624 2021-04-15 01:51:37,264 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.45ms, fps=1197 images/s, loss=0.4413, top1-acc=86.33%, top5-acc=99.05%, remaining_time=0:00:27.254178, arrival_time=2021-04-15 01:52:04.518966, cost_time=0:00:15.141212 2021-04-15 01:51:39,410 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.50ms, fps=1193 images/s, loss=0.4404, top1-acc=86.42%, top5-acc=99.00%, remaining_time=0:00:25.066208, arrival_time=2021-04-15 01:52:04.476763, cost_time=0:00:17.287042 2021-04-15 01:51:41,547 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.28ms, fps=1198 images/s, loss=0.4441, top1-acc=86.24%, top5-acc=99.00%, remaining_time=0:00:22.877344, arrival_time=2021-04-15 01:52:04.425065, cost_time=0:00:19.424202 2021-04-15 01:51:43,686 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.47ms, fps=1197 images/s, loss=0.4454, top1-acc=86.15%, top5-acc=98.99%, remaining_time=0:00:20.700384, arrival_time=2021-04-15 01:52:04.386688, cost_time=0:00:21.562866 2021-04-15 01:51:45,833 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.42ms, fps=1192 images/s, loss=0.4507, top1-acc=85.94%, top5-acc=98.96%, remaining_time=0:00:18.537042, arrival_time=2021-04-15 01:52:04.370705, cost_time=0:00:23.710161 2021-04-15 01:51:47,973 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.62ms, fps=1196 images/s, loss=0.4559, top1-acc=85.76%, top5-acc=98.91%, remaining_time=0:00:16.371996, arrival_time=2021-04-15 01:52:04.345911, cost_time=0:00:25.850497 2021-04-15 01:51:50,112 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.41ms, fps=1197 images/s, loss=0.4604, top1-acc=85.65%, top5-acc=98.87%, remaining_time=0:00:14.209734, arrival_time=2021-04-15 01:52:04.322136, cost_time=0:00:27.988876 2021-04-15 01:51:52,249 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.53ms, fps=1198 images/s, loss=0.4623, top1-acc=85.61%, top5-acc=98.86%, remaining_time=0:00:12.050472, arrival_time=2021-04-15 01:52:04.300127, cost_time=0:00:30.126182 2021-04-15 01:51:54,392 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.51ms, fps=1195 images/s, loss=0.4662, top1-acc=85.51%, top5-acc=98.84%, remaining_time=0:00:09.895888, arrival_time=2021-04-15 01:52:04.288564, cost_time=0:00:32.269158 2021-04-15 01:51:56,529 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.56ms, fps=1198 images/s, loss=0.4712, top1-acc=85.36%, top5-acc=98.81%, remaining_time=0:00:07.741332, arrival_time=2021-04-15 01:52:04.270735, cost_time=0:00:34.405984 2021-04-15 01:51:58,663 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.88ms, fps=1200 images/s, loss=0.4759, top1-acc=85.21%, top5-acc=98.79%, remaining_time=0:00:05.588544, arrival_time=2021-04-15 01:52:04.252474, cost_time=0:00:36.540450 2021-04-15 01:52:00,800 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.4804, top1-acc=85.02%, top5-acc=98.77%, remaining_time=0:00:03.437984, arrival_time=2021-04-15 01:52:04.238845, cost_time=0:00:38.677401 2021-04-15 01:52:02,937 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.27ms, fps=1198 images/s, loss=0.4836, top1-acc=84.93%, top5-acc=98.75%, remaining_time=0:00:01.288866, arrival_time=2021-04-15 01:52:04.226471, cost_time=0:00:40.814170 2021-04-15 01:52:04,099 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.19ms, fps=1171 images/s, loss=0.4876, top1-acc=84.85%, top5-acc=98.73%, remaining_time=0:00:00, arrival_time=2021-04-15 01:52:04.099790, cost_time=0:00:41.976377 2021-04-15 01:52:05,081 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=1.38ms, fps=2613 images/s, loss=1.4847, top1-acc=61.25%, top5-acc=87.34%, remaining_time=0:00:02.939400, arrival_time=2021-04-15 01:52:08.020886, cost_time=0:00:00.979798 2021-04-15 01:52:05,935 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.56ms, fps=2999 images/s, loss=1.4244, top1-acc=62.54%, top5-acc=88.26%, remaining_time=0:00:01.834000, arrival_time=2021-04-15 01:52:07.769548, cost_time=0:00:01.833990 2021-04-15 01:52:06,789 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.30ms, fps=2999 images/s, loss=1.4317, top1-acc=62.77%, top5-acc=88.24%, remaining_time=0:00:00.895990, arrival_time=2021-04-15 01:52:07.685547, cost_time=0:00:02.687963 2021-04-15 01:52:07,571 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.08ms, fps=2969 images/s, loss=1.4758, top1-acc=62.50%, top5-acc=87.87%, remaining_time=0:00:00, arrival_time=2021-04-15 01:52:07.571279, cost_time=0:00:03.469763 2021-04-15 01:52:07,904 INFO : Epoch=0083 complete, best val top1-acc=64.86%, top5-acc=89.04% (epoch=76), remaining_time=1:29:42.853515, arrival_time=2021-04-15 03:21:50.758232, cost_time=1:03:38.605480 2021-04-15 01:52:07,906 INFO : Train start, epoch=0084, lr=0.063194 2021-04-15 01:52:10,274 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.37ms, fps=1081 images/s, loss=0.5140, top1-acc=83.87%, top5-acc=98.55%, remaining_time=0:00:44.055216, arrival_time=2021-04-15 01:52:54.330099, cost_time=0:00:02.368562 2021-04-15 01:52:12,415 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.51ms, fps=1196 images/s, loss=0.5040, top1-acc=84.14%, top5-acc=98.50%, remaining_time=0:00:39.681136, arrival_time=2021-04-15 01:52:52.096611, cost_time=0:00:04.509229 2021-04-15 01:52:14,556 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.46ms, fps=1196 images/s, loss=0.4875, top1-acc=84.80%, top5-acc=98.62%, remaining_time=0:00:36.799544, arrival_time=2021-04-15 01:52:51.356310, cost_time=0:00:06.650524 2021-04-15 01:52:16,696 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.29ms, fps=1197 images/s, loss=0.4831, top1-acc=85.08%, top5-acc=98.69%, remaining_time=0:00:34.282092, arrival_time=2021-04-15 01:52:50.978644, cost_time=0:00:08.790278 2021-04-15 01:52:18,832 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.4794, top1-acc=85.30%, top5-acc=98.75%, remaining_time=0:00:31.905672, arrival_time=2021-04-15 01:52:50.738499, cost_time=0:00:10.926579 2021-04-15 01:52:20,968 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.49ms, fps=1199 images/s, loss=0.4762, top1-acc=85.34%, top5-acc=98.78%, remaining_time=0:00:29.608288, arrival_time=2021-04-15 01:52:50.577025, cost_time=0:00:13.062491 2021-04-15 01:52:23,104 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.28ms, fps=1199 images/s, loss=0.4753, top1-acc=85.24%, top5-acc=98.80%, remaining_time=0:00:27.356994, arrival_time=2021-04-15 01:52:50.461692, cost_time=0:00:15.198356 2021-04-15 01:52:25,245 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.44ms, fps=1196 images/s, loss=0.4723, top1-acc=85.42%, top5-acc=98.80%, remaining_time=0:00:25.142652, arrival_time=2021-04-15 01:52:50.388585, cost_time=0:00:17.339751 2021-04-15 01:52:27,404 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.47ms, fps=1186 images/s, loss=0.4679, top1-acc=85.50%, top5-acc=98.82%, remaining_time=0:00:22.964582, arrival_time=2021-04-15 01:52:50.369030, cost_time=0:00:19.498201 2021-04-15 01:52:29,544 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.59ms, fps=1197 images/s, loss=0.4683, top1-acc=85.41%, top5-acc=98.79%, remaining_time=0:00:20.772768, arrival_time=2021-04-15 01:52:50.317372, cost_time=0:00:21.638349 2021-04-15 01:52:31,686 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.58ms, fps=1196 images/s, loss=0.4694, top1-acc=85.34%, top5-acc=98.79%, remaining_time=0:00:18.591824, arrival_time=2021-04-15 01:52:50.278284, cost_time=0:00:23.780207 2021-04-15 01:52:33,831 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.38ms, fps=1194 images/s, loss=0.4711, top1-acc=85.22%, top5-acc=98.80%, remaining_time=0:00:16.419116, arrival_time=2021-04-15 01:52:50.250276, cost_time=0:00:25.924931 2021-04-15 01:52:35,969 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.4717, top1-acc=85.21%, top5-acc=98.80%, remaining_time=0:00:14.247354, arrival_time=2021-04-15 01:52:50.216632, cost_time=0:00:28.063032 2021-04-15 01:52:38,104 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.4719, top1-acc=85.25%, top5-acc=98.78%, remaining_time=0:00:12.079368, arrival_time=2021-04-15 01:52:50.184128, cost_time=0:00:30.198434 2021-04-15 01:52:40,238 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.44ms, fps=1200 images/s, loss=0.4734, top1-acc=85.20%, top5-acc=98.77%, remaining_time=0:00:09.915300, arrival_time=2021-04-15 01:52:50.153929, cost_time=0:00:32.332485 2021-04-15 01:52:42,379 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.32ms, fps=1196 images/s, loss=0.4764, top1-acc=85.08%, top5-acc=98.74%, remaining_time=0:00:07.756380, arrival_time=2021-04-15 01:52:50.135446, cost_time=0:00:34.472817 2021-04-15 01:52:44,517 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.41ms, fps=1198 images/s, loss=0.4785, top1-acc=85.04%, top5-acc=98.74%, remaining_time=0:00:05.599360, arrival_time=2021-04-15 01:52:50.116810, cost_time=0:00:36.611185 2021-04-15 01:52:46,653 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.40ms, fps=1199 images/s, loss=0.4821, top1-acc=84.94%, top5-acc=98.72%, remaining_time=0:00:03.444208, arrival_time=2021-04-15 01:52:50.097701, cost_time=0:00:38.747299 2021-04-15 01:52:48,792 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.20ms, fps=1197 images/s, loss=0.4841, top1-acc=84.91%, top5-acc=98.73%, remaining_time=0:00:01.291152, arrival_time=2021-04-15 01:52:50.083818, cost_time=0:00:40.886508 2021-04-15 01:52:49,955 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.27ms, fps=1171 images/s, loss=0.4859, top1-acc=84.84%, top5-acc=98.73%, remaining_time=0:00:00, arrival_time=2021-04-15 01:52:49.954921, cost_time=0:00:42.048672 2021-04-15 01:52:50,921 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=0.32ms, fps=2653 images/s, loss=1.4458, top1-acc=62.15%, top5-acc=87.97%, remaining_time=0:00:02.894400, arrival_time=2021-04-15 01:52:53.816207, cost_time=0:00:00.964795 2021-04-15 01:52:51,775 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.31ms, fps=3000 images/s, loss=1.4479, top1-acc=62.71%, top5-acc=87.95%, remaining_time=0:00:01.818640, arrival_time=2021-04-15 01:52:53.594323, cost_time=0:00:01.818630 2021-04-15 01:52:52,630 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.44ms, fps=2996 images/s, loss=1.4510, top1-acc=62.72%, top5-acc=87.77%, remaining_time=0:00:00.891160, arrival_time=2021-04-15 01:52:53.521652, cost_time=0:00:02.673487 2021-04-15 01:52:53,411 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.07ms, fps=2972 images/s, loss=1.4573, top1-acc=62.68%, top5-acc=87.58%, remaining_time=0:00:00, arrival_time=2021-04-15 01:52:53.411388, cost_time=0:00:03.454411 2021-04-15 01:52:53,751 INFO : Epoch=0084 complete, best val top1-acc=64.86%, top5-acc=89.04% (epoch=76), remaining_time=1:28:56.624892, arrival_time=2021-04-15 03:21:50.376604, cost_time=1:04:24.452473 2021-04-15 01:52:53,752 INFO : Train start, epoch=0085, lr=0.062434 2021-04-15 01:52:56,095 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.53ms, fps=1093 images/s, loss=0.4245, top1-acc=87.46%, top5-acc=99.14%, remaining_time=0:00:43.556736, arrival_time=2021-04-15 01:53:39.651676, cost_time=0:00:02.341757 2021-04-15 01:52:58,230 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.91ms, fps=1199 images/s, loss=0.4214, top1-acc=87.60%, top5-acc=99.18%, remaining_time=0:00:39.396544, arrival_time=2021-04-15 01:53:37.626634, cost_time=0:00:04.476890 2021-04-15 01:53:00,371 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.49ms, fps=1196 images/s, loss=0.4216, top1-acc=87.50%, top5-acc=99.08%, remaining_time=0:00:36.619268, arrival_time=2021-04-15 01:53:36.990403, cost_time=0:00:06.617949 2021-04-15 01:53:02,502 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.73ms, fps=1202 images/s, loss=0.4253, top1-acc=87.24%, top5-acc=99.12%, remaining_time=0:00:34.121412, arrival_time=2021-04-15 01:53:36.623676, cost_time=0:00:08.749078 2021-04-15 01:53:04,633 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.56ms, fps=1202 images/s, loss=0.4209, top1-acc=87.35%, top5-acc=99.16%, remaining_time=0:00:31.769308, arrival_time=2021-04-15 01:53:36.402328, cost_time=0:00:10.879917 2021-04-15 01:53:06,778 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=2.23ms, fps=1194 images/s, loss=0.4207, top1-acc=87.31%, top5-acc=99.11%, remaining_time=0:00:29.522608, arrival_time=2021-04-15 01:53:36.300528, cost_time=0:00:13.024705 2021-04-15 01:53:08,918 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.80ms, fps=1196 images/s, loss=0.4185, top1-acc=87.40%, top5-acc=99.10%, remaining_time=0:00:27.297270, arrival_time=2021-04-15 01:53:36.215594, cost_time=0:00:15.165147 2021-04-15 01:53:11,054 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.45ms, fps=1199 images/s, loss=0.4179, top1-acc=87.42%, top5-acc=99.08%, remaining_time=0:00:25.086972, arrival_time=2021-04-15 01:53:36.141549, cost_time=0:00:17.301386 2021-04-15 01:53:13,186 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.59ms, fps=1201 images/s, loss=0.4188, top1-acc=87.32%, top5-acc=99.05%, remaining_time=0:00:22.888262, arrival_time=2021-04-15 01:53:36.074944, cost_time=0:00:19.433424 2021-04-15 01:53:15,323 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.61ms, fps=1198 images/s, loss=0.4218, top1-acc=87.20%, top5-acc=99.05%, remaining_time=0:00:20.707584, arrival_time=2021-04-15 01:53:36.031131, cost_time=0:00:21.570414 2021-04-15 01:53:17,462 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.31ms, fps=1197 images/s, loss=0.4255, top1-acc=87.08%, top5-acc=99.03%, remaining_time=0:00:18.536182, arrival_time=2021-04-15 01:53:35.998393, cost_time=0:00:23.709031 2021-04-15 01:53:19,604 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.49ms, fps=1195 images/s, loss=0.4278, top1-acc=86.95%, top5-acc=99.03%, remaining_time=0:00:16.372528, arrival_time=2021-04-15 01:53:35.977193, cost_time=0:00:25.851402 2021-04-15 01:53:21,743 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.55ms, fps=1197 images/s, loss=0.4314, top1-acc=86.80%, top5-acc=99.01%, remaining_time=0:00:14.210592, arrival_time=2021-04-15 01:53:35.954360, cost_time=0:00:27.990554 2021-04-15 01:53:23,888 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.48ms, fps=1194 images/s, loss=0.4346, top1-acc=86.65%, top5-acc=99.00%, remaining_time=0:00:12.053944, arrival_time=2021-04-15 01:53:35.941951, cost_time=0:00:30.134881 2021-04-15 01:53:26,027 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.33ms, fps=1197 images/s, loss=0.4401, top1-acc=86.46%, top5-acc=98.98%, remaining_time=0:00:09.897452, arrival_time=2021-04-15 01:53:35.924994, cost_time=0:00:32.274343 2021-04-15 01:53:28,163 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.4440, top1-acc=86.39%, top5-acc=98.93%, remaining_time=0:00:07.742304, arrival_time=2021-04-15 01:53:35.905677, cost_time=0:00:34.410267 2021-04-15 01:53:30,300 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.71ms, fps=1198 images/s, loss=0.4497, top1-acc=86.21%, top5-acc=98.90%, remaining_time=0:00:05.589558, arrival_time=2021-04-15 01:53:35.889763, cost_time=0:00:36.547038 2021-04-15 01:53:32,436 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.34ms, fps=1198 images/s, loss=0.4552, top1-acc=86.05%, top5-acc=98.88%, remaining_time=0:00:03.438544, arrival_time=2021-04-15 01:53:35.875265, cost_time=0:00:38.683602 2021-04-15 01:53:34,574 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.26ms, fps=1198 images/s, loss=0.4584, top1-acc=85.92%, top5-acc=98.84%, remaining_time=0:00:01.289088, arrival_time=2021-04-15 01:53:35.863423, cost_time=0:00:40.821193 2021-04-15 01:53:35,734 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.56ms, fps=1173 images/s, loss=0.4609, top1-acc=85.84%, top5-acc=98.84%, remaining_time=0:00:00, arrival_time=2021-04-15 01:53:35.734780, cost_time=0:00:41.981569 2021-04-15 01:53:36,703 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=0.21ms, fps=2648 images/s, loss=1.3703, top1-acc=64.18%, top5-acc=88.83%, remaining_time=0:00:02.899860, arrival_time=2021-04-15 01:53:39.603384, cost_time=0:00:00.966624 2021-04-15 01:53:37,559 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.35ms, fps=2992 images/s, loss=1.3358, top1-acc=64.84%, top5-acc=89.16%, remaining_time=0:00:01.822860, arrival_time=2021-04-15 01:53:39.382563, cost_time=0:00:01.822869 2021-04-15 01:53:38,417 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.33ms, fps=2987 images/s, loss=1.3302, top1-acc=64.61%, top5-acc=89.28%, remaining_time=0:00:00.893450, arrival_time=2021-04-15 01:53:39.310627, cost_time=0:00:02.680345 2021-04-15 01:53:39,202 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.12ms, fps=2957 images/s, loss=1.3344, top1-acc=64.69%, top5-acc=89.18%, remaining_time=0:00:00, arrival_time=2021-04-15 01:53:39.202236, cost_time=0:00:03.465418 2021-04-15 01:53:39,575 INFO : Epoch=0085 complete, best val top1-acc=64.86%, top5-acc=89.04% (epoch=76), remaining_time=1:28:10.373060, arrival_time=2021-04-15 03:21:49.948117, cost_time=1:05:10.275780 2021-04-15 01:53:39,577 INFO : Train start, epoch=0086, lr=0.061672 2021-04-15 01:53:41,900 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.43ms, fps=1102 images/s, loss=0.4177, top1-acc=86.76%, top5-acc=99.18%, remaining_time=0:00:43.205940, arrival_time=2021-04-15 01:54:25.106193, cost_time=0:00:02.322905 2021-04-15 01:53:44,053 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.98ms, fps=1189 images/s, loss=0.4264, top1-acc=86.76%, top5-acc=99.02%, remaining_time=0:00:39.388800, arrival_time=2021-04-15 01:54:23.442262, cost_time=0:00:04.476006 2021-04-15 01:53:46,201 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.47ms, fps=1192 images/s, loss=0.4149, top1-acc=87.45%, top5-acc=99.11%, remaining_time=0:00:36.654626, arrival_time=2021-04-15 01:54:22.856319, cost_time=0:00:06.624327 2021-04-15 01:53:48,341 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.56ms, fps=1197 images/s, loss=0.4099, top1-acc=87.65%, top5-acc=99.11%, remaining_time=0:00:34.180536, arrival_time=2021-04-15 01:54:22.522128, cost_time=0:00:08.764234 2021-04-15 01:53:50,478 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.48ms, fps=1198 images/s, loss=0.4054, top1-acc=87.87%, top5-acc=99.14%, remaining_time=0:00:31.831358, arrival_time=2021-04-15 01:54:22.309857, cost_time=0:00:10.901141 2021-04-15 01:53:52,618 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.35ms, fps=1196 images/s, loss=0.4026, top1-acc=87.88%, top5-acc=99.19%, remaining_time=0:00:29.560280, arrival_time=2021-04-15 01:54:22.178969, cost_time=0:00:13.041322 2021-04-15 01:53:54,752 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.77ms, fps=1200 images/s, loss=0.4032, top1-acc=87.88%, top5-acc=99.20%, remaining_time=0:00:27.314784, arrival_time=2021-04-15 01:54:22.067104, cost_time=0:00:15.174852 2021-04-15 01:53:56,888 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.51ms, fps=1199 images/s, loss=0.4042, top1-acc=87.79%, top5-acc=99.17%, remaining_time=0:00:25.101472, arrival_time=2021-04-15 01:54:21.990233, cost_time=0:00:17.311366 2021-04-15 01:53:59,024 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.48ms, fps=1199 images/s, loss=0.4062, top1-acc=87.74%, top5-acc=99.14%, remaining_time=0:00:22.903844, arrival_time=2021-04-15 01:54:21.927905, cost_time=0:00:19.446705 2021-04-15 01:54:01,163 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.47ms, fps=1197 images/s, loss=0.4083, top1-acc=87.59%, top5-acc=99.13%, remaining_time=0:00:20.722464, arrival_time=2021-04-15 01:54:21.885691, cost_time=0:00:21.585868 2021-04-15 01:54:03,298 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.85ms, fps=1199 images/s, loss=0.4118, top1-acc=87.46%, top5-acc=99.11%, remaining_time=0:00:18.545900, arrival_time=2021-04-15 01:54:21.844796, cost_time=0:00:23.721543 2021-04-15 01:54:05,446 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.53ms, fps=1192 images/s, loss=0.4134, top1-acc=87.46%, top5-acc=99.09%, remaining_time=0:00:16.383852, arrival_time=2021-04-15 01:54:21.830582, cost_time=0:00:25.869299 2021-04-15 01:54:07,585 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.47ms, fps=1197 images/s, loss=0.4166, top1-acc=87.37%, top5-acc=99.07%, remaining_time=0:00:14.219436, arrival_time=2021-04-15 01:54:21.804816, cost_time=0:00:28.008006 2021-04-15 01:54:09,724 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.85ms, fps=1197 images/s, loss=0.4189, top1-acc=87.25%, top5-acc=99.06%, remaining_time=0:00:12.058984, arrival_time=2021-04-15 01:54:21.783873, cost_time=0:00:30.147509 2021-04-15 01:54:11,859 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.63ms, fps=1200 images/s, loss=0.4248, top1-acc=87.02%, top5-acc=99.03%, remaining_time=0:00:09.899844, arrival_time=2021-04-15 01:54:21.759300, cost_time=0:00:32.282092 2021-04-15 01:54:13,998 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.45ms, fps=1197 images/s, loss=0.4275, top1-acc=86.92%, top5-acc=99.02%, remaining_time=0:00:07.744752, arrival_time=2021-04-15 01:54:21.743238, cost_time=0:00:34.421129 2021-04-15 01:54:16,146 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.52ms, fps=1192 images/s, loss=0.4339, top1-acc=86.73%, top5-acc=98.98%, remaining_time=0:00:05.592938, arrival_time=2021-04-15 01:54:21.739650, cost_time=0:00:36.569290 2021-04-15 01:54:18,285 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.43ms, fps=1197 images/s, loss=0.4386, top1-acc=86.54%, top5-acc=98.96%, remaining_time=0:00:03.440752, arrival_time=2021-04-15 01:54:21.726522, cost_time=0:00:38.708394 2021-04-15 01:54:20,428 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.21ms, fps=1195 images/s, loss=0.4429, top1-acc=86.37%, top5-acc=98.94%, remaining_time=0:00:01.290030, arrival_time=2021-04-15 01:54:21.718282, cost_time=0:00:40.850883 2021-04-15 01:54:21,589 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.19ms, fps=1172 images/s, loss=0.4454, top1-acc=86.30%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-15 01:54:21.589223, cost_time=0:00:42.011879 2021-04-15 01:54:22,584 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=0.20ms, fps=2575 images/s, loss=1.4741, top1-acc=62.34%, top5-acc=88.09%, remaining_time=0:00:02.981940, arrival_time=2021-04-15 01:54:25.566863, cost_time=0:00:00.993978 2021-04-15 01:54:23,437 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.28ms, fps=3004 images/s, loss=1.4171, top1-acc=63.24%, top5-acc=88.81%, remaining_time=0:00:01.846460, arrival_time=2021-04-15 01:54:25.283905, cost_time=0:00:01.846460 2021-04-15 01:54:24,293 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.47ms, fps=2994 images/s, loss=1.3973, top1-acc=64.11%, top5-acc=89.00%, remaining_time=0:00:00.900700, arrival_time=2021-04-15 01:54:25.193809, cost_time=0:00:02.702104 2021-04-15 01:54:25,076 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.08ms, fps=2965 images/s, loss=1.3820, top1-acc=64.41%, top5-acc=88.89%, remaining_time=0:00:00, arrival_time=2021-04-15 01:54:25.076089, cost_time=0:00:03.485155 2021-04-15 01:54:25,433 INFO : Epoch=0086 complete, best val top1-acc=64.86%, top5-acc=89.04% (epoch=76), remaining_time=1:27:24.178296, arrival_time=2021-04-15 03:21:49.612010, cost_time=1:05:56.134481 2021-04-15 01:54:25,434 INFO : Train start, epoch=0087, lr=0.060907 2021-04-15 01:54:27,743 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.93ms, fps=1109 images/s, loss=0.4321, top1-acc=86.56%, top5-acc=99.14%, remaining_time=0:00:42.932334, arrival_time=2021-04-15 01:55:10.675724, cost_time=0:00:02.308186 2021-04-15 01:54:29,876 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.55ms, fps=1201 images/s, loss=0.4055, top1-acc=87.58%, top5-acc=99.34%, remaining_time=0:00:39.082560, arrival_time=2021-04-15 01:55:08.958828, cost_time=0:00:04.441200 2021-04-15 01:54:32,015 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.34ms, fps=1197 images/s, loss=0.4089, top1-acc=87.38%, top5-acc=99.17%, remaining_time=0:00:36.411768, arrival_time=2021-04-15 01:55:08.427246, cost_time=0:00:06.580438 2021-04-15 01:54:34,151 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.59ms, fps=1199 images/s, loss=0.4045, top1-acc=87.44%, top5-acc=99.26%, remaining_time=0:00:33.995364, arrival_time=2021-04-15 01:55:08.147142, cost_time=0:00:08.716743 2021-04-15 01:54:36,292 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.85ms, fps=1196 images/s, loss=0.4095, top1-acc=87.22%, top5-acc=99.21%, remaining_time=0:00:31.703316, arrival_time=2021-04-15 01:55:07.995674, cost_time=0:00:10.857308 2021-04-15 01:54:38,434 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.43ms, fps=1195 images/s, loss=0.4150, top1-acc=87.12%, top5-acc=99.17%, remaining_time=0:00:29.465624, arrival_time=2021-04-15 01:55:07.900180, cost_time=0:00:12.999518 2021-04-15 01:54:40,571 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.40ms, fps=1198 images/s, loss=0.4186, top1-acc=86.96%, top5-acc=99.16%, remaining_time=0:00:27.245358, arrival_time=2021-04-15 01:55:07.816705, cost_time=0:00:15.136308 2021-04-15 01:54:42,708 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.34ms, fps=1198 images/s, loss=0.4178, top1-acc=86.98%, top5-acc=99.17%, remaining_time=0:00:25.046604, arrival_time=2021-04-15 01:55:07.755253, cost_time=0:00:17.273522 2021-04-15 01:54:44,853 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.39ms, fps=1194 images/s, loss=0.4153, top1-acc=87.01%, top5-acc=99.15%, remaining_time=0:00:22.870030, arrival_time=2021-04-15 01:55:07.723069, cost_time=0:00:19.417981 2021-04-15 01:54:46,985 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.52ms, fps=1201 images/s, loss=0.4157, top1-acc=86.98%, top5-acc=99.18%, remaining_time=0:00:20.688672, arrival_time=2021-04-15 01:55:07.674444, cost_time=0:00:21.550707 2021-04-15 01:54:49,124 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.35ms, fps=1197 images/s, loss=0.4172, top1-acc=86.96%, top5-acc=99.18%, remaining_time=0:00:18.520702, arrival_time=2021-04-15 01:55:07.645023, cost_time=0:00:23.689301 2021-04-15 01:54:51,258 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.49ms, fps=1200 images/s, loss=0.4199, top1-acc=86.89%, top5-acc=99.16%, remaining_time=0:00:16.355048, arrival_time=2021-04-15 01:55:07.613851, cost_time=0:00:25.823770 2021-04-15 01:54:53,398 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.34ms, fps=1197 images/s, loss=0.4244, top1-acc=86.79%, top5-acc=99.13%, remaining_time=0:00:14.196798, arrival_time=2021-04-15 01:55:07.595166, cost_time=0:00:27.963330 2021-04-15 01:54:55,532 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.46ms, fps=1200 images/s, loss=0.4250, top1-acc=86.76%, top5-acc=99.12%, remaining_time=0:00:12.038936, arrival_time=2021-04-15 01:55:07.571334, cost_time=0:00:30.097374 2021-04-15 01:54:57,679 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.91ms, fps=1193 images/s, loss=0.4292, top1-acc=86.63%, top5-acc=99.10%, remaining_time=0:00:09.888252, arrival_time=2021-04-15 01:55:07.567547, cost_time=0:00:32.244261 2021-04-15 01:54:59,809 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.4330, top1-acc=86.53%, top5-acc=99.06%, remaining_time=0:00:07.734312, arrival_time=2021-04-15 01:55:07.544131, cost_time=0:00:34.374781 2021-04-15 01:55:01,950 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.30ms, fps=1196 images/s, loss=0.4367, top1-acc=86.42%, top5-acc=99.03%, remaining_time=0:00:05.584722, arrival_time=2021-04-15 01:55:07.535178, cost_time=0:00:36.515414 2021-04-15 01:55:04,087 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.34ms, fps=1198 images/s, loss=0.4395, top1-acc=86.32%, top5-acc=99.01%, remaining_time=0:00:03.435792, arrival_time=2021-04-15 01:55:07.523645, cost_time=0:00:38.652745 2021-04-15 01:55:06,230 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.27ms, fps=1195 images/s, loss=0.4442, top1-acc=86.13%, top5-acc=98.97%, remaining_time=0:00:01.288260, arrival_time=2021-04-15 01:55:07.518313, cost_time=0:00:40.794982 2021-04-15 01:55:07,394 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.25ms, fps=1169 images/s, loss=0.4462, top1-acc=86.07%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-15 01:55:07.393978, cost_time=0:00:41.958949 2021-04-15 01:55:08,358 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=1.31ms, fps=2659 images/s, loss=1.3160, top1-acc=66.02%, top5-acc=89.73%, remaining_time=0:00:02.888520, arrival_time=2021-04-15 01:55:11.247101, cost_time=0:00:00.962843 2021-04-15 01:55:09,211 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.28ms, fps=3001 images/s, loss=1.3466, top1-acc=65.08%, top5-acc=89.06%, remaining_time=0:00:01.816180, arrival_time=2021-04-15 01:55:11.028085, cost_time=0:00:01.816178 2021-04-15 01:55:10,063 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.47ms, fps=3006 images/s, loss=1.3800, top1-acc=64.78%, top5-acc=88.74%, remaining_time=0:00:00.889400, arrival_time=2021-04-15 01:55:10.953322, cost_time=0:00:02.668199 2021-04-15 01:55:10,845 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.07ms, fps=2968 images/s, loss=1.3978, top1-acc=64.52%, top5-acc=88.56%, remaining_time=0:00:00, arrival_time=2021-04-15 01:55:10.845853, cost_time=0:00:03.450140 2021-04-15 01:55:11,192 INFO : Epoch=0087 complete, best val top1-acc=64.86%, top5-acc=89.04% (epoch=76), remaining_time=1:26:37.861801, arrival_time=2021-04-15 03:21:49.054674, cost_time=1:06:41.893636 2021-04-15 01:55:11,194 INFO : Train start, epoch=0088, lr=0.060139 2021-04-15 01:55:13,499 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=1.31ms, fps=1110 images/s, loss=0.4306, top1-acc=87.30%, top5-acc=98.83%, remaining_time=0:00:42.878208, arrival_time=2021-04-15 01:55:56.377812, cost_time=0:00:02.305275 2021-04-15 01:55:15,642 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.71ms, fps=1195 images/s, loss=0.4200, top1-acc=87.40%, top5-acc=99.12%, remaining_time=0:00:39.139232, arrival_time=2021-04-15 01:55:54.781294, cost_time=0:00:04.447642 2021-04-15 01:55:17,775 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.54ms, fps=1201 images/s, loss=0.4079, top1-acc=87.70%, top5-acc=99.14%, remaining_time=0:00:36.412266, arrival_time=2021-04-15 01:55:54.187287, cost_time=0:00:06.580534 2021-04-15 01:55:19,912 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.76ms, fps=1198 images/s, loss=0.4059, top1-acc=87.72%, top5-acc=99.15%, remaining_time=0:00:34.001136, arrival_time=2021-04-15 01:55:53.913808, cost_time=0:00:08.718237 2021-04-15 01:55:22,053 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.96ms, fps=1196 images/s, loss=0.4140, top1-acc=87.50%, top5-acc=99.12%, remaining_time=0:00:31.709594, arrival_time=2021-04-15 01:55:53.763474, cost_time=0:00:10.859441 2021-04-15 01:55:24,189 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.33ms, fps=1199 images/s, loss=0.4152, top1-acc=87.38%, top5-acc=99.12%, remaining_time=0:00:29.456376, arrival_time=2021-04-15 01:55:53.646189, cost_time=0:00:12.995431 2021-04-15 01:55:26,323 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.46ms, fps=1200 images/s, loss=0.4165, top1-acc=87.34%, top5-acc=99.12%, remaining_time=0:00:27.233010, arrival_time=2021-04-15 01:55:53.556893, cost_time=0:00:15.129470 2021-04-15 01:55:28,462 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.43ms, fps=1197 images/s, loss=0.4168, top1-acc=87.29%, top5-acc=99.14%, remaining_time=0:00:25.038948, arrival_time=2021-04-15 01:55:53.501610, cost_time=0:00:17.268254 2021-04-15 01:55:30,596 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.4203, top1-acc=87.20%, top5-acc=99.11%, remaining_time=0:00:22.851692, arrival_time=2021-04-15 01:55:53.448395, cost_time=0:00:19.402368 2021-04-15 01:55:32,730 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.4238, top1-acc=87.07%, top5-acc=99.08%, remaining_time=0:00:20.674560, arrival_time=2021-04-15 01:55:53.405036, cost_time=0:00:21.536030 2021-04-15 01:55:34,869 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.44ms, fps=1197 images/s, loss=0.4226, top1-acc=87.08%, top5-acc=99.07%, remaining_time=0:00:18.509952, arrival_time=2021-04-15 01:55:53.379742, cost_time=0:00:23.675466 2021-04-15 01:55:37,005 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.69ms, fps=1199 images/s, loss=0.4232, top1-acc=86.99%, top5-acc=99.09%, remaining_time=0:00:16.347144, arrival_time=2021-04-15 01:55:53.352832, cost_time=0:00:25.811275 2021-04-15 01:55:39,141 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.35ms, fps=1199 images/s, loss=0.4241, top1-acc=86.92%, top5-acc=99.07%, remaining_time=0:00:14.188614, arrival_time=2021-04-15 01:55:53.330265, cost_time=0:00:27.947309 2021-04-15 01:55:41,276 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.43ms, fps=1199 images/s, loss=0.4255, top1-acc=86.83%, top5-acc=99.05%, remaining_time=0:00:12.032944, arrival_time=2021-04-15 01:55:53.309617, cost_time=0:00:30.082350 2021-04-15 01:55:43,414 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.64ms, fps=1198 images/s, loss=0.4274, top1-acc=86.79%, top5-acc=99.05%, remaining_time=0:00:09.880708, arrival_time=2021-04-15 01:55:53.294784, cost_time=0:00:32.219658 2021-04-15 01:55:45,557 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.56ms, fps=1195 images/s, loss=0.4291, top1-acc=86.77%, top5-acc=99.03%, remaining_time=0:00:07.731720, arrival_time=2021-04-15 01:55:53.289220, cost_time=0:00:34.363181 2021-04-15 01:55:47,699 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.41ms, fps=1195 images/s, loss=0.4321, top1-acc=86.70%, top5-acc=99.01%, remaining_time=0:00:05.583136, arrival_time=2021-04-15 01:55:53.282653, cost_time=0:00:36.505193 2021-04-15 01:55:49,836 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.60ms, fps=1198 images/s, loss=0.4341, top1-acc=86.66%, top5-acc=99.00%, remaining_time=0:00:03.434832, arrival_time=2021-04-15 01:55:53.271164, cost_time=0:00:38.641926 2021-04-15 01:55:51,976 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.20ms, fps=1196 images/s, loss=0.4378, top1-acc=86.54%, top5-acc=98.97%, remaining_time=0:00:01.287864, arrival_time=2021-04-15 01:55:53.264523, cost_time=0:00:40.782317 2021-04-15 01:55:53,133 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.51ms, fps=1176 images/s, loss=0.4396, top1-acc=86.48%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-15 01:55:53.133760, cost_time=0:00:41.939446 2021-04-15 01:55:54,131 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=1.42ms, fps=2570 images/s, loss=1.3814, top1-acc=64.30%, top5-acc=88.67%, remaining_time=0:00:02.987910, arrival_time=2021-04-15 01:55:57.119498, cost_time=0:00:00.995974 2021-04-15 01:55:54,985 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.27ms, fps=3000 images/s, loss=1.3993, top1-acc=64.45%, top5-acc=88.67%, remaining_time=0:00:01.849580, arrival_time=2021-04-15 01:55:56.834769, cost_time=0:00:01.849580 2021-04-15 01:55:55,840 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.28ms, fps=2995 images/s, loss=1.3937, top1-acc=64.22%, top5-acc=88.65%, remaining_time=0:00:00.901520, arrival_time=2021-04-15 01:55:56.741700, cost_time=0:00:02.704565 2021-04-15 01:55:56,622 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.07ms, fps=2968 images/s, loss=1.3735, top1-acc=64.50%, top5-acc=88.69%, remaining_time=0:00:00, arrival_time=2021-04-15 01:55:56.622328, cost_time=0:00:03.486679 2021-04-15 01:55:56,967 INFO : Epoch=0088 complete, best val top1-acc=64.86%, top5-acc=89.04% (epoch=76), remaining_time=1:25:51.577536, arrival_time=2021-04-15 03:21:48.544813, cost_time=1:07:27.668043 2021-04-15 01:55:56,968 INFO : Train start, epoch=0089, lr=0.059369 2021-04-15 01:55:59,275 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.64ms, fps=1110 images/s, loss=0.3923, top1-acc=87.66%, top5-acc=98.98%, remaining_time=0:00:42.903504, arrival_time=2021-04-15 01:56:42.178983, cost_time=0:00:02.306635 2021-04-15 01:56:01,424 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.43ms, fps=1192 images/s, loss=0.3895, top1-acc=87.89%, top5-acc=99.24%, remaining_time=0:00:39.209456, arrival_time=2021-04-15 01:56:40.633828, cost_time=0:00:04.455625 2021-04-15 01:56:03,563 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.45ms, fps=1197 images/s, loss=0.3910, top1-acc=87.81%, top5-acc=99.19%, remaining_time=0:00:36.491946, arrival_time=2021-04-15 01:56:40.055611, cost_time=0:00:06.594916 2021-04-15 01:56:05,706 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.39ms, fps=1195 images/s, loss=0.3909, top1-acc=87.94%, top5-acc=99.22%, remaining_time=0:00:34.075860, arrival_time=2021-04-15 01:56:39.782005, cost_time=0:00:08.737393 2021-04-15 01:56:07,847 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.37ms, fps=1196 images/s, loss=0.3890, top1-acc=87.97%, top5-acc=99.23%, remaining_time=0:00:31.766972, arrival_time=2021-04-15 01:56:39.614830, cost_time=0:00:10.879116 2021-04-15 01:56:09,990 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.73ms, fps=1195 images/s, loss=0.3935, top1-acc=87.82%, top5-acc=99.21%, remaining_time=0:00:29.515400, arrival_time=2021-04-15 01:56:39.505654, cost_time=0:00:13.021511 2021-04-15 01:56:12,132 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.35ms, fps=1195 images/s, loss=0.3956, top1-acc=87.85%, top5-acc=99.21%, remaining_time=0:00:27.295758, arrival_time=2021-04-15 01:56:39.428713, cost_time=0:00:15.164317 2021-04-15 01:56:14,275 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.46ms, fps=1196 images/s, loss=0.3970, top1-acc=87.83%, top5-acc=99.20%, remaining_time=0:00:25.094744, arrival_time=2021-04-15 01:56:39.370174, cost_time=0:00:17.306685 2021-04-15 01:56:16,413 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.97ms, fps=1198 images/s, loss=0.3979, top1-acc=87.73%, top5-acc=99.19%, remaining_time=0:00:22.901194, arrival_time=2021-04-15 01:56:39.314372, cost_time=0:00:19.444450 2021-04-15 01:56:18,547 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.39ms, fps=1200 images/s, loss=0.3971, top1-acc=87.76%, top5-acc=99.20%, remaining_time=0:00:20.716032, arrival_time=2021-04-15 01:56:39.263893, cost_time=0:00:21.579177 2021-04-15 01:56:20,684 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.43ms, fps=1198 images/s, loss=0.3981, top1-acc=87.72%, top5-acc=99.22%, remaining_time=0:00:18.541342, arrival_time=2021-04-15 01:56:39.225723, cost_time=0:00:23.715723 2021-04-15 01:56:22,819 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.44ms, fps=1200 images/s, loss=0.4029, top1-acc=87.51%, top5-acc=99.21%, remaining_time=0:00:16.371768, arrival_time=2021-04-15 01:56:39.190687, cost_time=0:00:25.850166 2021-04-15 01:56:24,960 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=2.11ms, fps=1196 images/s, loss=0.4064, top1-acc=87.39%, top5-acc=99.20%, remaining_time=0:00:14.211252, arrival_time=2021-04-15 01:56:39.171904, cost_time=0:00:27.991915 2021-04-15 01:56:27,112 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.86ms, fps=1190 images/s, loss=0.4099, top1-acc=87.29%, top5-acc=99.19%, remaining_time=0:00:12.057304, arrival_time=2021-04-15 01:56:39.169353, cost_time=0:00:30.143311 2021-04-15 01:56:29,256 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.81ms, fps=1194 images/s, loss=0.4145, top1-acc=87.17%, top5-acc=99.17%, remaining_time=0:00:09.901684, arrival_time=2021-04-15 01:56:39.158401, cost_time=0:00:32.288041 2021-04-15 01:56:31,391 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.55ms, fps=1200 images/s, loss=0.4188, top1-acc=87.02%, top5-acc=99.13%, remaining_time=0:00:07.745076, arrival_time=2021-04-15 01:56:39.136289, cost_time=0:00:34.422558 2021-04-15 01:56:33,541 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.58ms, fps=1191 images/s, loss=0.4217, top1-acc=86.92%, top5-acc=99.10%, remaining_time=0:00:05.593536, arrival_time=2021-04-15 01:56:39.135390, cost_time=0:00:36.573114 2021-04-15 01:56:35,679 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.40ms, fps=1198 images/s, loss=0.4244, top1-acc=86.81%, top5-acc=99.09%, remaining_time=0:00:03.440944, arrival_time=2021-04-15 01:56:39.120311, cost_time=0:00:38.710703 2021-04-15 01:56:37,810 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.4276, top1-acc=86.72%, top5-acc=99.08%, remaining_time=0:00:01.289742, arrival_time=2021-04-15 01:56:39.100276, cost_time=0:00:40.841886 2021-04-15 01:56:38,970 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.48ms, fps=1173 images/s, loss=0.4305, top1-acc=86.66%, top5-acc=99.05%, remaining_time=0:00:00, arrival_time=2021-04-15 01:56:38.970445, cost_time=0:00:42.001754 2021-04-15 01:56:39,959 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=1.37ms, fps=2595 images/s, loss=1.2590, top1-acc=66.52%, top5-acc=90.43%, remaining_time=0:00:02.959560, arrival_time=2021-04-15 01:56:42.919371, cost_time=0:00:00.986520 2021-04-15 01:56:40,814 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.87ms, fps=2996 images/s, loss=1.3102, top1-acc=66.60%, top5-acc=89.32%, remaining_time=0:00:01.841280, arrival_time=2021-04-15 01:56:42.655931, cost_time=0:00:01.841279 2021-04-15 01:56:41,669 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.51ms, fps=2995 images/s, loss=1.3186, top1-acc=66.41%, top5-acc=89.34%, remaining_time=0:00:00.898830, arrival_time=2021-04-15 01:56:42.568609, cost_time=0:00:02.696491 2021-04-15 01:56:42,452 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.09ms, fps=2967 images/s, loss=1.3388, top1-acc=66.05%, top5-acc=89.08%, remaining_time=0:00:00, arrival_time=2021-04-15 01:56:42.452175, cost_time=0:00:03.478919 2021-04-15 01:56:43,087 INFO : Epoch=0089 complete, best val top1-acc=66.05%, top5-acc=89.08% (epoch=89), remaining_time=1:25:05.736042, arrival_time=2021-04-15 03:21:48.823618, cost_time=1:08:13.788314 2021-04-15 01:56:43,089 INFO : Train start, epoch=0090, lr=0.058596 2021-04-15 01:56:45,429 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.87ms, fps=1094 images/s, loss=0.4044, top1-acc=86.87%, top5-acc=99.06%, remaining_time=0:00:43.520466, arrival_time=2021-04-15 01:57:28.949501, cost_time=0:00:02.339808 2021-04-15 01:56:47,570 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.46ms, fps=1196 images/s, loss=0.3904, top1-acc=87.89%, top5-acc=99.16%, remaining_time=0:00:39.434208, arrival_time=2021-04-15 01:57:27.004570, cost_time=0:00:04.481156 2021-04-15 01:56:49,711 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.57ms, fps=1196 images/s, loss=0.3986, top1-acc=87.45%, top5-acc=99.21%, remaining_time=0:00:36.642674, arrival_time=2021-04-15 01:57:26.354052, cost_time=0:00:06.622157 2021-04-15 01:56:51,848 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.34ms, fps=1198 images/s, loss=0.3989, top1-acc=87.43%, top5-acc=99.23%, remaining_time=0:00:34.160568, arrival_time=2021-04-15 01:57:26.008904, cost_time=0:00:08.759130 2021-04-15 01:56:53,987 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.59ms, fps=1197 images/s, loss=0.3991, top1-acc=87.50%, top5-acc=99.20%, remaining_time=0:00:31.822306, arrival_time=2021-04-15 01:57:25.809550, cost_time=0:00:10.898037 2021-04-15 01:56:56,125 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.79ms, fps=1198 images/s, loss=0.4011, top1-acc=87.52%, top5-acc=99.19%, remaining_time=0:00:29.548312, arrival_time=2021-04-15 01:57:25.673565, cost_time=0:00:13.036045 2021-04-15 01:56:58,259 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.55ms, fps=1200 images/s, loss=0.3989, top1-acc=87.63%, top5-acc=99.23%, remaining_time=0:00:27.306846, arrival_time=2021-04-15 01:57:25.566399, cost_time=0:00:15.170440 2021-04-15 01:57:00,395 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.4006, top1-acc=87.51%, top5-acc=99.21%, remaining_time=0:00:25.094628, arrival_time=2021-04-15 01:57:25.490458, cost_time=0:00:17.306631 2021-04-15 01:57:02,533 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.97ms, fps=1198 images/s, loss=0.4048, top1-acc=87.40%, top5-acc=99.20%, remaining_time=0:00:22.901300, arrival_time=2021-04-15 01:57:25.434951, cost_time=0:00:19.444465 2021-04-15 01:57:04,669 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.41ms, fps=1199 images/s, loss=0.4065, top1-acc=87.32%, top5-acc=99.16%, remaining_time=0:00:20.717376, arrival_time=2021-04-15 01:57:25.387103, cost_time=0:00:21.580573 2021-04-15 01:57:06,818 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.98ms, fps=1192 images/s, loss=0.4104, top1-acc=87.26%, top5-acc=99.13%, remaining_time=0:00:18.551662, arrival_time=2021-04-15 01:57:25.369617, cost_time=0:00:23.728849 2021-04-15 01:57:08,959 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=2.02ms, fps=1195 images/s, loss=0.4138, top1-acc=87.12%, top5-acc=99.11%, remaining_time=0:00:16.384764, arrival_time=2021-04-15 01:57:25.344588, cost_time=0:00:25.870624 2021-04-15 01:57:11,103 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=2.09ms, fps=1195 images/s, loss=0.4175, top1-acc=87.00%, top5-acc=99.08%, remaining_time=0:00:14.222274, arrival_time=2021-04-15 01:57:25.325136, cost_time=0:00:28.013542 2021-04-15 01:57:13,248 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=2.10ms, fps=1194 images/s, loss=0.4199, top1-acc=86.96%, top5-acc=99.08%, remaining_time=0:00:12.063688, arrival_time=2021-04-15 01:57:25.312054, cost_time=0:00:30.159152 2021-04-15 01:57:15,388 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.32ms, fps=1197 images/s, loss=0.4227, top1-acc=86.88%, top5-acc=99.06%, remaining_time=0:00:09.904996, arrival_time=2021-04-15 01:57:25.293119, cost_time=0:00:32.298927 2021-04-15 01:57:17,526 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.92ms, fps=1198 images/s, loss=0.4257, top1-acc=86.74%, top5-acc=99.04%, remaining_time=0:00:07.748280, arrival_time=2021-04-15 01:57:25.274278, cost_time=0:00:34.436789 2021-04-15 01:57:19,661 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=2.15ms, fps=1199 images/s, loss=0.4302, top1-acc=86.57%, top5-acc=99.03%, remaining_time=0:00:05.593458, arrival_time=2021-04-15 01:57:25.255263, cost_time=0:00:36.572627 2021-04-15 01:57:21,801 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.41ms, fps=1197 images/s, loss=0.4335, top1-acc=86.49%, top5-acc=98.99%, remaining_time=0:00:03.441072, arrival_time=2021-04-15 01:57:25.242228, cost_time=0:00:38.712011 2021-04-15 01:57:23,944 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.40ms, fps=1195 images/s, loss=0.4368, top1-acc=86.39%, top5-acc=98.96%, remaining_time=0:00:01.290168, arrival_time=2021-04-15 01:57:25.234717, cost_time=0:00:40.855346 2021-04-15 01:57:25,105 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.68ms, fps=1172 images/s, loss=0.4399, top1-acc=86.35%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-15 01:57:25.105823, cost_time=0:00:42.016715 2021-04-15 01:57:26,081 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=1.52ms, fps=2630 images/s, loss=1.3484, top1-acc=64.02%, top5-acc=89.14%, remaining_time=0:00:02.920260, arrival_time=2021-04-15 01:57:29.001310, cost_time=0:00:00.973421 2021-04-15 01:57:26,946 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.84ms, fps=2958 images/s, loss=1.3578, top1-acc=63.91%, top5-acc=89.02%, remaining_time=0:00:01.839220, arrival_time=2021-04-15 01:57:28.786151, cost_time=0:00:01.839227 2021-04-15 01:57:27,805 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.49ms, fps=2984 images/s, loss=1.3529, top1-acc=64.17%, top5-acc=89.18%, remaining_time=0:00:00.899220, arrival_time=2021-04-15 01:57:28.704542, cost_time=0:00:02.697656 2021-04-15 01:57:28,592 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.08ms, fps=2950 images/s, loss=1.3453, top1-acc=64.22%, top5-acc=89.15%, remaining_time=0:00:00, arrival_time=2021-04-15 01:57:28.592241, cost_time=0:00:03.484560 2021-04-15 01:57:29,105 INFO : Epoch=0090 complete, best val top1-acc=66.05%, top5-acc=89.08% (epoch=89), remaining_time=1:24:19.762730, arrival_time=2021-04-15 03:21:48.867910, cost_time=1:08:59.805900 2021-04-15 01:57:29,107 INFO : Train start, epoch=0091, lr=0.057822 2021-04-15 01:57:31,411 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.38ms, fps=1111 images/s, loss=0.3868, top1-acc=89.22%, top5-acc=99.34%, remaining_time=0:00:42.844170, arrival_time=2021-04-15 01:58:14.255284, cost_time=0:00:02.303452 2021-04-15 01:57:33,540 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.46ms, fps=1202 images/s, loss=0.4063, top1-acc=88.11%, top5-acc=99.16%, remaining_time=0:00:39.011280, arrival_time=2021-04-15 01:58:12.552044, cost_time=0:00:04.433103 2021-04-15 01:57:35,678 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=2.06ms, fps=1198 images/s, loss=0.4024, top1-acc=87.85%, top5-acc=99.21%, remaining_time=0:00:36.355328, arrival_time=2021-04-15 01:58:12.033257, cost_time=0:00:06.570239 2021-04-15 01:57:37,816 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.43ms, fps=1197 images/s, loss=0.3972, top1-acc=87.98%, top5-acc=99.23%, remaining_time=0:00:33.964164, arrival_time=2021-04-15 01:58:11.780674, cost_time=0:00:08.708772 2021-04-15 01:57:39,959 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.73ms, fps=1195 images/s, loss=0.3931, top1-acc=88.00%, top5-acc=99.29%, remaining_time=0:00:31.686380, arrival_time=2021-04-15 01:58:11.645504, cost_time=0:00:10.851515 2021-04-15 01:57:42,099 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.76ms, fps=1196 images/s, loss=0.3913, top1-acc=88.08%, top5-acc=99.30%, remaining_time=0:00:29.448760, arrival_time=2021-04-15 01:58:11.548579, cost_time=0:00:12.992107 2021-04-15 01:57:44,246 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.45ms, fps=1193 images/s, loss=0.3850, top1-acc=88.31%, top5-acc=99.32%, remaining_time=0:00:27.250272, arrival_time=2021-04-15 01:58:11.496990, cost_time=0:00:15.139039 2021-04-15 01:57:46,391 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=3.03ms, fps=1194 images/s, loss=0.3850, top1-acc=88.19%, top5-acc=99.30%, remaining_time=0:00:25.060756, arrival_time=2021-04-15 01:58:11.451781, cost_time=0:00:17.283313 2021-04-15 01:57:48,547 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.39ms, fps=1188 images/s, loss=0.3861, top1-acc=88.16%, top5-acc=99.29%, remaining_time=0:00:22.895682, arrival_time=2021-04-15 01:58:11.443153, cost_time=0:00:19.439719 2021-04-15 01:57:50,689 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.75ms, fps=1195 images/s, loss=0.3865, top1-acc=88.11%, top5-acc=99.28%, remaining_time=0:00:20.718816, arrival_time=2021-04-15 01:58:11.408658, cost_time=0:00:21.582141 2021-04-15 01:57:52,828 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.60ms, fps=1197 images/s, loss=0.3880, top1-acc=88.05%, top5-acc=99.26%, remaining_time=0:00:18.545556, arrival_time=2021-04-15 01:58:11.374313, cost_time=0:00:23.721086 2021-04-15 01:57:54,968 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.48ms, fps=1197 images/s, loss=0.3923, top1-acc=87.93%, top5-acc=99.23%, remaining_time=0:00:16.378228, arrival_time=2021-04-15 01:58:11.346277, cost_time=0:00:25.860364 2021-04-15 01:57:57,102 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.51ms, fps=1200 images/s, loss=0.3959, top1-acc=87.80%, top5-acc=99.24%, remaining_time=0:00:14.212638, arrival_time=2021-04-15 01:58:11.314907, cost_time=0:00:27.994571 2021-04-15 01:57:59,238 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.59ms, fps=1199 images/s, loss=0.3974, top1-acc=87.74%, top5-acc=99.23%, remaining_time=0:00:12.052320, arrival_time=2021-04-15 01:58:11.290746, cost_time=0:00:30.130814 2021-04-15 01:58:01,376 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.72ms, fps=1197 images/s, loss=0.3987, top1-acc=87.67%, top5-acc=99.22%, remaining_time=0:00:09.895888, arrival_time=2021-04-15 01:58:11.272715, cost_time=0:00:32.269155 2021-04-15 01:58:03,513 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.44ms, fps=1198 images/s, loss=0.4016, top1-acc=87.57%, top5-acc=99.22%, remaining_time=0:00:07.741368, arrival_time=2021-04-15 01:58:11.255054, cost_time=0:00:34.406110 2021-04-15 01:58:05,652 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.39ms, fps=1197 images/s, loss=0.4057, top1-acc=87.42%, top5-acc=99.18%, remaining_time=0:00:05.589194, arrival_time=2021-04-15 01:58:11.241695, cost_time=0:00:36.544802 2021-04-15 01:58:07,790 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.40ms, fps=1198 images/s, loss=0.4098, top1-acc=87.22%, top5-acc=99.16%, remaining_time=0:00:03.438496, arrival_time=2021-04-15 01:58:11.229109, cost_time=0:00:38.683041 2021-04-15 01:58:09,925 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.25ms, fps=1200 images/s, loss=0.4147, top1-acc=87.06%, top5-acc=99.14%, remaining_time=0:00:01.288968, arrival_time=2021-04-15 01:58:11.213998, cost_time=0:00:40.817371 2021-04-15 01:58:11,086 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.29ms, fps=1172 images/s, loss=0.4180, top1-acc=86.96%, top5-acc=99.12%, remaining_time=0:00:00, arrival_time=2021-04-15 01:58:11.086313, cost_time=0:00:41.978733 2021-04-15 01:58:12,057 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=0.31ms, fps=2643 images/s, loss=1.4338, top1-acc=63.83%, top5-acc=88.24%, remaining_time=0:00:02.905560, arrival_time=2021-04-15 01:58:14.962513, cost_time=0:00:00.968515 2021-04-15 01:58:12,917 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.49ms, fps=2978 images/s, loss=1.4423, top1-acc=63.24%, top5-acc=88.50%, remaining_time=0:00:01.828860, arrival_time=2021-04-15 01:58:14.745961, cost_time=0:00:01.828869 2021-04-15 01:58:13,773 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.30ms, fps=2992 images/s, loss=1.4379, top1-acc=63.58%, top5-acc=88.62%, remaining_time=0:00:00.894980, arrival_time=2021-04-15 01:58:14.668233, cost_time=0:00:02.684925 2021-04-15 01:58:14,557 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.09ms, fps=2960 images/s, loss=1.4205, top1-acc=63.80%, top5-acc=88.54%, remaining_time=0:00:00, arrival_time=2021-04-15 01:58:14.557568, cost_time=0:00:03.469247 2021-04-15 01:58:15,048 INFO : Epoch=0091 complete, best val top1-acc=66.05%, top5-acc=89.08% (epoch=89), remaining_time=1:23:33.699814, arrival_time=2021-04-15 03:21:48.748397, cost_time=1:09:45.749349 2021-04-15 01:58:15,050 INFO : Train start, epoch=0092, lr=0.057045 2021-04-15 01:58:17,383 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.66ms, fps=1097 images/s, loss=0.3755, top1-acc=88.75%, top5-acc=99.49%, remaining_time=0:00:43.391568, arrival_time=2021-04-15 01:59:00.774934, cost_time=0:00:02.332880 2021-04-15 01:58:19,528 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.58ms, fps=1198 images/s, loss=0.3845, top1-acc=88.42%, top5-acc=99.30%, remaining_time=0:00:39.402352, arrival_time=2021-04-15 01:58:58.930380, cost_time=0:00:04.477547 2021-04-15 01:58:21,665 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=2.48ms, fps=1198 images/s, loss=0.3822, top1-acc=88.28%, top5-acc=99.26%, remaining_time=0:00:36.604826, arrival_time=2021-04-15 01:58:58.270633, cost_time=0:00:06.615322 2021-04-15 01:58:23,810 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.47ms, fps=1194 images/s, loss=0.3882, top1-acc=88.15%, top5-acc=99.24%, remaining_time=0:00:34.162596, arrival_time=2021-04-15 01:58:57.972797, cost_time=0:00:08.759641 2021-04-15 01:58:25,956 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.43ms, fps=1193 images/s, loss=0.3863, top1-acc=88.23%, top5-acc=99.25%, remaining_time=0:00:31.845812, arrival_time=2021-04-15 01:58:57.802403, cost_time=0:00:10.906086 2021-04-15 01:58:28,107 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=2.18ms, fps=1191 images/s, loss=0.3853, top1-acc=88.25%, top5-acc=99.25%, remaining_time=0:00:29.595096, arrival_time=2021-04-15 01:58:57.702253, cost_time=0:00:13.056667 2021-04-15 01:58:30,245 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.58ms, fps=1198 images/s, loss=0.3832, top1-acc=88.27%, top5-acc=99.27%, remaining_time=0:00:27.349938, arrival_time=2021-04-15 01:58:57.594863, cost_time=0:00:15.194442 2021-04-15 01:58:32,379 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.49ms, fps=1200 images/s, loss=0.3806, top1-acc=88.26%, top5-acc=99.30%, remaining_time=0:00:25.126760, arrival_time=2021-04-15 01:58:57.505930, cost_time=0:00:17.328761 2021-04-15 01:58:34,524 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.41ms, fps=1193 images/s, loss=0.3809, top1-acc=88.21%, top5-acc=99.29%, remaining_time=0:00:22.936386, arrival_time=2021-04-15 01:58:57.461112, cost_time=0:00:19.474251 2021-04-15 01:58:36,661 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.52ms, fps=1198 images/s, loss=0.3827, top1-acc=88.19%, top5-acc=99.25%, remaining_time=0:00:20.746560, arrival_time=2021-04-15 01:58:57.408008, cost_time=0:00:21.611046 2021-04-15 01:58:38,799 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.60ms, fps=1198 images/s, loss=0.3846, top1-acc=88.16%, top5-acc=99.24%, remaining_time=0:00:18.567056, arrival_time=2021-04-15 01:58:57.366116, cost_time=0:00:23.748557 2021-04-15 01:58:40,942 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.70ms, fps=1195 images/s, loss=0.3883, top1-acc=88.07%, top5-acc=99.21%, remaining_time=0:00:16.397988, arrival_time=2021-04-15 01:58:57.339941, cost_time=0:00:25.891552 2021-04-15 01:58:43,080 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.54ms, fps=1197 images/s, loss=0.3885, top1-acc=88.04%, top5-acc=99.20%, remaining_time=0:00:14.230590, arrival_time=2021-04-15 01:58:57.310928, cost_time=0:00:28.029940 2021-04-15 01:58:45,223 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=2.65ms, fps=1195 images/s, loss=0.3898, top1-acc=87.97%, top5-acc=99.21%, remaining_time=0:00:12.069008, arrival_time=2021-04-15 01:58:57.292235, cost_time=0:00:30.172586 2021-04-15 01:58:47,377 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=2.26ms, fps=1189 images/s, loss=0.3941, top1-acc=87.87%, top5-acc=99.20%, remaining_time=0:00:09.913598, arrival_time=2021-04-15 01:58:57.291024, cost_time=0:00:32.326934 2021-04-15 01:58:49,517 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.36ms, fps=1197 images/s, loss=0.3973, top1-acc=87.75%, top5-acc=99.17%, remaining_time=0:00:07.755048, arrival_time=2021-04-15 01:58:57.272558, cost_time=0:00:34.466953 2021-04-15 01:58:51,665 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.67ms, fps=1192 images/s, loss=0.4009, top1-acc=87.61%, top5-acc=99.14%, remaining_time=0:00:05.599880, arrival_time=2021-04-15 01:58:57.265000, cost_time=0:00:36.614627 2021-04-15 01:58:53,804 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.42ms, fps=1197 images/s, loss=0.4028, top1-acc=87.56%, top5-acc=99.14%, remaining_time=0:00:03.444832, arrival_time=2021-04-15 01:58:57.249612, cost_time=0:00:38.754293 2021-04-15 01:58:55,946 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.22ms, fps=1196 images/s, loss=0.4052, top1-acc=87.47%, top5-acc=99.12%, remaining_time=0:00:01.291446, arrival_time=2021-04-15 01:58:57.237739, cost_time=0:00:40.895808 2021-04-15 01:58:57,105 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.68ms, fps=1174 images/s, loss=0.4080, top1-acc=87.37%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-15 01:58:57.105714, cost_time=0:00:42.055268 2021-04-15 01:58:58,074 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=2.29ms, fps=2647 images/s, loss=1.3796, top1-acc=64.49%, top5-acc=88.87%, remaining_time=0:00:02.901420, arrival_time=2021-04-15 01:59:00.976177, cost_time=0:00:00.967137 2021-04-15 01:58:58,929 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.40ms, fps=2995 images/s, loss=1.3278, top1-acc=65.04%, top5-acc=89.49%, remaining_time=0:00:01.822280, arrival_time=2021-04-15 01:59:00.752145, cost_time=0:00:01.822274 2021-04-15 01:58:59,782 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.38ms, fps=3004 images/s, loss=1.3245, top1-acc=65.40%, top5-acc=89.58%, remaining_time=0:00:00.891620, arrival_time=2021-04-15 01:59:00.674068, cost_time=0:00:02.674858 2021-04-15 01:59:00,567 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.08ms, fps=2956 images/s, loss=1.3568, top1-acc=65.36%, top5-acc=89.45%, remaining_time=0:00:00, arrival_time=2021-04-15 01:59:00.567607, cost_time=0:00:03.459959 2021-04-15 01:59:00,910 INFO : Epoch=0092 complete, best val top1-acc=66.05%, top5-acc=89.08% (epoch=89), remaining_time=1:22:47.543160, arrival_time=2021-04-15 03:21:48.453236, cost_time=1:10:31.610833 2021-04-15 01:59:00,911 INFO : Train start, epoch=0093, lr=0.056267 2021-04-15 01:59:03,228 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.98ms, fps=1105 images/s, loss=0.4178, top1-acc=86.29%, top5-acc=99.10%, remaining_time=0:00:43.089504, arrival_time=2021-04-15 01:59:46.317771, cost_time=0:00:02.316642 2021-04-15 01:59:05,370 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.53ms, fps=1196 images/s, loss=0.4068, top1-acc=86.87%, top5-acc=99.14%, remaining_time=0:00:39.235856, arrival_time=2021-04-15 01:59:44.606081, cost_time=0:00:04.458628 2021-04-15 01:59:07,523 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.40ms, fps=1189 images/s, loss=0.3975, top1-acc=87.38%, top5-acc=99.23%, remaining_time=0:00:36.583910, arrival_time=2021-04-15 01:59:44.107067, cost_time=0:00:06.611557 2021-04-15 01:59:09,672 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.43ms, fps=1191 images/s, loss=0.3949, top1-acc=87.53%, top5-acc=99.24%, remaining_time=0:00:34.167276, arrival_time=2021-04-15 01:59:43.839715, cost_time=0:00:08.760839 2021-04-15 01:59:11,807 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.76ms, fps=1199 images/s, loss=0.3940, top1-acc=87.66%, top5-acc=99.19%, remaining_time=0:00:31.815444, arrival_time=2021-04-15 01:59:43.622768, cost_time=0:00:10.895717 2021-04-15 01:59:13,944 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.55ms, fps=1199 images/s, loss=0.3891, top1-acc=87.96%, top5-acc=99.25%, remaining_time=0:00:29.539880, arrival_time=2021-04-15 01:59:43.483785, cost_time=0:00:13.032313 2021-04-15 01:59:16,076 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.3848, top1-acc=88.09%, top5-acc=99.29%, remaining_time=0:00:27.296766, arrival_time=2021-04-15 01:59:43.373159, cost_time=0:00:15.164879 2021-04-15 01:59:18,213 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.45ms, fps=1198 images/s, loss=0.3847, top1-acc=88.16%, top5-acc=99.30%, remaining_time=0:00:25.088248, arrival_time=2021-04-15 01:59:43.302082, cost_time=0:00:17.302215 2021-04-15 01:59:20,355 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.38ms, fps=1196 images/s, loss=0.3873, top1-acc=88.06%, top5-acc=99.26%, remaining_time=0:00:22.900346, arrival_time=2021-04-15 01:59:43.255596, cost_time=0:00:19.443671 2021-04-15 01:59:22,500 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.45ms, fps=1194 images/s, loss=0.3859, top1-acc=88.12%, top5-acc=99.26%, remaining_time=0:00:20.725248, arrival_time=2021-04-15 01:59:43.225578, cost_time=0:00:21.588781 2021-04-15 01:59:24,637 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.51ms, fps=1198 images/s, loss=0.3883, top1-acc=88.06%, top5-acc=99.27%, remaining_time=0:00:18.549082, arrival_time=2021-04-15 01:59:43.186299, cost_time=0:00:23.725562 2021-04-15 01:59:26,779 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.47ms, fps=1195 images/s, loss=0.3908, top1-acc=87.99%, top5-acc=99.28%, remaining_time=0:00:16.382864, arrival_time=2021-04-15 01:59:43.162135, cost_time=0:00:25.867728 2021-04-15 01:59:28,913 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.3936, top1-acc=87.92%, top5-acc=99.25%, remaining_time=0:00:14.216466, arrival_time=2021-04-15 01:59:43.130132, cost_time=0:00:28.002143 2021-04-15 01:59:31,049 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.77ms, fps=1199 images/s, loss=0.3980, top1-acc=87.72%, top5-acc=99.22%, remaining_time=0:00:12.055008, arrival_time=2021-04-15 01:59:43.104112, cost_time=0:00:30.137500 2021-04-15 01:59:33,187 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.44ms, fps=1198 images/s, loss=0.4006, top1-acc=87.68%, top5-acc=99.21%, remaining_time=0:00:09.897912, arrival_time=2021-04-15 01:59:43.085289, cost_time=0:00:32.275850 2021-04-15 01:59:35,321 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.64ms, fps=1200 images/s, loss=0.4046, top1-acc=87.54%, top5-acc=99.17%, remaining_time=0:00:07.742232, arrival_time=2021-04-15 01:59:43.063622, cost_time=0:00:34.409878 2021-04-15 01:59:37,462 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.60ms, fps=1196 images/s, loss=0.4075, top1-acc=87.43%, top5-acc=99.17%, remaining_time=0:00:05.590208, arrival_time=2021-04-15 01:59:43.053134, cost_time=0:00:36.551345 2021-04-15 01:59:39,603 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.36ms, fps=1196 images/s, loss=0.4116, top1-acc=87.32%, top5-acc=99.14%, remaining_time=0:00:03.439280, arrival_time=2021-04-15 01:59:43.042792, cost_time=0:00:38.691969 2021-04-15 01:59:41,744 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.25ms, fps=1196 images/s, loss=0.4161, top1-acc=87.18%, top5-acc=99.11%, remaining_time=0:00:01.289460, arrival_time=2021-04-15 01:59:43.033875, cost_time=0:00:40.832897 2021-04-15 01:59:42,902 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.45ms, fps=1175 images/s, loss=0.4187, top1-acc=87.14%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-15 01:59:42.902056, cost_time=0:00:41.990546 2021-04-15 01:59:43,936 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.40ms, fps=2479 images/s, loss=1.4174, top1-acc=64.26%, top5-acc=88.55%, remaining_time=0:00:03.097920, arrival_time=2021-04-15 01:59:47.034571, cost_time=0:00:01.032637 2021-04-15 01:59:44,790 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.92ms, fps=2999 images/s, loss=1.4108, top1-acc=64.08%, top5-acc=88.55%, remaining_time=0:00:01.886680, arrival_time=2021-04-15 01:59:46.677428, cost_time=0:00:01.886678 2021-04-15 01:59:45,645 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.88ms, fps=2996 images/s, loss=1.3829, top1-acc=64.57%, top5-acc=88.67%, remaining_time=0:00:00.913930, arrival_time=2021-04-15 01:59:46.559773, cost_time=0:00:02.741780 2021-04-15 01:59:46,432 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.08ms, fps=2952 images/s, loss=1.3795, top1-acc=64.69%, top5-acc=88.62%, remaining_time=0:00:00, arrival_time=2021-04-15 01:59:46.432218, cost_time=0:00:03.528239 2021-04-15 01:59:46,756 INFO : Epoch=0093 complete, best val top1-acc=66.05%, top5-acc=89.08% (epoch=89), remaining_time=1:22:01.375548, arrival_time=2021-04-15 03:21:48.132045, cost_time=1:11:17.457251 2021-04-15 01:59:46,758 INFO : Train start, epoch=0094, lr=0.055487 2021-04-15 01:59:49,087 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.92ms, fps=1099 images/s, loss=0.3904, top1-acc=88.40%, top5-acc=99.30%, remaining_time=0:00:43.324422, arrival_time=2021-04-15 02:00:32.411914, cost_time=0:00:02.329268 2021-04-15 01:59:51,231 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.43ms, fps=1195 images/s, loss=0.3803, top1-acc=88.40%, top5-acc=99.41%, remaining_time=0:00:39.361344, arrival_time=2021-04-15 02:00:30.592507, cost_time=0:00:04.472888 2021-04-15 01:59:53,371 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.72ms, fps=1197 images/s, loss=0.3774, top1-acc=88.46%, top5-acc=99.39%, remaining_time=0:00:36.591546, arrival_time=2021-04-15 02:00:29.962697, cost_time=0:00:06.612933 2021-04-15 01:59:55,511 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.40ms, fps=1197 images/s, loss=0.3759, top1-acc=88.71%, top5-acc=99.34%, remaining_time=0:00:34.137168, arrival_time=2021-04-15 02:00:29.648483, cost_time=0:00:08.753101 2021-04-15 01:59:57,644 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.3686, top1-acc=88.96%, top5-acc=99.32%, remaining_time=0:00:31.787266, arrival_time=2021-04-15 02:00:29.431512, cost_time=0:00:10.886048 2021-04-15 01:59:59,798 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=2.13ms, fps=1189 images/s, loss=0.3654, top1-acc=89.08%, top5-acc=99.32%, remaining_time=0:00:29.558784, arrival_time=2021-04-15 02:00:29.357638, cost_time=0:00:13.040648 2021-04-15 02:00:01,945 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.52ms, fps=1193 images/s, loss=0.3644, top1-acc=89.14%, top5-acc=99.35%, remaining_time=0:00:27.336330, arrival_time=2021-04-15 02:00:29.281451, cost_time=0:00:15.186855 2021-04-15 02:00:04,080 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.78ms, fps=1199 images/s, loss=0.3643, top1-acc=89.08%, top5-acc=99.35%, remaining_time=0:00:25.117132, arrival_time=2021-04-15 02:00:29.197443, cost_time=0:00:17.322136 2021-04-15 02:00:06,238 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.54ms, fps=1187 images/s, loss=0.3647, top1-acc=89.03%, top5-acc=99.32%, remaining_time=0:00:22.943170, arrival_time=2021-04-15 02:00:29.181448, cost_time=0:00:19.480083 2021-04-15 02:00:08,375 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.48ms, fps=1198 images/s, loss=0.3640, top1-acc=89.07%, top5-acc=99.32%, remaining_time=0:00:20.752320, arrival_time=2021-04-15 02:00:29.127493, cost_time=0:00:21.616981 2021-04-15 02:00:10,511 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=2.55ms, fps=1199 images/s, loss=0.3654, top1-acc=89.00%, top5-acc=99.32%, remaining_time=0:00:18.570496, arrival_time=2021-04-15 02:00:29.081695, cost_time=0:00:23.753000 2021-04-15 02:00:12,649 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.41ms, fps=1198 images/s, loss=0.3673, top1-acc=88.91%, top5-acc=99.32%, remaining_time=0:00:16.397608, arrival_time=2021-04-15 02:00:29.046777, cost_time=0:00:25.890907 2021-04-15 02:00:14,782 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.45ms, fps=1200 images/s, loss=0.3719, top1-acc=88.71%, top5-acc=99.31%, remaining_time=0:00:14.227818, arrival_time=2021-04-15 02:00:29.010477, cost_time=0:00:28.024524 2021-04-15 02:00:16,915 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.3725, top1-acc=88.67%, top5-acc=99.31%, remaining_time=0:00:12.062792, arrival_time=2021-04-15 02:00:28.977880, cost_time=0:00:30.156984 2021-04-15 02:00:19,050 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.65ms, fps=1199 images/s, loss=0.3771, top1-acc=88.52%, top5-acc=99.27%, remaining_time=0:00:09.903110, arrival_time=2021-04-15 02:00:28.953911, cost_time=0:00:32.292705 2021-04-15 02:00:21,188 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.36ms, fps=1198 images/s, loss=0.3794, top1-acc=88.40%, top5-acc=99.27%, remaining_time=0:00:07.746732, arrival_time=2021-04-15 02:00:28.934891, cost_time=0:00:34.429963 2021-04-15 02:00:23,328 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.33ms, fps=1197 images/s, loss=0.3826, top1-acc=88.30%, top5-acc=99.28%, remaining_time=0:00:05.593068, arrival_time=2021-04-15 02:00:28.921331, cost_time=0:00:36.570073 2021-04-15 02:00:25,463 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.77ms, fps=1199 images/s, loss=0.3869, top1-acc=88.14%, top5-acc=99.27%, remaining_time=0:00:03.440480, arrival_time=2021-04-15 02:00:28.903988, cost_time=0:00:38.705339 2021-04-15 02:00:27,598 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.23ms, fps=1199 images/s, loss=0.3899, top1-acc=88.06%, top5-acc=99.26%, remaining_time=0:00:01.289694, arrival_time=2021-04-15 02:00:28.888158, cost_time=0:00:40.840303 2021-04-15 02:00:28,759 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.23ms, fps=1172 images/s, loss=0.3914, top1-acc=88.01%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:28.759519, cost_time=0:00:42.001419 2021-04-15 02:00:29,730 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=1.60ms, fps=2643 images/s, loss=1.3575, top1-acc=66.02%, top5-acc=88.98%, remaining_time=0:00:02.905500, arrival_time=2021-04-15 02:00:32.635573, cost_time=0:00:00.968499 2021-04-15 02:00:30,586 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.52ms, fps=2991 images/s, loss=1.3399, top1-acc=65.98%, top5-acc=89.26%, remaining_time=0:00:01.825000, arrival_time=2021-04-15 02:00:32.411507, cost_time=0:00:01.824995 2021-04-15 02:00:31,449 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=2.49ms, fps=2967 images/s, loss=1.3460, top1-acc=65.51%, top5-acc=89.14%, remaining_time=0:00:00.896030, arrival_time=2021-04-15 02:00:32.345666, cost_time=0:00:02.688094 2021-04-15 02:00:32,238 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.17ms, fps=2944 images/s, loss=1.3501, top1-acc=65.41%, top5-acc=89.27%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:32.238487, cost_time=0:00:03.476923 2021-04-15 02:00:32,591 INFO : Epoch=0094 complete, best val top1-acc=66.05%, top5-acc=89.08% (epoch=89), remaining_time=1:21:15.201926, arrival_time=2021-04-15 03:21:47.793400, cost_time=1:12:03.292232 2021-04-15 02:00:32,593 INFO : Train start, epoch=0095, lr=0.054705 2021-04-15 02:00:34,900 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.59ms, fps=1110 images/s, loss=0.3598, top1-acc=88.95%, top5-acc=99.49%, remaining_time=0:00:42.909828, arrival_time=2021-04-15 02:01:17.810084, cost_time=0:00:02.306981 2021-04-15 02:00:37,038 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.35ms, fps=1198 images/s, loss=0.3471, top1-acc=89.37%, top5-acc=99.39%, remaining_time=0:00:39.117584, arrival_time=2021-04-15 02:01:16.156035, cost_time=0:00:04.445187 2021-04-15 02:00:39,175 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.40ms, fps=1198 images/s, loss=0.3547, top1-acc=89.10%, top5-acc=99.32%, remaining_time=0:00:36.422226, arrival_time=2021-04-15 02:01:15.597829, cost_time=0:00:06.582334 2021-04-15 02:00:41,307 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=0.3569, top1-acc=89.12%, top5-acc=99.38%, remaining_time=0:00:33.986940, arrival_time=2021-04-15 02:01:15.294774, cost_time=0:00:08.714581 2021-04-15 02:00:43,452 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.98ms, fps=1194 images/s, loss=0.3575, top1-acc=89.11%, top5-acc=99.38%, remaining_time=0:00:31.709156, arrival_time=2021-04-15 02:01:15.161748, cost_time=0:00:10.859311 2021-04-15 02:00:45,599 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.78ms, fps=1193 images/s, loss=0.3622, top1-acc=88.92%, top5-acc=99.37%, remaining_time=0:00:29.481400, arrival_time=2021-04-15 02:01:15.081237, cost_time=0:00:13.006493 2021-04-15 02:00:47,742 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.41ms, fps=1196 images/s, loss=0.3646, top1-acc=88.91%, top5-acc=99.37%, remaining_time=0:00:27.267912, arrival_time=2021-04-15 02:01:15.010062, cost_time=0:00:15.148836 2021-04-15 02:00:49,883 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.33ms, fps=1196 images/s, loss=0.3658, top1-acc=88.81%, top5-acc=99.37%, remaining_time=0:00:25.070616, arrival_time=2021-04-15 02:01:14.953904, cost_time=0:00:17.290080 2021-04-15 02:00:52,025 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.48ms, fps=1195 images/s, loss=0.3647, top1-acc=88.85%, top5-acc=99.37%, remaining_time=0:00:22.886566, arrival_time=2021-04-15 02:01:14.911869, cost_time=0:00:19.432029 2021-04-15 02:00:54,160 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.53ms, fps=1199 images/s, loss=0.3673, top1-acc=88.75%, top5-acc=99.36%, remaining_time=0:00:20.704512, arrival_time=2021-04-15 02:01:14.864924, cost_time=0:00:21.567229 2021-04-15 02:00:56,298 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=2.06ms, fps=1198 images/s, loss=0.3686, top1-acc=88.67%, top5-acc=99.33%, remaining_time=0:00:18.532914, arrival_time=2021-04-15 02:01:14.831076, cost_time=0:00:23.704925 2021-04-15 02:00:58,434 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.58ms, fps=1199 images/s, loss=0.3696, top1-acc=88.64%, top5-acc=99.34%, remaining_time=0:00:16.366220, arrival_time=2021-04-15 02:01:14.800775, cost_time=0:00:25.841352 2021-04-15 02:01:00,572 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.87ms, fps=1198 images/s, loss=0.3726, top1-acc=88.57%, top5-acc=99.32%, remaining_time=0:00:14.204784, arrival_time=2021-04-15 02:01:14.777040, cost_time=0:00:27.979078 2021-04-15 02:01:02,716 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.70ms, fps=1194 images/s, loss=0.3760, top1-acc=88.45%, top5-acc=99.31%, remaining_time=0:00:12.049296, arrival_time=2021-04-15 02:01:14.765904, cost_time=0:00:30.123264 2021-04-15 02:01:04,856 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.53ms, fps=1196 images/s, loss=0.3792, top1-acc=88.30%, top5-acc=99.30%, remaining_time=0:00:09.894232, arrival_time=2021-04-15 02:01:14.751151, cost_time=0:00:32.263726 2021-04-15 02:01:06,989 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.3805, top1-acc=88.26%, top5-acc=99.30%, remaining_time=0:00:07.739172, arrival_time=2021-04-15 02:01:14.728789, cost_time=0:00:34.396381 2021-04-15 02:01:09,152 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.74ms, fps=1184 images/s, loss=0.3828, top1-acc=88.17%, top5-acc=99.28%, remaining_time=0:00:05.591404, arrival_time=2021-04-15 02:01:14.743877, cost_time=0:00:36.559199 2021-04-15 02:01:11,294 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.99ms, fps=1196 images/s, loss=0.3843, top1-acc=88.12%, top5-acc=99.27%, remaining_time=0:00:03.440064, arrival_time=2021-04-15 02:01:14.734148, cost_time=0:00:38.700800 2021-04-15 02:01:13,434 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.51ms, fps=1196 images/s, loss=0.3871, top1-acc=88.08%, top5-acc=99.25%, remaining_time=0:00:01.289724, arrival_time=2021-04-15 02:01:14.724218, cost_time=0:00:40.841234 2021-04-15 02:01:14,596 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.97ms, fps=1171 images/s, loss=0.3896, top1-acc=88.01%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:14.596684, cost_time=0:00:42.003427 2021-04-15 02:01:15,565 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=2.56ms, fps=2648 images/s, loss=1.3187, top1-acc=66.48%, top5-acc=89.53%, remaining_time=0:00:02.900190, arrival_time=2021-04-15 02:01:18.465652, cost_time=0:00:00.966734 2021-04-15 02:01:16,421 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.35ms, fps=2994 images/s, loss=1.3696, top1-acc=65.02%, top5-acc=88.81%, remaining_time=0:00:01.822260, arrival_time=2021-04-15 02:01:18.243245, cost_time=0:00:01.822264 2021-04-15 02:01:17,278 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.62ms, fps=2986 images/s, loss=1.3508, top1-acc=65.03%, top5-acc=88.87%, remaining_time=0:00:00.893290, arrival_time=2021-04-15 02:01:18.172048, cost_time=0:00:02.679881 2021-04-15 02:01:18,062 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.10ms, fps=2962 images/s, loss=1.3434, top1-acc=65.43%, top5-acc=88.95%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:18.062599, cost_time=0:00:03.463907 2021-04-15 02:01:18,358 INFO : Epoch=0095 complete, best val top1-acc=66.05%, top5-acc=89.08% (epoch=89), remaining_time=1:20:28.960395, arrival_time=2021-04-15 03:21:47.319030, cost_time=1:12:49.059394 2021-04-15 02:01:18,359 INFO : Train start, epoch=0096, lr=0.053923 2021-04-15 02:01:20,672 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=1.68ms, fps=1107 images/s, loss=0.3579, top1-acc=88.98%, top5-acc=99.41%, remaining_time=0:00:43.002828, arrival_time=2021-04-15 02:02:03.674936, cost_time=0:00:02.311982 2021-04-15 02:01:22,809 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.45ms, fps=1198 images/s, loss=0.3465, top1-acc=89.69%, top5-acc=99.51%, remaining_time=0:00:39.151024, arrival_time=2021-04-15 02:02:01.960134, cost_time=0:00:04.448971 2021-04-15 02:01:24,950 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.55ms, fps=1196 images/s, loss=0.3374, top1-acc=89.96%, top5-acc=99.56%, remaining_time=0:00:36.467876, arrival_time=2021-04-15 02:02:01.418585, cost_time=0:00:06.590571 2021-04-15 02:01:27,091 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.43ms, fps=1196 images/s, loss=0.3404, top1-acc=89.71%, top5-acc=99.55%, remaining_time=0:00:34.052616, arrival_time=2021-04-15 02:02:01.144242, cost_time=0:00:08.731421 2021-04-15 02:01:29,236 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.41ms, fps=1194 images/s, loss=0.3396, top1-acc=89.72%, top5-acc=99.56%, remaining_time=0:00:31.757774, arrival_time=2021-04-15 02:02:00.993847, cost_time=0:00:10.875940 2021-04-15 02:01:31,376 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.67ms, fps=1197 images/s, loss=0.3439, top1-acc=89.58%, top5-acc=99.51%, remaining_time=0:00:29.502888, arrival_time=2021-04-15 02:02:00.879024, cost_time=0:00:13.015997 2021-04-15 02:01:33,512 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.3419, top1-acc=89.63%, top5-acc=99.53%, remaining_time=0:00:27.273204, arrival_time=2021-04-15 02:02:00.785191, cost_time=0:00:15.151797 2021-04-15 02:01:35,650 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.37ms, fps=1197 images/s, loss=0.3450, top1-acc=89.45%, top5-acc=99.51%, remaining_time=0:00:25.071428, arrival_time=2021-04-15 02:02:00.722176, cost_time=0:00:17.290664 2021-04-15 02:01:37,786 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.41ms, fps=1199 images/s, loss=0.3462, top1-acc=89.43%, top5-acc=99.48%, remaining_time=0:00:22.879358, arrival_time=2021-04-15 02:02:00.665410, cost_time=0:00:19.425890 2021-04-15 02:01:39,922 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.41ms, fps=1199 images/s, loss=0.3495, top1-acc=89.34%, top5-acc=99.46%, remaining_time=0:00:20.699904, arrival_time=2021-04-15 02:02:00.622364, cost_time=0:00:21.562400 2021-04-15 02:01:42,062 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=2.68ms, fps=1196 images/s, loss=0.3493, top1-acc=89.36%, top5-acc=99.46%, remaining_time=0:00:18.531022, arrival_time=2021-04-15 02:02:00.593568, cost_time=0:00:23.702431 2021-04-15 02:01:44,203 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.35ms, fps=1196 images/s, loss=0.3538, top1-acc=89.18%, top5-acc=99.44%, remaining_time=0:00:16.367208, arrival_time=2021-04-15 02:02:00.570183, cost_time=0:00:25.842906 2021-04-15 02:01:46,348 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.36ms, fps=1194 images/s, loss=0.3578, top1-acc=89.06%, top5-acc=99.41%, remaining_time=0:00:14.209272, arrival_time=2021-04-15 02:02:00.557327, cost_time=0:00:27.988015 2021-04-15 02:01:48,494 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=2.54ms, fps=1193 images/s, loss=0.3609, top1-acc=88.95%, top5-acc=99.41%, remaining_time=0:00:12.053496, arrival_time=2021-04-15 02:02:00.547404, cost_time=0:00:30.133773 2021-04-15 02:01:50,627 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.3633, top1-acc=88.87%, top5-acc=99.39%, remaining_time=0:00:09.895382, arrival_time=2021-04-15 02:02:00.522983, cost_time=0:00:32.267546 2021-04-15 02:01:52,763 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.56ms, fps=1199 images/s, loss=0.3636, top1-acc=88.87%, top5-acc=99.40%, remaining_time=0:00:07.740792, arrival_time=2021-04-15 02:02:00.504437, cost_time=0:00:34.403595 2021-04-15 02:01:54,903 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.52ms, fps=1197 images/s, loss=0.3646, top1-acc=88.83%, top5-acc=99.38%, remaining_time=0:00:05.588960, arrival_time=2021-04-15 02:02:00.492257, cost_time=0:00:36.543181 2021-04-15 02:01:57,044 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.48ms, fps=1196 images/s, loss=0.3672, top1-acc=88.76%, top5-acc=99.37%, remaining_time=0:00:03.438608, arrival_time=2021-04-15 02:02:00.482965, cost_time=0:00:38.684277 2021-04-15 02:01:59,186 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.22ms, fps=1195 images/s, loss=0.3692, top1-acc=88.68%, top5-acc=99.37%, remaining_time=0:00:01.289256, arrival_time=2021-04-15 02:02:00.475799, cost_time=0:00:40.826499 2021-04-15 02:02:00,346 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.22ms, fps=1173 images/s, loss=0.3709, top1-acc=88.64%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:00.346155, cost_time=0:00:41.986102 2021-04-15 02:02:01,336 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=2.75ms, fps=2590 images/s, loss=1.3038, top1-acc=65.08%, top5-acc=89.73%, remaining_time=0:00:02.964780, arrival_time=2021-04-15 02:02:04.301159, cost_time=0:00:00.988260 2021-04-15 02:02:02,190 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.68ms, fps=2997 images/s, loss=1.3101, top1-acc=66.35%, top5-acc=89.73%, remaining_time=0:00:01.842800, arrival_time=2021-04-15 02:02:04.033724, cost_time=0:00:01.842802 2021-04-15 02:02:03,046 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.49ms, fps=2994 images/s, loss=1.3173, top1-acc=66.30%, top5-acc=89.49%, remaining_time=0:00:00.899420, arrival_time=2021-04-15 02:02:03.945883, cost_time=0:00:02.698275 2021-04-15 02:02:03,828 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.08ms, fps=2970 images/s, loss=1.3123, top1-acc=66.11%, top5-acc=89.31%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:03.828025, cost_time=0:00:03.479906 2021-04-15 02:02:04,463 INFO : Epoch=0096 complete, best val top1-acc=66.11%, top5-acc=89.31% (epoch=96), remaining_time=1:19:43.094160, arrival_time=2021-04-15 03:21:47.557250, cost_time=1:13:35.163839 2021-04-15 02:02:04,464 INFO : Train start, epoch=0097, lr=0.053140 2021-04-15 02:02:06,776 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.94ms, fps=1107 images/s, loss=0.3285, top1-acc=90.31%, top5-acc=99.57%, remaining_time=0:00:43.004316, arrival_time=2021-04-15 02:02:49.780994, cost_time=0:00:02.312057 2021-04-15 02:02:08,918 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.50ms, fps=1196 images/s, loss=0.3324, top1-acc=90.20%, top5-acc=99.53%, remaining_time=0:00:39.195552, arrival_time=2021-04-15 02:02:48.114277, cost_time=0:00:04.454046 2021-04-15 02:02:11,056 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.48ms, fps=1198 images/s, loss=0.3234, top1-acc=90.36%, top5-acc=99.47%, remaining_time=0:00:36.473852, arrival_time=2021-04-15 02:02:47.530139, cost_time=0:00:06.591668 2021-04-15 02:02:13,197 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=2.15ms, fps=1196 images/s, loss=0.3172, top1-acc=90.39%, top5-acc=99.50%, remaining_time=0:00:34.057452, arrival_time=2021-04-15 02:02:47.254701, cost_time=0:00:08.732663 2021-04-15 02:02:15,326 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.30ms, fps=1203 images/s, loss=0.3208, top1-acc=90.29%, top5-acc=99.52%, remaining_time=0:00:31.715288, arrival_time=2021-04-15 02:02:47.041380, cost_time=0:00:10.861390 2021-04-15 02:02:17,466 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.51ms, fps=1197 images/s, loss=0.3212, top1-acc=90.29%, top5-acc=99.53%, remaining_time=0:00:29.469840, arrival_time=2021-04-15 02:02:46.935842, cost_time=0:00:13.001372 2021-04-15 02:02:19,600 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.47ms, fps=1199 images/s, loss=0.3187, top1-acc=90.33%, top5-acc=99.56%, remaining_time=0:00:27.245358, arrival_time=2021-04-15 02:02:46.846202, cost_time=0:00:15.136316 2021-04-15 02:02:21,743 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.43ms, fps=1195 images/s, loss=0.3174, top1-acc=90.40%, top5-acc=99.56%, remaining_time=0:00:25.054028, arrival_time=2021-04-15 02:02:46.797257, cost_time=0:00:17.278636 2021-04-15 02:02:23,877 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.52ms, fps=1200 images/s, loss=0.3228, top1-acc=90.20%, top5-acc=99.54%, remaining_time=0:00:22.864624, arrival_time=2021-04-15 02:02:46.742482, cost_time=0:00:19.413355 2021-04-15 02:02:26,011 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.56ms, fps=1200 images/s, loss=0.3241, top1-acc=90.12%, top5-acc=99.51%, remaining_time=0:00:20.684928, arrival_time=2021-04-15 02:02:46.696286, cost_time=0:00:21.546754 2021-04-15 02:02:28,145 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.3281, top1-acc=90.00%, top5-acc=99.50%, remaining_time=0:00:18.514166, arrival_time=2021-04-15 02:02:46.659583, cost_time=0:00:23.680915 2021-04-15 02:02:30,287 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.48ms, fps=1195 images/s, loss=0.3311, top1-acc=89.93%, top5-acc=99.48%, remaining_time=0:00:16.354668, arrival_time=2021-04-15 02:02:46.642480, cost_time=0:00:25.823211 2021-04-15 02:02:32,422 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.51ms, fps=1200 images/s, loss=0.3328, top1-acc=89.83%, top5-acc=99.48%, remaining_time=0:00:14.193828, arrival_time=2021-04-15 02:02:46.615806, cost_time=0:00:27.957478 2021-04-15 02:02:34,559 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.35ms, fps=1198 images/s, loss=0.3367, top1-acc=89.69%, top5-acc=99.47%, remaining_time=0:00:12.037760, arrival_time=2021-04-15 02:02:46.596845, cost_time=0:00:30.094433 2021-04-15 02:02:36,697 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.63ms, fps=1197 images/s, loss=0.3382, top1-acc=89.60%, top5-acc=99.47%, remaining_time=0:00:09.884802, arrival_time=2021-04-15 02:02:46.582376, cost_time=0:00:32.232982 2021-04-15 02:02:38,832 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.56ms, fps=1199 images/s, loss=0.3417, top1-acc=89.50%, top5-acc=99.45%, remaining_time=0:00:07.732872, arrival_time=2021-04-15 02:02:46.565733, cost_time=0:00:34.368359 2021-04-15 02:02:40,974 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.44ms, fps=1196 images/s, loss=0.3471, top1-acc=89.35%, top5-acc=99.44%, remaining_time=0:00:05.583838, arrival_time=2021-04-15 02:02:46.558122, cost_time=0:00:36.509785 2021-04-15 02:02:43,114 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.41ms, fps=1196 images/s, loss=0.3499, top1-acc=89.27%, top5-acc=99.44%, remaining_time=0:00:03.435552, arrival_time=2021-04-15 02:02:46.550257, cost_time=0:00:38.650034 2021-04-15 02:02:45,257 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.19ms, fps=1195 images/s, loss=0.3540, top1-acc=89.13%, top5-acc=99.43%, remaining_time=0:00:01.288212, arrival_time=2021-04-15 02:02:46.546089, cost_time=0:00:40.793375 2021-04-15 02:02:46,424 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.26ms, fps=1167 images/s, loss=0.3568, top1-acc=89.08%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:46.424021, cost_time=0:00:41.959514 2021-04-15 02:02:47,437 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.22ms, fps=2531 images/s, loss=1.3217, top1-acc=66.60%, top5-acc=89.22%, remaining_time=0:00:03.034470, arrival_time=2021-04-15 02:02:50.472105, cost_time=0:00:01.011494 2021-04-15 02:02:48,291 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=2.11ms, fps=3000 images/s, loss=1.2866, top1-acc=66.33%, top5-acc=90.04%, remaining_time=0:00:01.865300, arrival_time=2021-04-15 02:02:50.156826, cost_time=0:00:01.865306 2021-04-15 02:02:49,147 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.57ms, fps=2993 images/s, loss=1.2953, top1-acc=66.48%, top5-acc=89.93%, remaining_time=0:00:00.907200, arrival_time=2021-04-15 02:02:50.054934, cost_time=0:00:02.721590 2021-04-15 02:02:49,929 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.08ms, fps=2971 images/s, loss=1.2957, top1-acc=66.45%, top5-acc=89.93%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:49.929116, cost_time=0:00:03.503088 2021-04-15 02:02:50,604 INFO : Epoch=0097 complete, best val top1-acc=66.45%, top5-acc=89.93% (epoch=97), remaining_time=1:18:57.262108, arrival_time=2021-04-15 03:21:47.866423, cost_time=1:14:21.305054 2021-04-15 02:02:50,606 INFO : Train start, epoch=0098, lr=0.052355 2021-04-15 02:02:52,906 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.52ms, fps=1113 images/s, loss=0.3485, top1-acc=88.79%, top5-acc=99.65%, remaining_time=0:00:42.784650, arrival_time=2021-04-15 02:03:35.691172, cost_time=0:00:02.300253 2021-04-15 02:02:55,044 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.68ms, fps=1198 images/s, loss=0.3483, top1-acc=89.20%, top5-acc=99.51%, remaining_time=0:00:39.053344, arrival_time=2021-04-15 02:03:34.097459, cost_time=0:00:04.437870 2021-04-15 02:02:57,181 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.89ms, fps=1198 images/s, loss=0.3459, top1-acc=89.45%, top5-acc=99.57%, remaining_time=0:00:36.381888, arrival_time=2021-04-15 02:03:33.563243, cost_time=0:00:06.575051 2021-04-15 02:02:59,317 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=2.13ms, fps=1199 images/s, loss=0.3341, top1-acc=89.87%, top5-acc=99.60%, remaining_time=0:00:33.973368, arrival_time=2021-04-15 02:03:33.290677, cost_time=0:00:08.711126 2021-04-15 02:03:01,450 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.78ms, fps=1200 images/s, loss=0.3304, top1-acc=89.91%, top5-acc=99.62%, remaining_time=0:00:31.665794, arrival_time=2021-04-15 02:03:33.116527, cost_time=0:00:10.844462 2021-04-15 02:03:03,589 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.46ms, fps=1198 images/s, loss=0.3286, top1-acc=89.95%, top5-acc=99.63%, remaining_time=0:00:29.427816, arrival_time=2021-04-15 02:03:33.016846, cost_time=0:00:12.982875 2021-04-15 02:03:05,729 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.59ms, fps=1196 images/s, loss=0.3284, top1-acc=89.94%, top5-acc=99.64%, remaining_time=0:00:27.221796, arrival_time=2021-04-15 02:03:32.951259, cost_time=0:00:15.123215 2021-04-15 02:03:07,861 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.63ms, fps=1201 images/s, loss=0.3307, top1-acc=89.85%, top5-acc=99.61%, remaining_time=0:00:25.019808, arrival_time=2021-04-15 02:03:32.881016, cost_time=0:00:17.255060 2021-04-15 02:03:09,995 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.79ms, fps=1200 images/s, loss=0.3304, top1-acc=89.92%, top5-acc=99.60%, remaining_time=0:00:22.836428, arrival_time=2021-04-15 02:03:32.832108, cost_time=0:00:19.389439 2021-04-15 02:03:12,133 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.66ms, fps=1198 images/s, loss=0.3326, top1-acc=89.85%, top5-acc=99.59%, remaining_time=0:00:20.665824, arrival_time=2021-04-15 02:03:32.798927, cost_time=0:00:21.526933 2021-04-15 02:03:14,268 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.3370, top1-acc=89.63%, top5-acc=99.53%, remaining_time=0:00:18.499546, arrival_time=2021-04-15 02:03:32.767881, cost_time=0:00:23.662184 2021-04-15 02:03:16,406 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.53ms, fps=1198 images/s, loss=0.3439, top1-acc=89.43%, top5-acc=99.52%, remaining_time=0:00:16.340076, arrival_time=2021-04-15 02:03:32.746442, cost_time=0:00:25.800124 2021-04-15 02:03:18,538 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.48ms, fps=1201 images/s, loss=0.3461, top1-acc=89.32%, top5-acc=99.52%, remaining_time=0:00:14.181222, arrival_time=2021-04-15 02:03:32.720146, cost_time=0:00:27.932772 2021-04-15 02:03:20,669 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.3488, top1-acc=89.26%, top5-acc=99.50%, remaining_time=0:00:12.025496, arrival_time=2021-04-15 02:03:32.695327, cost_time=0:00:30.063681 2021-04-15 02:03:22,807 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.47ms, fps=1198 images/s, loss=0.3521, top1-acc=89.13%, top5-acc=99.49%, remaining_time=0:00:09.875142, arrival_time=2021-04-15 02:03:32.682969, cost_time=0:00:32.201595 2021-04-15 02:03:24,946 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.40ms, fps=1197 images/s, loss=0.3532, top1-acc=89.15%, top5-acc=99.49%, remaining_time=0:00:07.726536, arrival_time=2021-04-15 02:03:32.672827, cost_time=0:00:34.340113 2021-04-15 02:03:27,085 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.52ms, fps=1197 images/s, loss=0.3587, top1-acc=88.92%, top5-acc=99.46%, remaining_time=0:00:05.579210, arrival_time=2021-04-15 02:03:32.664806, cost_time=0:00:36.479447 2021-04-15 02:03:29,215 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.44ms, fps=1202 images/s, loss=0.3613, top1-acc=88.83%, top5-acc=99.44%, remaining_time=0:00:03.431968, arrival_time=2021-04-15 02:03:32.647838, cost_time=0:00:38.609555 2021-04-15 02:03:31,351 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.17ms, fps=1199 images/s, loss=0.3641, top1-acc=88.71%, top5-acc=99.42%, remaining_time=0:00:01.286688, arrival_time=2021-04-15 02:03:32.637918, cost_time=0:00:40.745049 2021-04-15 02:03:32,509 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.20ms, fps=1175 images/s, loss=0.3677, top1-acc=88.63%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-15 02:03:32.509179, cost_time=0:00:41.903027 2021-04-15 02:03:33,485 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=1.35ms, fps=2626 images/s, loss=1.4554, top1-acc=63.55%, top5-acc=87.19%, remaining_time=0:00:02.924850, arrival_time=2021-04-15 02:03:36.410783, cost_time=0:00:00.974953 2021-04-15 02:03:34,341 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.36ms, fps=2992 images/s, loss=1.4356, top1-acc=63.30%, top5-acc=87.83%, remaining_time=0:00:01.830840, arrival_time=2021-04-15 02:03:36.172649, cost_time=0:00:01.830833 2021-04-15 02:03:35,196 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.32ms, fps=2996 images/s, loss=1.4334, top1-acc=63.19%, top5-acc=88.06%, remaining_time=0:00:00.895260, arrival_time=2021-04-15 02:03:36.092021, cost_time=0:00:02.685775 2021-04-15 02:03:35,975 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.06ms, fps=2981 images/s, loss=1.4609, top1-acc=62.96%, top5-acc=87.93%, remaining_time=0:00:00, arrival_time=2021-04-15 02:03:35.975423, cost_time=0:00:03.464471 2021-04-15 02:03:36,323 INFO : Epoch=0098 complete, best val top1-acc=66.45%, top5-acc=89.93% (epoch=97), remaining_time=1:18:10.983978, arrival_time=2021-04-15 03:21:47.307077, cost_time=1:15:07.023862 2021-04-15 02:03:36,324 INFO : Train start, epoch=0099, lr=0.051571 2021-04-15 02:03:38,632 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.39ms, fps=1109 images/s, loss=0.3444, top1-acc=89.65%, top5-acc=99.41%, remaining_time=0:00:42.923964, arrival_time=2021-04-15 02:04:21.556175, cost_time=0:00:02.307737 2021-04-15 02:03:40,762 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.53ms, fps=1202 images/s, loss=0.3488, top1-acc=89.55%, top5-acc=99.36%, remaining_time=0:00:39.057392, arrival_time=2021-04-15 02:04:19.820294, cost_time=0:00:04.438347 2021-04-15 02:03:42,895 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.29ms, fps=1201 images/s, loss=0.3407, top1-acc=89.80%, top5-acc=99.36%, remaining_time=0:00:36.358814, arrival_time=2021-04-15 02:04:19.254183, cost_time=0:00:06.570880 2021-04-15 02:03:45,025 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.3363, top1-acc=89.90%, top5-acc=99.38%, remaining_time=0:00:33.932184, arrival_time=2021-04-15 02:04:18.957208, cost_time=0:00:08.700554 2021-04-15 02:03:47,155 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.3341, top1-acc=89.91%, top5-acc=99.38%, remaining_time=0:00:31.626812, arrival_time=2021-04-15 02:04:18.782387, cost_time=0:00:10.831098 2021-04-15 02:03:49,287 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.3314, top1-acc=89.98%, top5-acc=99.41%, remaining_time=0:00:29.383752, arrival_time=2021-04-15 02:04:18.671640, cost_time=0:00:12.963411 2021-04-15 02:03:51,422 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.58ms, fps=1200 images/s, loss=0.3297, top1-acc=90.09%, top5-acc=99.48%, remaining_time=0:00:27.175932, arrival_time=2021-04-15 02:04:18.598249, cost_time=0:00:15.097770 2021-04-15 02:03:53,556 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.55ms, fps=1200 images/s, loss=0.3305, top1-acc=90.09%, top5-acc=99.50%, remaining_time=0:00:24.985704, arrival_time=2021-04-15 02:04:18.541692, cost_time=0:00:17.231488 2021-04-15 02:03:55,687 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.57ms, fps=1201 images/s, loss=0.3296, top1-acc=90.17%, top5-acc=99.54%, remaining_time=0:00:22.805158, arrival_time=2021-04-15 02:04:18.492546, cost_time=0:00:19.362903 2021-04-15 02:03:57,823 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.3318, top1-acc=90.05%, top5-acc=99.54%, remaining_time=0:00:20.639328, arrival_time=2021-04-15 02:04:18.463058, cost_time=0:00:21.499255 2021-04-15 02:03:59,957 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.3336, top1-acc=89.96%, top5-acc=99.53%, remaining_time=0:00:18.476326, arrival_time=2021-04-15 02:04:18.433292, cost_time=0:00:23.632492 2021-04-15 02:04:02,090 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.57ms, fps=1200 images/s, loss=0.3369, top1-acc=89.86%, top5-acc=99.49%, remaining_time=0:00:16.318492, arrival_time=2021-04-15 02:04:18.409055, cost_time=0:00:25.766092 2021-04-15 02:04:04,226 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.3367, top1-acc=89.78%, top5-acc=99.51%, remaining_time=0:00:14.165778, arrival_time=2021-04-15 02:04:18.392608, cost_time=0:00:27.902317 2021-04-15 02:04:06,362 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=2.26ms, fps=1199 images/s, loss=0.3382, top1-acc=89.75%, top5-acc=99.49%, remaining_time=0:00:12.015248, arrival_time=2021-04-15 02:04:18.377898, cost_time=0:00:30.038171 2021-04-15 02:04:08,498 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.3390, top1-acc=89.73%, top5-acc=99.50%, remaining_time=0:00:09.866540, arrival_time=2021-04-15 02:04:18.364575, cost_time=0:00:32.173491 2021-04-15 02:04:10,632 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.48ms, fps=1199 images/s, loss=0.3408, top1-acc=89.69%, top5-acc=99.49%, remaining_time=0:00:07.719336, arrival_time=2021-04-15 02:04:18.352069, cost_time=0:00:34.308230 2021-04-15 02:04:12,768 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.3442, top1-acc=89.55%, top5-acc=99.47%, remaining_time=0:00:05.573828, arrival_time=2021-04-15 02:04:18.342484, cost_time=0:00:36.444175 2021-04-15 02:04:14,899 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.3469, top1-acc=89.47%, top5-acc=99.44%, remaining_time=0:00:03.428928, arrival_time=2021-04-15 02:04:18.328848, cost_time=0:00:38.575447 2021-04-15 02:04:17,036 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.59ms, fps=1198 images/s, loss=0.3499, top1-acc=89.35%, top5-acc=99.42%, remaining_time=0:00:01.285656, arrival_time=2021-04-15 02:04:18.322567, cost_time=0:00:40.712441 2021-04-15 02:04:18,193 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.24ms, fps=1176 images/s, loss=0.3509, top1-acc=89.30%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:18.193453, cost_time=0:00:41.868983 2021-04-15 02:04:19,154 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=0.22ms, fps=2670 images/s, loss=1.3239, top1-acc=65.70%, top5-acc=90.27%, remaining_time=0:00:02.875860, arrival_time=2021-04-15 02:04:22.029865, cost_time=0:00:00.958619 2021-04-15 02:04:20,007 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.44ms, fps=3002 images/s, loss=1.3048, top1-acc=66.70%, top5-acc=90.31%, remaining_time=0:00:01.812020, arrival_time=2021-04-15 02:04:21.819374, cost_time=0:00:01.812013 2021-04-15 02:04:20,861 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.40ms, fps=3000 images/s, loss=1.3138, top1-acc=66.55%, top5-acc=89.96%, remaining_time=0:00:00.888540, arrival_time=2021-04-15 02:04:21.749501, cost_time=0:00:02.665623 2021-04-15 02:04:21,640 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.07ms, fps=2978 images/s, loss=1.3296, top1-acc=66.38%, top5-acc=89.81%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:21.640382, cost_time=0:00:03.445069 2021-04-15 02:04:21,959 INFO : Epoch=0099 complete, best val top1-acc=66.45%, top5-acc=89.93% (epoch=97), remaining_time=1:17:24.632763, arrival_time=2021-04-15 03:21:46.591972, cost_time=1:15:52.659796 2021-04-15 02:04:21,960 INFO : Train start, epoch=0100, lr=0.050785 2021-04-15 02:04:24,282 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.49ms, fps=1102 images/s, loss=0.3177, top1-acc=90.86%, top5-acc=99.53%, remaining_time=0:00:43.190502, arrival_time=2021-04-15 02:05:07.473224, cost_time=0:00:02.322068 2021-04-15 02:04:26,414 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.85ms, fps=1201 images/s, loss=0.3179, top1-acc=90.82%, top5-acc=99.55%, remaining_time=0:00:39.189920, arrival_time=2021-04-15 02:05:05.604013, cost_time=0:00:04.453393 2021-04-15 02:04:28,547 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.35ms, fps=1200 images/s, loss=0.3106, top1-acc=90.94%, top5-acc=99.64%, remaining_time=0:00:36.448122, arrival_time=2021-04-15 02:05:04.995794, cost_time=0:00:06.587011 2021-04-15 02:04:30,681 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.45ms, fps=1200 images/s, loss=0.3101, top1-acc=90.93%, top5-acc=99.65%, remaining_time=0:00:34.009716, arrival_time=2021-04-15 02:05:04.690811, cost_time=0:00:08.720433 2021-04-15 02:04:32,818 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.36ms, fps=1198 images/s, loss=0.3052, top1-acc=91.03%, top5-acc=99.66%, remaining_time=0:00:31.703316, arrival_time=2021-04-15 02:05:04.521281, cost_time=0:00:10.857300 2021-04-15 02:04:34,955 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.32ms, fps=1198 images/s, loss=0.3088, top1-acc=90.80%, top5-acc=99.65%, remaining_time=0:00:29.453656, arrival_time=2021-04-15 02:05:04.408571, cost_time=0:00:12.994251 2021-04-15 02:04:37,091 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.3091, top1-acc=90.74%, top5-acc=99.66%, remaining_time=0:00:27.235404, arrival_time=2021-04-15 02:05:04.326777, cost_time=0:00:15.130796 2021-04-15 02:04:39,230 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.34ms, fps=1197 images/s, loss=0.3109, top1-acc=90.68%, top5-acc=99.62%, remaining_time=0:00:25.041500, arrival_time=2021-04-15 02:05:04.272176, cost_time=0:00:17.270005 2021-04-15 02:04:41,369 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.36ms, fps=1197 images/s, loss=0.3119, top1-acc=90.66%, top5-acc=99.61%, remaining_time=0:00:22.859536, arrival_time=2021-04-15 02:05:04.229206, cost_time=0:00:19.409065 2021-04-15 02:04:43,506 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.34ms, fps=1198 images/s, loss=0.3134, top1-acc=90.61%, top5-acc=99.61%, remaining_time=0:00:20.684160, arrival_time=2021-04-15 02:05:04.190806, cost_time=0:00:21.545981 2021-04-15 02:04:45,640 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.3167, top1-acc=90.46%, top5-acc=99.61%, remaining_time=0:00:18.513134, arrival_time=2021-04-15 02:05:04.153244, cost_time=0:00:23.679540 2021-04-15 02:04:47,781 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.49ms, fps=1196 images/s, loss=0.3170, top1-acc=90.45%, top5-acc=99.61%, remaining_time=0:00:16.352844, arrival_time=2021-04-15 02:05:04.133840, cost_time=0:00:25.820334 2021-04-15 02:04:49,913 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.50ms, fps=1201 images/s, loss=0.3182, top1-acc=90.44%, top5-acc=99.59%, remaining_time=0:00:14.191584, arrival_time=2021-04-15 02:05:04.105228, cost_time=0:00:27.953079 2021-04-15 02:04:52,052 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.58ms, fps=1197 images/s, loss=0.3203, top1-acc=90.38%, top5-acc=99.58%, remaining_time=0:00:12.036640, arrival_time=2021-04-15 02:05:04.088851, cost_time=0:00:30.091569 2021-04-15 02:04:54,193 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.37ms, fps=1196 images/s, loss=0.3225, top1-acc=90.27%, top5-acc=99.58%, remaining_time=0:00:09.884710, arrival_time=2021-04-15 02:05:04.078033, cost_time=0:00:32.232679 2021-04-15 02:04:56,331 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.87ms, fps=1198 images/s, loss=0.3257, top1-acc=90.13%, top5-acc=99.57%, remaining_time=0:00:07.733376, arrival_time=2021-04-15 02:05:04.064563, cost_time=0:00:34.370612 2021-04-15 02:04:58,464 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=2.13ms, fps=1200 images/s, loss=0.3292, top1-acc=89.98%, top5-acc=99.56%, remaining_time=0:00:05.582902, arrival_time=2021-04-15 02:05:04.047134, cost_time=0:00:36.503593 2021-04-15 02:05:00,599 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.3329, top1-acc=89.84%, top5-acc=99.54%, remaining_time=0:00:03.434576, arrival_time=2021-04-15 02:05:04.034216, cost_time=0:00:38.639046 2021-04-15 02:05:02,734 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.25ms, fps=1199 images/s, loss=0.3362, top1-acc=89.73%, top5-acc=99.52%, remaining_time=0:00:01.287606, arrival_time=2021-04-15 02:05:04.022378, cost_time=0:00:40.774200 2021-04-15 02:05:03,894 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.43ms, fps=1173 images/s, loss=0.3383, top1-acc=89.66%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-15 02:05:03.894700, cost_time=0:00:41.934127 2021-04-15 02:05:04,922 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=1.35ms, fps=2495 images/s, loss=1.2691, top1-acc=67.19%, top5-acc=90.59%, remaining_time=0:00:03.078090, arrival_time=2021-04-15 02:05:08.000727, cost_time=0:00:01.026028 2021-04-15 02:05:05,774 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.32ms, fps=3005 images/s, loss=1.2452, top1-acc=67.25%, top5-acc=90.64%, remaining_time=0:00:01.878340, arrival_time=2021-04-15 02:05:07.653276, cost_time=0:00:01.878331 2021-04-15 02:05:06,629 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.30ms, fps=2996 images/s, loss=1.3031, top1-acc=66.51%, top5-acc=89.84%, remaining_time=0:00:00.911080, arrival_time=2021-04-15 02:05:07.541010, cost_time=0:00:02.733246 2021-04-15 02:05:07,410 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.08ms, fps=2974 images/s, loss=1.3300, top1-acc=66.09%, top5-acc=89.60%, remaining_time=0:00:00, arrival_time=2021-04-15 02:05:07.410488, cost_time=0:00:03.513889 2021-04-15 02:05:07,764 INFO : Epoch=0100 complete, best val top1-acc=66.45%, top5-acc=89.93% (epoch=97), remaining_time=1:16:38.464800, arrival_time=2021-04-15 03:21:46.228798, cost_time=1:16:38.464759 2021-04-15 02:05:07,765 INFO : Train start, epoch=0101, lr=0.050000 2021-04-15 02:05:10,090 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.51ms, fps=1101 images/s, loss=0.3423, top1-acc=89.69%, top5-acc=99.57%, remaining_time=0:00:43.246674, arrival_time=2021-04-15 02:05:53.337325, cost_time=0:00:02.325088 2021-04-15 02:05:12,227 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.44ms, fps=1198 images/s, loss=0.3242, top1-acc=90.29%, top5-acc=99.63%, remaining_time=0:00:39.265424, arrival_time=2021-04-15 02:05:51.492885, cost_time=0:00:04.461984 2021-04-15 02:05:14,361 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.3178, top1-acc=90.51%, top5-acc=99.64%, remaining_time=0:00:36.499748, arrival_time=2021-04-15 02:05:50.861565, cost_time=0:00:06.596328 2021-04-15 02:05:16,497 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.44ms, fps=1199 images/s, loss=0.3190, top1-acc=90.33%, top5-acc=99.63%, remaining_time=0:00:34.052616, arrival_time=2021-04-15 02:05:50.549524, cost_time=0:00:08.731426 2021-04-15 02:05:18,638 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.53ms, fps=1196 images/s, loss=0.3209, top1-acc=90.33%, top5-acc=99.62%, remaining_time=0:00:31.750036, arrival_time=2021-04-15 02:05:50.388796, cost_time=0:00:10.873283 2021-04-15 02:05:20,773 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.3233, top1-acc=90.22%, top5-acc=99.57%, remaining_time=0:00:29.484800, arrival_time=2021-04-15 02:05:50.258261, cost_time=0:00:13.007990 2021-04-15 02:05:22,908 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.50ms, fps=1199 images/s, loss=0.3205, top1-acc=90.30%, top5-acc=99.55%, remaining_time=0:00:27.257580, arrival_time=2021-04-15 02:05:50.166243, cost_time=0:00:15.143113 2021-04-15 02:05:25,045 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.41ms, fps=1199 images/s, loss=0.3207, top1-acc=90.26%, top5-acc=99.57%, remaining_time=0:00:25.055652, arrival_time=2021-04-15 02:05:50.100814, cost_time=0:00:17.279739 2021-04-15 02:05:27,186 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.31ms, fps=1196 images/s, loss=0.3202, top1-acc=90.23%, top5-acc=99.60%, remaining_time=0:00:22.873634, arrival_time=2021-04-15 02:05:50.060105, cost_time=0:00:19.420983 2021-04-15 02:05:29,321 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.35ms, fps=1200 images/s, loss=0.3200, top1-acc=90.18%, top5-acc=99.62%, remaining_time=0:00:20.693472, arrival_time=2021-04-15 02:05:50.014606, cost_time=0:00:21.555728 2021-04-15 02:05:31,455 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=2.17ms, fps=1200 images/s, loss=0.3235, top1-acc=90.06%, top5-acc=99.60%, remaining_time=0:00:18.521218, arrival_time=2021-04-15 02:05:49.976604, cost_time=0:00:23.689931 2021-04-15 02:05:33,588 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.50ms, fps=1200 images/s, loss=0.3260, top1-acc=90.00%, top5-acc=99.56%, remaining_time=0:00:16.354592, arrival_time=2021-04-15 02:05:49.943041, cost_time=0:00:25.823034 2021-04-15 02:05:35,724 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.3280, top1-acc=89.91%, top5-acc=99.56%, remaining_time=0:00:14.194554, arrival_time=2021-04-15 02:05:49.918950, cost_time=0:00:27.959006 2021-04-15 02:05:37,860 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.52ms, fps=1199 images/s, loss=0.3294, top1-acc=89.87%, top5-acc=99.55%, remaining_time=0:00:12.037872, arrival_time=2021-04-15 02:05:49.897977, cost_time=0:00:30.094635 2021-04-15 02:05:39,993 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.56ms, fps=1200 images/s, loss=0.3328, top1-acc=89.71%, top5-acc=99.55%, remaining_time=0:00:09.883284, arrival_time=2021-04-15 02:05:49.876814, cost_time=0:00:32.228130 2021-04-15 02:05:42,125 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.3362, top1-acc=89.59%, top5-acc=99.55%, remaining_time=0:00:07.731072, arrival_time=2021-04-15 02:05:49.856792, cost_time=0:00:34.360334 2021-04-15 02:05:44,260 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.49ms, fps=1200 images/s, loss=0.3403, top1-acc=89.47%, top5-acc=99.52%, remaining_time=0:00:05.581524, arrival_time=2021-04-15 02:05:49.841632, cost_time=0:00:36.494655 2021-04-15 02:05:46,398 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.35ms, fps=1198 images/s, loss=0.3428, top1-acc=89.36%, top5-acc=99.50%, remaining_time=0:00:03.434000, arrival_time=2021-04-15 02:05:49.831952, cost_time=0:00:38.632529 2021-04-15 02:05:48,531 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.21ms, fps=1200 images/s, loss=0.3461, top1-acc=89.22%, top5-acc=99.48%, remaining_time=0:00:01.287348, arrival_time=2021-04-15 02:05:49.818751, cost_time=0:00:40.766015 2021-04-15 02:05:49,693 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.21ms, fps=1171 images/s, loss=0.3468, top1-acc=89.22%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-15 02:05:49.693308, cost_time=0:00:41.927926 2021-04-15 02:05:50,722 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.22ms, fps=2492 images/s, loss=1.3295, top1-acc=66.29%, top5-acc=89.45%, remaining_time=0:00:03.081240, arrival_time=2021-04-15 02:05:53.803548, cost_time=0:00:01.027082 2021-04-15 02:05:51,574 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.44ms, fps=3006 images/s, loss=1.3165, top1-acc=66.33%, top5-acc=89.49%, remaining_time=0:00:01.879120, arrival_time=2021-04-15 02:05:53.453454, cost_time=0:00:01.879112 2021-04-15 02:05:52,429 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.39ms, fps=2996 images/s, loss=1.3132, top1-acc=66.52%, top5-acc=89.60%, remaining_time=0:00:00.911270, arrival_time=2021-04-15 02:05:53.340292, cost_time=0:00:02.733799 2021-04-15 02:05:53,211 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.08ms, fps=2965 images/s, loss=1.3242, top1-acc=66.22%, top5-acc=89.60%, remaining_time=0:00:00, arrival_time=2021-04-15 02:05:53.211900, cost_time=0:00:03.516708 2021-04-15 02:05:53,548 INFO : Epoch=0101 complete, best val top1-acc=66.45%, top5-acc=89.93% (epoch=97), remaining_time=1:15:52.283934, arrival_time=2021-04-15 03:21:45.832498, cost_time=1:17:24.249287 2021-04-15 02:05:53,550 INFO : Train start, epoch=0102, lr=0.049215 2021-04-15 02:05:55,854 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=1.67ms, fps=1111 images/s, loss=0.2966, top1-acc=91.21%, top5-acc=99.84%, remaining_time=0:00:42.848820, arrival_time=2021-04-15 02:06:38.703212, cost_time=0:00:02.303699 2021-04-15 02:05:57,990 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.41ms, fps=1199 images/s, loss=0.3036, top1-acc=90.96%, top5-acc=99.75%, remaining_time=0:00:39.072352, arrival_time=2021-04-15 02:06:37.063077, cost_time=0:00:04.440038 2021-04-15 02:06:00,133 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.32ms, fps=1195 images/s, loss=0.2924, top1-acc=91.26%, top5-acc=99.70%, remaining_time=0:00:36.423388, arrival_time=2021-04-15 02:06:36.556716, cost_time=0:00:06.582551 2021-04-15 02:06:02,274 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.31ms, fps=1196 images/s, loss=0.2907, top1-acc=91.42%, top5-acc=99.71%, remaining_time=0:00:34.023600, arrival_time=2021-04-15 02:06:36.298365, cost_time=0:00:08.723987 2021-04-15 02:06:04,412 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.39ms, fps=1198 images/s, loss=0.2927, top1-acc=91.31%, top5-acc=99.73%, remaining_time=0:00:31.714996, arrival_time=2021-04-15 02:06:36.126938, cost_time=0:00:10.861316 2021-04-15 02:06:06,561 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.76ms, fps=1192 images/s, loss=0.2910, top1-acc=91.39%, top5-acc=99.71%, remaining_time=0:00:29.489832, arrival_time=2021-04-15 02:06:36.050800, cost_time=0:00:13.010244 2021-04-15 02:06:08,697 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.47ms, fps=1198 images/s, loss=0.2938, top1-acc=91.32%, top5-acc=99.70%, remaining_time=0:00:27.264384, arrival_time=2021-04-15 02:06:35.962005, cost_time=0:00:15.146903 2021-04-15 02:06:10,835 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.50ms, fps=1198 images/s, loss=0.2954, top1-acc=91.29%, top5-acc=99.68%, remaining_time=0:00:25.062844, arrival_time=2021-04-15 02:06:35.898141, cost_time=0:00:17.284685 2021-04-15 02:06:12,971 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.60ms, fps=1199 images/s, loss=0.2977, top1-acc=91.13%, top5-acc=99.64%, remaining_time=0:00:22.873422, arrival_time=2021-04-15 02:06:35.844984, cost_time=0:00:19.420871 2021-04-15 02:06:15,109 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.32ms, fps=1198 images/s, loss=0.3011, top1-acc=90.95%, top5-acc=99.64%, remaining_time=0:00:20.696256, arrival_time=2021-04-15 02:06:35.805461, cost_time=0:00:21.558589 2021-04-15 02:06:17,252 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.31ms, fps=1195 images/s, loss=0.3025, top1-acc=90.90%, top5-acc=99.67%, remaining_time=0:00:18.530248, arrival_time=2021-04-15 02:06:35.782351, cost_time=0:00:23.701441 2021-04-15 02:06:19,389 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.55ms, fps=1198 images/s, loss=0.3050, top1-acc=90.77%, top5-acc=99.66%, remaining_time=0:00:16.364700, arrival_time=2021-04-15 02:06:35.754318, cost_time=0:00:25.838990 2021-04-15 02:06:21,523 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.48ms, fps=1200 images/s, loss=0.3094, top1-acc=90.60%, top5-acc=99.64%, remaining_time=0:00:14.201748, arrival_time=2021-04-15 02:06:35.725526, cost_time=0:00:27.973185 2021-04-15 02:06:23,663 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.41ms, fps=1197 images/s, loss=0.3104, top1-acc=90.59%, top5-acc=99.63%, remaining_time=0:00:12.045152, arrival_time=2021-04-15 02:06:35.708762, cost_time=0:00:30.112910 2021-04-15 02:06:25,797 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.3154, top1-acc=90.40%, top5-acc=99.60%, remaining_time=0:00:09.888988, arrival_time=2021-04-15 02:06:35.686230, cost_time=0:00:32.246640 2021-04-15 02:06:27,933 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.40ms, fps=1199 images/s, loss=0.3187, top1-acc=90.31%, top5-acc=99.59%, remaining_time=0:00:07.736112, arrival_time=2021-04-15 02:06:35.669371, cost_time=0:00:34.382668 2021-04-15 02:06:30,069 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.3219, top1-acc=90.21%, top5-acc=99.58%, remaining_time=0:00:05.585216, arrival_time=2021-04-15 02:06:35.654786, cost_time=0:00:36.518779 2021-04-15 02:06:32,203 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.3252, top1-acc=90.07%, top5-acc=99.57%, remaining_time=0:00:03.435776, arrival_time=2021-04-15 02:06:35.638847, cost_time=0:00:38.652394 2021-04-15 02:06:34,337 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.25ms, fps=1200 images/s, loss=0.3283, top1-acc=89.93%, top5-acc=99.55%, remaining_time=0:00:01.288020, arrival_time=2021-04-15 02:06:35.625826, cost_time=0:00:40.787212 2021-04-15 02:06:35,494 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.24ms, fps=1176 images/s, loss=0.3303, top1-acc=89.91%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:35.494198, cost_time=0:00:41.943604 2021-04-15 02:06:36,459 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=0.35ms, fps=2657 images/s, loss=1.3481, top1-acc=65.51%, top5-acc=89.37%, remaining_time=0:00:02.890860, arrival_time=2021-04-15 02:06:39.350648, cost_time=0:00:00.963619 2021-04-15 02:06:37,311 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.29ms, fps=3007 images/s, loss=1.3420, top1-acc=66.11%, top5-acc=89.51%, remaining_time=0:00:01.815520, arrival_time=2021-04-15 02:06:39.127163, cost_time=0:00:01.815525 2021-04-15 02:06:38,164 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.71ms, fps=3004 images/s, loss=1.3532, top1-acc=65.94%, top5-acc=89.19%, remaining_time=0:00:00.889430, arrival_time=2021-04-15 02:06:39.053799, cost_time=0:00:02.668276 2021-04-15 02:06:38,945 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.06ms, fps=2972 images/s, loss=1.3385, top1-acc=66.18%, top5-acc=89.27%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:38.945374, cost_time=0:00:03.449311 2021-04-15 02:06:39,253 INFO : Epoch=0102 complete, best val top1-acc=66.45%, top5-acc=89.93% (epoch=97), remaining_time=1:15:06.034708, arrival_time=2021-04-15 03:21:45.288448, cost_time=1:18:09.954469 2021-04-15 02:06:39,256 INFO : Train start, epoch=0103, lr=0.048429 2021-04-15 02:06:41,590 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.41ms, fps=1097 images/s, loss=0.3206, top1-acc=90.08%, top5-acc=99.65%, remaining_time=0:00:43.410354, arrival_time=2021-04-15 02:07:25.000328, cost_time=0:00:02.333890 2021-04-15 02:06:43,717 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.50ms, fps=1204 images/s, loss=0.3307, top1-acc=89.57%, top5-acc=99.63%, remaining_time=0:00:39.255920, arrival_time=2021-04-15 02:07:22.972911, cost_time=0:00:04.460907 2021-04-15 02:06:45,843 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.45ms, fps=1204 images/s, loss=0.3235, top1-acc=90.00%, top5-acc=99.64%, remaining_time=0:00:36.452438, arrival_time=2021-04-15 02:07:22.296310, cost_time=0:00:06.587785 2021-04-15 02:06:47,978 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.3188, top1-acc=90.23%, top5-acc=99.64%, remaining_time=0:00:34.016580, arrival_time=2021-04-15 02:07:21.994962, cost_time=0:00:08.722206 2021-04-15 02:06:50,108 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.57ms, fps=1202 images/s, loss=0.3168, top1-acc=90.30%, top5-acc=99.62%, remaining_time=0:00:31.687694, arrival_time=2021-04-15 02:07:21.795726, cost_time=0:00:10.851946 2021-04-15 02:06:52,240 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.3144, top1-acc=90.50%, top5-acc=99.59%, remaining_time=0:00:29.430264, arrival_time=2021-04-15 02:07:21.670303, cost_time=0:00:12.983948 2021-04-15 02:06:54,374 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.36ms, fps=1199 images/s, loss=0.3126, top1-acc=90.55%, top5-acc=99.59%, remaining_time=0:00:27.213732, arrival_time=2021-04-15 02:07:21.588583, cost_time=0:00:15.118756 2021-04-15 02:06:56,510 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.79ms, fps=1199 images/s, loss=0.3129, top1-acc=90.53%, top5-acc=99.58%, remaining_time=0:00:25.018996, arrival_time=2021-04-15 02:07:21.529664, cost_time=0:00:17.254515 2021-04-15 02:06:58,640 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.3117, top1-acc=90.56%, top5-acc=99.59%, remaining_time=0:00:22.830068, arrival_time=2021-04-15 02:07:21.470241, cost_time=0:00:19.384063 2021-04-15 02:07:00,777 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.57ms, fps=1198 images/s, loss=0.3118, top1-acc=90.55%, top5-acc=99.62%, remaining_time=0:00:20.660544, arrival_time=2021-04-15 02:07:21.438048, cost_time=0:00:21.521401 2021-04-15 02:07:02,910 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.3135, top1-acc=90.45%, top5-acc=99.60%, remaining_time=0:00:18.493268, arrival_time=2021-04-15 02:07:21.403549, cost_time=0:00:23.654197 2021-04-15 02:07:05,045 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.41ms, fps=1199 images/s, loss=0.3154, top1-acc=90.38%, top5-acc=99.62%, remaining_time=0:00:16.333312, arrival_time=2021-04-15 02:07:21.378880, cost_time=0:00:25.789477 2021-04-15 02:07:07,180 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.36ms, fps=1200 images/s, loss=0.3178, top1-acc=90.29%, top5-acc=99.59%, remaining_time=0:00:14.176800, arrival_time=2021-04-15 02:07:21.356926, cost_time=0:00:27.924035 2021-04-15 02:07:09,317 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.47ms, fps=1198 images/s, loss=0.3202, top1-acc=90.18%, top5-acc=99.58%, remaining_time=0:00:12.024376, arrival_time=2021-04-15 02:07:21.341397, cost_time=0:00:30.060919 2021-04-15 02:07:11,451 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.31ms, fps=1199 images/s, loss=0.3229, top1-acc=90.04%, top5-acc=99.57%, remaining_time=0:00:09.873348, arrival_time=2021-04-15 02:07:21.325195, cost_time=0:00:32.195687 2021-04-15 02:07:13,592 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.40ms, fps=1196 images/s, loss=0.3243, top1-acc=89.98%, top5-acc=99.58%, remaining_time=0:00:07.725600, arrival_time=2021-04-15 02:07:21.317721, cost_time=0:00:34.336006 2021-04-15 02:07:15,723 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.3286, top1-acc=89.85%, top5-acc=99.57%, remaining_time=0:00:05.577416, arrival_time=2021-04-15 02:07:21.301161, cost_time=0:00:36.467666 2021-04-15 02:07:17,857 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.67ms, fps=1200 images/s, loss=0.3311, top1-acc=89.75%, top5-acc=99.56%, remaining_time=0:00:03.431248, arrival_time=2021-04-15 02:07:21.288916, cost_time=0:00:38.601587 2021-04-15 02:07:19,989 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.28ms, fps=1201 images/s, loss=0.3330, top1-acc=89.66%, top5-acc=99.55%, remaining_time=0:00:01.286334, arrival_time=2021-04-15 02:07:21.276242, cost_time=0:00:40.733824 2021-04-15 02:07:21,146 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.21ms, fps=1177 images/s, loss=0.3347, top1-acc=89.64%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-15 02:07:21.145985, cost_time=0:00:41.889918 2021-04-15 02:07:22,105 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=0.29ms, fps=2672 images/s, loss=1.4512, top1-acc=63.75%, top5-acc=88.01%, remaining_time=0:00:02.874540, arrival_time=2021-04-15 02:07:24.980330, cost_time=0:00:00.958175 2021-04-15 02:07:22,959 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.39ms, fps=3001 images/s, loss=1.4169, top1-acc=64.20%, top5-acc=88.77%, remaining_time=0:00:01.811600, arrival_time=2021-04-15 02:07:24.770818, cost_time=0:00:01.811593 2021-04-15 02:07:23,811 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.55ms, fps=3005 images/s, loss=1.4027, top1-acc=65.04%, top5-acc=88.49%, remaining_time=0:00:00.887930, arrival_time=2021-04-15 02:07:24.699360, cost_time=0:00:02.663800 2021-04-15 02:07:24,590 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.07ms, fps=2978 images/s, loss=1.3985, top1-acc=65.36%, top5-acc=88.52%, remaining_time=0:00:00, arrival_time=2021-04-15 02:07:24.590692, cost_time=0:00:03.443093 2021-04-15 02:07:24,933 INFO : Epoch=0103 complete, best val top1-acc=66.45%, top5-acc=89.93% (epoch=97), remaining_time=1:14:19.772007, arrival_time=2021-04-15 03:21:44.705463, cost_time=1:18:55.634219 2021-04-15 02:07:24,934 INFO : Train start, epoch=0104, lr=0.047645 2021-04-15 02:07:27,267 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=1.33ms, fps=1097 images/s, loss=0.3196, top1-acc=89.96%, top5-acc=99.41%, remaining_time=0:00:43.387290, arrival_time=2021-04-15 02:08:10.655010, cost_time=0:00:02.332651 2021-04-15 02:07:29,404 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.3175, top1-acc=90.12%, top5-acc=99.59%, remaining_time=0:00:39.331776, arrival_time=2021-04-15 02:08:08.736178, cost_time=0:00:04.469523 2021-04-15 02:07:31,541 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.81ms, fps=1198 images/s, loss=0.3069, top1-acc=90.53%, top5-acc=99.64%, remaining_time=0:00:36.554528, arrival_time=2021-04-15 02:08:08.095650, cost_time=0:00:06.606235 2021-04-15 02:07:33,672 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.3058, top1-acc=90.72%, top5-acc=99.68%, remaining_time=0:00:34.077732, arrival_time=2021-04-15 02:08:07.750483, cost_time=0:00:08.737875 2021-04-15 02:07:35,811 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.73ms, fps=1197 images/s, loss=0.3034, top1-acc=90.84%, top5-acc=99.66%, remaining_time=0:00:31.760986, arrival_time=2021-04-15 02:08:07.572892, cost_time=0:00:10.877046 2021-04-15 02:07:37,949 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.85ms, fps=1198 images/s, loss=0.3007, top1-acc=90.96%, top5-acc=99.69%, remaining_time=0:00:29.500168, arrival_time=2021-04-15 02:08:07.449740, cost_time=0:00:13.014787 2021-04-15 02:07:40,086 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.44ms, fps=1199 images/s, loss=0.2977, top1-acc=90.99%, top5-acc=99.70%, remaining_time=0:00:27.271944, arrival_time=2021-04-15 02:08:07.357874, cost_time=0:00:15.151058 2021-04-15 02:07:42,222 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.49ms, fps=1199 images/s, loss=0.2957, top1-acc=91.09%, top5-acc=99.67%, remaining_time=0:00:25.066788, arrival_time=2021-04-15 02:08:07.289048, cost_time=0:00:17.287476 2021-04-15 02:07:44,357 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.31ms, fps=1199 images/s, loss=0.2947, top1-acc=91.13%, top5-acc=99.68%, remaining_time=0:00:22.875648, arrival_time=2021-04-15 02:08:07.233132, cost_time=0:00:19.422700 2021-04-15 02:07:46,492 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.51ms, fps=1199 images/s, loss=0.2970, top1-acc=91.06%, top5-acc=99.66%, remaining_time=0:00:20.695584, arrival_time=2021-04-15 02:08:07.188314, cost_time=0:00:21.557870 2021-04-15 02:07:48,624 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.2993, top1-acc=90.97%, top5-acc=99.64%, remaining_time=0:00:18.521218, arrival_time=2021-04-15 02:08:07.145934, cost_time=0:00:23.689924 2021-04-15 02:07:50,764 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.84ms, fps=1197 images/s, loss=0.2990, top1-acc=90.91%, top5-acc=99.65%, remaining_time=0:00:16.358468, arrival_time=2021-04-15 02:08:07.122513, cost_time=0:00:25.829171 2021-04-15 02:07:52,896 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.3017, top1-acc=90.82%, top5-acc=99.63%, remaining_time=0:00:14.196204, arrival_time=2021-04-15 02:08:07.093152, cost_time=0:00:27.962174 2021-04-15 02:07:55,029 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.58ms, fps=1201 images/s, loss=0.3028, top1-acc=90.78%, top5-acc=99.63%, remaining_time=0:00:12.037760, arrival_time=2021-04-15 02:08:07.066975, cost_time=0:00:30.094351 2021-04-15 02:07:57,160 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.31ms, fps=1201 images/s, loss=0.3065, top1-acc=90.66%, top5-acc=99.62%, remaining_time=0:00:09.882548, arrival_time=2021-04-15 02:08:07.043086, cost_time=0:00:32.225746 2021-04-15 02:07:59,293 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.39ms, fps=1200 images/s, loss=0.3084, top1-acc=90.59%, top5-acc=99.61%, remaining_time=0:00:07.730748, arrival_time=2021-04-15 02:08:07.024411, cost_time=0:00:34.358892 2021-04-15 02:08:01,433 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=2.00ms, fps=1197 images/s, loss=0.3104, top1-acc=90.54%, top5-acc=99.60%, remaining_time=0:00:05.582174, arrival_time=2021-04-15 02:08:07.015821, cost_time=0:00:36.498774 2021-04-15 02:08:03,561 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.33ms, fps=1203 images/s, loss=0.3118, top1-acc=90.49%, top5-acc=99.60%, remaining_time=0:00:03.433504, arrival_time=2021-04-15 02:08:06.995124, cost_time=0:00:38.626839 2021-04-15 02:08:05,696 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.3137, top1-acc=90.44%, top5-acc=99.59%, remaining_time=0:00:01.287210, arrival_time=2021-04-15 02:08:06.983556, cost_time=0:00:40.761575 2021-04-15 02:08:06,857 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.25ms, fps=1172 images/s, loss=0.3166, top1-acc=90.37%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:06.857169, cost_time=0:00:41.922333 2021-04-15 02:08:07,841 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=1.28ms, fps=2605 images/s, loss=1.3164, top1-acc=66.17%, top5-acc=89.84%, remaining_time=0:00:02.948250, arrival_time=2021-04-15 02:08:10.789904, cost_time=0:00:00.982747 2021-04-15 02:08:08,697 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.34ms, fps=2994 images/s, loss=1.2760, top1-acc=66.84%, top5-acc=89.96%, remaining_time=0:00:01.838140, arrival_time=2021-04-15 02:08:10.535171, cost_time=0:00:01.838137 2021-04-15 02:08:09,550 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.44ms, fps=3003 images/s, loss=1.2689, top1-acc=66.91%, top5-acc=89.87%, remaining_time=0:00:00.897040, arrival_time=2021-04-15 02:08:10.447060, cost_time=0:00:02.691134 2021-04-15 02:08:10,329 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.08ms, fps=2978 images/s, loss=1.2788, top1-acc=66.56%, top5-acc=89.72%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:10.329445, cost_time=0:00:03.470579 2021-04-15 02:08:10,960 INFO : Epoch=0104 complete, best val top1-acc=66.56%, top5-acc=89.72% (epoch=104), remaining_time=1:13:33.840672, arrival_time=2021-04-15 03:21:44.800677, cost_time=1:19:41.660754 2021-04-15 02:08:10,961 INFO : Train start, epoch=0105, lr=0.046860 2021-04-15 02:08:13,259 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.39ms, fps=1114 images/s, loss=0.3154, top1-acc=91.29%, top5-acc=99.65%, remaining_time=0:00:42.750240, arrival_time=2021-04-15 02:08:56.010111, cost_time=0:00:02.298402 2021-04-15 02:08:15,391 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.48ms, fps=1201 images/s, loss=0.3162, top1-acc=90.94%, top5-acc=99.57%, remaining_time=0:00:38.986640, arrival_time=2021-04-15 02:08:54.378518, cost_time=0:00:04.430303 2021-04-15 02:08:17,527 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=2.27ms, fps=1199 images/s, loss=0.3054, top1-acc=90.96%, top5-acc=99.60%, remaining_time=0:00:36.330428, arrival_time=2021-04-15 02:08:53.857754, cost_time=0:00:06.565751 2021-04-15 02:08:19,664 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.55ms, fps=1198 images/s, loss=0.3004, top1-acc=91.06%, top5-acc=99.61%, remaining_time=0:00:33.943104, arrival_time=2021-04-15 02:08:53.607987, cost_time=0:00:08.703369 2021-04-15 02:08:21,803 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.80ms, fps=1197 images/s, loss=0.2955, top1-acc=91.18%, top5-acc=99.64%, remaining_time=0:00:31.659516, arrival_time=2021-04-15 02:08:53.463263, cost_time=0:00:10.842325 2021-04-15 02:08:23,941 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.63ms, fps=1198 images/s, loss=0.2955, top1-acc=91.19%, top5-acc=99.60%, remaining_time=0:00:29.422104, arrival_time=2021-04-15 02:08:53.363896, cost_time=0:00:12.980314 2021-04-15 02:08:26,076 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.46ms, fps=1200 images/s, loss=0.2932, top1-acc=91.22%, top5-acc=99.61%, remaining_time=0:00:27.205920, arrival_time=2021-04-15 02:08:53.281856, cost_time=0:00:15.114427 2021-04-15 02:08:28,212 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.49ms, fps=1199 images/s, loss=0.2899, top1-acc=91.39%, top5-acc=99.63%, remaining_time=0:00:25.013660, arrival_time=2021-04-15 02:08:53.225851, cost_time=0:00:17.250802 2021-04-15 02:08:30,349 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.57ms, fps=1198 images/s, loss=0.2901, top1-acc=91.42%, top5-acc=99.64%, remaining_time=0:00:22.835156, arrival_time=2021-04-15 02:08:53.185032, cost_time=0:00:19.388336 2021-04-15 02:08:32,483 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.2905, top1-acc=91.45%, top5-acc=99.64%, remaining_time=0:00:20.661312, arrival_time=2021-04-15 02:08:53.144892, cost_time=0:00:21.522198 2021-04-15 02:08:34,619 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.56ms, fps=1199 images/s, loss=0.2911, top1-acc=91.40%, top5-acc=99.64%, remaining_time=0:00:18.496020, arrival_time=2021-04-15 02:08:53.115233, cost_time=0:00:23.657734 2021-04-15 02:08:36,754 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.33ms, fps=1199 images/s, loss=0.2908, top1-acc=91.39%, top5-acc=99.65%, remaining_time=0:00:16.335668, arrival_time=2021-04-15 02:08:53.090215, cost_time=0:00:25.793144 2021-04-15 02:08:38,887 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.69ms, fps=1201 images/s, loss=0.2932, top1-acc=91.34%, top5-acc=99.64%, remaining_time=0:00:14.177658, arrival_time=2021-04-15 02:08:53.064766, cost_time=0:00:27.925720 2021-04-15 02:08:41,022 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.40ms, fps=1199 images/s, loss=0.2958, top1-acc=91.23%, top5-acc=99.64%, remaining_time=0:00:12.024488, arrival_time=2021-04-15 02:08:53.047243, cost_time=0:00:30.061175 2021-04-15 02:08:43,155 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.2984, top1-acc=91.11%, top5-acc=99.63%, remaining_time=0:00:09.872888, arrival_time=2021-04-15 02:08:53.028515, cost_time=0:00:32.194188 2021-04-15 02:08:45,289 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.65ms, fps=1200 images/s, loss=0.3035, top1-acc=90.90%, top5-acc=99.61%, remaining_time=0:00:07.723764, arrival_time=2021-04-15 02:08:53.013020, cost_time=0:00:34.327832 2021-04-15 02:08:47,430 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.59ms, fps=1196 images/s, loss=0.3065, top1-acc=90.79%, top5-acc=99.60%, remaining_time=0:00:05.577598, arrival_time=2021-04-15 02:08:53.008008, cost_time=0:00:36.468890 2021-04-15 02:08:49,563 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.3091, top1-acc=90.72%, top5-acc=99.57%, remaining_time=0:00:03.431280, arrival_time=2021-04-15 02:08:52.994532, cost_time=0:00:38.601820 2021-04-15 02:08:51,701 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.29ms, fps=1197 images/s, loss=0.3121, top1-acc=90.62%, top5-acc=99.57%, remaining_time=0:00:01.286532, arrival_time=2021-04-15 02:08:52.988065, cost_time=0:00:40.740150 2021-04-15 02:08:52,858 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.22ms, fps=1176 images/s, loss=0.3148, top1-acc=90.54%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:52.858146, cost_time=0:00:41.896770 2021-04-15 02:08:53,821 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=0.23ms, fps=2662 images/s, loss=1.2850, top1-acc=66.80%, top5-acc=89.84%, remaining_time=0:00:02.885100, arrival_time=2021-04-15 02:08:56.706687, cost_time=0:00:00.961698 2021-04-15 02:08:54,674 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.78ms, fps=3004 images/s, loss=1.3094, top1-acc=66.15%, top5-acc=89.55%, remaining_time=0:00:01.814480, arrival_time=2021-04-15 02:08:56.488800, cost_time=0:00:01.814473 2021-04-15 02:08:55,525 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.27ms, fps=3010 images/s, loss=1.3141, top1-acc=66.32%, top5-acc=89.51%, remaining_time=0:00:00.888430, arrival_time=2021-04-15 02:08:56.413558, cost_time=0:00:02.665302 2021-04-15 02:08:56,304 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.08ms, fps=2980 images/s, loss=1.2967, top1-acc=66.45%, top5-acc=89.77%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:56.304005, cost_time=0:00:03.444177 2021-04-15 02:08:56,603 INFO : Epoch=0105 complete, best val top1-acc=66.56%, top5-acc=89.72% (epoch=104), remaining_time=1:12:47.561160, arrival_time=2021-04-15 03:21:44.164850, cost_time=1:20:27.304434 2021-04-15 02:08:56,605 INFO : Train start, epoch=0106, lr=0.046077 2021-04-15 02:08:58,913 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.43ms, fps=1109 images/s, loss=0.2864, top1-acc=90.70%, top5-acc=99.73%, remaining_time=0:00:42.937170, arrival_time=2021-04-15 02:09:41.850779, cost_time=0:00:02.308447 2021-04-15 02:09:01,046 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.52ms, fps=1201 images/s, loss=0.2866, top1-acc=91.11%, top5-acc=99.63%, remaining_time=0:00:39.078688, arrival_time=2021-04-15 02:09:40.124659, cost_time=0:00:04.440758 2021-04-15 02:09:03,184 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.73ms, fps=1197 images/s, loss=0.2820, top1-acc=91.28%, top5-acc=99.65%, remaining_time=0:00:36.407452, arrival_time=2021-04-15 02:09:39.592359, cost_time=0:00:06.579663 2021-04-15 02:09:05,315 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.2797, top1-acc=91.46%, top5-acc=99.65%, remaining_time=0:00:33.971808, arrival_time=2021-04-15 02:09:39.287702, cost_time=0:00:08.710725 2021-04-15 02:09:07,451 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.68ms, fps=1199 images/s, loss=0.2789, top1-acc=91.54%, top5-acc=99.62%, remaining_time=0:00:31.670612, arrival_time=2021-04-15 02:09:39.121870, cost_time=0:00:10.846098 2021-04-15 02:09:09,579 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.31ms, fps=1203 images/s, loss=0.2770, top1-acc=91.70%, top5-acc=99.64%, remaining_time=0:00:29.408912, arrival_time=2021-04-15 02:09:38.988602, cost_time=0:00:12.974529 2021-04-15 02:09:11,710 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.2780, top1-acc=91.71%, top5-acc=99.65%, remaining_time=0:00:27.188658, arrival_time=2021-04-15 02:09:38.898623, cost_time=0:00:15.104796 2021-04-15 02:09:13,848 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.58ms, fps=1197 images/s, loss=0.2773, top1-acc=91.81%, top5-acc=99.63%, remaining_time=0:00:25.002524, arrival_time=2021-04-15 02:09:38.850838, cost_time=0:00:17.243083 2021-04-15 02:09:15,982 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.2785, top1-acc=91.76%, top5-acc=99.64%, remaining_time=0:00:22.822648, arrival_time=2021-04-15 02:09:38.805585, cost_time=0:00:19.377763 2021-04-15 02:09:18,119 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.32ms, fps=1198 images/s, loss=0.2781, top1-acc=91.78%, top5-acc=99.64%, remaining_time=0:00:20.653824, arrival_time=2021-04-15 02:09:38.773386, cost_time=0:00:21.514398 2021-04-15 02:09:20,251 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.2784, top1-acc=91.73%, top5-acc=99.65%, remaining_time=0:00:18.487162, arrival_time=2021-04-15 02:09:38.738738, cost_time=0:00:23.646418 2021-04-15 02:09:22,382 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.29ms, fps=1201 images/s, loss=0.2802, top1-acc=91.70%, top5-acc=99.64%, remaining_time=0:00:16.325940, arrival_time=2021-04-15 02:09:38.708858, cost_time=0:00:25.777755 2021-04-15 02:09:24,515 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.50ms, fps=1201 images/s, loss=0.2806, top1-acc=91.69%, top5-acc=99.64%, remaining_time=0:00:14.169870, arrival_time=2021-04-15 02:09:38.685370, cost_time=0:00:27.910339 2021-04-15 02:09:26,662 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.67ms, fps=1193 images/s, loss=0.2810, top1-acc=91.69%, top5-acc=99.64%, remaining_time=0:00:12.022808, arrival_time=2021-04-15 02:09:38.685028, cost_time=0:00:30.056986 2021-04-15 02:09:28,805 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.68ms, fps=1195 images/s, loss=0.2823, top1-acc=91.66%, top5-acc=99.63%, remaining_time=0:00:09.874682, arrival_time=2021-04-15 02:09:38.680133, cost_time=0:00:32.200074 2021-04-15 02:09:30,946 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.50ms, fps=1196 images/s, loss=0.2863, top1-acc=91.52%, top5-acc=99.62%, remaining_time=0:00:07.726788, arrival_time=2021-04-15 02:09:38.673259, cost_time=0:00:34.341217 2021-04-15 02:09:33,081 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.59ms, fps=1200 images/s, loss=0.2871, top1-acc=91.48%, top5-acc=99.62%, remaining_time=0:00:05.578664, arrival_time=2021-04-15 02:09:38.659834, cost_time=0:00:36.475911 2021-04-15 02:09:35,216 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.32ms, fps=1199 images/s, loss=0.2903, top1-acc=91.35%, top5-acc=99.62%, remaining_time=0:00:03.432096, arrival_time=2021-04-15 02:09:38.648347, cost_time=0:00:38.611006 2021-04-15 02:09:37,367 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.26ms, fps=1191 images/s, loss=0.2941, top1-acc=91.22%, top5-acc=99.61%, remaining_time=0:00:01.287210, arrival_time=2021-04-15 02:09:38.654171, cost_time=0:00:40.761708 2021-04-15 02:09:38,527 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.41ms, fps=1173 images/s, loss=0.2960, top1-acc=91.15%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-15 02:09:38.527159, cost_time=0:00:41.921887 2021-04-15 02:09:39,531 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=0.21ms, fps=2554 images/s, loss=1.3340, top1-acc=66.45%, top5-acc=89.37%, remaining_time=0:00:03.007020, arrival_time=2021-04-15 02:09:42.538683, cost_time=0:00:01.002342 2021-04-15 02:09:40,382 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.63ms, fps=3009 images/s, loss=1.3235, top1-acc=66.43%, top5-acc=89.49%, remaining_time=0:00:01.853520, arrival_time=2021-04-15 02:09:42.236345, cost_time=0:00:01.853518 2021-04-15 02:09:41,238 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.33ms, fps=2995 images/s, loss=1.3341, top1-acc=66.08%, top5-acc=89.35%, remaining_time=0:00:00.902910, arrival_time=2021-04-15 02:09:42.140951, cost_time=0:00:02.708732 2021-04-15 02:09:42,027 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.09ms, fps=2942 images/s, loss=1.3436, top1-acc=66.23%, top5-acc=89.25%, remaining_time=0:00:00, arrival_time=2021-04-15 02:09:42.027025, cost_time=0:00:03.497661 2021-04-15 02:09:42,401 INFO : Epoch=0106 complete, best val top1-acc=66.56%, top5-acc=89.72% (epoch=104), remaining_time=1:12:01.429852, arrival_time=2021-04-15 03:21:43.830897, cost_time=1:21:13.101794 2021-04-15 02:09:42,402 INFO : Train start, epoch=0107, lr=0.045295 2021-04-15 02:09:44,695 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.63ms, fps=1116 images/s, loss=0.2853, top1-acc=91.21%, top5-acc=99.77%, remaining_time=0:00:42.648126, arrival_time=2021-04-15 02:10:27.343628, cost_time=0:00:02.292913 2021-04-15 02:09:46,830 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.43ms, fps=1199 images/s, loss=0.2783, top1-acc=91.68%, top5-acc=99.77%, remaining_time=0:00:38.966048, arrival_time=2021-04-15 02:10:25.796703, cost_time=0:00:04.427967 2021-04-15 02:09:48,964 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.2708, top1-acc=92.02%, top5-acc=99.78%, remaining_time=0:00:36.309678, arrival_time=2021-04-15 02:10:25.274263, cost_time=0:00:06.561987 2021-04-15 02:09:51,101 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.88ms, fps=1199 images/s, loss=0.2711, top1-acc=91.95%, top5-acc=99.77%, remaining_time=0:00:33.923136, arrival_time=2021-04-15 02:10:25.024066, cost_time=0:00:08.698252 2021-04-15 02:09:53,237 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.34ms, fps=1198 images/s, loss=0.2699, top1-acc=91.95%, top5-acc=99.74%, remaining_time=0:00:31.637908, arrival_time=2021-04-15 02:10:24.875419, cost_time=0:00:10.834925 2021-04-15 02:09:55,373 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.92ms, fps=1199 images/s, loss=0.2686, top1-acc=92.00%, top5-acc=99.76%, remaining_time=0:00:29.399528, arrival_time=2021-04-15 02:10:24.772531, cost_time=0:00:12.970353 2021-04-15 02:09:57,505 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.46ms, fps=1201 images/s, loss=0.2664, top1-acc=92.08%, top5-acc=99.77%, remaining_time=0:00:27.185886, arrival_time=2021-04-15 02:10:24.691742, cost_time=0:00:15.103254 2021-04-15 02:09:59,636 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.30ms, fps=1202 images/s, loss=0.2684, top1-acc=92.03%, top5-acc=99.78%, remaining_time=0:00:24.988372, arrival_time=2021-04-15 02:10:24.624329, cost_time=0:00:17.233372 2021-04-15 02:10:01,765 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.46ms, fps=1203 images/s, loss=0.2706, top1-acc=91.96%, top5-acc=99.76%, remaining_time=0:00:22.804840, arrival_time=2021-04-15 02:10:24.570107, cost_time=0:00:19.362569 2021-04-15 02:10:03,899 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.53ms, fps=1200 images/s, loss=0.2719, top1-acc=91.90%, top5-acc=99.76%, remaining_time=0:00:20.637120, arrival_time=2021-04-15 02:10:24.536762, cost_time=0:00:21.497029 2021-04-15 02:10:06,034 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.35ms, fps=1200 images/s, loss=0.2697, top1-acc=91.95%, top5-acc=99.77%, remaining_time=0:00:18.475638, arrival_time=2021-04-15 02:10:24.509896, cost_time=0:00:23.631661 2021-04-15 02:10:08,172 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.61ms, fps=1198 images/s, loss=0.2714, top1-acc=91.93%, top5-acc=99.75%, remaining_time=0:00:16.320696, arrival_time=2021-04-15 02:10:24.492817, cost_time=0:00:25.769460 2021-04-15 02:10:10,309 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.48ms, fps=1198 images/s, loss=0.2747, top1-acc=91.81%, top5-acc=99.74%, remaining_time=0:00:14.167890, arrival_time=2021-04-15 02:10:24.476897, cost_time=0:00:27.906408 2021-04-15 02:10:12,440 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.2755, top1-acc=91.82%, top5-acc=99.73%, remaining_time=0:00:12.015304, arrival_time=2021-04-15 02:10:24.456204, cost_time=0:00:30.038313 2021-04-15 02:10:14,574 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.2768, top1-acc=91.75%, top5-acc=99.73%, remaining_time=0:00:09.866080, arrival_time=2021-04-15 02:10:24.440614, cost_time=0:00:32.171948 2021-04-15 02:10:16,714 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.59ms, fps=1197 images/s, loss=0.2801, top1-acc=91.61%, top5-acc=99.72%, remaining_time=0:00:07.720092, arrival_time=2021-04-15 02:10:24.434237, cost_time=0:00:34.311496 2021-04-15 02:10:18,846 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.68ms, fps=1201 images/s, loss=0.2826, top1-acc=91.49%, top5-acc=99.72%, remaining_time=0:00:05.573802, arrival_time=2021-04-15 02:10:24.420474, cost_time=0:00:36.444053 2021-04-15 02:10:20,977 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.2850, top1-acc=91.38%, top5-acc=99.71%, remaining_time=0:00:03.428912, arrival_time=2021-04-15 02:10:24.406793, cost_time=0:00:38.575295 2021-04-15 02:10:23,109 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.23ms, fps=1201 images/s, loss=0.2880, top1-acc=91.24%, top5-acc=99.70%, remaining_time=0:00:01.285476, arrival_time=2021-04-15 02:10:24.394874, cost_time=0:00:40.706809 2021-04-15 02:10:24,267 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.21ms, fps=1175 images/s, loss=0.2890, top1-acc=91.24%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 02:10:24.267366, cost_time=0:00:41.864800 2021-04-15 02:10:25,241 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=1.53ms, fps=2633 images/s, loss=1.3627, top1-acc=66.84%, top5-acc=89.65%, remaining_time=0:00:02.916990, arrival_time=2021-04-15 02:10:28.158396, cost_time=0:00:00.972330 2021-04-15 02:10:26,098 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.41ms, fps=2987 images/s, loss=1.3612, top1-acc=66.04%, top5-acc=89.77%, remaining_time=0:00:01.829700, arrival_time=2021-04-15 02:10:27.928474, cost_time=0:00:01.829699 2021-04-15 02:10:26,953 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.53ms, fps=2996 images/s, loss=1.3805, top1-acc=65.73%, top5-acc=89.52%, remaining_time=0:00:00.894810, arrival_time=2021-04-15 02:10:27.848397, cost_time=0:00:02.684444 2021-04-15 02:10:27,733 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.09ms, fps=2975 images/s, loss=1.3840, top1-acc=65.62%, top5-acc=89.12%, remaining_time=0:00:00, arrival_time=2021-04-15 02:10:27.733855, cost_time=0:00:03.464780 2021-04-15 02:10:28,074 INFO : Epoch=0107 complete, best val top1-acc=66.56%, top5-acc=89.72% (epoch=104), remaining_time=1:11:15.197073, arrival_time=2021-04-15 03:21:43.271435, cost_time=1:21:58.775125 2021-04-15 02:10:28,075 INFO : Train start, epoch=0108, lr=0.044513 2021-04-15 02:10:30,369 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.42ms, fps=1116 images/s, loss=0.2818, top1-acc=91.33%, top5-acc=99.49%, remaining_time=0:00:42.660216, arrival_time=2021-04-15 02:11:13.029591, cost_time=0:00:02.293558 2021-04-15 02:10:32,513 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.67ms, fps=1195 images/s, loss=0.2807, top1-acc=91.43%, top5-acc=99.63%, remaining_time=0:00:39.045952, arrival_time=2021-04-15 02:11:11.558847, cost_time=0:00:04.437038 2021-04-15 02:10:34,646 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.54ms, fps=1200 images/s, loss=0.2695, top1-acc=91.93%, top5-acc=99.67%, remaining_time=0:00:36.356490, arrival_time=2021-04-15 02:11:11.002822, cost_time=0:00:06.570457 2021-04-15 02:10:36,778 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.2638, top1-acc=92.20%, top5-acc=99.64%, remaining_time=0:00:33.939048, arrival_time=2021-04-15 02:11:10.717266, cost_time=0:00:08.702303 2021-04-15 02:10:38,913 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.2607, top1-acc=92.30%, top5-acc=99.66%, remaining_time=0:00:31.645354, arrival_time=2021-04-15 02:11:10.558620, cost_time=0:00:10.837473 2021-04-15 02:10:41,047 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.2609, top1-acc=92.23%, top5-acc=99.69%, remaining_time=0:00:29.402520, arrival_time=2021-04-15 02:11:10.450073, cost_time=0:00:12.971693 2021-04-15 02:10:43,183 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.29ms, fps=1199 images/s, loss=0.2615, top1-acc=92.27%, top5-acc=99.70%, remaining_time=0:00:27.193572, arrival_time=2021-04-15 02:11:10.376903, cost_time=0:00:15.107558 2021-04-15 02:10:45,321 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.45ms, fps=1198 images/s, loss=0.2589, top1-acc=92.36%, top5-acc=99.72%, remaining_time=0:00:25.006236, arrival_time=2021-04-15 02:11:10.327797, cost_time=0:00:17.245709 2021-04-15 02:10:47,461 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.35ms, fps=1196 images/s, loss=0.2601, top1-acc=92.22%, top5-acc=99.71%, remaining_time=0:00:22.832506, arrival_time=2021-04-15 02:11:10.294379, cost_time=0:00:19.386106 2021-04-15 02:10:49,596 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.2619, top1-acc=92.14%, top5-acc=99.70%, remaining_time=0:00:20.659296, arrival_time=2021-04-15 02:11:10.255203, cost_time=0:00:21.520056 2021-04-15 02:10:51,728 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.2618, top1-acc=92.18%, top5-acc=99.72%, remaining_time=0:00:18.491978, arrival_time=2021-04-15 02:11:10.220231, cost_time=0:00:23.652487 2021-04-15 02:10:53,863 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.50ms, fps=1199 images/s, loss=0.2628, top1-acc=92.14%, top5-acc=99.72%, remaining_time=0:00:16.331944, arrival_time=2021-04-15 02:11:10.195187, cost_time=0:00:25.787285 2021-04-15 02:10:56,000 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.2636, top1-acc=92.15%, top5-acc=99.71%, remaining_time=0:00:14.177064, arrival_time=2021-04-15 02:11:10.177400, cost_time=0:00:27.924557 2021-04-15 02:10:58,131 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.2650, top1-acc=92.08%, top5-acc=99.72%, remaining_time=0:00:12.022136, arrival_time=2021-04-15 02:11:10.153214, cost_time=0:00:30.055305 2021-04-15 02:11:00,265 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.44ms, fps=1200 images/s, loss=0.2679, top1-acc=91.98%, top5-acc=99.71%, remaining_time=0:00:09.871324, arrival_time=2021-04-15 02:11:10.136315, cost_time=0:00:32.189134 2021-04-15 02:11:02,397 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.2706, top1-acc=91.86%, top5-acc=99.70%, remaining_time=0:00:07.722288, arrival_time=2021-04-15 02:11:10.119361, cost_time=0:00:34.321294 2021-04-15 02:11:04,530 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.45ms, fps=1200 images/s, loss=0.2734, top1-acc=91.80%, top5-acc=99.69%, remaining_time=0:00:05.575492, arrival_time=2021-04-15 02:11:10.106348, cost_time=0:00:36.455091 2021-04-15 02:11:06,666 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=2.29ms, fps=1199 images/s, loss=0.2761, top1-acc=91.69%, top5-acc=99.69%, remaining_time=0:00:03.430256, arrival_time=2021-04-15 02:11:10.096596, cost_time=0:00:38.590451 2021-04-15 02:11:08,801 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.20ms, fps=1199 images/s, loss=0.2788, top1-acc=91.61%, top5-acc=99.69%, remaining_time=0:00:01.286070, arrival_time=2021-04-15 02:11:10.087461, cost_time=0:00:40.725603 2021-04-15 02:11:09,956 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.21ms, fps=1178 images/s, loss=0.2806, top1-acc=91.58%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:09.956538, cost_time=0:00:41.880767 2021-04-15 02:11:10,917 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=1.36ms, fps=2670 images/s, loss=1.3535, top1-acc=65.90%, top5-acc=89.18%, remaining_time=0:00:02.876670, arrival_time=2021-04-15 02:11:13.793976, cost_time=0:00:00.958888 2021-04-15 02:11:11,767 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.24ms, fps=3012 images/s, loss=1.3037, top1-acc=67.05%, top5-acc=89.94%, remaining_time=0:00:01.809260, arrival_time=2021-04-15 02:11:13.576916, cost_time=0:00:01.809251 2021-04-15 02:11:12,618 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.28ms, fps=3009 images/s, loss=1.2885, top1-acc=67.38%, top5-acc=90.43%, remaining_time=0:00:00.886800, arrival_time=2021-04-15 02:11:13.505619, cost_time=0:00:02.660411 2021-04-15 02:11:13,397 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.07ms, fps=2983 images/s, loss=1.2846, top1-acc=67.09%, top5-acc=90.28%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:13.396986, cost_time=0:00:03.438597 2021-04-15 02:11:14,024 INFO : Epoch=0108 complete, best val top1-acc=67.09%, top5-acc=90.28% (epoch=108), remaining_time=1:10:29.209916, arrival_time=2021-04-15 03:21:43.233877, cost_time=1:22:44.724700 2021-04-15 02:11:14,025 INFO : Train start, epoch=0109, lr=0.043733 2021-04-15 02:11:16,306 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=1.47ms, fps=1122 images/s, loss=0.2684, top1-acc=91.72%, top5-acc=99.80%, remaining_time=0:00:42.425484, arrival_time=2021-04-15 02:11:58.731760, cost_time=0:00:02.280937 2021-04-15 02:11:18,449 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=2.11ms, fps=1195 images/s, loss=0.2625, top1-acc=92.05%, top5-acc=99.86%, remaining_time=0:00:38.934896, arrival_time=2021-04-15 02:11:57.384673, cost_time=0:00:04.424416 2021-04-15 02:11:20,584 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.56ms, fps=1200 images/s, loss=0.2550, top1-acc=92.36%, top5-acc=99.79%, remaining_time=0:00:36.294074, arrival_time=2021-04-15 02:11:56.878616, cost_time=0:00:06.559156 2021-04-15 02:11:22,721 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.39ms, fps=1198 images/s, loss=0.2525, top1-acc=92.58%, top5-acc=99.81%, remaining_time=0:00:33.914400, arrival_time=2021-04-15 02:11:56.635742, cost_time=0:00:08.695992 2021-04-15 02:11:24,862 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.57ms, fps=1196 images/s, loss=0.2482, top1-acc=92.74%, top5-acc=99.82%, remaining_time=0:00:31.645354, arrival_time=2021-04-15 02:11:56.508057, cost_time=0:00:10.837433 2021-04-15 02:11:27,006 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.76ms, fps=1195 images/s, loss=0.2490, top1-acc=92.70%, top5-acc=99.81%, remaining_time=0:00:29.422920, arrival_time=2021-04-15 02:11:56.428933, cost_time=0:00:12.980681 2021-04-15 02:11:29,141 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.2493, top1-acc=92.68%, top5-acc=99.79%, remaining_time=0:00:27.209070, arrival_time=2021-04-15 02:11:56.350580, cost_time=0:00:15.116135 2021-04-15 02:11:31,279 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.2513, top1-acc=92.63%, top5-acc=99.77%, remaining_time=0:00:25.018996, arrival_time=2021-04-15 02:11:56.298757, cost_time=0:00:17.254513 2021-04-15 02:11:33,414 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.48ms, fps=1200 images/s, loss=0.2508, top1-acc=92.68%, top5-acc=99.77%, remaining_time=0:00:22.835898, arrival_time=2021-04-15 02:11:56.250200, cost_time=0:00:19.388958 2021-04-15 02:11:35,550 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.50ms, fps=1199 images/s, loss=0.2507, top1-acc=92.70%, top5-acc=99.77%, remaining_time=0:00:20.664000, arrival_time=2021-04-15 02:11:56.214295, cost_time=0:00:21.525001 2021-04-15 02:11:37,693 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.45ms, fps=1195 images/s, loss=0.2485, top1-acc=92.73%, top5-acc=99.77%, remaining_time=0:00:18.504276, arrival_time=2021-04-15 02:11:56.197986, cost_time=0:00:23.668302 2021-04-15 02:11:39,827 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.44ms, fps=1200 images/s, loss=0.2501, top1-acc=92.72%, top5-acc=99.78%, remaining_time=0:00:16.341368, arrival_time=2021-04-15 02:11:56.168834, cost_time=0:00:25.802197 2021-04-15 02:11:41,959 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.2525, top1-acc=92.61%, top5-acc=99.77%, remaining_time=0:00:14.181750, arrival_time=2021-04-15 02:11:56.140705, cost_time=0:00:27.933704 2021-04-15 02:11:44,091 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.58ms, fps=1201 images/s, loss=0.2549, top1-acc=92.52%, top5-acc=99.77%, remaining_time=0:00:12.026616, arrival_time=2021-04-15 02:11:56.118475, cost_time=0:00:30.066520 2021-04-15 02:11:46,224 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.2574, top1-acc=92.38%, top5-acc=99.77%, remaining_time=0:00:09.874498, arrival_time=2021-04-15 02:11:56.099238, cost_time=0:00:32.199490 2021-04-15 02:11:48,356 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.49ms, fps=1201 images/s, loss=0.2583, top1-acc=92.36%, top5-acc=99.79%, remaining_time=0:00:07.724520, arrival_time=2021-04-15 02:11:56.080973, cost_time=0:00:34.331208 2021-04-15 02:11:50,491 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.46ms, fps=1199 images/s, loss=0.2597, top1-acc=92.31%, top5-acc=99.78%, remaining_time=0:00:05.577130, arrival_time=2021-04-15 02:11:56.068291, cost_time=0:00:36.465832 2021-04-15 02:11:52,635 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=10.15ms, fps=1194 images/s, loss=0.2623, top1-acc=92.21%, top5-acc=99.77%, remaining_time=0:00:03.432064, arrival_time=2021-04-15 02:11:56.067988, cost_time=0:00:38.610649 2021-04-15 02:11:54,772 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.2648, top1-acc=92.14%, top5-acc=99.76%, remaining_time=0:00:01.286742, arrival_time=2021-04-15 02:11:56.058934, cost_time=0:00:40.746820 2021-04-15 02:11:55,930 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.41ms, fps=1175 images/s, loss=0.2659, top1-acc=92.11%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:55.930620, cost_time=0:00:41.905292 2021-04-15 02:11:56,907 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=1.40ms, fps=2625 images/s, loss=1.2471, top1-acc=68.55%, top5-acc=90.70%, remaining_time=0:00:02.925330, arrival_time=2021-04-15 02:11:59.832937, cost_time=0:00:00.975111 2021-04-15 02:11:57,764 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.49ms, fps=2991 images/s, loss=1.2596, top1-acc=68.16%, top5-acc=90.25%, remaining_time=0:00:01.831480, arrival_time=2021-04-15 02:11:59.595525, cost_time=0:00:01.831478 2021-04-15 02:11:58,618 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.42ms, fps=2999 images/s, loss=1.2709, top1-acc=67.99%, top5-acc=90.07%, remaining_time=0:00:00.895290, arrival_time=2021-04-15 02:11:59.513622, cost_time=0:00:02.685876 2021-04-15 02:11:59,401 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.08ms, fps=2965 images/s, loss=1.2735, top1-acc=67.88%, top5-acc=89.95%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:59.401156, cost_time=0:00:03.468636 2021-04-15 02:12:00,039 INFO : Epoch=0109 complete, best val top1-acc=67.88%, top5-acc=89.95% (epoch=109), remaining_time=1:09:43.278372, arrival_time=2021-04-15 03:21:43.317614, cost_time=1:23:30.739989 2021-04-15 02:12:00,040 INFO : Train start, epoch=0110, lr=0.042955 2021-04-15 02:12:02,375 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=1.45ms, fps=1096 images/s, loss=0.2457, top1-acc=92.73%, top5-acc=99.96%, remaining_time=0:00:43.425234, arrival_time=2021-04-15 02:12:45.800872, cost_time=0:00:02.334693 2021-04-15 02:12:04,506 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.2357, top1-acc=93.05%, top5-acc=99.84%, remaining_time=0:00:39.293408, arrival_time=2021-04-15 02:12:43.799501, cost_time=0:00:04.465164 2021-04-15 02:12:06,649 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.91ms, fps=1195 images/s, loss=0.2379, top1-acc=93.26%, top5-acc=99.80%, remaining_time=0:00:36.569136, arrival_time=2021-04-15 02:12:43.218984, cost_time=0:00:06.608890 2021-04-15 02:12:08,783 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.39ms, fps=1200 images/s, loss=0.2333, top1-acc=93.35%, top5-acc=99.82%, remaining_time=0:00:34.096608, arrival_time=2021-04-15 02:12:42.880355, cost_time=0:00:08.742737 2021-04-15 02:12:10,915 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.55ms, fps=1201 images/s, loss=0.2335, top1-acc=93.31%, top5-acc=99.84%, remaining_time=0:00:31.754416, arrival_time=2021-04-15 02:12:42.670109, cost_time=0:00:10.874819 2021-04-15 02:12:13,052 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.59ms, fps=1199 images/s, loss=0.2320, top1-acc=93.31%, top5-acc=99.85%, remaining_time=0:00:29.492144, arrival_time=2021-04-15 02:12:42.544338, cost_time=0:00:13.011253 2021-04-15 02:12:15,188 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.73ms, fps=1199 images/s, loss=0.2315, top1-acc=93.26%, top5-acc=99.84%, remaining_time=0:00:27.265266, arrival_time=2021-04-15 02:12:42.453586, cost_time=0:00:15.147387 2021-04-15 02:12:17,320 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=0.2342, top1-acc=93.18%, top5-acc=99.83%, remaining_time=0:00:25.055072, arrival_time=2021-04-15 02:12:42.375300, cost_time=0:00:17.279370 2021-04-15 02:12:19,454 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.55ms, fps=1200 images/s, loss=0.2339, top1-acc=93.16%, top5-acc=99.83%, remaining_time=0:00:22.865260, arrival_time=2021-04-15 02:12:42.320145, cost_time=0:00:19.413915 2021-04-15 02:12:21,587 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.64ms, fps=1201 images/s, loss=0.2346, top1-acc=93.10%, top5-acc=99.83%, remaining_time=0:00:20.685120, arrival_time=2021-04-15 02:12:42.272926, cost_time=0:00:21.546950 2021-04-15 02:12:23,727 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.32ms, fps=1197 images/s, loss=0.2367, top1-acc=92.97%, top5-acc=99.82%, remaining_time=0:00:18.518552, arrival_time=2021-04-15 02:12:42.245977, cost_time=0:00:23.686465 2021-04-15 02:12:25,859 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.2400, top1-acc=92.79%, top5-acc=99.82%, remaining_time=0:00:16.351552, arrival_time=2021-04-15 02:12:42.210598, cost_time=0:00:25.818198 2021-04-15 02:12:27,995 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.2419, top1-acc=92.74%, top5-acc=99.80%, remaining_time=0:00:14.192244, arrival_time=2021-04-15 02:12:42.187649, cost_time=0:00:27.954444 2021-04-15 02:12:30,130 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.2453, top1-acc=92.60%, top5-acc=99.78%, remaining_time=0:00:12.035912, arrival_time=2021-04-15 02:12:42.166498, cost_time=0:00:30.089713 2021-04-15 02:12:32,262 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.2486, top1-acc=92.51%, top5-acc=99.78%, remaining_time=0:00:09.881352, arrival_time=2021-04-15 02:12:42.144041, cost_time=0:00:32.221835 2021-04-15 02:12:34,401 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.34ms, fps=1197 images/s, loss=0.2525, top1-acc=92.38%, top5-acc=99.76%, remaining_time=0:00:07.731144, arrival_time=2021-04-15 02:12:42.132831, cost_time=0:00:34.360691 2021-04-15 02:12:36,541 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.51ms, fps=1197 images/s, loss=0.2554, top1-acc=92.30%, top5-acc=99.75%, remaining_time=0:00:05.582408, arrival_time=2021-04-15 02:12:42.123692, cost_time=0:00:36.500404 2021-04-15 02:12:38,674 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.2580, top1-acc=92.22%, top5-acc=99.74%, remaining_time=0:00:03.434064, arrival_time=2021-04-15 02:12:42.108143, cost_time=0:00:38.633225 2021-04-15 02:12:40,811 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.26ms, fps=1198 images/s, loss=0.2598, top1-acc=92.13%, top5-acc=99.74%, remaining_time=0:00:01.287498, arrival_time=2021-04-15 02:12:42.099067, cost_time=0:00:40.770731 2021-04-15 02:12:41,970 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.19ms, fps=1174 images/s, loss=0.2620, top1-acc=92.06%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 02:12:41.970126, cost_time=0:00:41.929283 2021-04-15 02:12:42,946 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=1.39ms, fps=2628 images/s, loss=1.3787, top1-acc=65.47%, top5-acc=88.98%, remaining_time=0:00:02.922360, arrival_time=2021-04-15 02:12:45.868434, cost_time=0:00:00.974115 2021-04-15 02:12:43,805 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.52ms, fps=2981 images/s, loss=1.3426, top1-acc=66.17%, top5-acc=89.71%, remaining_time=0:00:01.833320, arrival_time=2021-04-15 02:12:45.638553, cost_time=0:00:01.833312 2021-04-15 02:12:44,657 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.34ms, fps=3004 images/s, loss=1.3390, top1-acc=66.20%, top5-acc=89.54%, remaining_time=0:00:00.895310, arrival_time=2021-04-15 02:12:45.553186, cost_time=0:00:02.685944 2021-04-15 02:12:45,437 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.07ms, fps=2976 images/s, loss=1.3197, top1-acc=66.55%, top5-acc=89.86%, remaining_time=0:00:00, arrival_time=2021-04-15 02:12:45.437756, cost_time=0:00:03.465883 2021-04-15 02:12:45,752 INFO : Epoch=0110 complete, best val top1-acc=67.88%, top5-acc=89.95% (epoch=109), remaining_time=1:08:57.097950, arrival_time=2021-04-15 03:21:42.850245, cost_time=1:24:16.453058 2021-04-15 02:12:45,753 INFO : Train start, epoch=0111, lr=0.042178 2021-04-15 02:12:48,084 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=1.71ms, fps=1099 images/s, loss=0.2646, top1-acc=92.34%, top5-acc=99.73%, remaining_time=0:00:43.342092, arrival_time=2021-04-15 02:13:31.426273, cost_time=0:00:02.330217 2021-04-15 02:12:50,223 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.43ms, fps=1197 images/s, loss=0.2689, top1-acc=92.05%, top5-acc=99.71%, remaining_time=0:00:39.329312, arrival_time=2021-04-15 02:13:29.552530, cost_time=0:00:04.469249 2021-04-15 02:12:52,361 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.35ms, fps=1198 images/s, loss=0.2660, top1-acc=91.94%, top5-acc=99.71%, remaining_time=0:00:36.557848, arrival_time=2021-04-15 02:13:28.918758, cost_time=0:00:06.606852 2021-04-15 02:12:54,495 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.39ms, fps=1200 images/s, loss=0.2562, top1-acc=92.31%, top5-acc=99.74%, remaining_time=0:00:34.090212, arrival_time=2021-04-15 02:13:28.585208, cost_time=0:00:08.741090 2021-04-15 02:12:56,626 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.2554, top1-acc=92.23%, top5-acc=99.77%, remaining_time=0:00:31.747700, arrival_time=2021-04-15 02:13:28.374143, cost_time=0:00:10.872481 2021-04-15 02:12:58,758 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.2543, top1-acc=92.30%, top5-acc=99.79%, remaining_time=0:00:29.477456, arrival_time=2021-04-15 02:13:28.236195, cost_time=0:00:13.004776 2021-04-15 02:13:00,892 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.35ms, fps=1200 images/s, loss=0.2540, top1-acc=92.37%, top5-acc=99.77%, remaining_time=0:00:27.249012, arrival_time=2021-04-15 02:13:28.141321, cost_time=0:00:15.138324 2021-04-15 02:13:03,025 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.2543, top1-acc=92.34%, top5-acc=99.79%, remaining_time=0:00:25.043124, arrival_time=2021-04-15 02:13:28.068169, cost_time=0:00:17.271154 2021-04-15 02:13:05,163 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.56ms, fps=1197 images/s, loss=0.2558, top1-acc=92.33%, top5-acc=99.80%, remaining_time=0:00:22.860066, arrival_time=2021-04-15 02:13:28.023549, cost_time=0:00:19.409521 2021-04-15 02:13:07,299 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.33ms, fps=1199 images/s, loss=0.2570, top1-acc=92.35%, top5-acc=99.77%, remaining_time=0:00:20.683968, arrival_time=2021-04-15 02:13:27.983655, cost_time=0:00:21.545805 2021-04-15 02:13:09,434 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.33ms, fps=1199 images/s, loss=0.2571, top1-acc=92.41%, top5-acc=99.77%, remaining_time=0:00:18.513822, arrival_time=2021-04-15 02:13:27.948209, cost_time=0:00:23.680442 2021-04-15 02:13:11,565 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.49ms, fps=1201 images/s, loss=0.2590, top1-acc=92.35%, top5-acc=99.76%, remaining_time=0:00:16.347600, arrival_time=2021-04-15 02:13:27.913459, cost_time=0:00:25.811946 2021-04-15 02:13:13,694 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.31ms, fps=1203 images/s, loss=0.2585, top1-acc=92.34%, top5-acc=99.77%, remaining_time=0:00:14.185182, arrival_time=2021-04-15 02:13:27.879601, cost_time=0:00:27.940539 2021-04-15 02:13:15,828 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.56ms, fps=1200 images/s, loss=0.2595, top1-acc=92.27%, top5-acc=99.77%, remaining_time=0:00:12.029640, arrival_time=2021-04-15 02:13:27.857736, cost_time=0:00:30.074137 2021-04-15 02:13:17,963 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.31ms, fps=1199 images/s, loss=0.2591, top1-acc=92.27%, top5-acc=99.77%, remaining_time=0:00:09.877626, arrival_time=2021-04-15 02:13:27.841138, cost_time=0:00:32.209622 2021-04-15 02:13:20,097 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.39ms, fps=1200 images/s, loss=0.2614, top1-acc=92.19%, top5-acc=99.77%, remaining_time=0:00:07.727184, arrival_time=2021-04-15 02:13:27.824144, cost_time=0:00:34.343086 2021-04-15 02:13:22,226 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.64ms, fps=1202 images/s, loss=0.2639, top1-acc=92.09%, top5-acc=99.76%, remaining_time=0:00:05.578144, arrival_time=2021-04-15 02:13:27.804660, cost_time=0:00:36.472564 2021-04-15 02:13:24,356 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.2657, top1-acc=92.03%, top5-acc=99.75%, remaining_time=0:00:03.431344, arrival_time=2021-04-15 02:13:27.787857, cost_time=0:00:38.602610 2021-04-15 02:13:26,489 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.45ms, fps=1201 images/s, loss=0.2666, top1-acc=92.01%, top5-acc=99.75%, remaining_time=0:00:01.286376, arrival_time=2021-04-15 02:13:27.775485, cost_time=0:00:40.735230 2021-04-15 02:13:27,643 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.24ms, fps=1178 images/s, loss=0.2677, top1-acc=91.97%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:27.643665, cost_time=0:00:41.889746 2021-04-15 02:13:28,638 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=0.20ms, fps=2577 images/s, loss=1.3301, top1-acc=66.99%, top5-acc=89.53%, remaining_time=0:00:02.979870, arrival_time=2021-04-15 02:13:31.618660, cost_time=0:00:00.993291 2021-04-15 02:13:29,491 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.39ms, fps=3003 images/s, loss=1.3326, top1-acc=66.97%, top5-acc=89.65%, remaining_time=0:00:01.846040, arrival_time=2021-04-15 02:13:31.337626, cost_time=0:00:01.846030 2021-04-15 02:13:30,342 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.38ms, fps=3011 images/s, loss=1.3146, top1-acc=66.90%, top5-acc=89.93%, remaining_time=0:00:00.898890, arrival_time=2021-04-15 02:13:31.241065, cost_time=0:00:02.696668 2021-04-15 02:13:31,121 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.08ms, fps=2980 images/s, loss=1.3448, top1-acc=66.78%, top5-acc=89.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:31.121017, cost_time=0:00:03.475548 2021-04-15 02:13:31,506 INFO : Epoch=0111 complete, best val top1-acc=67.88%, top5-acc=89.95% (epoch=109), remaining_time=1:08:10.958959, arrival_time=2021-04-15 03:21:42.465466, cost_time=1:25:02.207239 2021-04-15 02:13:31,508 INFO : Train start, epoch=0112, lr=0.041404 2021-04-15 02:13:33,803 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=1.28ms, fps=1116 images/s, loss=0.2347, top1-acc=93.48%, top5-acc=99.80%, remaining_time=0:00:42.682536, arrival_time=2021-04-15 02:14:16.486064, cost_time=0:00:02.294763 2021-04-15 02:13:35,932 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.44ms, fps=1202 images/s, loss=0.2342, top1-acc=93.42%, top5-acc=99.79%, remaining_time=0:00:38.931552, arrival_time=2021-04-15 02:14:14.864363, cost_time=0:00:04.424046 2021-04-15 02:13:38,068 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.2311, top1-acc=93.37%, top5-acc=99.82%, remaining_time=0:00:36.298224, arrival_time=2021-04-15 02:14:14.366915, cost_time=0:00:06.559924 2021-04-15 02:13:40,204 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=2.42ms, fps=1199 images/s, loss=0.2289, top1-acc=93.42%, top5-acc=99.79%, remaining_time=0:00:33.912840, arrival_time=2021-04-15 02:14:14.117298, cost_time=0:00:08.695599 2021-04-15 02:13:42,348 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.44ms, fps=1195 images/s, loss=0.2282, top1-acc=93.39%, top5-acc=99.78%, remaining_time=0:00:31.650756, arrival_time=2021-04-15 02:14:13.998855, cost_time=0:00:10.839324 2021-04-15 02:13:44,485 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.41ms, fps=1198 images/s, loss=0.2266, top1-acc=93.39%, top5-acc=99.80%, remaining_time=0:00:29.412992, arrival_time=2021-04-15 02:14:13.898090, cost_time=0:00:12.976330 2021-04-15 02:13:46,616 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.48ms, fps=1201 images/s, loss=0.2261, top1-acc=93.38%, top5-acc=99.81%, remaining_time=0:00:27.193824, arrival_time=2021-04-15 02:14:13.810277, cost_time=0:00:15.107688 2021-04-15 02:13:48,748 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.62ms, fps=1201 images/s, loss=0.2272, top1-acc=93.35%, top5-acc=99.80%, remaining_time=0:00:24.996956, arrival_time=2021-04-15 02:14:13.744989, cost_time=0:00:17.239266 2021-04-15 02:13:50,881 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.2284, top1-acc=93.30%, top5-acc=99.81%, remaining_time=0:00:22.816712, arrival_time=2021-04-15 02:14:13.698220, cost_time=0:00:19.372676 2021-04-15 02:13:53,012 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.42ms, fps=1202 images/s, loss=0.2288, top1-acc=93.27%, top5-acc=99.82%, remaining_time=0:00:20.643168, arrival_time=2021-04-15 02:14:13.655251, cost_time=0:00:21.503292 2021-04-15 02:13:55,143 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.51ms, fps=1201 images/s, loss=0.2302, top1-acc=93.20%, top5-acc=99.82%, remaining_time=0:00:18.478132, arrival_time=2021-04-15 02:14:13.621711, cost_time=0:00:23.634799 2021-04-15 02:13:57,277 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.45ms, fps=1200 images/s, loss=0.2310, top1-acc=93.21%, top5-acc=99.82%, remaining_time=0:00:16.320164, arrival_time=2021-04-15 02:14:13.597590, cost_time=0:00:25.768663 2021-04-15 02:13:59,409 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.2320, top1-acc=93.21%, top5-acc=99.82%, remaining_time=0:00:14.164788, arrival_time=2021-04-15 02:14:13.573956, cost_time=0:00:27.900404 2021-04-15 02:14:01,545 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.36ms, fps=1198 images/s, loss=0.2333, top1-acc=93.16%, top5-acc=99.82%, remaining_time=0:00:12.014800, arrival_time=2021-04-15 02:14:13.560550, cost_time=0:00:30.036987 2021-04-15 02:14:03,683 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.59ms, fps=1198 images/s, loss=0.2340, top1-acc=93.12%, top5-acc=99.81%, remaining_time=0:00:09.866908, arrival_time=2021-04-15 02:14:13.550444, cost_time=0:00:32.174765 2021-04-15 02:14:05,816 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.55ms, fps=1200 images/s, loss=0.2357, top1-acc=93.08%, top5-acc=99.79%, remaining_time=0:00:07.719264, arrival_time=2021-04-15 02:14:13.535960, cost_time=0:00:34.307844 2021-04-15 02:14:07,952 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.99ms, fps=1199 images/s, loss=0.2376, top1-acc=92.99%, top5-acc=99.79%, remaining_time=0:00:05.573698, arrival_time=2021-04-15 02:14:13.525967, cost_time=0:00:36.443477 2021-04-15 02:14:10,088 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.32ms, fps=1199 images/s, loss=0.2411, top1-acc=92.88%, top5-acc=99.79%, remaining_time=0:00:03.429280, arrival_time=2021-04-15 02:14:13.517468, cost_time=0:00:38.579424 2021-04-15 02:14:12,221 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.22ms, fps=1200 images/s, loss=0.2432, top1-acc=92.79%, top5-acc=99.78%, remaining_time=0:00:01.285668, arrival_time=2021-04-15 02:14:13.507313, cost_time=0:00:40.712878 2021-04-15 02:14:13,379 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.24ms, fps=1175 images/s, loss=0.2446, top1-acc=92.74%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:13.379338, cost_time=0:00:41.870582 2021-04-15 02:14:14,349 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=0.22ms, fps=2644 images/s, loss=1.3347, top1-acc=66.87%, top5-acc=89.73%, remaining_time=0:00:02.904780, arrival_time=2021-04-15 02:14:17.254162, cost_time=0:00:00.968259 2021-04-15 02:14:15,203 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.48ms, fps=2999 images/s, loss=1.3390, top1-acc=66.68%, top5-acc=89.53%, remaining_time=0:00:01.822240, arrival_time=2021-04-15 02:14:17.025596, cost_time=0:00:01.822237 2021-04-15 02:14:16,055 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.37ms, fps=3006 images/s, loss=1.3340, top1-acc=66.74%, top5-acc=89.53%, remaining_time=0:00:00.891360, arrival_time=2021-04-15 02:14:16.946562, cost_time=0:00:02.674095 2021-04-15 02:14:16,834 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.08ms, fps=2979 images/s, loss=1.3245, top1-acc=66.50%, top5-acc=89.54%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:16.834368, cost_time=0:00:03.453272 2021-04-15 02:14:17,160 INFO : Epoch=0112 complete, best val top1-acc=67.88%, top5-acc=89.95% (epoch=109), remaining_time=1:07:24.748224, arrival_time=2021-04-15 03:21:41.908839, cost_time=1:25:47.861375 2021-04-15 02:14:17,161 INFO : Train start, epoch=0113, lr=0.040631 2021-04-15 02:14:19,483 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.94ms, fps=1103 images/s, loss=0.2431, top1-acc=92.97%, top5-acc=99.65%, remaining_time=0:00:43.171716, arrival_time=2021-04-15 02:15:02.654818, cost_time=0:00:02.321061 2021-04-15 02:14:21,615 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.2528, top1-acc=92.34%, top5-acc=99.69%, remaining_time=0:00:39.193264, arrival_time=2021-04-15 02:15:00.809074, cost_time=0:00:04.453787 2021-04-15 02:14:23,754 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.41ms, fps=1197 images/s, loss=0.2445, top1-acc=92.80%, top5-acc=99.79%, remaining_time=0:00:36.477670, arrival_time=2021-04-15 02:15:00.232028, cost_time=0:00:06.592345 2021-04-15 02:14:25,890 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.2432, top1-acc=92.91%, top5-acc=99.79%, remaining_time=0:00:34.041696, arrival_time=2021-04-15 02:14:59.932357, cost_time=0:00:08.728643 2021-04-15 02:14:28,032 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.40ms, fps=1196 images/s, loss=0.2403, top1-acc=93.05%, top5-acc=99.79%, remaining_time=0:00:31.742006, arrival_time=2021-04-15 02:14:59.774576, cost_time=0:00:10.870544 2021-04-15 02:14:30,170 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.45ms, fps=1198 images/s, loss=0.2415, top1-acc=92.96%, top5-acc=99.80%, remaining_time=0:00:29.485480, arrival_time=2021-04-15 02:14:59.655813, cost_time=0:00:13.008323 2021-04-15 02:14:32,311 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.89ms, fps=1196 images/s, loss=0.2418, top1-acc=92.94%, top5-acc=99.78%, remaining_time=0:00:27.268794, arrival_time=2021-04-15 02:14:59.580108, cost_time=0:00:15.149320 2021-04-15 02:14:34,446 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.76ms, fps=1200 images/s, loss=0.2394, top1-acc=93.05%, top5-acc=99.78%, remaining_time=0:00:25.061800, arrival_time=2021-04-15 02:14:59.507769, cost_time=0:00:17.284018 2021-04-15 02:14:36,584 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.62ms, fps=1197 images/s, loss=0.2398, top1-acc=93.01%, top5-acc=99.78%, remaining_time=0:00:22.875542, arrival_time=2021-04-15 02:14:59.460231, cost_time=0:00:19.422598 2021-04-15 02:14:38,725 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.32ms, fps=1196 images/s, loss=0.2398, top1-acc=93.04%, top5-acc=99.78%, remaining_time=0:00:20.701152, arrival_time=2021-04-15 02:14:59.426794, cost_time=0:00:21.563700 2021-04-15 02:14:40,875 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.58ms, fps=1191 images/s, loss=0.2391, top1-acc=93.05%, top5-acc=99.79%, remaining_time=0:00:18.539794, arrival_time=2021-04-15 02:14:59.415439, cost_time=0:00:23.713650 2021-04-15 02:14:43,011 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.2414, top1-acc=92.97%, top5-acc=99.79%, remaining_time=0:00:16.371008, arrival_time=2021-04-15 02:14:59.382007, cost_time=0:00:25.848995 2021-04-15 02:14:45,156 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.54ms, fps=1193 images/s, loss=0.2420, top1-acc=92.96%, top5-acc=99.79%, remaining_time=0:00:14.212704, arrival_time=2021-04-15 02:14:59.369409, cost_time=0:00:27.994779 2021-04-15 02:14:47,298 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.31ms, fps=1196 images/s, loss=0.2419, top1-acc=92.99%, top5-acc=99.79%, remaining_time=0:00:12.054448, arrival_time=2021-04-15 02:14:59.352588, cost_time=0:00:30.136127 2021-04-15 02:14:49,432 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.2419, top1-acc=92.97%, top5-acc=99.80%, remaining_time=0:00:09.896256, arrival_time=2021-04-15 02:14:59.328628, cost_time=0:00:32.270431 2021-04-15 02:14:51,564 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.45ms, fps=1201 images/s, loss=0.2433, top1-acc=92.88%, top5-acc=99.79%, remaining_time=0:00:07.740504, arrival_time=2021-04-15 02:14:59.304731, cost_time=0:00:34.402297 2021-04-15 02:14:53,704 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.51ms, fps=1196 images/s, loss=0.2439, top1-acc=92.82%, top5-acc=99.79%, remaining_time=0:00:05.588856, arrival_time=2021-04-15 02:14:59.293422, cost_time=0:00:36.542558 2021-04-15 02:14:55,837 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.2451, top1-acc=92.77%, top5-acc=99.79%, remaining_time=0:00:03.437856, arrival_time=2021-04-15 02:14:59.275699, cost_time=0:00:38.675903 2021-04-15 02:14:57,981 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.25ms, fps=1195 images/s, loss=0.2471, top1-acc=92.70%, top5-acc=99.79%, remaining_time=0:00:01.289022, arrival_time=2021-04-15 02:14:59.270025, cost_time=0:00:40.819082 2021-04-15 02:14:59,138 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.41ms, fps=1176 images/s, loss=0.2481, top1-acc=92.67%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:59.138099, cost_time=0:00:41.976167 2021-04-15 02:15:00,127 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=0.50ms, fps=2594 images/s, loss=1.3090, top1-acc=68.20%, top5-acc=90.31%, remaining_time=0:00:02.960820, arrival_time=2021-04-15 02:15:03.087895, cost_time=0:00:00.986937 2021-04-15 02:15:00,980 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.31ms, fps=3003 images/s, loss=1.2984, top1-acc=68.12%, top5-acc=90.39%, remaining_time=0:00:01.839880, arrival_time=2021-04-15 02:15:02.819969, cost_time=0:00:01.839883 2021-04-15 02:15:01,834 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.46ms, fps=2998 images/s, loss=1.2921, top1-acc=67.77%, top5-acc=90.62%, remaining_time=0:00:00.898040, arrival_time=2021-04-15 02:15:02.732326, cost_time=0:00:02.694122 2021-04-15 02:15:02,612 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.07ms, fps=2983 images/s, loss=1.2898, top1-acc=67.81%, top5-acc=90.38%, remaining_time=0:00:00, arrival_time=2021-04-15 02:15:02.612563, cost_time=0:00:03.472440 2021-04-15 02:15:02,899 INFO : Epoch=0113 complete, best val top1-acc=67.88%, top5-acc=89.95% (epoch=109), remaining_time=1:06:38.612742, arrival_time=2021-04-15 03:21:41.512430, cost_time=1:26:33.600440 2021-04-15 02:15:02,901 INFO : Train start, epoch=0114, lr=0.039861 2021-04-15 02:15:05,205 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.35ms, fps=1111 images/s, loss=0.2271, top1-acc=93.28%, top5-acc=99.88%, remaining_time=0:00:42.854400, arrival_time=2021-04-15 02:15:48.059703, cost_time=0:00:02.303998 2021-04-15 02:15:07,339 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.57ms, fps=1200 images/s, loss=0.2355, top1-acc=92.83%, top5-acc=99.80%, remaining_time=0:00:39.058448, arrival_time=2021-04-15 02:15:46.398251, cost_time=0:00:04.438467 2021-04-15 02:15:09,476 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.57ms, fps=1198 images/s, loss=0.2357, top1-acc=92.92%, top5-acc=99.71%, remaining_time=0:00:36.383382, arrival_time=2021-04-15 02:15:45.860004, cost_time=0:00:06.575309 2021-04-15 02:15:11,617 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.33ms, fps=1196 images/s, loss=0.2346, top1-acc=92.98%, top5-acc=99.75%, remaining_time=0:00:33.991620, arrival_time=2021-04-15 02:15:45.608734, cost_time=0:00:08.715812 2021-04-15 02:15:13,749 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.2324, top1-acc=93.16%, top5-acc=99.73%, remaining_time=0:00:31.677328, arrival_time=2021-04-15 02:15:45.427037, cost_time=0:00:10.848409 2021-04-15 02:15:15,886 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.56ms, fps=1199 images/s, loss=0.2296, top1-acc=93.31%, top5-acc=99.77%, remaining_time=0:00:29.432712, arrival_time=2021-04-15 02:15:45.319046, cost_time=0:00:12.985038 2021-04-15 02:15:18,022 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.2301, top1-acc=93.30%, top5-acc=99.74%, remaining_time=0:00:27.218142, arrival_time=2021-04-15 02:15:45.240572, cost_time=0:00:15.121211 2021-04-15 02:15:20,159 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.33ms, fps=1198 images/s, loss=0.2295, top1-acc=93.32%, top5-acc=99.75%, remaining_time=0:00:25.024680, arrival_time=2021-04-15 02:15:45.184379, cost_time=0:00:17.258396 2021-04-15 02:15:22,291 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.49ms, fps=1201 images/s, loss=0.2296, top1-acc=93.32%, top5-acc=99.73%, remaining_time=0:00:22.837064, arrival_time=2021-04-15 02:15:45.128330, cost_time=0:00:19.389916 2021-04-15 02:15:24,430 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.39ms, fps=1197 images/s, loss=0.2287, top1-acc=93.35%, top5-acc=99.75%, remaining_time=0:00:20.668128, arrival_time=2021-04-15 02:15:45.098617, cost_time=0:00:21.529255 2021-04-15 02:15:26,578 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=2.28ms, fps=1192 images/s, loss=0.2291, top1-acc=93.35%, top5-acc=99.74%, remaining_time=0:00:18.510984, arrival_time=2021-04-15 02:15:45.089073, cost_time=0:00:23.676879 2021-04-15 02:15:28,711 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.55ms, fps=1200 images/s, loss=0.2271, top1-acc=93.43%, top5-acc=99.75%, remaining_time=0:00:16.346232, arrival_time=2021-04-15 02:15:45.057391, cost_time=0:00:25.809861 2021-04-15 02:15:30,842 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.2279, top1-acc=93.38%, top5-acc=99.77%, remaining_time=0:00:14.185710, arrival_time=2021-04-15 02:15:45.028423, cost_time=0:00:27.941494 2021-04-15 02:15:32,978 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.2286, top1-acc=93.31%, top5-acc=99.77%, remaining_time=0:00:12.030984, arrival_time=2021-04-15 02:15:45.009717, cost_time=0:00:30.077453 2021-04-15 02:15:35,121 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=2.12ms, fps=1195 images/s, loss=0.2290, top1-acc=93.30%, top5-acc=99.77%, remaining_time=0:00:09.880846, arrival_time=2021-04-15 02:15:45.002216, cost_time=0:00:32.220124 2021-04-15 02:15:37,252 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.2299, top1-acc=93.24%, top5-acc=99.77%, remaining_time=0:00:07.729128, arrival_time=2021-04-15 02:15:44.982018, cost_time=0:00:34.351680 2021-04-15 02:15:39,389 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.88ms, fps=1198 images/s, loss=0.2318, top1-acc=93.18%, top5-acc=99.77%, remaining_time=0:00:05.580614, arrival_time=2021-04-15 02:15:44.970531, cost_time=0:00:36.488640 2021-04-15 02:15:41,520 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.2340, top1-acc=93.08%, top5-acc=99.77%, remaining_time=0:00:03.432848, arrival_time=2021-04-15 02:15:44.953564, cost_time=0:00:38.619475 2021-04-15 02:15:43,648 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.21ms, fps=1204 images/s, loss=0.2349, top1-acc=92.99%, top5-acc=99.77%, remaining_time=0:00:01.286748, arrival_time=2021-04-15 02:15:44.935020, cost_time=0:00:40.747062 2021-04-15 02:15:44,803 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.20ms, fps=1178 images/s, loss=0.2363, top1-acc=92.96%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 02:15:44.803612, cost_time=0:00:41.902419 2021-04-15 02:15:45,765 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.20ms, fps=2668 images/s, loss=1.3173, top1-acc=67.38%, top5-acc=90.16%, remaining_time=0:00:02.879010, arrival_time=2021-04-15 02:15:48.644129, cost_time=0:00:00.959674 2021-04-15 02:15:46,621 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.38ms, fps=2990 images/s, loss=1.3109, top1-acc=67.38%, top5-acc=90.23%, remaining_time=0:00:01.816140, arrival_time=2021-04-15 02:15:48.437726, cost_time=0:00:01.816145 2021-04-15 02:15:47,476 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.86ms, fps=2996 images/s, loss=1.3043, top1-acc=67.80%, top5-acc=89.88%, remaining_time=0:00:00.890330, arrival_time=2021-04-15 02:15:48.366839, cost_time=0:00:02.670977 2021-04-15 02:15:48,258 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.09ms, fps=2970 images/s, loss=1.3186, top1-acc=67.08%, top5-acc=89.69%, remaining_time=0:00:00, arrival_time=2021-04-15 02:15:48.258090, cost_time=0:00:03.452654 2021-04-15 02:15:48,686 INFO : Epoch=0114 complete, best val top1-acc=67.88%, top5-acc=89.95% (epoch=109), remaining_time=1:05:52.520182, arrival_time=2021-04-15 03:21:41.206597, cost_time=1:27:19.387179 2021-04-15 02:15:48,687 INFO : Train start, epoch=0115, lr=0.039093 2021-04-15 02:15:51,035 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.90ms, fps=1091 images/s, loss=0.2356, top1-acc=93.09%, top5-acc=99.77%, remaining_time=0:00:43.663128, arrival_time=2021-04-15 02:16:34.698517, cost_time=0:00:02.347476 2021-04-15 02:15:53,171 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.52ms, fps=1199 images/s, loss=0.2250, top1-acc=93.46%, top5-acc=99.80%, remaining_time=0:00:39.454800, arrival_time=2021-04-15 02:16:32.626185, cost_time=0:00:04.483498 2021-04-15 02:15:55,305 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.2183, top1-acc=93.89%, top5-acc=99.82%, remaining_time=0:00:36.616612, arrival_time=2021-04-15 02:16:31.921951, cost_time=0:00:06.617451 2021-04-15 02:15:57,443 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.43ms, fps=1197 images/s, loss=0.2154, top1-acc=93.84%, top5-acc=99.83%, remaining_time=0:00:34.148244, arrival_time=2021-04-15 02:16:31.592087, cost_time=0:00:08.755952 2021-04-15 02:15:59,577 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.50ms, fps=1200 images/s, loss=0.2163, top1-acc=93.78%, top5-acc=99.84%, remaining_time=0:00:31.796026, arrival_time=2021-04-15 02:16:31.372968, cost_time=0:00:10.889056 2021-04-15 02:16:01,723 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.63ms, fps=1193 images/s, loss=0.2179, top1-acc=93.68%, top5-acc=99.83%, remaining_time=0:00:29.548176, arrival_time=2021-04-15 02:16:31.272036, cost_time=0:00:13.035972 2021-04-15 02:16:03,856 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.2178, top1-acc=93.72%, top5-acc=99.83%, remaining_time=0:00:27.303822, arrival_time=2021-04-15 02:16:31.160581, cost_time=0:00:15.168784 2021-04-15 02:16:05,992 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.47ms, fps=1199 images/s, loss=0.2180, top1-acc=93.70%, top5-acc=99.82%, remaining_time=0:00:25.091960, arrival_time=2021-04-15 02:16:31.084666, cost_time=0:00:17.304812 2021-04-15 02:16:08,131 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.66ms, fps=1197 images/s, loss=0.2178, top1-acc=93.67%, top5-acc=99.83%, remaining_time=0:00:22.900558, arrival_time=2021-04-15 02:16:31.032280, cost_time=0:00:19.443864 2021-04-15 02:16:10,264 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.2164, top1-acc=93.75%, top5-acc=99.84%, remaining_time=0:00:20.713344, arrival_time=2021-04-15 02:16:30.977621, cost_time=0:00:21.576442 2021-04-15 02:16:12,394 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.31ms, fps=1202 images/s, loss=0.2159, top1-acc=93.80%, top5-acc=99.85%, remaining_time=0:00:18.534462, arrival_time=2021-04-15 02:16:30.929279, cost_time=0:00:23.706866 2021-04-15 02:16:14,536 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.39ms, fps=1196 images/s, loss=0.2178, top1-acc=93.76%, top5-acc=99.83%, remaining_time=0:00:16.370932, arrival_time=2021-04-15 02:16:30.907584, cost_time=0:00:25.848813 2021-04-15 02:16:16,675 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.46ms, fps=1197 images/s, loss=0.2188, top1-acc=93.70%, top5-acc=99.81%, remaining_time=0:00:14.209074, arrival_time=2021-04-15 02:16:30.884422, cost_time=0:00:27.987549 2021-04-15 02:16:18,810 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.75ms, fps=1200 images/s, loss=0.2202, top1-acc=93.66%, top5-acc=99.81%, remaining_time=0:00:12.048848, arrival_time=2021-04-15 02:16:30.858798, cost_time=0:00:30.122056 2021-04-15 02:16:20,944 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.32ms, fps=1199 images/s, loss=0.2212, top1-acc=93.63%, top5-acc=99.82%, remaining_time=0:00:09.892116, arrival_time=2021-04-15 02:16:30.836832, cost_time=0:00:32.256903 2021-04-15 02:16:23,075 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.2231, top1-acc=93.56%, top5-acc=99.81%, remaining_time=0:00:07.737156, arrival_time=2021-04-15 02:16:30.812391, cost_time=0:00:34.387399 2021-04-15 02:16:25,217 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.30ms, fps=1196 images/s, loss=0.2251, top1-acc=93.49%, top5-acc=99.81%, remaining_time=0:00:05.586802, arrival_time=2021-04-15 02:16:30.803851, cost_time=0:00:36.529159 2021-04-15 02:16:27,348 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.2278, top1-acc=93.42%, top5-acc=99.81%, remaining_time=0:00:03.436528, arrival_time=2021-04-15 02:16:30.785306, cost_time=0:00:38.660909 2021-04-15 02:16:29,486 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.21ms, fps=1198 images/s, loss=0.2305, top1-acc=93.30%, top5-acc=99.81%, remaining_time=0:00:01.288380, arrival_time=2021-04-15 02:16:30.774919, cost_time=0:00:40.798739 2021-04-15 02:16:30,645 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.64ms, fps=1173 images/s, loss=0.2321, top1-acc=93.26%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:30.645932, cost_time=0:00:41.958139 2021-04-15 02:16:31,612 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=1.30ms, fps=2654 images/s, loss=1.3293, top1-acc=66.41%, top5-acc=89.26%, remaining_time=0:00:02.893470, arrival_time=2021-04-15 02:16:34.505669, cost_time=0:00:00.964490 2021-04-15 02:16:32,464 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.30ms, fps=3005 images/s, loss=1.3181, top1-acc=66.72%, top5-acc=89.55%, remaining_time=0:00:01.816860, arrival_time=2021-04-15 02:16:34.281486, cost_time=0:00:01.816859 2021-04-15 02:16:33,316 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.31ms, fps=3007 images/s, loss=1.3091, top1-acc=66.77%, top5-acc=89.78%, remaining_time=0:00:00.889570, arrival_time=2021-04-15 02:16:34.205983, cost_time=0:00:02.668699 2021-04-15 02:16:34,096 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.08ms, fps=2975 images/s, loss=1.2999, top1-acc=66.49%, top5-acc=89.66%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:34.096711, cost_time=0:00:03.449033 2021-04-15 02:16:34,442 INFO : Epoch=0115 complete, best val top1-acc=67.88%, top5-acc=89.95% (epoch=109), remaining_time=1:05:06.410365, arrival_time=2021-04-15 03:21:40.853090, cost_time=1:28:05.143448 2021-04-15 02:16:34,444 INFO : Train start, epoch=0116, lr=0.038328 2021-04-15 02:16:36,760 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.69ms, fps=1105 images/s, loss=0.2261, top1-acc=93.55%, top5-acc=99.73%, remaining_time=0:00:43.074252, arrival_time=2021-04-15 02:17:19.834450, cost_time=0:00:02.315823 2021-04-15 02:16:38,898 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.37ms, fps=1197 images/s, loss=0.2259, top1-acc=93.28%, top5-acc=99.80%, remaining_time=0:00:39.199248, arrival_time=2021-04-15 02:17:18.098054, cost_time=0:00:04.454455 2021-04-15 02:16:41,034 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.50ms, fps=1199 images/s, loss=0.2307, top1-acc=93.01%, top5-acc=99.82%, remaining_time=0:00:36.467046, arrival_time=2021-04-15 02:17:17.501837, cost_time=0:00:06.590444 2021-04-15 02:16:43,169 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.2324, top1-acc=92.98%, top5-acc=99.83%, remaining_time=0:00:34.029372, arrival_time=2021-04-15 02:17:17.199210, cost_time=0:00:08.725490 2021-04-15 02:16:45,307 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.36ms, fps=1198 images/s, loss=0.2301, top1-acc=93.06%, top5-acc=99.86%, remaining_time=0:00:31.720398, arrival_time=2021-04-15 02:17:17.027901, cost_time=0:00:10.863163 2021-04-15 02:16:47,446 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.49ms, fps=1197 images/s, loss=0.2280, top1-acc=93.16%, top5-acc=99.86%, remaining_time=0:00:29.471472, arrival_time=2021-04-15 02:17:16.917966, cost_time=0:00:13.002144 2021-04-15 02:16:49,583 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.93ms, fps=1198 images/s, loss=0.2248, top1-acc=93.29%, top5-acc=99.86%, remaining_time=0:00:27.250650, arrival_time=2021-04-15 02:17:16.834246, cost_time=0:00:15.139270 2021-04-15 02:16:51,724 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.47ms, fps=1196 images/s, loss=0.2219, top1-acc=93.37%, top5-acc=99.87%, remaining_time=0:00:25.055652, arrival_time=2021-04-15 02:17:16.779702, cost_time=0:00:17.279755 2021-04-15 02:16:53,868 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=2.01ms, fps=1194 images/s, loss=0.2223, top1-acc=93.34%, top5-acc=99.87%, remaining_time=0:00:22.877450, arrival_time=2021-04-15 02:17:16.746081, cost_time=0:00:19.424263 2021-04-15 02:16:56,005 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.40ms, fps=1198 images/s, loss=0.2232, top1-acc=93.34%, top5-acc=99.86%, remaining_time=0:00:20.698944, arrival_time=2021-04-15 02:17:16.704648, cost_time=0:00:21.561428 2021-04-15 02:16:58,137 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.82ms, fps=1201 images/s, loss=0.2242, top1-acc=93.30%, top5-acc=99.86%, remaining_time=0:00:18.523798, arrival_time=2021-04-15 02:17:16.661335, cost_time=0:00:23.693204 2021-04-15 02:17:00,270 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.2247, top1-acc=93.27%, top5-acc=99.85%, remaining_time=0:00:16.356492, arrival_time=2021-04-15 02:17:16.626855, cost_time=0:00:25.826067 2021-04-15 02:17:02,401 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.47ms, fps=1201 images/s, loss=0.2249, top1-acc=93.32%, top5-acc=99.84%, remaining_time=0:00:14.193696, arrival_time=2021-04-15 02:17:16.595249, cost_time=0:00:27.957290 2021-04-15 02:17:04,532 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.2257, top1-acc=93.31%, top5-acc=99.84%, remaining_time=0:00:12.035184, arrival_time=2021-04-15 02:17:16.567420, cost_time=0:00:30.087900 2021-04-15 02:17:06,666 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.65ms, fps=1200 images/s, loss=0.2270, top1-acc=93.31%, top5-acc=99.83%, remaining_time=0:00:09.881398, arrival_time=2021-04-15 02:17:16.547555, cost_time=0:00:32.221882 2021-04-15 02:17:08,801 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.2282, top1-acc=93.28%, top5-acc=99.83%, remaining_time=0:00:07.730352, arrival_time=2021-04-15 02:17:16.531722, cost_time=0:00:34.357102 2021-04-15 02:17:10,935 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.50ms, fps=1200 images/s, loss=0.2294, top1-acc=93.24%, top5-acc=99.81%, remaining_time=0:00:05.580952, arrival_time=2021-04-15 02:17:16.516084, cost_time=0:00:36.490793 2021-04-15 02:17:13,070 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.58ms, fps=1199 images/s, loss=0.2310, top1-acc=93.19%, top5-acc=99.81%, remaining_time=0:00:03.433440, arrival_time=2021-04-15 02:17:16.503838, cost_time=0:00:38.626124 2021-04-15 02:17:15,207 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.19ms, fps=1198 images/s, loss=0.2331, top1-acc=93.14%, top5-acc=99.81%, remaining_time=0:00:01.287264, arrival_time=2021-04-15 02:17:16.494850, cost_time=0:00:40.763326 2021-04-15 02:17:16,368 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.18ms, fps=1172 images/s, loss=0.2351, top1-acc=93.08%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 02:17:16.367971, cost_time=0:00:41.923655 2021-04-15 02:17:17,332 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.21ms, fps=2660 images/s, loss=1.3449, top1-acc=66.52%, top5-acc=90.43%, remaining_time=0:00:02.886690, arrival_time=2021-04-15 02:17:20.218913, cost_time=0:00:00.962229 2021-04-15 02:17:18,186 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.43ms, fps=2999 images/s, loss=1.3564, top1-acc=67.11%, top5-acc=89.59%, remaining_time=0:00:01.816180, arrival_time=2021-04-15 02:17:20.002412, cost_time=0:00:01.816171 2021-04-15 02:17:19,041 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.56ms, fps=2996 images/s, loss=1.3494, top1-acc=66.87%, top5-acc=89.83%, remaining_time=0:00:00.890400, arrival_time=2021-04-15 02:17:19.931611, cost_time=0:00:02.671204 2021-04-15 02:17:19,824 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.08ms, fps=2963 images/s, loss=1.3468, top1-acc=67.05%, top5-acc=89.82%, remaining_time=0:00:00, arrival_time=2021-04-15 02:17:19.824663, cost_time=0:00:03.454694 2021-04-15 02:17:20,128 INFO : Epoch=0116 complete, best val top1-acc=67.88%, top5-acc=89.95% (epoch=109), remaining_time=1:04:20.255784, arrival_time=2021-04-15 03:21:40.384423, cost_time=1:28:50.829390 2021-04-15 02:17:20,129 INFO : Train start, epoch=0117, lr=0.037566 2021-04-15 02:17:22,469 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.55ms, fps=1094 images/s, loss=0.2303, top1-acc=92.89%, top5-acc=99.80%, remaining_time=0:00:43.515816, arrival_time=2021-04-15 02:18:05.985562, cost_time=0:00:02.339556 2021-04-15 02:17:24,619 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.82ms, fps=1191 images/s, loss=0.2326, top1-acc=93.28%, top5-acc=99.82%, remaining_time=0:00:39.501616, arrival_time=2021-04-15 02:18:04.120624, cost_time=0:00:04.488819 2021-04-15 02:17:26,762 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.54ms, fps=1195 images/s, loss=0.2235, top1-acc=93.50%, top5-acc=99.87%, remaining_time=0:00:36.698948, arrival_time=2021-04-15 02:18:03.461479, cost_time=0:00:06.632344 2021-04-15 02:17:28,902 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.39ms, fps=1197 images/s, loss=0.2179, top1-acc=93.80%, top5-acc=99.89%, remaining_time=0:00:34.210176, arrival_time=2021-04-15 02:18:03.112196, cost_time=0:00:08.771835 2021-04-15 02:17:31,039 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.37ms, fps=1198 images/s, loss=0.2134, top1-acc=93.93%, top5-acc=99.89%, remaining_time=0:00:31.854426, arrival_time=2021-04-15 02:18:02.893683, cost_time=0:00:10.909074 2021-04-15 02:17:33,176 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.98ms, fps=1198 images/s, loss=0.2131, top1-acc=93.85%, top5-acc=99.90%, remaining_time=0:00:29.571568, arrival_time=2021-04-15 02:18:02.748115, cost_time=0:00:13.046307 2021-04-15 02:17:35,313 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.55ms, fps=1199 images/s, loss=0.2138, top1-acc=93.80%, top5-acc=99.89%, remaining_time=0:00:27.329400, arrival_time=2021-04-15 02:18:02.642465, cost_time=0:00:15.182969 2021-04-15 02:17:37,448 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.43ms, fps=1199 images/s, loss=0.2140, top1-acc=93.82%, top5-acc=99.88%, remaining_time=0:00:25.110752, arrival_time=2021-04-15 02:18:02.558719, cost_time=0:00:17.317777 2021-04-15 02:17:39,584 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.2128, top1-acc=93.88%, top5-acc=99.88%, remaining_time=0:00:22.912642, arrival_time=2021-04-15 02:18:02.497020, cost_time=0:00:19.454144 2021-04-15 02:17:41,717 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.67ms, fps=1201 images/s, loss=0.2114, top1-acc=93.96%, top5-acc=99.87%, remaining_time=0:00:20.723328, arrival_time=2021-04-15 02:18:02.440290, cost_time=0:00:21.586836 2021-04-15 02:17:43,847 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.2110, top1-acc=93.98%, top5-acc=99.87%, remaining_time=0:00:18.542288, arrival_time=2021-04-15 02:18:02.389327, cost_time=0:00:23.716844 2021-04-15 02:17:45,984 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.39ms, fps=1198 images/s, loss=0.2111, top1-acc=93.98%, top5-acc=99.87%, remaining_time=0:00:16.374124, arrival_time=2021-04-15 02:18:02.358135, cost_time=0:00:25.853826 2021-04-15 02:17:48,114 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.77ms, fps=1202 images/s, loss=0.2112, top1-acc=93.95%, top5-acc=99.86%, remaining_time=0:00:14.207490, arrival_time=2021-04-15 02:18:02.322006, cost_time=0:00:27.984419 2021-04-15 02:17:50,245 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.2132, top1-acc=93.85%, top5-acc=99.86%, remaining_time=0:00:12.046160, arrival_time=2021-04-15 02:18:02.291839, cost_time=0:00:30.115460 2021-04-15 02:17:52,381 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.2139, top1-acc=93.86%, top5-acc=99.86%, remaining_time=0:00:09.890368, arrival_time=2021-04-15 02:18:02.271640, cost_time=0:00:32.251144 2021-04-15 02:17:54,509 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.35ms, fps=1203 images/s, loss=0.2150, top1-acc=93.82%, top5-acc=99.86%, remaining_time=0:00:07.735320, arrival_time=2021-04-15 02:18:02.244650, cost_time=0:00:34.379238 2021-04-15 02:17:56,642 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.80ms, fps=1201 images/s, loss=0.2172, top1-acc=93.75%, top5-acc=99.86%, remaining_time=0:00:05.584150, arrival_time=2021-04-15 02:18:02.226129, cost_time=0:00:36.511817 2021-04-15 02:17:58,784 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=2.31ms, fps=1195 images/s, loss=0.2185, top1-acc=93.68%, top5-acc=99.86%, remaining_time=0:00:03.435920, arrival_time=2021-04-15 02:18:02.220142, cost_time=0:00:38.654033 2021-04-15 02:18:00,921 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.2195, top1-acc=93.64%, top5-acc=99.86%, remaining_time=0:00:01.288158, arrival_time=2021-04-15 02:18:02.209955, cost_time=0:00:40.791693 2021-04-15 02:18:02,079 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.30ms, fps=1175 images/s, loss=0.2199, top1-acc=93.62%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:02.079669, cost_time=0:00:41.949603 2021-04-15 02:18:03,048 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=0.23ms, fps=2650 images/s, loss=1.2643, top1-acc=68.12%, top5-acc=90.16%, remaining_time=0:00:02.898600, arrival_time=2021-04-15 02:18:05.946643, cost_time=0:00:00.966199 2021-04-15 02:18:03,904 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.56ms, fps=2992 images/s, loss=1.2916, top1-acc=67.97%, top5-acc=90.14%, remaining_time=0:00:01.822200, arrival_time=2021-04-15 02:18:05.726224, cost_time=0:00:01.822191 2021-04-15 02:18:04,759 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.36ms, fps=2993 images/s, loss=1.2724, top1-acc=68.37%, top5-acc=90.35%, remaining_time=0:00:00.892600, arrival_time=2021-04-15 02:18:05.652296, cost_time=0:00:02.677792 2021-04-15 02:18:05,538 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.06ms, fps=2980 images/s, loss=1.2763, top1-acc=68.24%, top5-acc=90.26%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:05.538659, cost_time=0:00:03.456830 2021-04-15 02:18:06,366 INFO : Epoch=0117 complete, best val top1-acc=68.24%, top5-acc=90.26% (epoch=117), remaining_time=1:03:34.500637, arrival_time=2021-04-15 03:21:40.867041, cost_time=1:29:37.067127 2021-04-15 02:18:06,368 INFO : Train start, epoch=0118, lr=0.036806 2021-04-15 02:18:08,699 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.78ms, fps=1098 images/s, loss=0.1958, top1-acc=94.22%, top5-acc=99.88%, remaining_time=0:00:43.350462, arrival_time=2021-04-15 02:18:52.050122, cost_time=0:00:02.330667 2021-04-15 02:18:10,834 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.1947, top1-acc=94.37%, top5-acc=99.88%, remaining_time=0:00:39.297808, arrival_time=2021-04-15 02:18:50.132447, cost_time=0:00:04.465661 2021-04-15 02:18:12,968 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.1899, top1-acc=94.66%, top5-acc=99.91%, remaining_time=0:00:36.515352, arrival_time=2021-04-15 02:18:49.483478, cost_time=0:00:06.599153 2021-04-15 02:18:15,107 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.51ms, fps=1199 images/s, loss=0.1864, top1-acc=94.79%, top5-acc=99.93%, remaining_time=0:00:34.080072, arrival_time=2021-04-15 02:18:49.187578, cost_time=0:00:08.738489 2021-04-15 02:18:17,240 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=0.1833, top1-acc=94.87%, top5-acc=99.95%, remaining_time=0:00:31.744780, arrival_time=2021-04-15 02:18:48.985225, cost_time=0:00:10.871478 2021-04-15 02:18:19,377 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.35ms, fps=1199 images/s, loss=0.1822, top1-acc=94.89%, top5-acc=99.94%, remaining_time=0:00:29.484936, arrival_time=2021-04-15 02:18:48.861979, cost_time=0:00:13.008076 2021-04-15 02:18:21,512 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.76ms, fps=1199 images/s, loss=0.1807, top1-acc=94.96%, top5-acc=99.93%, remaining_time=0:00:27.257958, arrival_time=2021-04-15 02:18:48.770262, cost_time=0:00:15.143344 2021-04-15 02:18:23,647 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.51ms, fps=1199 images/s, loss=0.1808, top1-acc=94.89%, top5-acc=99.92%, remaining_time=0:00:25.053448, arrival_time=2021-04-15 02:18:48.700558, cost_time=0:00:17.278214 2021-04-15 02:18:25,788 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.50ms, fps=1196 images/s, loss=0.1833, top1-acc=94.76%, top5-acc=99.91%, remaining_time=0:00:22.871302, arrival_time=2021-04-15 02:18:48.659327, cost_time=0:00:19.419062 2021-04-15 02:18:27,918 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.1853, top1-acc=94.68%, top5-acc=99.91%, remaining_time=0:00:20.687712, arrival_time=2021-04-15 02:18:48.606316, cost_time=0:00:21.549720 2021-04-15 02:18:30,051 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.47ms, fps=1201 images/s, loss=0.1860, top1-acc=94.69%, top5-acc=99.91%, remaining_time=0:00:18.515284, arrival_time=2021-04-15 02:18:48.566613, cost_time=0:00:23.682352 2021-04-15 02:18:32,185 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.39ms, fps=1200 images/s, loss=0.1882, top1-acc=94.59%, top5-acc=99.90%, remaining_time=0:00:16.350260, arrival_time=2021-04-15 02:18:48.535391, cost_time=0:00:25.816246 2021-04-15 02:18:34,318 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.44ms, fps=1200 images/s, loss=0.1902, top1-acc=94.51%, top5-acc=99.90%, remaining_time=0:00:14.189670, arrival_time=2021-04-15 02:18:48.507910, cost_time=0:00:27.949358 2021-04-15 02:18:36,456 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=2.15ms, fps=1197 images/s, loss=0.1921, top1-acc=94.49%, top5-acc=99.90%, remaining_time=0:00:12.035128, arrival_time=2021-04-15 02:18:48.491857, cost_time=0:00:30.087767 2021-04-15 02:18:38,598 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=4.24ms, fps=1195 images/s, loss=0.1928, top1-acc=94.48%, top5-acc=99.89%, remaining_time=0:00:09.883836, arrival_time=2021-04-15 02:18:48.482664, cost_time=0:00:32.229940 2021-04-15 02:18:40,734 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.83ms, fps=1199 images/s, loss=0.1941, top1-acc=94.46%, top5-acc=99.89%, remaining_time=0:00:07.732368, arrival_time=2021-04-15 02:18:48.467312, cost_time=0:00:34.366059 2021-04-15 02:18:42,869 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.44ms, fps=1200 images/s, loss=0.1957, top1-acc=94.40%, top5-acc=99.89%, remaining_time=0:00:05.582434, arrival_time=2021-04-15 02:18:48.451961, cost_time=0:00:36.500562 2021-04-15 02:18:45,006 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.52ms, fps=1198 images/s, loss=0.1978, top1-acc=94.35%, top5-acc=99.88%, remaining_time=0:00:03.434448, arrival_time=2021-04-15 02:18:48.440877, cost_time=0:00:38.637536 2021-04-15 02:18:47,143 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.72ms, fps=1198 images/s, loss=0.1989, top1-acc=94.32%, top5-acc=99.88%, remaining_time=0:00:01.287612, arrival_time=2021-04-15 02:18:48.430792, cost_time=0:00:40.774295 2021-04-15 02:18:48,306 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.63ms, fps=1169 images/s, loss=0.1998, top1-acc=94.29%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:48.306641, cost_time=0:00:41.937668 2021-04-15 02:18:49,287 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=1.30ms, fps=2617 images/s, loss=1.2846, top1-acc=68.91%, top5-acc=89.84%, remaining_time=0:00:02.934720, arrival_time=2021-04-15 02:18:52.221756, cost_time=0:00:00.978239 2021-04-15 02:18:50,140 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.39ms, fps=3001 images/s, loss=1.2776, top1-acc=68.54%, top5-acc=90.37%, remaining_time=0:00:01.831900, arrival_time=2021-04-15 02:18:51.972614, cost_time=0:00:01.831903 2021-04-15 02:18:50,995 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.33ms, fps=2998 images/s, loss=1.2831, top1-acc=68.29%, top5-acc=90.26%, remaining_time=0:00:00.895420, arrival_time=2021-04-15 02:18:51.890403, cost_time=0:00:02.686273 2021-04-15 02:18:51,780 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.07ms, fps=2954 images/s, loss=1.2810, top1-acc=68.28%, top5-acc=90.41%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:51.780829, cost_time=0:00:03.472059 2021-04-15 02:18:52,404 INFO : Epoch=0118 complete, best val top1-acc=68.28%, top5-acc=90.41% (epoch=118), remaining_time=1:02:48.598230, arrival_time=2021-04-15 03:21:41.002223, cost_time=1:30:23.104742 2021-04-15 02:18:52,405 INFO : Train start, epoch=0119, lr=0.036050 2021-04-15 02:18:54,718 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.48ms, fps=1107 images/s, loss=0.1906, top1-acc=94.96%, top5-acc=99.96%, remaining_time=0:00:43.025520, arrival_time=2021-04-15 02:19:37.744342, cost_time=0:00:02.313205 2021-04-15 02:18:56,852 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.1873, top1-acc=94.80%, top5-acc=99.96%, remaining_time=0:00:39.131136, arrival_time=2021-04-15 02:19:35.983470, cost_time=0:00:04.446725 2021-04-15 02:18:58,987 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.49ms, fps=1199 images/s, loss=0.1830, top1-acc=94.92%, top5-acc=99.95%, remaining_time=0:00:36.418906, arrival_time=2021-04-15 02:19:35.406245, cost_time=0:00:06.581728 2021-04-15 02:19:01,121 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.1817, top1-acc=94.98%, top5-acc=99.94%, remaining_time=0:00:33.989592, arrival_time=2021-04-15 02:19:35.110556, cost_time=0:00:08.715289 2021-04-15 02:19:03,257 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.68ms, fps=1199 images/s, loss=0.1804, top1-acc=95.08%, top5-acc=99.92%, remaining_time=0:00:31.687402, arrival_time=2021-04-15 02:19:34.944813, cost_time=0:00:10.851861 2021-04-15 02:19:05,397 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.83ms, fps=1196 images/s, loss=0.1786, top1-acc=95.17%, top5-acc=99.93%, remaining_time=0:00:29.448760, arrival_time=2021-04-15 02:19:34.846482, cost_time=0:00:12.992096 2021-04-15 02:19:07,534 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.36ms, fps=1199 images/s, loss=0.1779, top1-acc=95.24%, top5-acc=99.94%, remaining_time=0:00:27.231624, arrival_time=2021-04-15 02:19:34.765841, cost_time=0:00:15.128681 2021-04-15 02:19:09,668 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.53ms, fps=1200 images/s, loss=0.1773, top1-acc=95.25%, top5-acc=99.92%, remaining_time=0:00:25.031176, arrival_time=2021-04-15 02:19:34.699573, cost_time=0:00:17.262866 2021-04-15 02:19:11,798 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.47ms, fps=1202 images/s, loss=0.1779, top1-acc=95.20%, top5-acc=99.92%, remaining_time=0:00:22.840244, arrival_time=2021-04-15 02:19:34.638433, cost_time=0:00:19.392664 2021-04-15 02:19:13,932 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.50ms, fps=1200 images/s, loss=0.1802, top1-acc=95.09%, top5-acc=99.91%, remaining_time=0:00:20.665344, arrival_time=2021-04-15 02:19:34.597317, cost_time=0:00:21.526438 2021-04-15 02:19:16,064 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.1806, top1-acc=95.05%, top5-acc=99.90%, remaining_time=0:00:18.496880, arrival_time=2021-04-15 02:19:34.561296, cost_time=0:00:23.658791 2021-04-15 02:19:18,196 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.1819, top1-acc=94.99%, top5-acc=99.89%, remaining_time=0:00:16.334300, arrival_time=2021-04-15 02:19:34.530855, cost_time=0:00:25.791029 2021-04-15 02:19:20,331 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.32ms, fps=1199 images/s, loss=0.1835, top1-acc=94.92%, top5-acc=99.90%, remaining_time=0:00:14.177658, arrival_time=2021-04-15 02:19:34.509008, cost_time=0:00:27.925744 2021-04-15 02:19:22,463 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.31ms, fps=1201 images/s, loss=0.1868, top1-acc=94.79%, top5-acc=99.90%, remaining_time=0:00:12.022976, arrival_time=2021-04-15 02:19:34.486060, cost_time=0:00:30.057501 2021-04-15 02:19:24,603 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.84ms, fps=1196 images/s, loss=0.1886, top1-acc=94.73%, top5-acc=99.89%, remaining_time=0:00:09.873946, arrival_time=2021-04-15 02:19:34.477117, cost_time=0:00:32.197648 2021-04-15 02:19:26,737 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.1910, top1-acc=94.67%, top5-acc=99.89%, remaining_time=0:00:07.724772, arrival_time=2021-04-15 02:19:34.462690, cost_time=0:00:34.332339 2021-04-15 02:19:28,871 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.1931, top1-acc=94.57%, top5-acc=99.89%, remaining_time=0:00:05.577078, arrival_time=2021-04-15 02:19:34.448091, cost_time=0:00:36.465460 2021-04-15 02:19:31,009 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.35ms, fps=1198 images/s, loss=0.1946, top1-acc=94.51%, top5-acc=99.89%, remaining_time=0:00:03.431440, arrival_time=2021-04-15 02:19:34.440591, cost_time=0:00:38.603628 2021-04-15 02:19:33,149 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.17ms, fps=1196 images/s, loss=0.1961, top1-acc=94.42%, top5-acc=99.89%, remaining_time=0:00:01.286640, arrival_time=2021-04-15 02:19:34.435868, cost_time=0:00:40.743674 2021-04-15 02:19:34,305 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.16ms, fps=1176 images/s, loss=0.1968, top1-acc=94.41%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 02:19:34.305745, cost_time=0:00:41.900215 2021-04-15 02:19:35,303 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=1.40ms, fps=2572 images/s, loss=1.3484, top1-acc=66.76%, top5-acc=90.08%, remaining_time=0:00:02.986320, arrival_time=2021-04-15 02:19:38.289337, cost_time=0:00:00.995445 2021-04-15 02:19:36,157 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.46ms, fps=2997 images/s, loss=1.3478, top1-acc=66.58%, top5-acc=89.61%, remaining_time=0:00:01.849960, arrival_time=2021-04-15 02:19:38.007440, cost_time=0:00:01.849965 2021-04-15 02:19:37,010 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.48ms, fps=3001 images/s, loss=1.3372, top1-acc=66.37%, top5-acc=89.78%, remaining_time=0:00:00.901120, arrival_time=2021-04-15 02:19:37.911997, cost_time=0:00:02.703349 2021-04-15 02:19:37,790 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.07ms, fps=2978 images/s, loss=1.3395, top1-acc=66.73%, top5-acc=89.80%, remaining_time=0:00:00, arrival_time=2021-04-15 02:19:37.790281, cost_time=0:00:03.482798 2021-04-15 02:19:38,076 INFO : Epoch=0119 complete, best val top1-acc=68.28%, top5-acc=90.41% (epoch=118), remaining_time=1:02:02.444910, arrival_time=2021-04-15 03:21:40.521216, cost_time=1:31:08.777062 2021-04-15 02:19:38,077 INFO : Train start, epoch=0120, lr=0.035298 2021-04-15 02:19:40,401 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.63ms, fps=1102 images/s, loss=0.1847, top1-acc=94.77%, top5-acc=100.00%, remaining_time=0:00:43.206870, arrival_time=2021-04-15 02:20:23.607843, cost_time=0:00:02.322952 2021-04-15 02:19:42,537 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.52ms, fps=1199 images/s, loss=0.1878, top1-acc=94.67%, top5-acc=99.96%, remaining_time=0:00:39.239376, arrival_time=2021-04-15 02:20:21.776377, cost_time=0:00:04.459011 2021-04-15 02:19:44,676 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.41ms, fps=1197 images/s, loss=0.1876, top1-acc=94.67%, top5-acc=99.95%, remaining_time=0:00:36.510372, arrival_time=2021-04-15 02:20:21.186630, cost_time=0:00:06.598261 2021-04-15 02:19:46,813 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.56ms, fps=1198 images/s, loss=0.1857, top1-acc=94.75%, top5-acc=99.90%, remaining_time=0:00:34.067280, arrival_time=2021-04-15 02:20:20.880465, cost_time=0:00:08.735198 2021-04-15 02:19:48,945 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.1847, top1-acc=94.88%, top5-acc=99.90%, remaining_time=0:00:31.732954, arrival_time=2021-04-15 02:20:20.678390, cost_time=0:00:10.867456 2021-04-15 02:19:51,085 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.39ms, fps=1197 images/s, loss=0.1821, top1-acc=94.93%, top5-acc=99.90%, remaining_time=0:00:29.483168, arrival_time=2021-04-15 02:20:20.568469, cost_time=0:00:13.007304 2021-04-15 02:19:53,225 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.92ms, fps=1197 images/s, loss=0.1836, top1-acc=94.84%, top5-acc=99.90%, remaining_time=0:00:27.265014, arrival_time=2021-04-15 02:20:20.490233, cost_time=0:00:15.147257 2021-04-15 02:19:55,359 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.1846, top1-acc=94.87%, top5-acc=99.90%, remaining_time=0:00:25.058436, arrival_time=2021-04-15 02:20:20.418046, cost_time=0:00:17.281687 2021-04-15 02:19:57,494 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.55ms, fps=1200 images/s, loss=0.1852, top1-acc=94.81%, top5-acc=99.90%, remaining_time=0:00:22.867592, arrival_time=2021-04-15 02:20:20.361558, cost_time=0:00:19.415911 2021-04-15 02:19:59,628 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.1851, top1-acc=94.83%, top5-acc=99.90%, remaining_time=0:00:20.688096, arrival_time=2021-04-15 02:20:20.316148, cost_time=0:00:21.550138 2021-04-15 02:20:01,759 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.79ms, fps=1201 images/s, loss=0.1844, top1-acc=94.85%, top5-acc=99.90%, remaining_time=0:00:18.514424, arrival_time=2021-04-15 02:20:20.273660, cost_time=0:00:23.681288 2021-04-15 02:20:03,893 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.1839, top1-acc=94.89%, top5-acc=99.90%, remaining_time=0:00:16.349956, arrival_time=2021-04-15 02:20:20.243619, cost_time=0:00:25.815728 2021-04-15 02:20:06,021 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.36ms, fps=1203 images/s, loss=0.1841, top1-acc=94.86%, top5-acc=99.89%, remaining_time=0:00:14.186700, arrival_time=2021-04-15 02:20:20.208168, cost_time=0:00:27.943562 2021-04-15 02:20:08,173 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=2.35ms, fps=1190 images/s, loss=0.1841, top1-acc=94.85%, top5-acc=99.89%, remaining_time=0:00:12.037984, arrival_time=2021-04-15 02:20:20.210913, cost_time=0:00:30.094928 2021-04-15 02:20:10,315 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.80ms, fps=1195 images/s, loss=0.1849, top1-acc=94.83%, top5-acc=99.90%, remaining_time=0:00:09.886090, arrival_time=2021-04-15 02:20:20.201380, cost_time=0:00:32.237303 2021-04-15 02:20:12,449 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.1857, top1-acc=94.80%, top5-acc=99.90%, remaining_time=0:00:07.733664, arrival_time=2021-04-15 02:20:20.183415, cost_time=0:00:34.371768 2021-04-15 02:20:14,590 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.30ms, fps=1196 images/s, loss=0.1869, top1-acc=94.75%, top5-acc=99.90%, remaining_time=0:00:05.584202, arrival_time=2021-04-15 02:20:20.174315, cost_time=0:00:36.512138 2021-04-15 02:20:16,729 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.42ms, fps=1197 images/s, loss=0.1883, top1-acc=94.67%, top5-acc=99.90%, remaining_time=0:00:03.435664, arrival_time=2021-04-15 02:20:20.164885, cost_time=0:00:38.651224 2021-04-15 02:20:18,871 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.42ms, fps=1195 images/s, loss=0.1901, top1-acc=94.60%, top5-acc=99.88%, remaining_time=0:00:01.288218, arrival_time=2021-04-15 02:20:20.159762, cost_time=0:00:40.793560 2021-04-15 02:20:20,035 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.42ms, fps=1169 images/s, loss=0.1914, top1-acc=94.57%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:20.035915, cost_time=0:00:41.958023 2021-04-15 02:20:21,011 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=1.43ms, fps=2630 images/s, loss=1.3887, top1-acc=66.37%, top5-acc=89.45%, remaining_time=0:00:02.920140, arrival_time=2021-04-15 02:20:23.931214, cost_time=0:00:00.973380 2021-04-15 02:20:21,865 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.51ms, fps=2998 images/s, loss=1.4093, top1-acc=66.41%, top5-acc=89.04%, remaining_time=0:00:01.827540, arrival_time=2021-04-15 02:20:23.692865, cost_time=0:00:01.827536 2021-04-15 02:20:22,716 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.28ms, fps=3008 images/s, loss=1.3941, top1-acc=66.71%, top5-acc=89.09%, remaining_time=0:00:00.893010, arrival_time=2021-04-15 02:20:23.609764, cost_time=0:00:02.679040 2021-04-15 02:20:23,497 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.06ms, fps=2974 images/s, loss=1.3845, top1-acc=66.52%, top5-acc=89.11%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:23.497107, cost_time=0:00:03.459432 2021-04-15 02:20:23,867 INFO : Epoch=0120 complete, best val top1-acc=68.28%, top5-acc=90.41% (epoch=118), remaining_time=1:01:16.378800, arrival_time=2021-04-15 03:21:40.246239, cost_time=1:31:54.568199 2021-04-15 02:20:23,868 INFO : Train start, epoch=0121, lr=0.034549 2021-04-15 02:20:26,160 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.33ms, fps=1117 images/s, loss=0.2027, top1-acc=93.95%, top5-acc=99.96%, remaining_time=0:00:42.630456, arrival_time=2021-04-15 02:21:08.791349, cost_time=0:00:02.291958 2021-04-15 02:20:28,289 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.1890, top1-acc=94.65%, top5-acc=99.98%, remaining_time=0:00:38.904448, arrival_time=2021-04-15 02:21:07.194245, cost_time=0:00:04.420952 2021-04-15 02:20:30,424 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.1817, top1-acc=94.83%, top5-acc=99.97%, remaining_time=0:00:36.272660, arrival_time=2021-04-15 02:21:06.696904, cost_time=0:00:06.555303 2021-04-15 02:20:32,561 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.57ms, fps=1198 images/s, loss=0.1746, top1-acc=95.08%, top5-acc=99.98%, remaining_time=0:00:33.901920, arrival_time=2021-04-15 02:21:06.463604, cost_time=0:00:08.692816 2021-04-15 02:20:34,699 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.35ms, fps=1198 images/s, loss=0.1722, top1-acc=95.15%, top5-acc=99.98%, remaining_time=0:00:31.624184, arrival_time=2021-04-15 02:21:06.323247, cost_time=0:00:10.830210 2021-04-15 02:20:36,833 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.50ms, fps=1200 images/s, loss=0.1710, top1-acc=95.12%, top5-acc=99.98%, remaining_time=0:00:29.385384, arrival_time=2021-04-15 02:21:06.218455, cost_time=0:00:12.964132 2021-04-15 02:20:38,966 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.30ms, fps=1200 images/s, loss=0.1714, top1-acc=95.14%, top5-acc=99.97%, remaining_time=0:00:27.175932, arrival_time=2021-04-15 02:21:06.142512, cost_time=0:00:15.097730 2021-04-15 02:20:41,098 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.1715, top1-acc=95.15%, top5-acc=99.97%, remaining_time=0:00:24.983384, arrival_time=2021-04-15 02:21:06.082145, cost_time=0:00:17.229911 2021-04-15 02:20:43,235 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.34ms, fps=1198 images/s, loss=0.1705, top1-acc=95.14%, top5-acc=99.96%, remaining_time=0:00:22.809398, arrival_time=2021-04-15 02:21:06.044804, cost_time=0:00:19.366464 2021-04-15 02:20:45,372 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.35ms, fps=1198 images/s, loss=0.1710, top1-acc=95.18%, top5-acc=99.96%, remaining_time=0:00:20.643552, arrival_time=2021-04-15 02:21:06.016147, cost_time=0:00:21.503724 2021-04-15 02:20:47,515 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.62ms, fps=1195 images/s, loss=0.1715, top1-acc=95.16%, top5-acc=99.96%, remaining_time=0:00:18.486990, arrival_time=2021-04-15 02:21:06.002083, cost_time=0:00:23.646137 2021-04-15 02:20:49,655 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.78ms, fps=1196 images/s, loss=0.1709, top1-acc=95.20%, top5-acc=99.96%, remaining_time=0:00:16.331488, arrival_time=2021-04-15 02:21:05.986988, cost_time=0:00:25.786571 2021-04-15 02:20:51,796 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.48ms, fps=1196 images/s, loss=0.1719, top1-acc=95.17%, top5-acc=99.96%, remaining_time=0:00:14.178714, arrival_time=2021-04-15 02:21:05.975380, cost_time=0:00:27.927720 2021-04-15 02:20:53,933 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.51ms, fps=1198 images/s, loss=0.1728, top1-acc=95.15%, top5-acc=99.96%, remaining_time=0:00:12.025832, arrival_time=2021-04-15 02:21:05.959460, cost_time=0:00:30.064610 2021-04-15 02:20:56,068 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.71ms, fps=1200 images/s, loss=0.1740, top1-acc=95.10%, top5-acc=99.95%, remaining_time=0:00:09.874636, arrival_time=2021-04-15 02:21:05.943530, cost_time=0:00:32.199957 2021-04-15 02:20:58,205 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.47ms, fps=1198 images/s, loss=0.1746, top1-acc=95.09%, top5-acc=99.95%, remaining_time=0:00:07.725780, arrival_time=2021-04-15 02:21:05.931604, cost_time=0:00:34.336821 2021-04-15 02:21:00,350 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.50ms, fps=1194 images/s, loss=0.1761, top1-acc=95.05%, top5-acc=99.93%, remaining_time=0:00:05.579444, arrival_time=2021-04-15 02:21:05.929446, cost_time=0:00:36.480994 2021-04-15 02:21:02,486 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.35ms, fps=1199 images/s, loss=0.1770, top1-acc=95.02%, top5-acc=99.93%, remaining_time=0:00:03.432672, arrival_time=2021-04-15 02:21:05.919129, cost_time=0:00:38.617595 2021-04-15 02:21:04,618 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.1790, top1-acc=94.95%, top5-acc=99.92%, remaining_time=0:00:01.286814, arrival_time=2021-04-15 02:21:05.904977, cost_time=0:00:40.749187 2021-04-15 02:21:05,777 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.41ms, fps=1174 images/s, loss=0.1805, top1-acc=94.91%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 02:21:05.777246, cost_time=0:00:41.908399 2021-04-15 02:21:06,755 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.20ms, fps=2622 images/s, loss=1.2695, top1-acc=68.83%, top5-acc=90.70%, remaining_time=0:00:02.928750, arrival_time=2021-04-15 02:21:09.684063, cost_time=0:00:00.976252 2021-04-15 02:21:07,610 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=2.20ms, fps=2995 images/s, loss=1.2769, top1-acc=67.79%, top5-acc=90.37%, remaining_time=0:00:01.831220, arrival_time=2021-04-15 02:21:09.441561, cost_time=0:00:01.831216 2021-04-15 02:21:08,464 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.31ms, fps=2998 images/s, loss=1.2769, top1-acc=67.94%, top5-acc=90.46%, remaining_time=0:00:00.895200, arrival_time=2021-04-15 02:21:09.359870, cost_time=0:00:02.685596 2021-04-15 02:21:09,245 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.07ms, fps=2974 images/s, loss=1.2745, top1-acc=68.08%, top5-acc=90.51%, remaining_time=0:00:00, arrival_time=2021-04-15 02:21:09.245226, cost_time=0:00:03.466186 2021-04-15 02:21:09,582 INFO : Epoch=0121 complete, best val top1-acc=68.28%, top5-acc=90.41% (epoch=118), remaining_time=1:00:30.267408, arrival_time=2021-04-15 03:21:39.849620, cost_time=1:32:40.282969 2021-04-15 02:21:09,583 INFO : Train start, epoch=0122, lr=0.033804 2021-04-15 02:21:11,878 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.63ms, fps=1115 images/s, loss=0.1779, top1-acc=94.65%, top5-acc=99.92%, remaining_time=0:00:42.687000, arrival_time=2021-04-15 02:21:54.565747, cost_time=0:00:02.295001 2021-04-15 02:21:14,018 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.36ms, fps=1197 images/s, loss=0.1896, top1-acc=94.36%, top5-acc=99.86%, remaining_time=0:00:39.020784, arrival_time=2021-04-15 02:21:53.038720, cost_time=0:00:04.434172 2021-04-15 02:21:16,157 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.41ms, fps=1197 images/s, loss=0.1873, top1-acc=94.48%, top5-acc=99.90%, remaining_time=0:00:36.371762, arrival_time=2021-04-15 02:21:52.528683, cost_time=0:00:06.573208 2021-04-15 02:21:18,289 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.1844, top1-acc=94.49%, top5-acc=99.90%, remaining_time=0:00:33.950748, arrival_time=2021-04-15 02:21:52.239779, cost_time=0:00:08.705321 2021-04-15 02:21:20,418 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.1837, top1-acc=94.59%, top5-acc=99.90%, remaining_time=0:00:31.638054, arrival_time=2021-04-15 02:21:52.056747, cost_time=0:00:10.834972 2021-04-15 02:21:22,554 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.59ms, fps=1199 images/s, loss=0.1794, top1-acc=94.78%, top5-acc=99.91%, remaining_time=0:00:29.399392, arrival_time=2021-04-15 02:21:51.953471, cost_time=0:00:12.970347 2021-04-15 02:21:24,688 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=2.07ms, fps=1200 images/s, loss=0.1755, top1-acc=95.02%, top5-acc=99.92%, remaining_time=0:00:27.187902, arrival_time=2021-04-15 02:21:51.875985, cost_time=0:00:15.104394 2021-04-15 02:21:26,822 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.1726, top1-acc=95.14%, top5-acc=99.93%, remaining_time=0:00:24.996608, arrival_time=2021-04-15 02:21:51.819324, cost_time=0:00:17.239056 2021-04-15 02:21:28,957 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.1722, top1-acc=95.18%, top5-acc=99.93%, remaining_time=0:00:22.817560, arrival_time=2021-04-15 02:21:51.774680, cost_time=0:00:19.373379 2021-04-15 02:21:31,090 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.30ms, fps=1200 images/s, loss=0.1713, top1-acc=95.23%, top5-acc=99.93%, remaining_time=0:00:20.646528, arrival_time=2021-04-15 02:21:51.736967, cost_time=0:00:21.506798 2021-04-15 02:21:33,223 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.1697, top1-acc=95.31%, top5-acc=99.93%, remaining_time=0:00:18.481572, arrival_time=2021-04-15 02:21:51.704541, cost_time=0:00:23.639201 2021-04-15 02:21:35,354 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.1691, top1-acc=95.34%, top5-acc=99.93%, remaining_time=0:00:16.321532, arrival_time=2021-04-15 02:21:51.676024, cost_time=0:00:25.770840 2021-04-15 02:21:37,489 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.1686, top1-acc=95.34%, top5-acc=99.92%, remaining_time=0:00:14.167824, arrival_time=2021-04-15 02:21:51.657726, cost_time=0:00:27.906278 2021-04-15 02:21:39,628 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.58ms, fps=1198 images/s, loss=0.1694, top1-acc=95.27%, top5-acc=99.93%, remaining_time=0:00:12.017712, arrival_time=2021-04-15 02:21:51.645738, cost_time=0:00:30.044307 2021-04-15 02:21:41,766 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.30ms, fps=1200 images/s, loss=0.1702, top1-acc=95.24%, top5-acc=99.93%, remaining_time=0:00:09.869346, arrival_time=2021-04-15 02:21:51.635620, cost_time=0:00:32.182598 2021-04-15 02:21:43,903 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.64ms, fps=1198 images/s, loss=0.1714, top1-acc=95.19%, top5-acc=99.92%, remaining_time=0:00:07.721856, arrival_time=2021-04-15 02:21:51.624826, cost_time=0:00:34.319342 2021-04-15 02:21:46,034 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.51ms, fps=1201 images/s, loss=0.1719, top1-acc=95.20%, top5-acc=99.92%, remaining_time=0:00:05.574868, arrival_time=2021-04-15 02:21:51.609534, cost_time=0:00:36.450978 2021-04-15 02:21:48,171 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.43ms, fps=1198 images/s, loss=0.1730, top1-acc=95.17%, top5-acc=99.91%, remaining_time=0:00:03.430048, arrival_time=2021-04-15 02:21:51.601757, cost_time=0:00:38.588049 2021-04-15 02:21:50,313 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.22ms, fps=1195 images/s, loss=0.1736, top1-acc=95.16%, top5-acc=99.91%, remaining_time=0:00:01.286208, arrival_time=2021-04-15 02:21:51.599778, cost_time=0:00:40.729941 2021-04-15 02:21:51,470 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.22ms, fps=1176 images/s, loss=0.1753, top1-acc=95.11%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 02:21:51.470732, cost_time=0:00:41.887116 2021-04-15 02:21:52,462 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=0.20ms, fps=2585 images/s, loss=1.2547, top1-acc=68.36%, top5-acc=90.00%, remaining_time=0:00:02.971020, arrival_time=2021-04-15 02:21:55.433817, cost_time=0:00:00.990337 2021-04-15 02:21:53,318 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.83ms, fps=2994 images/s, loss=1.2815, top1-acc=67.75%, top5-acc=89.96%, remaining_time=0:00:01.845720, arrival_time=2021-04-15 02:21:55.163970, cost_time=0:00:01.845721 2021-04-15 02:21:54,171 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.27ms, fps=3002 images/s, loss=1.2737, top1-acc=68.14%, top5-acc=90.38%, remaining_time=0:00:00.899630, arrival_time=2021-04-15 02:21:55.071031, cost_time=0:00:02.698888 2021-04-15 02:21:54,951 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.08ms, fps=2975 images/s, loss=1.2756, top1-acc=68.16%, top5-acc=90.26%, remaining_time=0:00:00, arrival_time=2021-04-15 02:21:54.951586, cost_time=0:00:03.479153 2021-04-15 02:21:55,267 INFO : Epoch=0122 complete, best val top1-acc=68.28%, top5-acc=90.41% (epoch=118), remaining_time=0:59:44.143758, arrival_time=2021-04-15 03:21:39.411529, cost_time=1:33:25.968493 2021-04-15 02:21:55,269 INFO : Train start, epoch=0123, lr=0.033063 2021-04-15 02:21:57,562 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.97ms, fps=1117 images/s, loss=0.1746, top1-acc=95.04%, top5-acc=99.88%, remaining_time=0:00:42.641058, arrival_time=2021-04-15 02:22:40.203066, cost_time=0:00:02.292530 2021-04-15 02:21:59,692 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.44ms, fps=1202 images/s, loss=0.1693, top1-acc=95.39%, top5-acc=99.92%, remaining_time=0:00:38.922048, arrival_time=2021-04-15 02:22:38.614450, cost_time=0:00:04.422953 2021-04-15 02:22:01,828 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.33ms, fps=1199 images/s, loss=0.1684, top1-acc=95.34%, top5-acc=99.92%, remaining_time=0:00:36.293078, arrival_time=2021-04-15 02:22:38.121515, cost_time=0:00:06.558978 2021-04-15 02:22:03,965 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.51ms, fps=1198 images/s, loss=0.1682, top1-acc=95.42%, top5-acc=99.93%, remaining_time=0:00:33.913932, arrival_time=2021-04-15 02:22:37.879269, cost_time=0:00:08.695878 2021-04-15 02:22:06,097 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.51ms, fps=1201 images/s, loss=0.1649, top1-acc=95.58%, top5-acc=99.95%, remaining_time=0:00:31.619074, arrival_time=2021-04-15 02:22:37.716935, cost_time=0:00:10.828429 2021-04-15 02:22:08,233 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.1629, top1-acc=95.61%, top5-acc=99.95%, remaining_time=0:00:29.384976, arrival_time=2021-04-15 02:22:37.618389, cost_time=0:00:12.963955 2021-04-15 02:22:10,362 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.83ms, fps=1203 images/s, loss=0.1629, top1-acc=95.66%, top5-acc=99.95%, remaining_time=0:00:27.167616, arrival_time=2021-04-15 02:22:37.530132, cost_time=0:00:15.093091 2021-04-15 02:22:12,500 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.1606, top1-acc=95.77%, top5-acc=99.95%, remaining_time=0:00:24.984892, arrival_time=2021-04-15 02:22:37.485207, cost_time=0:00:17.230922 2021-04-15 02:22:14,636 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.46ms, fps=1199 images/s, loss=0.1601, top1-acc=95.75%, top5-acc=99.94%, remaining_time=0:00:22.809822, arrival_time=2021-04-15 02:22:37.446111, cost_time=0:00:19.366802 2021-04-15 02:22:16,774 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.40ms, fps=1198 images/s, loss=0.1583, top1-acc=95.82%, top5-acc=99.95%, remaining_time=0:00:20.644608, arrival_time=2021-04-15 02:22:37.418794, cost_time=0:00:21.504825 2021-04-15 02:22:18,914 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.39ms, fps=1196 images/s, loss=0.1598, top1-acc=95.78%, top5-acc=99.95%, remaining_time=0:00:18.486216, arrival_time=2021-04-15 02:22:37.400861, cost_time=0:00:23.645192 2021-04-15 02:22:21,041 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.30ms, fps=1204 images/s, loss=0.1603, top1-acc=95.72%, top5-acc=99.94%, remaining_time=0:00:16.322292, arrival_time=2021-04-15 02:22:37.363693, cost_time=0:00:25.772041 2021-04-15 02:22:23,170 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=2.12ms, fps=1203 images/s, loss=0.1607, top1-acc=95.72%, top5-acc=99.94%, remaining_time=0:00:14.165250, arrival_time=2021-04-15 02:22:37.335907, cost_time=0:00:27.901213 2021-04-15 02:22:25,307 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.33ms, fps=1198 images/s, loss=0.1614, top1-acc=95.73%, top5-acc=99.93%, remaining_time=0:00:12.015360, arrival_time=2021-04-15 02:22:37.323188, cost_time=0:00:30.038456 2021-04-15 02:22:27,439 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.1631, top1-acc=95.64%, top5-acc=99.93%, remaining_time=0:00:09.865482, arrival_time=2021-04-15 02:22:37.304936, cost_time=0:00:32.170094 2021-04-15 02:22:29,572 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.66ms, fps=1201 images/s, loss=0.1640, top1-acc=95.58%, top5-acc=99.93%, remaining_time=0:00:07.718076, arrival_time=2021-04-15 02:22:37.290138, cost_time=0:00:34.302618 2021-04-15 02:22:31,711 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.82ms, fps=1197 images/s, loss=0.1651, top1-acc=95.51%, top5-acc=99.93%, remaining_time=0:00:05.573464, arrival_time=2021-04-15 02:22:37.284640, cost_time=0:00:36.441799 2021-04-15 02:22:33,845 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.1659, top1-acc=95.45%, top5-acc=99.93%, remaining_time=0:00:03.428992, arrival_time=2021-04-15 02:22:37.274584, cost_time=0:00:38.576232 2021-04-15 02:22:35,981 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.1677, top1-acc=95.37%, top5-acc=99.93%, remaining_time=0:00:01.285656, arrival_time=2021-04-15 02:22:37.267507, cost_time=0:00:40.712361 2021-04-15 02:22:37,140 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.25ms, fps=1175 images/s, loss=0.1691, top1-acc=95.32%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:37.139934, cost_time=0:00:41.870550 2021-04-15 02:22:38,099 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=1.30ms, fps=2672 images/s, loss=1.2234, top1-acc=68.59%, top5-acc=90.20%, remaining_time=0:00:02.873730, arrival_time=2021-04-15 02:22:40.973644, cost_time=0:00:00.957909 2021-04-15 02:22:38,952 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.39ms, fps=3002 images/s, loss=1.2326, top1-acc=68.52%, top5-acc=90.45%, remaining_time=0:00:01.810920, arrival_time=2021-04-15 02:22:40.763841, cost_time=0:00:01.810929 2021-04-15 02:22:39,804 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.40ms, fps=3008 images/s, loss=1.2643, top1-acc=68.01%, top5-acc=89.99%, remaining_time=0:00:00.887470, arrival_time=2021-04-15 02:22:40.691861, cost_time=0:00:02.662403 2021-04-15 02:22:40,590 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.12ms, fps=2952 images/s, loss=1.2471, top1-acc=68.22%, top5-acc=90.12%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:40.590553, cost_time=0:00:03.448582 2021-04-15 02:22:40,966 INFO : Epoch=0123 complete, best val top1-acc=68.28%, top5-acc=90.41% (epoch=118), remaining_time=0:58:58.035655, arrival_time=2021-04-15 03:21:39.002298, cost_time=1:34:11.667383 2021-04-15 02:22:40,968 INFO : Train start, epoch=0124, lr=0.032326 2021-04-15 02:22:43,331 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.41ms, fps=1084 images/s, loss=0.1655, top1-acc=95.00%, top5-acc=100.00%, remaining_time=0:00:43.941570, arrival_time=2021-04-15 02:23:27.272691, cost_time=0:00:02.362452 2021-04-15 02:22:45,465 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.84ms, fps=1200 images/s, loss=0.1641, top1-acc=95.18%, top5-acc=99.96%, remaining_time=0:00:39.569552, arrival_time=2021-04-15 02:23:25.034868, cost_time=0:00:04.496543 2021-04-15 02:22:47,599 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.35ms, fps=1200 images/s, loss=0.1665, top1-acc=95.18%, top5-acc=99.96%, remaining_time=0:00:36.691976, arrival_time=2021-04-15 02:23:24.291746, cost_time=0:00:06.631070 2021-04-15 02:22:49,736 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.87ms, fps=1198 images/s, loss=0.1664, top1-acc=95.21%, top5-acc=99.96%, remaining_time=0:00:34.195044, arrival_time=2021-04-15 02:23:23.931805, cost_time=0:00:08.767966 2021-04-15 02:22:51,868 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.1655, top1-acc=95.29%, top5-acc=99.95%, remaining_time=0:00:31.828292, arrival_time=2021-04-15 02:23:23.697159, cost_time=0:00:10.900089 2021-04-15 02:22:54,005 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.50ms, fps=1199 images/s, loss=0.1651, top1-acc=95.44%, top5-acc=99.96%, remaining_time=0:00:29.548856, arrival_time=2021-04-15 02:23:23.553922, cost_time=0:00:13.036284 2021-04-15 02:22:56,144 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.44ms, fps=1197 images/s, loss=0.1632, top1-acc=95.45%, top5-acc=99.95%, remaining_time=0:00:27.315288, arrival_time=2021-04-15 02:23:23.459235, cost_time=0:00:15.175173 2021-04-15 02:22:58,277 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.1615, top1-acc=95.49%, top5-acc=99.95%, remaining_time=0:00:25.097528, arrival_time=2021-04-15 02:23:23.374960, cost_time=0:00:17.308665 2021-04-15 02:23:00,412 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.43ms, fps=1199 images/s, loss=0.1621, top1-acc=95.50%, top5-acc=99.94%, remaining_time=0:00:22.900134, arrival_time=2021-04-15 02:23:23.312401, cost_time=0:00:19.443494 2021-04-15 02:23:02,544 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=2.14ms, fps=1201 images/s, loss=0.1617, top1-acc=95.54%, top5-acc=99.95%, remaining_time=0:00:20.712864, arrival_time=2021-04-15 02:23:23.257502, cost_time=0:00:21.575880 2021-04-15 02:23:04,679 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.55ms, fps=1199 images/s, loss=0.1612, top1-acc=95.55%, top5-acc=99.95%, remaining_time=0:00:18.537644, arrival_time=2021-04-15 02:23:23.217313, cost_time=0:00:23.710953 2021-04-15 02:23:06,819 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.72ms, fps=1197 images/s, loss=0.1617, top1-acc=95.56%, top5-acc=99.95%, remaining_time=0:00:16.371768, arrival_time=2021-04-15 02:23:23.190693, cost_time=0:00:25.850163 2021-04-15 02:23:08,955 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.1622, top1-acc=95.53%, top5-acc=99.94%, remaining_time=0:00:14.208612, arrival_time=2021-04-15 02:23:23.163932, cost_time=0:00:27.986614 2021-04-15 02:23:11,089 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.79ms, fps=1200 images/s, loss=0.1624, top1-acc=95.51%, top5-acc=99.94%, remaining_time=0:00:12.048456, arrival_time=2021-04-15 02:23:23.138302, cost_time=0:00:30.121089 2021-04-15 02:23:13,221 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.1636, top1-acc=95.47%, top5-acc=99.94%, remaining_time=0:00:09.890920, arrival_time=2021-04-15 02:23:23.112589, cost_time=0:00:32.252951 2021-04-15 02:23:15,352 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.1643, top1-acc=95.46%, top5-acc=99.94%, remaining_time=0:00:07.736256, arrival_time=2021-04-15 02:23:23.088303, cost_time=0:00:34.383356 2021-04-15 02:23:17,489 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.38ms, fps=1198 images/s, loss=0.1669, top1-acc=95.39%, top5-acc=99.94%, remaining_time=0:00:05.585502, arrival_time=2021-04-15 02:23:23.074815, cost_time=0:00:36.520540 2021-04-15 02:23:19,621 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.1679, top1-acc=95.36%, top5-acc=99.94%, remaining_time=0:00:03.435776, arrival_time=2021-04-15 02:23:23.056989, cost_time=0:00:38.652518 2021-04-15 02:23:21,750 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.21ms, fps=1202 images/s, loss=0.1696, top1-acc=95.28%, top5-acc=99.94%, remaining_time=0:00:01.287858, arrival_time=2021-04-15 02:23:23.038797, cost_time=0:00:40.782255 2021-04-15 02:23:22,929 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.62ms, fps=1155 images/s, loss=0.1711, top1-acc=95.24%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 02:23:22.928997, cost_time=0:00:41.960190 2021-04-15 02:23:23,896 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.22ms, fps=2652 images/s, loss=1.3123, top1-acc=68.87%, top5-acc=89.49%, remaining_time=0:00:02.896020, arrival_time=2021-04-15 02:23:26.792406, cost_time=0:00:00.965337 2021-04-15 02:23:24,749 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.44ms, fps=3003 images/s, loss=1.3081, top1-acc=68.26%, top5-acc=89.96%, remaining_time=0:00:01.818440, arrival_time=2021-04-15 02:23:26.567912, cost_time=0:00:01.818432 2021-04-15 02:23:25,604 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.36ms, fps=2995 images/s, loss=1.3104, top1-acc=68.20%, top5-acc=90.07%, remaining_time=0:00:00.891220, arrival_time=2021-04-15 02:23:26.495866, cost_time=0:00:02.673647 2021-04-15 02:23:26,389 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.08ms, fps=2959 images/s, loss=1.3194, top1-acc=68.25%, top5-acc=90.26%, remaining_time=0:00:00, arrival_time=2021-04-15 02:23:26.388985, cost_time=0:00:03.457989 2021-04-15 02:23:26,687 INFO : Epoch=0124 complete, best val top1-acc=68.28%, top5-acc=90.41% (epoch=118), remaining_time=0:58:11.947528, arrival_time=2021-04-15 03:21:38.634780, cost_time=1:34:57.388018 2021-04-15 02:23:26,688 INFO : Train start, epoch=0125, lr=0.031594 2021-04-15 02:23:28,973 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=1.57ms, fps=1120 images/s, loss=0.1670, top1-acc=95.90%, top5-acc=99.80%, remaining_time=0:00:42.498768, arrival_time=2021-04-15 02:24:11.472344, cost_time=0:00:02.284879 2021-04-15 02:23:31,108 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.1634, top1-acc=95.86%, top5-acc=99.88%, remaining_time=0:00:38.895472, arrival_time=2021-04-15 02:24:10.004117, cost_time=0:00:04.419935 2021-04-15 02:23:33,248 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.42ms, fps=1197 images/s, loss=0.1643, top1-acc=95.82%, top5-acc=99.92%, remaining_time=0:00:36.296564, arrival_time=2021-04-15 02:24:09.544932, cost_time=0:00:06.559614 2021-04-15 02:23:35,382 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.53ms, fps=1200 images/s, loss=0.1623, top1-acc=95.76%, top5-acc=99.93%, remaining_time=0:00:33.904572, arrival_time=2021-04-15 02:24:09.286834, cost_time=0:00:08.693483 2021-04-15 02:23:37,514 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.48ms, fps=1201 images/s, loss=0.1595, top1-acc=95.83%, top5-acc=99.95%, remaining_time=0:00:31.610168, arrival_time=2021-04-15 02:24:09.124187, cost_time=0:00:10.825381 2021-04-15 02:23:39,647 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.55ms, fps=1200 images/s, loss=0.1567, top1-acc=95.98%, top5-acc=99.94%, remaining_time=0:00:29.373416, arrival_time=2021-04-15 02:24:09.020996, cost_time=0:00:12.958876 2021-04-15 02:23:41,779 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.58ms, fps=1201 images/s, loss=0.1549, top1-acc=96.04%, top5-acc=99.95%, remaining_time=0:00:27.162828, arrival_time=2021-04-15 02:24:08.941988, cost_time=0:00:15.090456 2021-04-15 02:23:43,910 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.1531, top1-acc=96.15%, top5-acc=99.95%, remaining_time=0:00:24.972248, arrival_time=2021-04-15 02:24:08.883148, cost_time=0:00:17.222272 2021-04-15 02:23:46,046 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.41ms, fps=1199 images/s, loss=0.1497, top1-acc=96.25%, top5-acc=99.95%, remaining_time=0:00:22.798586, arrival_time=2021-04-15 02:24:08.844553, cost_time=0:00:19.357271 2021-04-15 02:23:48,179 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.53ms, fps=1200 images/s, loss=0.1491, top1-acc=96.25%, top5-acc=99.95%, remaining_time=0:00:20.631072, arrival_time=2021-04-15 02:24:08.810394, cost_time=0:00:21.490711 2021-04-15 02:23:50,311 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.49ms, fps=1201 images/s, loss=0.1476, top1-acc=96.27%, top5-acc=99.95%, remaining_time=0:00:18.468414, arrival_time=2021-04-15 02:24:08.779558, cost_time=0:00:23.622435 2021-04-15 02:23:52,449 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.40ms, fps=1197 images/s, loss=0.1481, top1-acc=96.26%, top5-acc=99.95%, remaining_time=0:00:16.315224, arrival_time=2021-04-15 02:24:08.764718, cost_time=0:00:25.760877 2021-04-15 02:23:54,584 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.49ms, fps=1199 images/s, loss=0.1470, top1-acc=96.28%, top5-acc=99.95%, remaining_time=0:00:14.162676, arrival_time=2021-04-15 02:24:08.747398, cost_time=0:00:27.896120 2021-04-15 02:23:56,723 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.39ms, fps=1197 images/s, loss=0.1467, top1-acc=96.29%, top5-acc=99.94%, remaining_time=0:00:12.013736, arrival_time=2021-04-15 02:24:08.736697, cost_time=0:00:30.034349 2021-04-15 02:23:58,862 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.51ms, fps=1197 images/s, loss=0.1472, top1-acc=96.26%, top5-acc=99.94%, remaining_time=0:00:09.866678, arrival_time=2021-04-15 02:24:08.729179, cost_time=0:00:32.173895 2021-04-15 02:24:00,995 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.1475, top1-acc=96.23%, top5-acc=99.94%, remaining_time=0:00:07.718904, arrival_time=2021-04-15 02:24:08.713914, cost_time=0:00:34.306284 2021-04-15 02:24:03,130 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.62ms, fps=1199 images/s, loss=0.1483, top1-acc=96.21%, top5-acc=99.94%, remaining_time=0:00:05.573412, arrival_time=2021-04-15 02:24:08.703485, cost_time=0:00:36.441463 2021-04-15 02:24:05,268 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.57ms, fps=1198 images/s, loss=0.1493, top1-acc=96.18%, top5-acc=99.94%, remaining_time=0:00:03.429280, arrival_time=2021-04-15 02:24:08.697238, cost_time=0:00:38.579357 2021-04-15 02:24:07,418 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=6.74ms, fps=1191 images/s, loss=0.1505, top1-acc=96.11%, top5-acc=99.94%, remaining_time=0:00:01.286190, arrival_time=2021-04-15 02:24:08.704233, cost_time=0:00:40.729339 2021-04-15 02:24:08,579 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=2.01ms, fps=1172 images/s, loss=0.1510, top1-acc=96.09%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:08.579193, cost_time=0:00:41.890534 2021-04-15 02:24:09,547 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=1.40ms, fps=2650 images/s, loss=1.3048, top1-acc=68.79%, top5-acc=89.77%, remaining_time=0:00:02.898390, arrival_time=2021-04-15 02:24:12.445529, cost_time=0:00:00.966130 2021-04-15 02:24:10,404 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.67ms, fps=2988 images/s, loss=1.2686, top1-acc=68.81%, top5-acc=90.29%, remaining_time=0:00:01.823280, arrival_time=2021-04-15 02:24:12.227660, cost_time=0:00:01.823277 2021-04-15 02:24:11,258 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.44ms, fps=2999 images/s, loss=1.2621, top1-acc=69.18%, top5-acc=90.34%, remaining_time=0:00:00.892540, arrival_time=2021-04-15 02:24:12.151155, cost_time=0:00:02.677615 2021-04-15 02:24:12,042 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.08ms, fps=2960 images/s, loss=1.2675, top1-acc=69.38%, top5-acc=90.40%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:12.042881, cost_time=0:00:03.461805 2021-04-15 02:24:12,720 INFO : Epoch=0125 complete, best val top1-acc=69.38%, top5-acc=90.40% (epoch=125), remaining_time=0:57:26.053050, arrival_time=2021-04-15 03:21:38.773989, cost_time=1:35:43.421691 2021-04-15 02:24:12,722 INFO : Train start, epoch=0126, lr=0.030866 2021-04-15 02:24:15,013 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.31ms, fps=1118 images/s, loss=0.1218, top1-acc=96.52%, top5-acc=99.96%, remaining_time=0:00:42.604602, arrival_time=2021-04-15 02:24:57.617652, cost_time=0:00:02.290566 2021-04-15 02:24:17,148 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.36ms, fps=1199 images/s, loss=0.1272, top1-acc=96.52%, top5-acc=99.98%, remaining_time=0:00:38.944928, arrival_time=2021-04-15 02:24:56.092940, cost_time=0:00:04.425568 2021-04-15 02:24:19,282 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.1330, top1-acc=96.39%, top5-acc=99.96%, remaining_time=0:00:36.298058, arrival_time=2021-04-15 02:24:55.580388, cost_time=0:00:06.559896 2021-04-15 02:24:21,419 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.40ms, fps=1198 images/s, loss=0.1348, top1-acc=96.33%, top5-acc=99.97%, remaining_time=0:00:33.919392, arrival_time=2021-04-15 02:24:55.339115, cost_time=0:00:08.697282 2021-04-15 02:24:23,561 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.36ms, fps=1196 images/s, loss=0.1348, top1-acc=96.33%, top5-acc=99.98%, remaining_time=0:00:31.650464, arrival_time=2021-04-15 02:24:55.212101, cost_time=0:00:10.839196 2021-04-15 02:24:25,695 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.35ms, fps=1200 images/s, loss=0.1381, top1-acc=96.24%, top5-acc=99.97%, remaining_time=0:00:29.406056, arrival_time=2021-04-15 02:24:55.101759, cost_time=0:00:12.973265 2021-04-15 02:24:27,831 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.33ms, fps=1199 images/s, loss=0.1395, top1-acc=96.22%, top5-acc=99.96%, remaining_time=0:00:27.195588, arrival_time=2021-04-15 02:24:55.026716, cost_time=0:00:15.108679 2021-04-15 02:24:29,971 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.54ms, fps=1197 images/s, loss=0.1391, top1-acc=96.30%, top5-acc=99.97%, remaining_time=0:00:25.010644, arrival_time=2021-04-15 02:24:54.981734, cost_time=0:00:17.248725 2021-04-15 02:24:32,109 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.36ms, fps=1197 images/s, loss=0.1408, top1-acc=96.28%, top5-acc=99.97%, remaining_time=0:00:22.833884, arrival_time=2021-04-15 02:24:54.943557, cost_time=0:00:19.387244 2021-04-15 02:24:34,246 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.28ms, fps=1199 images/s, loss=0.1414, top1-acc=96.25%, top5-acc=99.97%, remaining_time=0:00:20.662848, arrival_time=2021-04-15 02:24:54.908979, cost_time=0:00:21.523778 2021-04-15 02:24:36,380 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.1413, top1-acc=96.26%, top5-acc=99.97%, remaining_time=0:00:18.496106, arrival_time=2021-04-15 02:24:54.876385, cost_time=0:00:23.657810 2021-04-15 02:24:38,507 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.39ms, fps=1204 images/s, loss=0.1417, top1-acc=96.28%, top5-acc=99.97%, remaining_time=0:00:16.330804, arrival_time=2021-04-15 02:24:54.838599, cost_time=0:00:25.785444 2021-04-15 02:24:40,634 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.1417, top1-acc=96.28%, top5-acc=99.96%, remaining_time=0:00:14.170662, arrival_time=2021-04-15 02:24:54.804966, cost_time=0:00:27.911958 2021-04-15 02:24:42,765 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.56ms, fps=1202 images/s, loss=0.1421, top1-acc=96.29%, top5-acc=99.96%, remaining_time=0:00:12.017096, arrival_time=2021-04-15 02:24:54.782300, cost_time=0:00:30.042684 2021-04-15 02:24:44,904 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.53ms, fps=1197 images/s, loss=0.1425, top1-acc=96.27%, top5-acc=99.96%, remaining_time=0:00:09.869300, arrival_time=2021-04-15 02:24:54.774170, cost_time=0:00:32.182510 2021-04-15 02:24:47,039 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.47ms, fps=1199 images/s, loss=0.1434, top1-acc=96.24%, top5-acc=99.96%, remaining_time=0:00:07.721424, arrival_time=2021-04-15 02:24:54.761134, cost_time=0:00:34.317365 2021-04-15 02:24:49,173 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.60ms, fps=1200 images/s, loss=0.1441, top1-acc=96.19%, top5-acc=99.96%, remaining_time=0:00:05.574868, arrival_time=2021-04-15 02:24:54.748432, cost_time=0:00:36.451128 2021-04-15 02:24:51,304 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.46ms, fps=1202 images/s, loss=0.1457, top1-acc=96.14%, top5-acc=99.96%, remaining_time=0:00:03.429504, arrival_time=2021-04-15 02:24:54.733861, cost_time=0:00:38.581958 2021-04-15 02:24:53,439 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.20ms, fps=1199 images/s, loss=0.1475, top1-acc=96.07%, top5-acc=99.96%, remaining_time=0:00:01.285800, arrival_time=2021-04-15 02:24:54.725172, cost_time=0:00:40.717028 2021-04-15 02:24:54,600 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.38ms, fps=1172 images/s, loss=0.1483, top1-acc=96.04%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:54.600077, cost_time=0:00:41.877738 2021-04-15 02:24:55,563 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=2.30ms, fps=2662 images/s, loss=1.2699, top1-acc=68.75%, top5-acc=90.12%, remaining_time=0:00:02.884740, arrival_time=2021-04-15 02:24:58.448148, cost_time=0:00:00.961585 2021-04-15 02:24:56,417 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.38ms, fps=3000 images/s, loss=1.2786, top1-acc=68.36%, top5-acc=90.08%, remaining_time=0:00:01.815380, arrival_time=2021-04-15 02:24:58.232646, cost_time=0:00:01.815373 2021-04-15 02:24:57,269 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.32ms, fps=3007 images/s, loss=1.2855, top1-acc=68.48%, top5-acc=90.27%, remaining_time=0:00:00.889050, arrival_time=2021-04-15 02:24:58.158042, cost_time=0:00:02.667153 2021-04-15 02:24:58,048 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.07ms, fps=2978 images/s, loss=1.2955, top1-acc=68.51%, top5-acc=90.13%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:58.048407, cost_time=0:00:03.446607 2021-04-15 02:24:58,371 INFO : Epoch=0126 complete, best val top1-acc=69.38%, top5-acc=90.40% (epoch=125), remaining_time=0:56:39.931184, arrival_time=2021-04-15 03:21:38.302472, cost_time=1:36:29.072050 2021-04-15 02:24:58,372 INFO : Train start, epoch=0127, lr=0.030143 2021-04-15 02:25:00,679 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.43ms, fps=1110 images/s, loss=0.1580, top1-acc=95.86%, top5-acc=99.92%, remaining_time=0:00:42.894018, arrival_time=2021-04-15 02:25:43.573162, cost_time=0:00:02.306133 2021-04-15 02:25:02,820 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.38ms, fps=1196 images/s, loss=0.1521, top1-acc=96.11%, top5-acc=99.96%, remaining_time=0:00:39.138352, arrival_time=2021-04-15 02:25:41.958966, cost_time=0:00:04.447536 2021-04-15 02:25:04,954 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=2.83ms, fps=1200 images/s, loss=0.1442, top1-acc=96.52%, top5-acc=99.96%, remaining_time=0:00:36.418408, arrival_time=2021-04-15 02:25:41.373064, cost_time=0:00:06.581641 2021-04-15 02:25:07,087 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.45ms, fps=1201 images/s, loss=0.1427, top1-acc=96.44%, top5-acc=99.96%, remaining_time=0:00:33.986784, arrival_time=2021-04-15 02:25:41.074357, cost_time=0:00:08.714549 2021-04-15 02:25:09,226 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.33ms, fps=1197 images/s, loss=0.1387, top1-acc=96.44%, top5-acc=99.97%, remaining_time=0:00:31.693096, arrival_time=2021-04-15 02:25:40.919896, cost_time=0:00:10.853781 2021-04-15 02:25:11,364 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.33ms, fps=1198 images/s, loss=0.1373, top1-acc=96.48%, top5-acc=99.96%, remaining_time=0:00:29.446584, arrival_time=2021-04-15 02:25:40.810757, cost_time=0:00:12.991140 2021-04-15 02:25:13,500 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.55ms, fps=1199 images/s, loss=0.1349, top1-acc=96.57%, top5-acc=99.97%, remaining_time=0:00:27.229230, arrival_time=2021-04-15 02:25:40.729499, cost_time=0:00:15.127340 2021-04-15 02:25:15,634 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.1345, top1-acc=96.56%, top5-acc=99.97%, remaining_time=0:00:25.029436, arrival_time=2021-04-15 02:25:40.664160, cost_time=0:00:17.261715 2021-04-15 02:25:17,767 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.78ms, fps=1201 images/s, loss=0.1337, top1-acc=96.55%, top5-acc=99.97%, remaining_time=0:00:22.841834, arrival_time=2021-04-15 02:25:40.608806, cost_time=0:00:19.393981 2021-04-15 02:25:19,897 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.1334, top1-acc=96.55%, top5-acc=99.97%, remaining_time=0:00:20.663712, arrival_time=2021-04-15 02:25:40.561365, cost_time=0:00:21.524697 2021-04-15 02:25:22,029 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.30ms, fps=1201 images/s, loss=0.1340, top1-acc=96.54%, top5-acc=99.96%, remaining_time=0:00:18.494730, arrival_time=2021-04-15 02:25:40.523718, cost_time=0:00:23.656074 2021-04-15 02:25:24,163 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.30ms, fps=1200 images/s, loss=0.1348, top1-acc=96.48%, top5-acc=99.96%, remaining_time=0:00:16.333616, arrival_time=2021-04-15 02:25:40.496592, cost_time=0:00:25.789957 2021-04-15 02:25:26,294 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.1346, top1-acc=96.48%, top5-acc=99.96%, remaining_time=0:00:14.175612, arrival_time=2021-04-15 02:25:40.470180, cost_time=0:00:27.921629 2021-04-15 02:25:28,446 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=2.00ms, fps=1190 images/s, loss=0.1356, top1-acc=96.45%, top5-acc=99.97%, remaining_time=0:00:12.029528, arrival_time=2021-04-15 02:25:40.476369, cost_time=0:00:30.073820 2021-04-15 02:25:30,592 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.42ms, fps=1193 images/s, loss=0.1362, top1-acc=96.42%, top5-acc=99.97%, remaining_time=0:00:09.880708, arrival_time=2021-04-15 02:25:40.473478, cost_time=0:00:32.219752 2021-04-15 02:25:32,728 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.48ms, fps=1199 images/s, loss=0.1366, top1-acc=96.41%, top5-acc=99.97%, remaining_time=0:00:07.729992, arrival_time=2021-04-15 02:25:40.458493, cost_time=0:00:34.355477 2021-04-15 02:25:34,869 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.69ms, fps=1196 images/s, loss=0.1370, top1-acc=96.40%, top5-acc=99.97%, remaining_time=0:00:05.581784, arrival_time=2021-04-15 02:25:40.451160, cost_time=0:00:36.496359 2021-04-15 02:25:37,006 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.62ms, fps=1198 images/s, loss=0.1378, top1-acc=96.38%, top5-acc=99.97%, remaining_time=0:00:03.434048, arrival_time=2021-04-15 02:25:40.440127, cost_time=0:00:38.633053 2021-04-15 02:25:39,142 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.46ms, fps=1199 images/s, loss=0.1393, top1-acc=96.32%, top5-acc=99.97%, remaining_time=0:00:01.287462, arrival_time=2021-04-15 02:25:40.430038, cost_time=0:00:40.769562 2021-04-15 02:25:40,298 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.42ms, fps=1177 images/s, loss=0.1405, top1-acc=96.32%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 02:25:40.298715, cost_time=0:00:41.925788 2021-04-15 02:25:41,286 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=1.43ms, fps=2597 images/s, loss=1.2751, top1-acc=68.48%, top5-acc=90.39%, remaining_time=0:00:02.957220, arrival_time=2021-04-15 02:25:44.243699, cost_time=0:00:00.985742 2021-04-15 02:25:42,142 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.46ms, fps=2994 images/s, loss=1.2385, top1-acc=69.88%, top5-acc=90.84%, remaining_time=0:00:01.841620, arrival_time=2021-04-15 02:25:43.983813, cost_time=0:00:01.841629 2021-04-15 02:25:42,995 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.33ms, fps=3002 images/s, loss=1.2646, top1-acc=69.30%, top5-acc=90.62%, remaining_time=0:00:00.898250, arrival_time=2021-04-15 02:25:43.893526, cost_time=0:00:02.694745 2021-04-15 02:25:43,775 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.07ms, fps=2974 images/s, loss=1.2616, top1-acc=69.40%, top5-acc=90.55%, remaining_time=0:00:00, arrival_time=2021-04-15 02:25:43.775743, cost_time=0:00:03.475235 2021-04-15 02:25:44,395 INFO : Epoch=0127 complete, best val top1-acc=69.40%, top5-acc=90.55% (epoch=127), remaining_time=0:55:54.031866, arrival_time=2021-04-15 03:21:38.427661, cost_time=1:37:15.096545 2021-04-15 02:25:44,397 INFO : Train start, epoch=0128, lr=0.029424 2021-04-15 02:25:46,691 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.33ms, fps=1116 images/s, loss=0.1342, top1-acc=96.41%, top5-acc=99.96%, remaining_time=0:00:42.666912, arrival_time=2021-04-15 02:26:29.358375, cost_time=0:00:02.293919 2021-04-15 02:25:48,824 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.61ms, fps=1201 images/s, loss=0.1372, top1-acc=96.21%, top5-acc=99.94%, remaining_time=0:00:38.954080, arrival_time=2021-04-15 02:26:27.778285, cost_time=0:00:04.426590 2021-04-15 02:25:50,958 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.72ms, fps=1200 images/s, loss=0.1392, top1-acc=96.29%, top5-acc=99.91%, remaining_time=0:00:36.305196, arrival_time=2021-04-15 02:26:27.263925, cost_time=0:00:06.561169 2021-04-15 02:25:53,093 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=2.06ms, fps=1200 images/s, loss=0.1367, top1-acc=96.43%, top5-acc=99.92%, remaining_time=0:00:33.914712, arrival_time=2021-04-15 02:26:27.008308, cost_time=0:00:08.696065 2021-04-15 02:25:55,235 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.44ms, fps=1196 images/s, loss=0.1336, top1-acc=96.56%, top5-acc=99.94%, remaining_time=0:00:31.645938, arrival_time=2021-04-15 02:26:26.881053, cost_time=0:00:10.837642 2021-04-15 02:25:57,377 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.78ms, fps=1196 images/s, loss=0.1338, top1-acc=96.56%, top5-acc=99.94%, remaining_time=0:00:29.419928, arrival_time=2021-04-15 02:26:26.796834, cost_time=0:00:12.979371 2021-04-15 02:25:59,516 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.53ms, fps=1197 images/s, loss=0.1332, top1-acc=96.56%, top5-acc=99.94%, remaining_time=0:00:27.213354, arrival_time=2021-04-15 02:26:26.729446, cost_time=0:00:15.118563 2021-04-15 02:26:01,648 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.1330, top1-acc=96.51%, top5-acc=99.95%, remaining_time=0:00:25.014704, arrival_time=2021-04-15 02:26:26.663635, cost_time=0:00:17.251480 2021-04-15 02:26:03,782 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.29ms, fps=1200 images/s, loss=0.1317, top1-acc=96.55%, top5-acc=99.95%, remaining_time=0:00:22.831446, arrival_time=2021-04-15 02:26:26.614205, cost_time=0:00:19.385214 2021-04-15 02:26:05,922 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.49ms, fps=1197 images/s, loss=0.1322, top1-acc=96.55%, top5-acc=99.96%, remaining_time=0:00:20.663616, arrival_time=2021-04-15 02:26:26.585668, cost_time=0:00:21.524601 2021-04-15 02:26:08,065 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.43ms, fps=1195 images/s, loss=0.1319, top1-acc=96.55%, top5-acc=99.96%, remaining_time=0:00:18.503588, arrival_time=2021-04-15 02:26:26.568568, cost_time=0:00:23.667336 2021-04-15 02:26:10,206 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.50ms, fps=1196 images/s, loss=0.1319, top1-acc=96.56%, top5-acc=99.96%, remaining_time=0:00:16.345548, arrival_time=2021-04-15 02:26:26.551870, cost_time=0:00:25.808774 2021-04-15 02:26:12,346 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.55ms, fps=1196 images/s, loss=0.1316, top1-acc=96.59%, top5-acc=99.97%, remaining_time=0:00:14.189538, arrival_time=2021-04-15 02:26:26.536207, cost_time=0:00:27.949130 2021-04-15 02:26:14,480 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.1321, top1-acc=96.55%, top5-acc=99.97%, remaining_time=0:00:12.033168, arrival_time=2021-04-15 02:26:26.513649, cost_time=0:00:30.082935 2021-04-15 02:26:16,613 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.39ms, fps=1200 images/s, loss=0.1326, top1-acc=96.54%, top5-acc=99.97%, remaining_time=0:00:09.879604, arrival_time=2021-04-15 02:26:26.493300, cost_time=0:00:32.216149 2021-04-15 02:26:18,754 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.55ms, fps=1196 images/s, loss=0.1342, top1-acc=96.45%, top5-acc=99.97%, remaining_time=0:00:07.730352, arrival_time=2021-04-15 02:26:26.485012, cost_time=0:00:34.357121 2021-04-15 02:26:20,883 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.33ms, fps=1203 images/s, loss=0.1348, top1-acc=96.43%, top5-acc=99.96%, remaining_time=0:00:05.580224, arrival_time=2021-04-15 02:26:26.463762, cost_time=0:00:36.486097 2021-04-15 02:26:23,024 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.41ms, fps=1196 images/s, loss=0.1363, top1-acc=96.38%, top5-acc=99.96%, remaining_time=0:00:03.433488, arrival_time=2021-04-15 02:26:26.457761, cost_time=0:00:38.626728 2021-04-15 02:26:25,160 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.32ms, fps=1199 images/s, loss=0.1382, top1-acc=96.32%, top5-acc=99.97%, remaining_time=0:00:01.287240, arrival_time=2021-04-15 02:26:26.447362, cost_time=0:00:40.762594 2021-04-15 02:26:26,321 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.17ms, fps=1172 images/s, loss=0.1392, top1-acc=96.29%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:26.321533, cost_time=0:00:41.924095 2021-04-15 02:26:27,290 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=1.43ms, fps=2646 images/s, loss=1.1988, top1-acc=70.35%, top5-acc=91.25%, remaining_time=0:00:02.902080, arrival_time=2021-04-15 02:26:30.192786, cost_time=0:00:00.967364 2021-04-15 02:26:28,145 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.49ms, fps=2996 images/s, loss=1.2171, top1-acc=70.12%, top5-acc=91.05%, remaining_time=0:00:01.822280, arrival_time=2021-04-15 02:26:29.967916, cost_time=0:00:01.822280 2021-04-15 02:26:29,000 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=2.35ms, fps=2996 images/s, loss=1.2453, top1-acc=69.54%, top5-acc=90.74%, remaining_time=0:00:00.892340, arrival_time=2021-04-15 02:26:29.892794, cost_time=0:00:02.677017 2021-04-15 02:26:29,781 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.07ms, fps=2973 images/s, loss=1.2302, top1-acc=69.59%, top5-acc=90.68%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:29.781284, cost_time=0:00:03.457954 2021-04-15 02:26:30,411 INFO : Epoch=0128 complete, best val top1-acc=69.59%, top5-acc=90.68% (epoch=128), remaining_time=0:55:08.125680, arrival_time=2021-04-15 03:21:38.537327, cost_time=1:38:01.112378 2021-04-15 02:26:30,412 INFO : Train start, epoch=0129, lr=0.028711 2021-04-15 02:26:32,707 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.87ms, fps=1116 images/s, loss=0.1280, top1-acc=96.60%, top5-acc=100.00%, remaining_time=0:00:42.665052, arrival_time=2021-04-15 02:27:15.372047, cost_time=0:00:02.293818 2021-04-15 02:26:34,840 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.1271, top1-acc=96.70%, top5-acc=100.00%, remaining_time=0:00:38.958832, arrival_time=2021-04-15 02:27:13.799148, cost_time=0:00:04.427131 2021-04-15 02:26:36,976 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.52ms, fps=1199 images/s, loss=0.1286, top1-acc=96.60%, top5-acc=99.97%, remaining_time=0:00:36.314824, arrival_time=2021-04-15 02:27:13.290916, cost_time=0:00:06.562912 2021-04-15 02:26:39,108 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.51ms, fps=1201 images/s, loss=0.1253, top1-acc=96.75%, top5-acc=99.98%, remaining_time=0:00:33.910344, arrival_time=2021-04-15 02:27:13.018479, cost_time=0:00:08.694956 2021-04-15 02:26:41,243 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.56ms, fps=1199 images/s, loss=0.1251, top1-acc=96.83%, top5-acc=99.98%, remaining_time=0:00:31.623746, arrival_time=2021-04-15 02:27:12.866992, cost_time=0:00:10.830068 2021-04-15 02:26:43,388 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.39ms, fps=1194 images/s, loss=0.1251, top1-acc=96.79%, top5-acc=99.97%, remaining_time=0:00:29.410408, arrival_time=2021-04-15 02:27:12.798806, cost_time=0:00:12.975208 2021-04-15 02:26:45,522 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=2.01ms, fps=1200 images/s, loss=0.1244, top1-acc=96.82%, top5-acc=99.98%, remaining_time=0:00:27.196218, arrival_time=2021-04-15 02:27:12.718410, cost_time=0:00:15.109037 2021-04-15 02:26:47,662 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.31ms, fps=1196 images/s, loss=0.1237, top1-acc=96.82%, top5-acc=99.98%, remaining_time=0:00:25.011456, arrival_time=2021-04-15 02:27:12.673831, cost_time=0:00:17.249260 2021-04-15 02:26:49,797 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.85ms, fps=1199 images/s, loss=0.1239, top1-acc=96.79%, top5-acc=99.97%, remaining_time=0:00:22.830704, arrival_time=2021-04-15 02:27:12.628462, cost_time=0:00:19.384573 2021-04-15 02:26:51,931 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.54ms, fps=1200 images/s, loss=0.1248, top1-acc=96.76%, top5-acc=99.97%, remaining_time=0:00:20.657664, arrival_time=2021-04-15 02:27:12.589184, cost_time=0:00:21.518429 2021-04-15 02:26:54,060 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.82ms, fps=1203 images/s, loss=0.1258, top1-acc=96.71%, top5-acc=99.97%, remaining_time=0:00:18.487936, arrival_time=2021-04-15 02:27:12.548440, cost_time=0:00:23.647340 2021-04-15 02:26:56,191 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.1269, top1-acc=96.68%, top5-acc=99.97%, remaining_time=0:00:16.326396, arrival_time=2021-04-15 02:27:12.518020, cost_time=0:00:25.778507 2021-04-15 02:26:58,321 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.1280, top1-acc=96.66%, top5-acc=99.97%, remaining_time=0:00:14.168748, arrival_time=2021-04-15 02:27:12.490035, cost_time=0:00:27.908199 2021-04-15 02:27:00,454 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.32ms, fps=1200 images/s, loss=0.1284, top1-acc=96.66%, top5-acc=99.97%, remaining_time=0:00:12.016592, arrival_time=2021-04-15 02:27:12.471308, cost_time=0:00:30.041532 2021-04-15 02:27:02,591 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.44ms, fps=1198 images/s, loss=0.1297, top1-acc=96.62%, top5-acc=99.97%, remaining_time=0:00:09.868012, arrival_time=2021-04-15 02:27:12.459356, cost_time=0:00:32.178242 2021-04-15 02:27:04,722 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.1307, top1-acc=96.59%, top5-acc=99.97%, remaining_time=0:00:07.719660, arrival_time=2021-04-15 02:27:12.442326, cost_time=0:00:34.309574 2021-04-15 02:27:06,853 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.1325, top1-acc=96.53%, top5-acc=99.96%, remaining_time=0:00:05.573230, arrival_time=2021-04-15 02:27:12.426827, cost_time=0:00:36.440285 2021-04-15 02:27:08,995 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.44ms, fps=1196 images/s, loss=0.1337, top1-acc=96.49%, top5-acc=99.96%, remaining_time=0:00:03.429520, arrival_time=2021-04-15 02:27:12.424672, cost_time=0:00:38.582049 2021-04-15 02:27:11,131 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.21ms, fps=1199 images/s, loss=0.1347, top1-acc=96.46%, top5-acc=99.96%, remaining_time=0:00:01.285848, arrival_time=2021-04-15 02:27:12.417401, cost_time=0:00:40.718465 2021-04-15 02:27:12,292 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.56ms, fps=1172 images/s, loss=0.1355, top1-acc=96.45%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:12.292525, cost_time=0:00:41.879429 2021-04-15 02:27:13,256 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=1.85ms, fps=2660 images/s, loss=1.2129, top1-acc=70.20%, top5-acc=90.70%, remaining_time=0:00:02.887170, arrival_time=2021-04-15 02:27:16.143875, cost_time=0:00:00.962393 2021-04-15 02:27:14,108 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.27ms, fps=3007 images/s, loss=1.2393, top1-acc=69.75%, top5-acc=90.53%, remaining_time=0:00:01.814100, arrival_time=2021-04-15 02:27:15.922614, cost_time=0:00:01.814109 2021-04-15 02:27:14,960 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.33ms, fps=3008 images/s, loss=1.2238, top1-acc=69.74%, top5-acc=90.53%, remaining_time=0:00:00.888570, arrival_time=2021-04-15 02:27:15.848621, cost_time=0:00:02.665716 2021-04-15 02:27:15,740 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.07ms, fps=2974 images/s, loss=1.2182, top1-acc=69.63%, top5-acc=90.91%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:15.740551, cost_time=0:00:03.446255 2021-04-15 02:27:16,422 INFO : Epoch=0129 complete, best val top1-acc=69.63%, top5-acc=90.91% (epoch=129), remaining_time=0:54:22.215061, arrival_time=2021-04-15 03:21:38.637406, cost_time=1:38:47.123087 2021-04-15 02:27:16,423 INFO : Train start, epoch=0130, lr=0.028003 2021-04-15 02:27:18,720 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.92ms, fps=1115 images/s, loss=0.1370, top1-acc=96.25%, top5-acc=100.00%, remaining_time=0:00:42.705414, arrival_time=2021-04-15 02:28:01.425349, cost_time=0:00:02.295990 2021-04-15 02:27:20,854 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.60ms, fps=1199 images/s, loss=0.1394, top1-acc=96.15%, top5-acc=99.94%, remaining_time=0:00:38.992096, arrival_time=2021-04-15 02:27:59.846942, cost_time=0:00:04.430910 2021-04-15 02:27:22,995 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.58ms, fps=1196 images/s, loss=0.1381, top1-acc=96.32%, top5-acc=99.96%, remaining_time=0:00:36.362300, arrival_time=2021-04-15 02:27:59.357741, cost_time=0:00:06.571505 2021-04-15 02:27:25,129 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.35ms, fps=1200 images/s, loss=0.1340, top1-acc=96.53%, top5-acc=99.97%, remaining_time=0:00:33.951840, arrival_time=2021-04-15 02:27:59.081388, cost_time=0:00:08.705609 2021-04-15 02:27:27,266 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.41ms, fps=1198 images/s, loss=0.1343, top1-acc=96.52%, top5-acc=99.97%, remaining_time=0:00:31.659954, arrival_time=2021-04-15 02:27:58.926355, cost_time=0:00:10.842467 2021-04-15 02:27:29,401 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.64ms, fps=1199 images/s, loss=0.1322, top1-acc=96.54%, top5-acc=99.97%, remaining_time=0:00:29.416120, arrival_time=2021-04-15 02:27:58.817771, cost_time=0:00:12.977717 2021-04-15 02:27:31,535 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.59ms, fps=1200 images/s, loss=0.1308, top1-acc=96.56%, top5-acc=99.98%, remaining_time=0:00:27.201510, arrival_time=2021-04-15 02:27:58.737263, cost_time=0:00:15.111918 2021-04-15 02:27:33,675 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.76ms, fps=1197 images/s, loss=0.1316, top1-acc=96.56%, top5-acc=99.98%, remaining_time=0:00:25.014008, arrival_time=2021-04-15 02:27:58.689002, cost_time=0:00:17.251007 2021-04-15 02:27:35,812 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.93ms, fps=1198 images/s, loss=0.1317, top1-acc=96.53%, top5-acc=99.97%, remaining_time=0:00:22.835156, arrival_time=2021-04-15 02:27:58.647385, cost_time=0:00:19.388304 2021-04-15 02:27:37,950 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.70ms, fps=1197 images/s, loss=0.1323, top1-acc=96.49%, top5-acc=99.97%, remaining_time=0:00:20.665920, arrival_time=2021-04-15 02:27:58.616754, cost_time=0:00:21.526971 2021-04-15 02:27:40,086 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.52ms, fps=1199 images/s, loss=0.1330, top1-acc=96.45%, top5-acc=99.97%, remaining_time=0:00:18.499460, arrival_time=2021-04-15 02:27:58.585503, cost_time=0:00:23.662048 2021-04-15 02:27:42,232 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.80ms, fps=1193 images/s, loss=0.1331, top1-acc=96.45%, top5-acc=99.97%, remaining_time=0:00:16.345168, arrival_time=2021-04-15 02:27:58.577263, cost_time=0:00:25.808112 2021-04-15 02:27:44,369 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.38ms, fps=1198 images/s, loss=0.1331, top1-acc=96.46%, top5-acc=99.97%, remaining_time=0:00:14.187822, arrival_time=2021-04-15 02:27:58.557488, cost_time=0:00:27.945648 2021-04-15 02:27:46,506 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.50ms, fps=1199 images/s, loss=0.1334, top1-acc=96.45%, top5-acc=99.96%, remaining_time=0:00:12.032888, arrival_time=2021-04-15 02:27:58.539087, cost_time=0:00:30.082233 2021-04-15 02:27:48,644 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.35ms, fps=1198 images/s, loss=0.1333, top1-acc=96.46%, top5-acc=99.96%, remaining_time=0:00:09.880984, arrival_time=2021-04-15 02:27:58.525547, cost_time=0:00:32.220628 2021-04-15 02:27:50,778 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.1333, top1-acc=96.46%, top5-acc=99.96%, remaining_time=0:00:07.729740, arrival_time=2021-04-15 02:27:58.508117, cost_time=0:00:34.354451 2021-04-15 02:27:52,924 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.50ms, fps=1193 images/s, loss=0.1340, top1-acc=96.43%, top5-acc=99.96%, remaining_time=0:00:05.582382, arrival_time=2021-04-15 02:27:58.506507, cost_time=0:00:36.500204 2021-04-15 02:27:55,059 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.43ms, fps=1199 images/s, loss=0.1345, top1-acc=96.43%, top5-acc=99.96%, remaining_time=0:00:03.434240, arrival_time=2021-04-15 02:27:58.493214, cost_time=0:00:38.635128 2021-04-15 02:27:57,193 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.21ms, fps=1200 images/s, loss=0.1346, top1-acc=96.42%, top5-acc=99.96%, remaining_time=0:00:01.287450, arrival_time=2021-04-15 02:27:58.480602, cost_time=0:00:40.769241 2021-04-15 02:27:58,350 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.20ms, fps=1176 images/s, loss=0.1348, top1-acc=96.41%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:58.350123, cost_time=0:00:41.926285 2021-04-15 02:27:59,317 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=2.28ms, fps=2653 images/s, loss=1.2825, top1-acc=70.08%, top5-acc=90.04%, remaining_time=0:00:02.894640, arrival_time=2021-04-15 02:28:02.211653, cost_time=0:00:00.964878 2021-04-15 02:28:00,167 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.32ms, fps=3013 images/s, loss=1.2664, top1-acc=69.59%, top5-acc=90.43%, remaining_time=0:00:01.814960, arrival_time=2021-04-15 02:28:01.982006, cost_time=0:00:01.814967 2021-04-15 02:28:01,019 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.33ms, fps=3004 images/s, loss=1.2629, top1-acc=69.43%, top5-acc=90.70%, remaining_time=0:00:00.889210, arrival_time=2021-04-15 02:28:01.908888, cost_time=0:00:02.667619 2021-04-15 02:28:01,800 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.06ms, fps=2973 images/s, loss=1.2427, top1-acc=69.54%, top5-acc=90.79%, remaining_time=0:00:00, arrival_time=2021-04-15 02:28:01.800293, cost_time=0:00:03.448255 2021-04-15 02:28:02,116 INFO : Epoch=0130 complete, best val top1-acc=69.63%, top5-acc=90.91% (epoch=129), remaining_time=0:53:36.132430, arrival_time=2021-04-15 03:21:38.249046, cost_time=1:39:32.817374 2021-04-15 02:28:02,117 INFO : Train start, epoch=0131, lr=0.027300 2021-04-15 02:28:04,416 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=1.71ms, fps=1114 images/s, loss=0.1270, top1-acc=96.52%, top5-acc=99.96%, remaining_time=0:00:42.745590, arrival_time=2021-04-15 02:28:47.161866, cost_time=0:00:02.298149 2021-04-15 02:28:06,552 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.93ms, fps=1199 images/s, loss=0.1279, top1-acc=96.50%, top5-acc=99.96%, remaining_time=0:00:39.025184, arrival_time=2021-04-15 02:28:45.578038, cost_time=0:00:04.434686 2021-04-15 02:28:08,692 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.45ms, fps=1197 images/s, loss=0.1257, top1-acc=96.73%, top5-acc=99.96%, remaining_time=0:00:36.374916, arrival_time=2021-04-15 02:28:45.066817, cost_time=0:00:06.573765 2021-04-15 02:28:10,826 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.1219, top1-acc=97.00%, top5-acc=99.96%, remaining_time=0:00:33.960264, arrival_time=2021-04-15 02:28:44.786174, cost_time=0:00:08.707760 2021-04-15 02:28:12,957 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.63ms, fps=1201 images/s, loss=0.1170, top1-acc=97.14%, top5-acc=99.95%, remaining_time=0:00:31.651048, arrival_time=2021-04-15 02:28:44.608670, cost_time=0:00:10.839416 2021-04-15 02:28:15,090 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.1172, top1-acc=97.06%, top5-acc=99.95%, remaining_time=0:00:29.403336, arrival_time=2021-04-15 02:28:44.493618, cost_time=0:00:12.972071 2021-04-15 02:28:17,222 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.1160, top1-acc=97.14%, top5-acc=99.96%, remaining_time=0:00:27.187398, arrival_time=2021-04-15 02:28:44.409587, cost_time=0:00:15.104116 2021-04-15 02:28:19,356 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.1151, top1-acc=97.14%, top5-acc=99.96%, remaining_time=0:00:24.995100, arrival_time=2021-04-15 02:28:44.351261, cost_time=0:00:17.237983 2021-04-15 02:28:21,488 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.1140, top1-acc=97.17%, top5-acc=99.96%, remaining_time=0:00:22.813850, arrival_time=2021-04-15 02:28:44.302247, cost_time=0:00:19.370237 2021-04-15 02:28:23,620 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.1147, top1-acc=97.11%, top5-acc=99.96%, remaining_time=0:00:20.642112, arrival_time=2021-04-15 02:28:44.262299, cost_time=0:00:21.502151 2021-04-15 02:28:25,761 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.64ms, fps=1196 images/s, loss=0.1156, top1-acc=97.05%, top5-acc=99.95%, remaining_time=0:00:18.484410, arrival_time=2021-04-15 02:28:44.245535, cost_time=0:00:23.642898 2021-04-15 02:28:27,897 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.50ms, fps=1199 images/s, loss=0.1169, top1-acc=97.02%, top5-acc=99.96%, remaining_time=0:00:16.326700, arrival_time=2021-04-15 02:28:44.223772, cost_time=0:00:25.779030 2021-04-15 02:28:30,037 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.48ms, fps=1196 images/s, loss=0.1166, top1-acc=97.08%, top5-acc=99.96%, remaining_time=0:00:14.174556, arrival_time=2021-04-15 02:28:44.212212, cost_time=0:00:27.919540 2021-04-15 02:28:32,172 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.43ms, fps=1199 images/s, loss=0.1162, top1-acc=97.06%, top5-acc=99.96%, remaining_time=0:00:12.021856, arrival_time=2021-04-15 02:28:44.194577, cost_time=0:00:30.054676 2021-04-15 02:28:34,305 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.44ms, fps=1200 images/s, loss=0.1178, top1-acc=97.02%, top5-acc=99.96%, remaining_time=0:00:09.870910, arrival_time=2021-04-15 02:28:44.176716, cost_time=0:00:32.187767 2021-04-15 02:28:36,440 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.1170, top1-acc=97.05%, top5-acc=99.96%, remaining_time=0:00:07.722540, arrival_time=2021-04-15 02:28:44.162998, cost_time=0:00:34.322331 2021-04-15 02:28:38,575 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.52ms, fps=1199 images/s, loss=0.1172, top1-acc=97.05%, top5-acc=99.97%, remaining_time=0:00:05.575830, arrival_time=2021-04-15 02:28:44.151234, cost_time=0:00:36.457361 2021-04-15 02:28:40,708 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.45ms, fps=1200 images/s, loss=0.1177, top1-acc=97.03%, top5-acc=99.97%, remaining_time=0:00:03.430288, arrival_time=2021-04-15 02:28:44.139099, cost_time=0:00:38.590770 2021-04-15 02:28:42,845 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.24ms, fps=1198 images/s, loss=0.1184, top1-acc=97.00%, top5-acc=99.96%, remaining_time=0:00:01.286124, arrival_time=2021-04-15 02:28:44.131587, cost_time=0:00:40.727344 2021-04-15 02:28:44,004 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.23ms, fps=1174 images/s, loss=0.1196, top1-acc=96.97%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 02:28:44.004641, cost_time=0:00:41.886594 2021-04-15 02:28:44,992 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=0.32ms, fps=2597 images/s, loss=1.2459, top1-acc=69.80%, top5-acc=90.90%, remaining_time=0:00:02.957100, arrival_time=2021-04-15 02:28:47.949429, cost_time=0:00:00.985704 2021-04-15 02:28:45,845 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.41ms, fps=3002 images/s, loss=1.2305, top1-acc=69.96%, top5-acc=90.98%, remaining_time=0:00:01.838700, arrival_time=2021-04-15 02:28:47.684068, cost_time=0:00:01.838698 2021-04-15 02:28:46,703 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.47ms, fps=2984 images/s, loss=1.2175, top1-acc=70.07%, top5-acc=90.90%, remaining_time=0:00:00.899050, arrival_time=2021-04-15 02:28:47.602839, cost_time=0:00:02.697163 2021-04-15 02:28:47,483 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.08ms, fps=2976 images/s, loss=1.2350, top1-acc=70.29%, top5-acc=90.80%, remaining_time=0:00:00, arrival_time=2021-04-15 02:28:47.483774, cost_time=0:00:03.477176 2021-04-15 02:28:48,076 INFO : Epoch=0131 complete, best val top1-acc=70.29%, top5-acc=90.80% (epoch=131), remaining_time=0:52:50.195340, arrival_time=2021-04-15 03:21:38.271296, cost_time=1:40:18.776708 2021-04-15 02:28:48,077 INFO : Train start, epoch=0132, lr=0.026604 2021-04-15 02:28:50,388 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.51ms, fps=1108 images/s, loss=0.1069, top1-acc=97.46%, top5-acc=99.92%, remaining_time=0:00:42.987018, arrival_time=2021-04-15 02:29:33.375618, cost_time=0:00:02.311127 2021-04-15 02:28:52,524 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.92ms, fps=1199 images/s, loss=0.1110, top1-acc=97.13%, top5-acc=99.92%, remaining_time=0:00:39.135888, arrival_time=2021-04-15 02:29:31.660650, cost_time=0:00:04.447269 2021-04-15 02:28:54,658 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.52ms, fps=1200 images/s, loss=0.1096, top1-acc=97.17%, top5-acc=99.92%, remaining_time=0:00:36.415752, arrival_time=2021-04-15 02:29:31.074369, cost_time=0:00:06.581147 2021-04-15 02:28:56,800 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.78ms, fps=1196 images/s, loss=0.1098, top1-acc=97.23%, top5-acc=99.94%, remaining_time=0:00:34.017672, arrival_time=2021-04-15 02:29:30.817635, cost_time=0:00:08.722473 2021-04-15 02:28:58,931 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.1081, top1-acc=97.34%, top5-acc=99.95%, remaining_time=0:00:31.695140, arrival_time=2021-04-15 02:29:30.627021, cost_time=0:00:10.854497 2021-04-15 02:29:01,076 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.51ms, fps=1194 images/s, loss=0.1074, top1-acc=97.43%, top5-acc=99.95%, remaining_time=0:00:29.464536, arrival_time=2021-04-15 02:29:30.541072, cost_time=0:00:12.999064 2021-04-15 02:29:03,216 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.31ms, fps=1197 images/s, loss=0.1064, top1-acc=97.41%, top5-acc=99.96%, remaining_time=0:00:27.249264, arrival_time=2021-04-15 02:29:30.465198, cost_time=0:00:15.138475 2021-04-15 02:29:05,352 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.36ms, fps=1199 images/s, loss=0.1060, top1-acc=97.40%, top5-acc=99.97%, remaining_time=0:00:25.048460, arrival_time=2021-04-15 02:29:30.400643, cost_time=0:00:17.274799 2021-04-15 02:29:07,487 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.84ms, fps=1199 images/s, loss=0.1061, top1-acc=97.42%, top5-acc=99.97%, remaining_time=0:00:22.860172, arrival_time=2021-04-15 02:29:30.347214, cost_time=0:00:19.409544 2021-04-15 02:29:09,618 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.1064, top1-acc=97.41%, top5-acc=99.96%, remaining_time=0:00:20.679168, arrival_time=2021-04-15 02:29:30.297361, cost_time=0:00:21.540817 2021-04-15 02:29:11,752 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.63ms, fps=1200 images/s, loss=0.1068, top1-acc=97.43%, top5-acc=99.97%, remaining_time=0:00:18.509866, arrival_time=2021-04-15 02:29:30.262708, cost_time=0:00:23.675386 2021-04-15 02:29:13,882 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.1073, top1-acc=97.43%, top5-acc=99.97%, remaining_time=0:00:16.343344, arrival_time=2021-04-15 02:29:30.225969, cost_time=0:00:25.805236 2021-04-15 02:29:16,021 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.46ms, fps=1197 images/s, loss=0.1077, top1-acc=97.41%, top5-acc=99.97%, remaining_time=0:00:14.187228, arrival_time=2021-04-15 02:29:30.209170, cost_time=0:00:27.944558 2021-04-15 02:29:18,165 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.78ms, fps=1194 images/s, loss=0.1086, top1-acc=97.33%, top5-acc=99.97%, remaining_time=0:00:12.035352, arrival_time=2021-04-15 02:29:30.201225, cost_time=0:00:30.088404 2021-04-15 02:29:20,299 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.39ms, fps=1200 images/s, loss=0.1092, top1-acc=97.31%, top5-acc=99.97%, remaining_time=0:00:09.881306, arrival_time=2021-04-15 02:29:30.180333, cost_time=0:00:32.221648 2021-04-15 02:29:22,430 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.1095, top1-acc=97.31%, top5-acc=99.98%, remaining_time=0:00:07.729488, arrival_time=2021-04-15 02:29:30.160135, cost_time=0:00:34.353270 2021-04-15 02:29:24,564 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.1101, top1-acc=97.31%, top5-acc=99.98%, remaining_time=0:00:05.580302, arrival_time=2021-04-15 02:29:30.144291, cost_time=0:00:36.486527 2021-04-15 02:29:26,698 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.36ms, fps=1200 images/s, loss=0.1109, top1-acc=97.26%, top5-acc=99.98%, remaining_time=0:00:03.432944, arrival_time=2021-04-15 02:29:30.130950, cost_time=0:00:38.620624 2021-04-15 02:29:28,834 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.26ms, fps=1199 images/s, loss=0.1120, top1-acc=97.23%, top5-acc=99.98%, remaining_time=0:00:01.287054, arrival_time=2021-04-15 02:29:30.121229, cost_time=0:00:40.756801 2021-04-15 02:29:29,992 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.22ms, fps=1174 images/s, loss=0.1127, top1-acc=97.22%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:29.992694, cost_time=0:00:41.915323 2021-04-15 02:29:30,961 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=0.22ms, fps=2649 images/s, loss=1.1941, top1-acc=71.09%, top5-acc=90.62%, remaining_time=0:00:02.899620, arrival_time=2021-04-15 02:29:33.860778, cost_time=0:00:00.966544 2021-04-15 02:29:31,814 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.31ms, fps=3002 images/s, loss=1.1941, top1-acc=71.13%, top5-acc=90.76%, remaining_time=0:00:01.820020, arrival_time=2021-04-15 02:29:33.634497, cost_time=0:00:01.820015 2021-04-15 02:29:32,665 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.28ms, fps=3009 images/s, loss=1.2123, top1-acc=70.59%, top5-acc=90.66%, remaining_time=0:00:00.890370, arrival_time=2021-04-15 02:29:33.555966, cost_time=0:00:02.671114 2021-04-15 02:29:33,445 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.10ms, fps=2975 images/s, loss=1.1966, top1-acc=70.43%, top5-acc=90.86%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:33.445829, cost_time=0:00:03.451379 2021-04-15 02:29:34,132 INFO : Epoch=0132 complete, best val top1-acc=70.43%, top5-acc=90.86% (epoch=132), remaining_time=0:52:04.307872, arrival_time=2021-04-15 03:21:38.440009, cost_time=1:41:04.832881 2021-04-15 02:29:34,133 INFO : Train start, epoch=0133, lr=0.025912 2021-04-15 02:29:36,446 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.49ms, fps=1107 images/s, loss=0.0958, top1-acc=97.85%, top5-acc=99.92%, remaining_time=0:00:43.020126, arrival_time=2021-04-15 02:30:19.466621, cost_time=0:00:02.312910 2021-04-15 02:29:38,582 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.41ms, fps=1199 images/s, loss=0.0978, top1-acc=97.77%, top5-acc=99.92%, remaining_time=0:00:39.147856, arrival_time=2021-04-15 02:30:17.730059, cost_time=0:00:04.448613 2021-04-15 02:29:40,718 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.55ms, fps=1198 images/s, loss=0.1035, top1-acc=97.49%, top5-acc=99.93%, remaining_time=0:00:36.438328, arrival_time=2021-04-15 02:30:17.157162, cost_time=0:00:06.585240 2021-04-15 02:29:42,853 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.47ms, fps=1199 images/s, loss=0.1050, top1-acc=97.45%, top5-acc=99.94%, remaining_time=0:00:34.008000, arrival_time=2021-04-15 02:30:16.861648, cost_time=0:00:08.719981 2021-04-15 02:29:44,991 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.32ms, fps=1198 images/s, loss=0.1076, top1-acc=97.35%, top5-acc=99.95%, remaining_time=0:00:31.704630, arrival_time=2021-04-15 02:30:16.695985, cost_time=0:00:10.857751 2021-04-15 02:29:47,130 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.40ms, fps=1197 images/s, loss=0.1061, top1-acc=97.43%, top5-acc=99.96%, remaining_time=0:00:29.460184, arrival_time=2021-04-15 02:30:16.590943, cost_time=0:00:12.997167 2021-04-15 02:29:49,266 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.43ms, fps=1199 images/s, loss=0.1062, top1-acc=97.44%, top5-acc=99.97%, remaining_time=0:00:27.238932, arrival_time=2021-04-15 02:30:16.505227, cost_time=0:00:15.132709 2021-04-15 02:29:51,401 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.47ms, fps=1199 images/s, loss=0.1045, top1-acc=97.50%, top5-acc=99.97%, remaining_time=0:00:25.037904, arrival_time=2021-04-15 02:30:16.438987, cost_time=0:00:17.267492 2021-04-15 02:29:53,535 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.1050, top1-acc=97.50%, top5-acc=99.97%, remaining_time=0:00:22.850738, arrival_time=2021-04-15 02:30:16.386003, cost_time=0:00:19.401603 2021-04-15 02:29:55,674 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.69ms, fps=1197 images/s, loss=0.1042, top1-acc=97.55%, top5-acc=99.97%, remaining_time=0:00:20.678880, arrival_time=2021-04-15 02:30:16.353031, cost_time=0:00:21.540527 2021-04-15 02:29:57,810 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.61ms, fps=1199 images/s, loss=0.1046, top1-acc=97.54%, top5-acc=99.98%, remaining_time=0:00:18.511070, arrival_time=2021-04-15 02:30:16.321794, cost_time=0:00:23.676951 2021-04-15 02:29:59,953 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.38ms, fps=1195 images/s, loss=0.1052, top1-acc=97.49%, top5-acc=99.97%, remaining_time=0:00:16.352236, arrival_time=2021-04-15 02:30:16.305268, cost_time=0:00:25.819348 2021-04-15 02:30:02,095 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.86ms, fps=1196 images/s, loss=0.1054, top1-acc=97.48%, top5-acc=99.97%, remaining_time=0:00:14.195742, arrival_time=2021-04-15 02:30:16.290716, cost_time=0:00:27.961274 2021-04-15 02:30:04,234 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.92ms, fps=1197 images/s, loss=0.1058, top1-acc=97.46%, top5-acc=99.97%, remaining_time=0:00:12.040336, arrival_time=2021-04-15 02:30:16.274945, cost_time=0:00:30.100900 2021-04-15 02:30:06,375 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=2.45ms, fps=1196 images/s, loss=0.1058, top1-acc=97.46%, top5-acc=99.97%, remaining_time=0:00:09.887424, arrival_time=2021-04-15 02:30:16.262789, cost_time=0:00:32.241593 2021-04-15 02:30:08,516 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.49ms, fps=1196 images/s, loss=0.1058, top1-acc=97.46%, top5-acc=99.97%, remaining_time=0:00:07.736148, arrival_time=2021-04-15 02:30:16.252653, cost_time=0:00:34.382889 2021-04-15 02:30:10,665 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.33ms, fps=1192 images/s, loss=0.1058, top1-acc=97.46%, top5-acc=99.97%, remaining_time=0:00:05.587166, arrival_time=2021-04-15 02:30:16.252311, cost_time=0:00:36.531460 2021-04-15 02:30:12,800 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.32ms, fps=1200 images/s, loss=0.1056, top1-acc=97.46%, top5-acc=99.97%, remaining_time=0:00:03.436992, arrival_time=2021-04-15 02:30:16.236909, cost_time=0:00:38.666206 2021-04-15 02:30:14,936 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.33ms, fps=1198 images/s, loss=0.1055, top1-acc=97.48%, top5-acc=99.97%, remaining_time=0:00:01.288524, arrival_time=2021-04-15 02:30:16.225330, cost_time=0:00:40.803220 2021-04-15 02:30:16,096 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.29ms, fps=1173 images/s, loss=0.1058, top1-acc=97.48%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 02:30:16.096299, cost_time=0:00:41.962654 2021-04-15 02:30:17,110 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=0.21ms, fps=2528 images/s, loss=1.1515, top1-acc=71.41%, top5-acc=92.07%, remaining_time=0:00:03.037890, arrival_time=2021-04-15 02:30:20.148650, cost_time=0:00:01.012631 2021-04-15 02:30:17,965 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.42ms, fps=2998 images/s, loss=1.1610, top1-acc=71.35%, top5-acc=91.50%, remaining_time=0:00:01.867020, arrival_time=2021-04-15 02:30:19.832150, cost_time=0:00:01.867026 2021-04-15 02:30:18,817 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.47ms, fps=3006 images/s, loss=1.1570, top1-acc=71.54%, top5-acc=91.59%, remaining_time=0:00:00.906360, arrival_time=2021-04-15 02:30:19.723538, cost_time=0:00:02.719074 2021-04-15 02:30:19,597 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.07ms, fps=2976 images/s, loss=1.1754, top1-acc=71.24%, top5-acc=91.28%, remaining_time=0:00:00, arrival_time=2021-04-15 02:30:19.597194, cost_time=0:00:03.499116 2021-04-15 02:30:20,193 INFO : Epoch=0133 complete, best val top1-acc=71.24%, top5-acc=91.28% (epoch=133), remaining_time=0:51:18.420458, arrival_time=2021-04-15 03:21:38.614103, cost_time=1:41:50.894393 2021-04-15 02:30:20,194 INFO : Train start, epoch=0134, lr=0.025227 2021-04-15 02:30:22,522 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.34ms, fps=1100 images/s, loss=0.0819, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:43.286664, arrival_time=2021-04-15 02:31:05.809071, cost_time=0:00:02.327235 2021-04-15 02:30:24,656 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.0838, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:39.257328, arrival_time=2021-04-15 02:31:03.913474, cost_time=0:00:04.461056 2021-04-15 02:30:26,792 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.32ms, fps=1198 images/s, loss=0.0861, top1-acc=98.10%, top5-acc=100.00%, remaining_time=0:00:36.507052, arrival_time=2021-04-15 02:31:03.299879, cost_time=0:00:06.597651 2021-04-15 02:30:28,932 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.36ms, fps=1197 images/s, loss=0.0866, top1-acc=98.08%, top5-acc=100.00%, remaining_time=0:00:34.074144, arrival_time=2021-04-15 02:31:03.006210, cost_time=0:00:08.736971 2021-04-15 02:30:31,063 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.0860, top1-acc=98.10%, top5-acc=100.00%, remaining_time=0:00:31.735728, arrival_time=2021-04-15 02:31:02.799199, cost_time=0:00:10.868383 2021-04-15 02:30:33,198 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.0858, top1-acc=98.11%, top5-acc=99.99%, remaining_time=0:00:29.473512, arrival_time=2021-04-15 02:31:02.671721, cost_time=0:00:13.003027 2021-04-15 02:30:35,333 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.61ms, fps=1199 images/s, loss=0.0859, top1-acc=98.07%, top5-acc=99.99%, remaining_time=0:00:27.248760, arrival_time=2021-04-15 02:31:02.582026, cost_time=0:00:15.138169 2021-04-15 02:30:37,466 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.0857, top1-acc=98.11%, top5-acc=99.99%, remaining_time=0:00:25.044052, arrival_time=2021-04-15 02:31:02.510856, cost_time=0:00:17.271724 2021-04-15 02:30:39,597 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.0846, top1-acc=98.14%, top5-acc=99.99%, remaining_time=0:00:22.851692, arrival_time=2021-04-15 02:31:02.449185, cost_time=0:00:19.402373 2021-04-15 02:30:41,734 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.40ms, fps=1198 images/s, loss=0.0844, top1-acc=98.13%, top5-acc=99.99%, remaining_time=0:00:20.677920, arrival_time=2021-04-15 02:31:02.412607, cost_time=0:00:21.539512 2021-04-15 02:30:43,867 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.0848, top1-acc=98.11%, top5-acc=99.99%, remaining_time=0:00:18.507458, arrival_time=2021-04-15 02:31:02.374870, cost_time=0:00:23.672317 2021-04-15 02:30:46,000 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.44ms, fps=1200 images/s, loss=0.0852, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:16.343344, arrival_time=2021-04-15 02:31:02.343656, cost_time=0:00:25.805220 2021-04-15 02:30:48,137 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.45ms, fps=1198 images/s, loss=0.0856, top1-acc=98.09%, top5-acc=99.99%, remaining_time=0:00:14.186370, arrival_time=2021-04-15 02:31:02.324314, cost_time=0:00:27.942876 2021-04-15 02:30:50,277 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.40ms, fps=1197 images/s, loss=0.0862, top1-acc=98.06%, top5-acc=99.99%, remaining_time=0:00:12.032720, arrival_time=2021-04-15 02:31:02.309758, cost_time=0:00:30.081851 2021-04-15 02:30:52,413 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.40ms, fps=1199 images/s, loss=0.0868, top1-acc=98.03%, top5-acc=99.99%, remaining_time=0:00:09.880202, arrival_time=2021-04-15 02:31:02.293433, cost_time=0:00:32.218096 2021-04-15 02:30:54,543 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.58ms, fps=1202 images/s, loss=0.0871, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:07.728444, arrival_time=2021-04-15 02:31:02.272243, cost_time=0:00:34.348719 2021-04-15 02:30:56,677 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.0879, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:05.579600, arrival_time=2021-04-15 02:31:02.256668, cost_time=0:00:36.481985 2021-04-15 02:30:58,806 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.0884, top1-acc=98.00%, top5-acc=99.99%, remaining_time=0:00:03.432160, arrival_time=2021-04-15 02:31:02.239061, cost_time=0:00:38.611813 2021-04-15 02:31:00,942 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.26ms, fps=1199 images/s, loss=0.0888, top1-acc=98.00%, top5-acc=99.99%, remaining_time=0:00:01.286766, arrival_time=2021-04-15 02:31:02.229626, cost_time=0:00:40.747629 2021-04-15 02:31:02,100 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.25ms, fps=1175 images/s, loss=0.0894, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:02.100552, cost_time=0:00:41.905450 2021-04-15 02:31:03,066 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=1.33ms, fps=2654 images/s, loss=1.2220, top1-acc=69.73%, top5-acc=90.86%, remaining_time=0:00:02.893170, arrival_time=2021-04-15 02:31:05.960031, cost_time=0:00:00.964394 2021-04-15 02:31:03,919 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.50ms, fps=3005 images/s, loss=1.1662, top1-acc=71.00%, top5-acc=91.31%, remaining_time=0:00:01.816780, arrival_time=2021-04-15 02:31:05.736011, cost_time=0:00:01.816772 2021-04-15 02:31:04,771 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.50ms, fps=3005 images/s, loss=1.1791, top1-acc=70.99%, top5-acc=91.28%, remaining_time=0:00:00.889690, arrival_time=2021-04-15 02:31:05.661210, cost_time=0:00:02.669057 2021-04-15 02:31:05,551 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.07ms, fps=2977 images/s, loss=1.1982, top1-acc=70.90%, top5-acc=91.14%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:05.551051, cost_time=0:00:03.448613 2021-04-15 02:31:05,882 INFO : Epoch=0134 complete, best val top1-acc=71.24%, top5-acc=91.28% (epoch=133), remaining_time=0:50:32.347098, arrival_time=2021-04-15 03:21:38.229807, cost_time=1:42:36.583464 2021-04-15 02:31:05,884 INFO : Train start, epoch=0135, lr=0.024548 2021-04-15 02:31:08,200 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.31ms, fps=1105 images/s, loss=0.0755, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:43.072206, arrival_time=2021-04-15 02:31:51.272180, cost_time=0:00:02.315714 2021-04-15 02:31:10,329 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.42ms, fps=1202 images/s, loss=0.0797, top1-acc=98.24%, top5-acc=99.96%, remaining_time=0:00:39.117232, arrival_time=2021-04-15 02:31:49.446638, cost_time=0:00:04.445142 2021-04-15 02:31:12,461 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.55ms, fps=1201 images/s, loss=0.0781, top1-acc=98.28%, top5-acc=99.97%, remaining_time=0:00:36.392014, arrival_time=2021-04-15 02:31:48.853134, cost_time=0:00:06.576857 2021-04-15 02:31:14,596 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.35ms, fps=1199 images/s, loss=0.0769, top1-acc=98.34%, top5-acc=99.98%, remaining_time=0:00:33.977112, arrival_time=2021-04-15 02:31:48.573543, cost_time=0:00:08.712086 2021-04-15 02:31:16,731 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.0773, top1-acc=98.34%, top5-acc=99.98%, remaining_time=0:00:31.674262, arrival_time=2021-04-15 02:31:48.405875, cost_time=0:00:10.847337 2021-04-15 02:31:18,866 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.45ms, fps=1199 images/s, loss=0.0768, top1-acc=98.39%, top5-acc=99.98%, remaining_time=0:00:29.426728, arrival_time=2021-04-15 02:31:48.293345, cost_time=0:00:12.982356 2021-04-15 02:31:21,006 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.47ms, fps=1197 images/s, loss=0.0761, top1-acc=98.44%, top5-acc=99.98%, remaining_time=0:00:27.219402, arrival_time=2021-04-15 02:31:48.225519, cost_time=0:00:15.121866 2021-04-15 02:31:23,135 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.99ms, fps=1202 images/s, loss=0.0759, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:00:25.014936, arrival_time=2021-04-15 02:31:48.150870, cost_time=0:00:17.251670 2021-04-15 02:31:25,272 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.48ms, fps=1199 images/s, loss=0.0753, top1-acc=98.45%, top5-acc=99.99%, remaining_time=0:00:22.834838, arrival_time=2021-04-15 02:31:48.107148, cost_time=0:00:19.388052 2021-04-15 02:31:27,410 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.90ms, fps=1198 images/s, loss=0.0756, top1-acc=98.45%, top5-acc=99.99%, remaining_time=0:00:20.665152, arrival_time=2021-04-15 02:31:48.075678, cost_time=0:00:21.526199 2021-04-15 02:31:29,542 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.74ms, fps=1201 images/s, loss=0.0756, top1-acc=98.44%, top5-acc=99.99%, remaining_time=0:00:18.496536, arrival_time=2021-04-15 02:31:48.039203, cost_time=0:00:23.658380 2021-04-15 02:31:31,679 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.58ms, fps=1198 images/s, loss=0.0757, top1-acc=98.43%, top5-acc=99.99%, remaining_time=0:00:16.336808, arrival_time=2021-04-15 02:31:48.016036, cost_time=0:00:25.794963 2021-04-15 02:31:33,816 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.66ms, fps=1198 images/s, loss=0.0751, top1-acc=98.45%, top5-acc=99.99%, remaining_time=0:00:14.180694, arrival_time=2021-04-15 02:31:47.996656, cost_time=0:00:27.931655 2021-04-15 02:31:35,955 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.39ms, fps=1197 images/s, loss=0.0747, top1-acc=98.46%, top5-acc=99.99%, remaining_time=0:00:12.028352, arrival_time=2021-04-15 02:31:47.983444, cost_time=0:00:30.070829 2021-04-15 02:31:38,090 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.64ms, fps=1199 images/s, loss=0.0749, top1-acc=98.45%, top5-acc=99.99%, remaining_time=0:00:09.876430, arrival_time=2021-04-15 02:31:47.966422, cost_time=0:00:32.205733 2021-04-15 02:31:40,229 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.61ms, fps=1197 images/s, loss=0.0753, top1-acc=98.42%, top5-acc=99.99%, remaining_time=0:00:07.727760, arrival_time=2021-04-15 02:31:47.957649, cost_time=0:00:34.345625 2021-04-15 02:31:42,361 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.0756, top1-acc=98.42%, top5-acc=99.99%, remaining_time=0:00:05.578794, arrival_time=2021-04-15 02:31:47.939776, cost_time=0:00:36.476720 2021-04-15 02:31:44,490 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.0756, top1-acc=98.42%, top5-acc=99.99%, remaining_time=0:00:03.431696, arrival_time=2021-04-15 02:31:47.922613, cost_time=0:00:38.606657 2021-04-15 02:31:46,622 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.18ms, fps=1201 images/s, loss=0.0767, top1-acc=98.38%, top5-acc=99.99%, remaining_time=0:00:01.286454, arrival_time=2021-04-15 02:31:47.908527, cost_time=0:00:40.737758 2021-04-15 02:31:47,779 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.35ms, fps=1175 images/s, loss=0.0767, top1-acc=98.37%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:47.779866, cost_time=0:00:41.895591 2021-04-15 02:31:48,744 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.20ms, fps=2661 images/s, loss=1.1541, top1-acc=72.15%, top5-acc=91.56%, remaining_time=0:00:02.886360, arrival_time=2021-04-15 02:31:51.630350, cost_time=0:00:00.962122 2021-04-15 02:31:49,596 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.37ms, fps=3005 images/s, loss=1.1610, top1-acc=71.87%, top5-acc=91.64%, remaining_time=0:00:01.814360, arrival_time=2021-04-15 02:31:51.410578, cost_time=0:00:01.814358 2021-04-15 02:31:50,448 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.45ms, fps=3005 images/s, loss=1.1487, top1-acc=72.08%, top5-acc=91.69%, remaining_time=0:00:00.888870, arrival_time=2021-04-15 02:31:51.337375, cost_time=0:00:02.666614 2021-04-15 02:31:51,228 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.07ms, fps=2976 images/s, loss=1.1695, top1-acc=71.76%, top5-acc=91.59%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:51.228590, cost_time=0:00:03.446735 2021-04-15 02:31:51,799 INFO : Epoch=0135 complete, best val top1-acc=71.76%, top5-acc=91.59% (epoch=135), remaining_time=0:49:46.389185, arrival_time=2021-04-15 03:21:38.189075, cost_time=1:43:22.500629 2021-04-15 02:31:51,801 INFO : Train start, epoch=0136, lr=0.023875 2021-04-15 02:31:54,106 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.44ms, fps=1111 images/s, loss=0.0663, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:42.870768, arrival_time=2021-04-15 02:32:36.976911, cost_time=0:00:02.304885 2021-04-15 02:31:56,239 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.29ms, fps=1200 images/s, loss=0.0728, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:39.054048, arrival_time=2021-04-15 02:32:35.293271, cost_time=0:00:04.437958 2021-04-15 02:31:58,370 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.0734, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:36.349186, arrival_time=2021-04-15 02:32:34.719580, cost_time=0:00:06.569135 2021-04-15 02:32:00,502 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.88ms, fps=1201 images/s, loss=0.0720, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:33.934680, arrival_time=2021-04-15 02:32:34.437139, cost_time=0:00:08.701181 2021-04-15 02:32:02,636 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.51ms, fps=1200 images/s, loss=0.0731, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:00:31.637908, arrival_time=2021-04-15 02:32:34.274061, cost_time=0:00:10.834886 2021-04-15 02:32:04,773 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.80ms, fps=1198 images/s, loss=0.0723, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:29.404288, arrival_time=2021-04-15 02:32:34.178022, cost_time=0:00:12.972472 2021-04-15 02:32:06,909 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.44ms, fps=1199 images/s, loss=0.0713, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:27.194706, arrival_time=2021-04-15 02:32:34.104144, cost_time=0:00:15.108175 2021-04-15 02:32:09,045 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.36ms, fps=1199 images/s, loss=0.0711, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:25.003452, arrival_time=2021-04-15 02:32:34.048498, cost_time=0:00:17.243784 2021-04-15 02:32:11,180 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.0710, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:22.824238, arrival_time=2021-04-15 02:32:34.004671, cost_time=0:00:19.379086 2021-04-15 02:32:13,321 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.38ms, fps=1196 images/s, loss=0.0708, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:20.659584, arrival_time=2021-04-15 02:32:33.981304, cost_time=0:00:21.520444 2021-04-15 02:32:15,456 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.0708, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:18.493698, arrival_time=2021-04-15 02:32:33.949790, cost_time=0:00:23.654735 2021-04-15 02:32:17,591 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=2.64ms, fps=1200 images/s, loss=0.0719, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:16.333388, arrival_time=2021-04-15 02:32:33.924342, cost_time=0:00:25.789581 2021-04-15 02:32:19,723 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.90ms, fps=1201 images/s, loss=0.0723, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:14.176074, arrival_time=2021-04-15 02:32:33.899965, cost_time=0:00:27.922508 2021-04-15 02:32:21,856 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.50ms, fps=1201 images/s, loss=0.0729, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:12.022136, arrival_time=2021-04-15 02:32:33.878836, cost_time=0:00:30.055300 2021-04-15 02:32:23,994 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.91ms, fps=1198 images/s, loss=0.0729, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:09.872474, arrival_time=2021-04-15 02:32:33.866640, cost_time=0:00:32.192806 2021-04-15 02:32:26,131 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.50ms, fps=1198 images/s, loss=0.0729, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:07.724160, arrival_time=2021-04-15 02:32:33.855109, cost_time=0:00:34.329654 2021-04-15 02:32:28,270 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.97ms, fps=1197 images/s, loss=0.0731, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:05.577598, arrival_time=2021-04-15 02:32:33.847891, cost_time=0:00:36.468829 2021-04-15 02:32:30,406 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.0736, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:03.431552, arrival_time=2021-04-15 02:32:33.837837, cost_time=0:00:38.604987 2021-04-15 02:32:32,542 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.36ms, fps=1199 images/s, loss=0.0742, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:01.286544, arrival_time=2021-04-15 02:32:33.828541, cost_time=0:00:40.740574 2021-04-15 02:32:33,705 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.22ms, fps=1170 images/s, loss=0.0747, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:32:33.705507, cost_time=0:00:41.904253 2021-04-15 02:32:34,672 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=1.32ms, fps=2652 images/s, loss=1.2264, top1-acc=70.47%, top5-acc=91.60%, remaining_time=0:00:02.895390, arrival_time=2021-04-15 02:32:37.567781, cost_time=0:00:00.965134 2021-04-15 02:32:35,525 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.33ms, fps=3003 images/s, loss=1.1931, top1-acc=71.11%, top5-acc=91.48%, remaining_time=0:00:01.817960, arrival_time=2021-04-15 02:32:37.343308, cost_time=0:00:01.817950 2021-04-15 02:32:36,379 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.37ms, fps=2999 images/s, loss=1.1879, top1-acc=71.47%, top5-acc=91.34%, remaining_time=0:00:00.890750, arrival_time=2021-04-15 02:32:37.270325, cost_time=0:00:02.672252 2021-04-15 02:32:37,162 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.08ms, fps=2964 images/s, loss=1.2048, top1-acc=71.56%, top5-acc=91.41%, remaining_time=0:00:00, arrival_time=2021-04-15 02:32:37.162870, cost_time=0:00:03.455632 2021-04-15 02:32:37,489 INFO : Epoch=0136 complete, best val top1-acc=71.76%, top5-acc=91.59% (epoch=135), remaining_time=0:49:00.324800, arrival_time=2021-04-15 03:21:37.814261, cost_time=1:44:08.190223 2021-04-15 02:32:37,490 INFO : Train start, epoch=0137, lr=0.023209 2021-04-15 02:32:39,790 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.75ms, fps=1113 images/s, loss=0.0851, top1-acc=98.05%, top5-acc=99.96%, remaining_time=0:00:42.763632, arrival_time=2021-04-15 02:33:22.553762, cost_time=0:00:02.299123 2021-04-15 02:32:41,930 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.42ms, fps=1196 images/s, loss=0.0844, top1-acc=98.24%, top5-acc=99.98%, remaining_time=0:00:39.067424, arrival_time=2021-04-15 02:33:20.997853, cost_time=0:00:04.439472 2021-04-15 02:32:44,065 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.0808, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:36.381224, arrival_time=2021-04-15 02:33:20.447072, cost_time=0:00:06.574905 2021-04-15 02:32:46,199 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.0828, top1-acc=98.26%, top5-acc=99.98%, remaining_time=0:00:33.963228, arrival_time=2021-04-15 02:33:20.162735, cost_time=0:00:08.708512 2021-04-15 02:32:48,338 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.31ms, fps=1197 images/s, loss=0.0807, top1-acc=98.32%, top5-acc=99.98%, remaining_time=0:00:31.675284, arrival_time=2021-04-15 02:33:20.013961, cost_time=0:00:10.847725 2021-04-15 02:32:50,472 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.35ms, fps=1200 images/s, loss=0.0804, top1-acc=98.30%, top5-acc=99.99%, remaining_time=0:00:29.424552, arrival_time=2021-04-15 02:33:19.896932, cost_time=0:00:12.981406 2021-04-15 02:32:52,610 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.91ms, fps=1198 images/s, loss=0.0800, top1-acc=98.30%, top5-acc=99.99%, remaining_time=0:00:27.214992, arrival_time=2021-04-15 02:33:19.825342, cost_time=0:00:15.119417 2021-04-15 02:32:54,744 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.51ms, fps=1200 images/s, loss=0.0799, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:00:25.017604, arrival_time=2021-04-15 02:33:19.762051, cost_time=0:00:17.253550 2021-04-15 02:32:56,881 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.40ms, fps=1198 images/s, loss=0.0796, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:00:22.838018, arrival_time=2021-04-15 02:33:19.719719, cost_time=0:00:19.390735 2021-04-15 02:32:59,021 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.54ms, fps=1197 images/s, loss=0.0793, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:20.669664, arrival_time=2021-04-15 02:33:19.691436, cost_time=0:00:21.530894 2021-04-15 02:33:01,153 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.75ms, fps=1201 images/s, loss=0.0791, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:00:18.499804, arrival_time=2021-04-15 02:33:19.653301, cost_time=0:00:23.662571 2021-04-15 02:33:03,292 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.53ms, fps=1197 images/s, loss=0.0786, top1-acc=98.35%, top5-acc=99.99%, remaining_time=0:00:16.340684, arrival_time=2021-04-15 02:33:19.632659, cost_time=0:00:25.801073 2021-04-15 02:33:05,426 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.39ms, fps=1200 images/s, loss=0.0786, top1-acc=98.37%, top5-acc=99.99%, remaining_time=0:00:14.182542, arrival_time=2021-04-15 02:33:19.608767, cost_time=0:00:27.935363 2021-04-15 02:33:07,558 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.0788, top1-acc=98.36%, top5-acc=99.99%, remaining_time=0:00:12.027120, arrival_time=2021-04-15 02:33:19.585852, cost_time=0:00:30.067781 2021-04-15 02:33:09,693 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.0788, top1-acc=98.35%, top5-acc=99.99%, remaining_time=0:00:09.875418, arrival_time=2021-04-15 02:33:19.568760, cost_time=0:00:32.202473 2021-04-15 02:33:11,826 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.0784, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:07.725456, arrival_time=2021-04-15 02:33:19.551648, cost_time=0:00:34.335334 2021-04-15 02:33:13,961 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.47ms, fps=1199 images/s, loss=0.0784, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:00:05.577858, arrival_time=2021-04-15 02:33:19.539472, cost_time=0:00:36.470654 2021-04-15 02:33:16,101 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.68ms, fps=1197 images/s, loss=0.0783, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:03.432064, arrival_time=2021-04-15 02:33:19.533782, cost_time=0:00:38.610786 2021-04-15 02:33:18,238 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.23ms, fps=1198 images/s, loss=0.0787, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:01.286760, arrival_time=2021-04-15 02:33:19.525003, cost_time=0:00:40.747389 2021-04-15 02:33:19,395 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.46ms, fps=1175 images/s, loss=0.0789, top1-acc=98.33%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:33:19.395768, cost_time=0:00:41.904913 2021-04-15 02:33:20,382 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=1.83ms, fps=2601 images/s, loss=1.1838, top1-acc=71.17%, top5-acc=91.37%, remaining_time=0:00:02.952990, arrival_time=2021-04-15 02:33:23.335089, cost_time=0:00:00.984332 2021-04-15 02:33:21,239 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.28ms, fps=2988 images/s, loss=1.1771, top1-acc=71.76%, top5-acc=91.41%, remaining_time=0:00:01.841720, arrival_time=2021-04-15 02:33:23.081218, cost_time=0:00:01.841711 2021-04-15 02:33:22,091 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.27ms, fps=3006 images/s, loss=1.1761, top1-acc=71.56%, top5-acc=91.41%, remaining_time=0:00:00.897930, arrival_time=2021-04-15 02:33:22.989451, cost_time=0:00:02.693776 2021-04-15 02:33:22,877 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.09ms, fps=2952 images/s, loss=1.2019, top1-acc=71.47%, top5-acc=91.05%, remaining_time=0:00:00, arrival_time=2021-04-15 02:33:22.877936, cost_time=0:00:03.480235 2021-04-15 02:33:23,246 INFO : Epoch=0137 complete, best val top1-acc=71.76%, top5-acc=91.59% (epoch=135), remaining_time=0:48:14.296671, arrival_time=2021-04-15 03:21:37.542670, cost_time=1:44:53.946761 2021-04-15 02:33:23,247 INFO : Train start, epoch=0138, lr=0.022549 2021-04-15 02:33:25,564 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.32ms, fps=1105 images/s, loss=0.0630, top1-acc=98.98%, top5-acc=99.96%, remaining_time=0:00:43.097874, arrival_time=2021-04-15 02:34:08.662556, cost_time=0:00:02.317093 2021-04-15 02:33:27,705 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.52ms, fps=1196 images/s, loss=0.0666, top1-acc=98.83%, top5-acc=99.98%, remaining_time=0:00:39.226352, arrival_time=2021-04-15 02:34:06.931472, cost_time=0:00:04.457540 2021-04-15 02:33:29,839 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.0679, top1-acc=98.63%, top5-acc=99.99%, remaining_time=0:00:36.476010, arrival_time=2021-04-15 02:34:06.315652, cost_time=0:00:06.592054 2021-04-15 02:33:31,974 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.0712, top1-acc=98.54%, top5-acc=99.98%, remaining_time=0:00:34.036080, arrival_time=2021-04-15 02:34:06.010868, cost_time=0:00:08.727210 2021-04-15 02:33:34,111 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.41ms, fps=1199 images/s, loss=0.0691, top1-acc=98.68%, top5-acc=99.98%, remaining_time=0:00:31.721420, arrival_time=2021-04-15 02:34:05.832504, cost_time=0:00:10.863512 2021-04-15 02:33:36,247 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.46ms, fps=1198 images/s, loss=0.0683, top1-acc=98.65%, top5-acc=99.99%, remaining_time=0:00:29.467256, arrival_time=2021-04-15 02:34:05.715088, cost_time=0:00:13.000231 2021-04-15 02:33:38,381 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.30ms, fps=1200 images/s, loss=0.0686, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:27.240696, arrival_time=2021-04-15 02:34:05.621907, cost_time=0:00:15.133727 2021-04-15 02:33:40,512 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.0683, top1-acc=98.65%, top5-acc=99.99%, remaining_time=0:00:25.033960, arrival_time=2021-04-15 02:34:05.546382, cost_time=0:00:17.264834 2021-04-15 02:33:42,643 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.74ms, fps=1202 images/s, loss=0.0686, top1-acc=98.65%, top5-acc=99.99%, remaining_time=0:00:22.844060, arrival_time=2021-04-15 02:34:05.487597, cost_time=0:00:19.395929 2021-04-15 02:33:44,777 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.0685, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:20.668704, arrival_time=2021-04-15 02:34:05.446082, cost_time=0:00:21.529860 2021-04-15 02:33:46,914 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.35ms, fps=1198 images/s, loss=0.0679, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:18.503588, arrival_time=2021-04-15 02:34:05.418507, cost_time=0:00:23.667426 2021-04-15 02:33:49,049 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.36ms, fps=1200 images/s, loss=0.0675, top1-acc=98.70%, top5-acc=99.99%, remaining_time=0:00:16.341140, arrival_time=2021-04-15 02:34:05.390504, cost_time=0:00:25.801782 2021-04-15 02:33:51,184 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.32ms, fps=1199 images/s, loss=0.0669, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:14.183598, arrival_time=2021-04-15 02:34:05.368466, cost_time=0:00:27.937380 2021-04-15 02:33:53,321 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.44ms, fps=1199 images/s, loss=0.0670, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:12.029360, arrival_time=2021-04-15 02:34:05.350368, cost_time=0:00:30.073446 2021-04-15 02:33:55,455 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.36ms, fps=1200 images/s, loss=0.0666, top1-acc=98.73%, top5-acc=99.99%, remaining_time=0:00:09.876982, arrival_time=2021-04-15 02:34:05.332084, cost_time=0:00:32.207588 2021-04-15 02:33:57,586 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.0664, top1-acc=98.75%, top5-acc=99.99%, remaining_time=0:00:07.726320, arrival_time=2021-04-15 02:34:05.313039, cost_time=0:00:34.339231 2021-04-15 02:33:59,727 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.95ms, fps=1196 images/s, loss=0.0663, top1-acc=98.75%, top5-acc=99.99%, remaining_time=0:00:05.579340, arrival_time=2021-04-15 02:34:05.307192, cost_time=0:00:36.480296 2021-04-15 02:34:01,862 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.0671, top1-acc=98.73%, top5-acc=99.99%, remaining_time=0:00:03.432400, arrival_time=2021-04-15 02:34:05.294440, cost_time=0:00:38.614527 2021-04-15 02:34:03,998 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.24ms, fps=1199 images/s, loss=0.0673, top1-acc=98.73%, top5-acc=99.99%, remaining_time=0:00:01.286868, arrival_time=2021-04-15 02:34:05.285210, cost_time=0:00:40.750845 2021-04-15 02:34:05,156 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.23ms, fps=1175 images/s, loss=0.0679, top1-acc=98.71%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:05.156389, cost_time=0:00:41.908916 2021-04-15 02:34:06,119 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=1.61ms, fps=2663 images/s, loss=1.2212, top1-acc=70.51%, top5-acc=90.74%, remaining_time=0:00:02.883990, arrival_time=2021-04-15 02:34:09.003877, cost_time=0:00:00.961330 2021-04-15 02:34:06,992 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.35ms, fps=2935 images/s, loss=1.1992, top1-acc=70.72%, top5-acc=91.17%, remaining_time=0:00:01.833980, arrival_time=2021-04-15 02:34:08.826668, cost_time=0:00:01.833981 2021-04-15 02:34:07,851 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.65ms, fps=2983 images/s, loss=1.1768, top1-acc=71.38%, top5-acc=91.25%, remaining_time=0:00:00.897660, arrival_time=2021-04-15 02:34:08.749229, cost_time=0:00:02.692968 2021-04-15 02:34:08,635 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.16ms, fps=2960 images/s, loss=1.1976, top1-acc=71.48%, top5-acc=91.36%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:08.635894, cost_time=0:00:03.477288 2021-04-15 02:34:08,995 INFO : Epoch=0138 complete, best val top1-acc=71.76%, top5-acc=91.59% (epoch=135), remaining_time=0:47:28.269460, arrival_time=2021-04-15 03:21:37.265299, cost_time=1:45:39.696609 2021-04-15 02:34:08,997 INFO : Train start, epoch=0139, lr=0.021896 2021-04-15 02:34:11,303 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.87ms, fps=1110 images/s, loss=0.0557, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:42.881742, arrival_time=2021-04-15 02:34:54.184795, cost_time=0:00:02.305474 2021-04-15 02:34:13,448 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.41ms, fps=1193 images/s, loss=0.0578, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:39.170736, arrival_time=2021-04-15 02:34:52.619485, cost_time=0:00:04.451216 2021-04-15 02:34:15,581 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.0578, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:36.431024, arrival_time=2021-04-15 02:34:52.012487, cost_time=0:00:06.583933 2021-04-15 02:34:17,717 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.57ms, fps=1199 images/s, loss=0.0566, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:34.005816, arrival_time=2021-04-15 02:34:51.722773, cost_time=0:00:08.719423 2021-04-15 02:34:19,846 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.0546, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:31.678058, arrival_time=2021-04-15 02:34:51.524249, cost_time=0:00:10.848665 2021-04-15 02:34:21,980 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.51ms, fps=1200 images/s, loss=0.0545, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:29.428768, arrival_time=2021-04-15 02:34:51.409562, cost_time=0:00:12.983262 2021-04-15 02:34:24,114 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.77ms, fps=1200 images/s, loss=0.0539, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:27.210204, arrival_time=2021-04-15 02:34:51.324513, cost_time=0:00:15.116768 2021-04-15 02:34:26,248 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.46ms, fps=1200 images/s, loss=0.0538, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:25.013312, arrival_time=2021-04-15 02:34:51.261288, cost_time=0:00:17.250526 2021-04-15 02:34:28,384 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.59ms, fps=1199 images/s, loss=0.0540, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:22.833460, arrival_time=2021-04-15 02:34:51.217870, cost_time=0:00:19.386900 2021-04-15 02:34:30,517 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.0538, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:20.659104, arrival_time=2021-04-15 02:34:51.176424, cost_time=0:00:21.519873 2021-04-15 02:34:32,650 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.0537, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:18.492064, arrival_time=2021-04-15 02:34:51.142216, cost_time=0:00:23.652640 2021-04-15 02:34:34,782 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0541, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:16.330728, arrival_time=2021-04-15 02:34:51.113502, cost_time=0:00:25.785314 2021-04-15 02:34:36,915 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.31ms, fps=1201 images/s, loss=0.0545, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:14.173698, arrival_time=2021-04-15 02:34:51.089017, cost_time=0:00:27.917885 2021-04-15 02:34:39,045 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.0557, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:12.019336, arrival_time=2021-04-15 02:34:51.065235, cost_time=0:00:30.048372 2021-04-15 02:34:41,179 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.0566, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:09.869070, arrival_time=2021-04-15 02:34:51.048306, cost_time=0:00:32.181806 2021-04-15 02:34:43,310 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0569, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:07.720452, arrival_time=2021-04-15 02:34:51.030935, cost_time=0:00:34.313045 2021-04-15 02:34:45,452 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.40ms, fps=1195 images/s, loss=0.0572, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:05.575440, arrival_time=2021-04-15 02:34:51.027839, cost_time=0:00:36.454879 2021-04-15 02:34:47,590 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.37ms, fps=1198 images/s, loss=0.0577, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:03.430480, arrival_time=2021-04-15 02:34:51.020778, cost_time=0:00:38.592852 2021-04-15 02:34:49,723 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.44ms, fps=1200 images/s, loss=0.0579, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:01.286094, arrival_time=2021-04-15 02:34:51.009834, cost_time=0:00:40.726303 2021-04-15 02:34:50,883 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.22ms, fps=1173 images/s, loss=0.0585, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:50.883624, cost_time=0:00:41.886197 2021-04-15 02:34:51,848 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=1.61ms, fps=2659 images/s, loss=1.1241, top1-acc=72.38%, top5-acc=91.84%, remaining_time=0:00:02.888160, arrival_time=2021-04-15 02:34:54.736289, cost_time=0:00:00.962721 2021-04-15 02:34:52,699 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.48ms, fps=3008 images/s, loss=1.1537, top1-acc=71.48%, top5-acc=91.99%, remaining_time=0:00:01.814200, arrival_time=2021-04-15 02:34:54.513888, cost_time=0:00:01.814203 2021-04-15 02:34:53,559 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.38ms, fps=2978 images/s, loss=1.1497, top1-acc=71.68%, top5-acc=91.73%, remaining_time=0:00:00.891400, arrival_time=2021-04-15 02:34:54.451036, cost_time=0:00:02.674210 2021-04-15 02:34:54,342 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.07ms, fps=2967 images/s, loss=1.1553, top1-acc=71.66%, top5-acc=91.60%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:54.342079, cost_time=0:00:03.456683 2021-04-15 02:34:54,630 INFO : Epoch=0139 complete, best val top1-acc=71.76%, top5-acc=91.59% (epoch=135), remaining_time=0:46:42.195552, arrival_time=2021-04-15 03:21:36.825594, cost_time=1:46:25.330803 2021-04-15 02:34:54,631 INFO : Train start, epoch=0140, lr=0.021250 2021-04-15 02:34:56,916 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.28ms, fps=1121 images/s, loss=0.0452, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:42.492444, arrival_time=2021-04-15 02:35:39.408457, cost_time=0:00:02.284536 2021-04-15 02:34:59,049 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.0490, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:38.881744, arrival_time=2021-04-15 02:35:37.931586, cost_time=0:00:04.418375 2021-04-15 02:35:01,180 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.0506, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:36.235974, arrival_time=2021-04-15 02:35:37.416128, cost_time=0:00:06.548680 2021-04-15 02:35:03,321 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.91ms, fps=1196 images/s, loss=0.0505, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:33.891936, arrival_time=2021-04-15 02:35:37.213748, cost_time=0:00:08.690245 2021-04-15 02:35:05,460 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.46ms, fps=1198 images/s, loss=0.0507, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:31.619074, arrival_time=2021-04-15 02:35:37.079024, cost_time=0:00:10.828467 2021-04-15 02:35:07,590 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.31ms, fps=1202 images/s, loss=0.0514, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:29.373552, arrival_time=2021-04-15 02:35:36.963941, cost_time=0:00:12.958906 2021-04-15 02:35:09,726 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.30ms, fps=1199 images/s, loss=0.0513, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:27.170514, arrival_time=2021-04-15 02:35:36.896716, cost_time=0:00:15.094716 2021-04-15 02:35:11,859 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.57ms, fps=1200 images/s, loss=0.0514, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:24.981064, arrival_time=2021-04-15 02:35:36.840866, cost_time=0:00:17.228325 2021-04-15 02:35:13,993 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.52ms, fps=1200 images/s, loss=0.0518, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:22.803568, arrival_time=2021-04-15 02:35:36.796614, cost_time=0:00:19.361507 2021-04-15 02:35:16,128 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.45ms, fps=1199 images/s, loss=0.0512, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:20.637408, arrival_time=2021-04-15 02:35:36.766249, cost_time=0:00:21.497344 2021-04-15 02:35:18,264 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.69ms, fps=1199 images/s, loss=0.0507, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:18.476498, arrival_time=2021-04-15 02:35:36.740770, cost_time=0:00:23.632778 2021-04-15 02:35:20,403 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.38ms, fps=1197 images/s, loss=0.0508, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:16.322292, arrival_time=2021-04-15 02:35:36.725836, cost_time=0:00:25.772066 2021-04-15 02:35:22,537 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.46ms, fps=1200 images/s, loss=0.0509, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:14.167758, arrival_time=2021-04-15 02:35:36.705426, cost_time=0:00:27.906194 2021-04-15 02:35:24,676 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.73ms, fps=1197 images/s, loss=0.0507, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:12.017936, arrival_time=2021-04-15 02:35:36.694291, cost_time=0:00:30.044876 2021-04-15 02:35:26,813 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.38ms, fps=1198 images/s, loss=0.0508, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:09.869162, arrival_time=2021-04-15 02:35:36.682739, cost_time=0:00:32.182103 2021-04-15 02:35:28,953 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.56ms, fps=1197 images/s, loss=0.0513, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:07.722288, arrival_time=2021-04-15 02:35:36.675218, cost_time=0:00:34.321349 2021-04-15 02:35:31,084 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.0517, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:05.575206, arrival_time=2021-04-15 02:35:36.659986, cost_time=0:00:36.453267 2021-04-15 02:35:33,216 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.54ms, fps=1201 images/s, loss=0.0521, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:03.429776, arrival_time=2021-04-15 02:35:36.646155, cost_time=0:00:38.584899 2021-04-15 02:35:35,350 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.25ms, fps=1200 images/s, loss=0.0526, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:01.285860, arrival_time=2021-04-15 02:35:36.636220, cost_time=0:00:40.718896 2021-04-15 02:35:36,508 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.26ms, fps=1175 images/s, loss=0.0530, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:35:36.508103, cost_time=0:00:41.876638 2021-04-15 02:35:37,494 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=1.53ms, fps=2600 images/s, loss=1.1573, top1-acc=72.50%, top5-acc=91.56%, remaining_time=0:00:02.953440, arrival_time=2021-04-15 02:35:40.447896, cost_time=0:00:00.984480 2021-04-15 02:35:38,347 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.37ms, fps=3004 images/s, loss=1.1607, top1-acc=72.44%, top5-acc=91.52%, remaining_time=0:00:01.837100, arrival_time=2021-04-15 02:35:40.184159, cost_time=0:00:01.837096 2021-04-15 02:35:39,202 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.40ms, fps=2993 images/s, loss=1.1589, top1-acc=72.40%, top5-acc=91.54%, remaining_time=0:00:00.897580, arrival_time=2021-04-15 02:35:40.100277, cost_time=0:00:02.692733 2021-04-15 02:35:39,981 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.07ms, fps=2979 images/s, loss=1.1363, top1-acc=72.54%, top5-acc=91.67%, remaining_time=0:00:00, arrival_time=2021-04-15 02:35:39.981753, cost_time=0:00:03.471812 2021-04-15 02:35:40,623 INFO : Epoch=0140 complete, best val top1-acc=72.54%, top5-acc=91.67% (epoch=140), remaining_time=0:45:56.281680, arrival_time=2021-04-15 03:21:36.904827, cost_time=1:47:11.323892 2021-04-15 02:35:40,624 INFO : Train start, epoch=0141, lr=0.020611 2021-04-15 02:35:42,943 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.35ms, fps=1104 images/s, loss=0.0477, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:43.131168, arrival_time=2021-04-15 02:36:26.074511, cost_time=0:00:02.318880 2021-04-15 02:35:45,078 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.45ms, fps=1199 images/s, loss=0.0504, top1-acc=99.16%, top5-acc=99.98%, remaining_time=0:00:39.191152, arrival_time=2021-04-15 02:36:24.269163, cost_time=0:00:04.453542 2021-04-15 02:35:47,213 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.35ms, fps=1199 images/s, loss=0.0494, top1-acc=99.11%, top5-acc=99.99%, remaining_time=0:00:36.457584, arrival_time=2021-04-15 02:36:23.670836, cost_time=0:00:06.588706 2021-04-15 02:35:49,346 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.0497, top1-acc=99.07%, top5-acc=99.99%, remaining_time=0:00:34.014708, arrival_time=2021-04-15 02:36:23.360968, cost_time=0:00:08.721737 2021-04-15 02:35:51,476 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.0494, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:31.688424, arrival_time=2021-04-15 02:36:23.165144, cost_time=0:00:10.852224 2021-04-15 02:35:53,606 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.45ms, fps=1202 images/s, loss=0.0485, top1-acc=99.12%, top5-acc=99.99%, remaining_time=0:00:29.425640, arrival_time=2021-04-15 02:36:23.032011, cost_time=0:00:12.981914 2021-04-15 02:35:55,741 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.0485, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:27.210582, arrival_time=2021-04-15 02:36:22.952040, cost_time=0:00:15.116961 2021-04-15 02:35:57,870 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.0473, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:25.006004, arrival_time=2021-04-15 02:36:22.875992, cost_time=0:00:17.245531 2021-04-15 02:35:59,999 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.50ms, fps=1202 images/s, loss=0.0480, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:22.819574, arrival_time=2021-04-15 02:36:22.819149, cost_time=0:00:19.375118 2021-04-15 02:36:02,138 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.34ms, fps=1197 images/s, loss=0.0484, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:20.653824, arrival_time=2021-04-15 02:36:22.792706, cost_time=0:00:21.514422 2021-04-15 02:36:04,275 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.60ms, fps=1198 images/s, loss=0.0485, top1-acc=99.13%, top5-acc=99.99%, remaining_time=0:00:18.490860, arrival_time=2021-04-15 02:36:22.766449, cost_time=0:00:23.651052 2021-04-15 02:36:06,410 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=2.29ms, fps=1200 images/s, loss=0.0488, top1-acc=99.13%, top5-acc=99.99%, remaining_time=0:00:16.330880, arrival_time=2021-04-15 02:36:22.740942, cost_time=0:00:25.785569 2021-04-15 02:36:08,542 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.31ms, fps=1201 images/s, loss=0.0487, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:14.173566, arrival_time=2021-04-15 02:36:22.715692, cost_time=0:00:27.917664 2021-04-15 02:36:10,679 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.70ms, fps=1198 images/s, loss=0.0483, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:12.021912, arrival_time=2021-04-15 02:36:22.701162, cost_time=0:00:30.054777 2021-04-15 02:36:12,816 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.0485, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:09.872336, arrival_time=2021-04-15 02:36:22.689209, cost_time=0:00:32.192410 2021-04-15 02:36:14,953 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.0484, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:07.723944, arrival_time=2021-04-15 02:36:22.677078, cost_time=0:00:34.328677 2021-04-15 02:36:17,083 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.45ms, fps=1202 images/s, loss=0.0487, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:05.576142, arrival_time=2021-04-15 02:36:22.659926, cost_time=0:00:36.459318 2021-04-15 02:36:19,218 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=2.03ms, fps=1199 images/s, loss=0.0490, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:03.430576, arrival_time=2021-04-15 02:36:22.649035, cost_time=0:00:38.593931 2021-04-15 02:36:21,354 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.19ms, fps=1199 images/s, loss=0.0495, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:01.286220, arrival_time=2021-04-15 02:36:22.640989, cost_time=0:00:40.730305 2021-04-15 02:36:22,510 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.25ms, fps=1177 images/s, loss=0.0500, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:22.510714, cost_time=0:00:41.886262 2021-04-15 02:36:23,510 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=0.21ms, fps=2565 images/s, loss=1.1348, top1-acc=72.38%, top5-acc=91.45%, remaining_time=0:00:02.993640, arrival_time=2021-04-15 02:36:26.503990, cost_time=0:00:00.997879 2021-04-15 02:36:24,364 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.43ms, fps=3000 images/s, loss=1.1643, top1-acc=72.23%, top5-acc=91.27%, remaining_time=0:00:01.851720, arrival_time=2021-04-15 02:36:26.215865, cost_time=0:00:01.851725 2021-04-15 02:36:25,215 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.34ms, fps=3008 images/s, loss=1.1480, top1-acc=72.12%, top5-acc=91.42%, remaining_time=0:00:00.901100, arrival_time=2021-04-15 02:36:26.116809, cost_time=0:00:02.703287 2021-04-15 02:36:25,996 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.08ms, fps=2975 images/s, loss=1.1313, top1-acc=72.18%, top5-acc=91.62%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:25.995972, cost_time=0:00:03.483578 2021-04-15 02:36:26,330 INFO : Epoch=0141 complete, best val top1-acc=72.54%, top5-acc=91.67% (epoch=140), remaining_time=0:45:10.246892, arrival_time=2021-04-15 03:21:36.576868, cost_time=1:47:57.030735 2021-04-15 02:36:26,331 INFO : Train start, epoch=0142, lr=0.019979 2021-04-15 02:36:28,626 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=2.05ms, fps=1115 images/s, loss=0.0572, top1-acc=98.95%, top5-acc=99.96%, remaining_time=0:00:42.695184, arrival_time=2021-04-15 02:37:11.322017, cost_time=0:00:02.295445 2021-04-15 02:36:30,768 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.40ms, fps=1196 images/s, loss=0.0564, top1-acc=99.00%, top5-acc=99.98%, remaining_time=0:00:39.043136, arrival_time=2021-04-15 02:37:09.811244, cost_time=0:00:04.436724 2021-04-15 02:36:32,907 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.41ms, fps=1197 images/s, loss=0.0553, top1-acc=99.06%, top5-acc=99.99%, remaining_time=0:00:36.386370, arrival_time=2021-04-15 02:37:09.293592, cost_time=0:00:06.575843 2021-04-15 02:36:35,047 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.35ms, fps=1196 images/s, loss=0.0528, top1-acc=99.13%, top5-acc=99.99%, remaining_time=0:00:33.992712, arrival_time=2021-04-15 02:37:09.040273, cost_time=0:00:08.716076 2021-04-15 02:36:37,183 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.40ms, fps=1199 images/s, loss=0.0516, top1-acc=99.13%, top5-acc=99.99%, remaining_time=0:00:31.686526, arrival_time=2021-04-15 02:37:08.869527, cost_time=0:00:10.851570 2021-04-15 02:36:39,328 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.40ms, fps=1194 images/s, loss=0.0500, top1-acc=99.19%, top5-acc=99.99%, remaining_time=0:00:29.460592, arrival_time=2021-04-15 02:37:08.789288, cost_time=0:00:12.997318 2021-04-15 02:36:41,462 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=2.24ms, fps=1200 images/s, loss=0.0494, top1-acc=99.19%, top5-acc=99.99%, remaining_time=0:00:27.235278, arrival_time=2021-04-15 02:37:08.697435, cost_time=0:00:15.130726 2021-04-15 02:36:43,601 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.44ms, fps=1197 images/s, loss=0.0485, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:25.041036, arrival_time=2021-04-15 02:37:08.642230, cost_time=0:00:17.269715 2021-04-15 02:36:45,739 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.36ms, fps=1198 images/s, loss=0.0486, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:22.857946, arrival_time=2021-04-15 02:37:08.597038, cost_time=0:00:19.407722 2021-04-15 02:36:47,873 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=2.03ms, fps=1200 images/s, loss=0.0479, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:20.680608, arrival_time=2021-04-15 02:37:08.554269, cost_time=0:00:21.542293 2021-04-15 02:36:50,007 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.0485, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:18.510554, arrival_time=2021-04-15 02:37:08.518256, cost_time=0:00:23.676304 2021-04-15 02:36:52,139 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.57ms, fps=1201 images/s, loss=0.0486, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:16.345016, arrival_time=2021-04-15 02:37:08.484342, cost_time=0:00:25.807964 2021-04-15 02:36:54,271 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.0486, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:14.184918, arrival_time=2021-04-15 02:37:08.456365, cost_time=0:00:27.940025 2021-04-15 02:36:56,407 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.56ms, fps=1199 images/s, loss=0.0485, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:12.030368, arrival_time=2021-04-15 02:37:08.437571, cost_time=0:00:30.075893 2021-04-15 02:36:58,548 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.49ms, fps=1196 images/s, loss=0.0487, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:09.879880, arrival_time=2021-04-15 02:37:08.428300, cost_time=0:00:32.217030 2021-04-15 02:37:00,683 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.0491, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:07.729128, arrival_time=2021-04-15 02:37:08.412152, cost_time=0:00:34.351734 2021-04-15 02:37:02,818 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.55ms, fps=1199 images/s, loss=0.0491, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:05.580302, arrival_time=2021-04-15 02:37:08.398301, cost_time=0:00:36.486624 2021-04-15 02:37:04,949 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.49ms, fps=1201 images/s, loss=0.0489, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:03.432720, arrival_time=2021-04-15 02:37:08.382162, cost_time=0:00:38.618164 2021-04-15 02:37:07,079 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.18ms, fps=1202 images/s, loss=0.0490, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:01.286772, arrival_time=2021-04-15 02:37:08.365876, cost_time=0:00:40.747751 2021-04-15 02:37:08,235 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.20ms, fps=1176 images/s, loss=0.0491, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:37:08.235611, cost_time=0:00:41.904342 2021-04-15 02:37:09,203 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=0.21ms, fps=2651 images/s, loss=1.1384, top1-acc=71.72%, top5-acc=91.48%, remaining_time=0:00:02.896890, arrival_time=2021-04-15 02:37:12.099922, cost_time=0:00:00.965628 2021-04-15 02:37:10,055 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.35ms, fps=3006 images/s, loss=1.1193, top1-acc=72.56%, top5-acc=91.66%, remaining_time=0:00:01.817620, arrival_time=2021-04-15 02:37:11.872628, cost_time=0:00:01.817613 2021-04-15 02:37:10,906 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.48ms, fps=3009 images/s, loss=1.1193, top1-acc=72.55%, top5-acc=91.78%, remaining_time=0:00:00.889560, arrival_time=2021-04-15 02:37:11.795638, cost_time=0:00:02.668684 2021-04-15 02:37:11,693 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.10ms, fps=2948 images/s, loss=1.0999, top1-acc=72.59%, top5-acc=91.85%, remaining_time=0:00:00, arrival_time=2021-04-15 02:37:11.693585, cost_time=0:00:03.456073 2021-04-15 02:37:12,365 INFO : Epoch=0142 complete, best val top1-acc=72.59%, top5-acc=91.85% (epoch=142), remaining_time=0:44:24.350872, arrival_time=2021-04-15 03:21:36.716024, cost_time=1:48:43.065895 2021-04-15 02:37:12,366 INFO : Train start, epoch=0143, lr=0.019355 2021-04-15 02:37:14,660 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.52ms, fps=1116 images/s, loss=0.0391, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:42.670632, arrival_time=2021-04-15 02:37:57.331412, cost_time=0:00:02.294125 2021-04-15 02:37:16,802 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.59ms, fps=1196 images/s, loss=0.0400, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:39.032576, arrival_time=2021-04-15 02:37:55.834780, cost_time=0:00:04.435523 2021-04-15 02:37:18,938 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.0399, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:36.364126, arrival_time=2021-04-15 02:37:55.302601, cost_time=0:00:06.571818 2021-04-15 02:37:21,075 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.35ms, fps=1198 images/s, loss=0.0397, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:33.965568, arrival_time=2021-04-15 02:37:55.041349, cost_time=0:00:08.709137 2021-04-15 02:37:23,210 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.0412, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:31.664626, arrival_time=2021-04-15 02:37:54.875320, cost_time=0:00:10.844038 2021-04-15 02:37:25,353 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.61ms, fps=1195 images/s, loss=0.0415, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:29.437472, arrival_time=2021-04-15 02:37:54.791230, cost_time=0:00:12.987114 2021-04-15 02:37:27,488 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.28ms, fps=1199 images/s, loss=0.0420, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:27.220158, arrival_time=2021-04-15 02:37:54.709050, cost_time=0:00:15.122325 2021-04-15 02:37:29,621 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.0416, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:25.019692, arrival_time=2021-04-15 02:37:54.641325, cost_time=0:00:17.254974 2021-04-15 02:37:31,754 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.0408, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:22.834414, arrival_time=2021-04-15 02:37:54.588872, cost_time=0:00:19.387741 2021-04-15 02:37:33,894 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.39ms, fps=1197 images/s, loss=0.0408, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:20.666400, arrival_time=2021-04-15 02:37:54.560491, cost_time=0:00:21.527507 2021-04-15 02:37:36,026 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.52ms, fps=1201 images/s, loss=0.0404, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:18.497998, arrival_time=2021-04-15 02:37:54.524813, cost_time=0:00:23.660250 2021-04-15 02:37:38,166 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.43ms, fps=1197 images/s, loss=0.0398, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:16.340076, arrival_time=2021-04-15 02:37:54.506822, cost_time=0:00:25.800087 2021-04-15 02:37:40,301 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.31ms, fps=1199 images/s, loss=0.0397, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:14.182344, arrival_time=2021-04-15 02:37:54.483850, cost_time=0:00:27.934960 2021-04-15 02:37:42,435 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.55ms, fps=1200 images/s, loss=0.0396, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:12.027624, arrival_time=2021-04-15 02:37:54.463344, cost_time=0:00:30.069087 2021-04-15 02:37:44,569 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.65ms, fps=1200 images/s, loss=0.0395, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:09.875602, arrival_time=2021-04-15 02:37:54.445274, cost_time=0:00:32.203088 2021-04-15 02:37:46,703 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.50ms, fps=1200 images/s, loss=0.0398, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:07.725780, arrival_time=2021-04-15 02:37:54.429158, cost_time=0:00:34.336822 2021-04-15 02:37:48,841 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.79ms, fps=1198 images/s, loss=0.0400, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:05.578430, arrival_time=2021-04-15 02:37:54.419476, cost_time=0:00:36.474413 2021-04-15 02:37:50,990 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.35ms, fps=1191 images/s, loss=0.0400, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:03.433216, arrival_time=2021-04-15 02:37:54.423471, cost_time=0:00:38.623670 2021-04-15 02:37:53,124 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.47ms, fps=1200 images/s, loss=0.0403, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:01.287078, arrival_time=2021-04-15 02:37:54.411196, cost_time=0:00:40.757561 2021-04-15 02:37:54,279 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.19ms, fps=1178 images/s, loss=0.0406, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:37:54.279167, cost_time=0:00:41.912619 2021-04-15 02:37:55,242 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=0.21ms, fps=2662 images/s, loss=1.1775, top1-acc=71.17%, top5-acc=91.29%, remaining_time=0:00:02.884740, arrival_time=2021-04-15 02:37:58.127209, cost_time=0:00:00.961580 2021-04-15 02:37:56,097 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.44ms, fps=2994 images/s, loss=1.1193, top1-acc=72.81%, top5-acc=91.70%, remaining_time=0:00:01.817020, arrival_time=2021-04-15 02:37:57.914926, cost_time=0:00:01.817029 2021-04-15 02:37:56,950 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.34ms, fps=3003 images/s, loss=1.1277, top1-acc=72.49%, top5-acc=91.29%, remaining_time=0:00:00.889950, arrival_time=2021-04-15 02:37:57.840699, cost_time=0:00:02.669852 2021-04-15 02:37:57,729 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.08ms, fps=2980 images/s, loss=1.1352, top1-acc=72.29%, top5-acc=91.34%, remaining_time=0:00:00, arrival_time=2021-04-15 02:37:57.729613, cost_time=0:00:03.448793 2021-04-15 02:37:58,027 INFO : Epoch=0143 complete, best val top1-acc=72.59%, top5-acc=91.85% (epoch=142), remaining_time=0:43:38.304291, arrival_time=2021-04-15 03:21:36.331858, cost_time=1:49:28.728323 2021-04-15 02:37:58,029 INFO : Train start, epoch=0144, lr=0.018738 2021-04-15 02:38:00,366 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.32ms, fps=1095 images/s, loss=0.0418, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:43.478616, arrival_time=2021-04-15 02:38:43.845410, cost_time=0:00:02.337562 2021-04-15 02:38:02,497 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.54ms, fps=1202 images/s, loss=0.0425, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:39.318400, arrival_time=2021-04-15 02:38:41.815629, cost_time=0:00:04.468004 2021-04-15 02:38:04,638 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.48ms, fps=1196 images/s, loss=0.0410, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:36.571958, arrival_time=2021-04-15 02:38:41.210557, cost_time=0:00:06.609389 2021-04-15 02:38:06,774 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.51ms, fps=1199 images/s, loss=0.0420, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:34.105968, arrival_time=2021-04-15 02:38:40.880411, cost_time=0:00:08.745120 2021-04-15 02:38:08,909 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.59ms, fps=1200 images/s, loss=0.0418, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:31.768432, arrival_time=2021-04-15 02:38:40.677523, cost_time=0:00:10.879624 2021-04-15 02:38:11,041 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.0416, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:29.493368, arrival_time=2021-04-15 02:38:40.534480, cost_time=0:00:13.011806 2021-04-15 02:38:13,174 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.0417, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:27.260352, arrival_time=2021-04-15 02:38:40.434412, cost_time=0:00:15.144670 2021-04-15 02:38:15,310 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=2.12ms, fps=1199 images/s, loss=0.0413, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:25.058088, arrival_time=2021-04-15 02:38:40.368819, cost_time=0:00:17.281409 2021-04-15 02:38:17,446 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.53ms, fps=1199 images/s, loss=0.0403, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:22.869288, arrival_time=2021-04-15 02:38:40.315961, cost_time=0:00:19.417362 2021-04-15 02:38:19,579 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.0401, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:20.688384, arrival_time=2021-04-15 02:38:40.268012, cost_time=0:00:21.550396 2021-04-15 02:38:21,711 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.0395, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:18.514682, arrival_time=2021-04-15 02:38:40.225613, cost_time=0:00:23.681615 2021-04-15 02:38:23,842 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.0391, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:16.347904, arrival_time=2021-04-15 02:38:40.189804, cost_time=0:00:25.812487 2021-04-15 02:38:25,974 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.0389, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:14.187756, arrival_time=2021-04-15 02:38:40.162540, cost_time=0:00:27.945550 2021-04-15 02:38:28,105 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.0384, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:12.030536, arrival_time=2021-04-15 02:38:40.136250, cost_time=0:00:30.076363 2021-04-15 02:38:30,243 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.40ms, fps=1198 images/s, loss=0.0382, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:09.878868, arrival_time=2021-04-15 02:38:40.121888, cost_time=0:00:32.213773 2021-04-15 02:38:32,377 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.39ms, fps=1200 images/s, loss=0.0380, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:07.728300, arrival_time=2021-04-15 02:38:40.105485, cost_time=0:00:34.347960 2021-04-15 02:38:34,508 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.74ms, fps=1201 images/s, loss=0.0376, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:05.579158, arrival_time=2021-04-15 02:38:40.087569, cost_time=0:00:36.479054 2021-04-15 02:38:36,639 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.0376, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:03.432016, arrival_time=2021-04-15 02:38:40.071358, cost_time=0:00:38.610115 2021-04-15 02:38:38,772 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.18ms, fps=1200 images/s, loss=0.0375, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:01.286622, arrival_time=2021-04-15 02:38:40.058821, cost_time=0:00:40.742976 2021-04-15 02:38:39,927 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.16ms, fps=1177 images/s, loss=0.0379, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:39.927869, cost_time=0:00:41.898651 2021-04-15 02:38:40,899 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=1.28ms, fps=2640 images/s, loss=1.0646, top1-acc=74.10%, top5-acc=92.66%, remaining_time=0:00:02.908620, arrival_time=2021-04-15 02:38:43.807976, cost_time=0:00:00.969536 2021-04-15 02:38:41,750 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.25ms, fps=3009 images/s, loss=1.0887, top1-acc=74.00%, top5-acc=92.40%, remaining_time=0:00:01.820900, arrival_time=2021-04-15 02:38:43.571558, cost_time=0:00:01.820894 2021-04-15 02:38:42,604 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.32ms, fps=3000 images/s, loss=1.1002, top1-acc=73.78%, top5-acc=92.04%, remaining_time=0:00:00.891580, arrival_time=2021-04-15 02:38:43.496093, cost_time=0:00:02.674727 2021-04-15 02:38:43,388 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.08ms, fps=2959 images/s, loss=1.1060, top1-acc=73.64%, top5-acc=92.07%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:43.388810, cost_time=0:00:03.459072 2021-04-15 02:38:44,086 INFO : Epoch=0144 complete, best val top1-acc=73.64%, top5-acc=92.07% (epoch=144), remaining_time=0:42:52.417344, arrival_time=2021-04-15 03:21:36.504021, cost_time=1:50:14.787423 2021-04-15 02:38:44,088 INFO : Train start, epoch=0145, lr=0.018129 2021-04-15 02:38:46,412 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=2.20ms, fps=1102 images/s, loss=0.0329, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:43.223796, arrival_time=2021-04-15 02:39:29.635860, cost_time=0:00:02.323862 2021-04-15 02:38:48,544 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=0.0317, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:39.216848, arrival_time=2021-04-15 02:39:27.761612, cost_time=0:00:04.456461 2021-04-15 02:38:50,679 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.82ms, fps=1200 images/s, loss=0.0314, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:36.468706, arrival_time=2021-04-15 02:39:27.147670, cost_time=0:00:06.590723 2021-04-15 02:38:52,811 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.66ms, fps=1201 images/s, loss=0.0312, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:34.021572, arrival_time=2021-04-15 02:39:26.833351, cost_time=0:00:08.723463 2021-04-15 02:38:54,948 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.40ms, fps=1199 images/s, loss=0.0309, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:31.711638, arrival_time=2021-04-15 02:39:26.659926, cost_time=0:00:10.860145 2021-04-15 02:38:57,082 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.64ms, fps=1200 images/s, loss=0.0307, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:29.453792, arrival_time=2021-04-15 02:39:26.536379, cost_time=0:00:12.994326 2021-04-15 02:38:59,215 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.58ms, fps=1200 images/s, loss=0.0314, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:27.229608, arrival_time=2021-04-15 02:39:26.445385, cost_time=0:00:15.127576 2021-04-15 02:39:01,380 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.43ms, fps=1183 images/s, loss=0.0318, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:25.074096, arrival_time=2021-04-15 02:39:26.454738, cost_time=0:00:17.292516 2021-04-15 02:39:03,516 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.0315, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:22.881796, arrival_time=2021-04-15 02:39:26.397946, cost_time=0:00:19.427917 2021-04-15 02:39:05,653 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.65ms, fps=1198 images/s, loss=0.0317, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:20.702592, arrival_time=2021-04-15 02:39:26.355938, cost_time=0:00:21.565230 2021-04-15 02:39:07,786 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.0315, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:18.527410, arrival_time=2021-04-15 02:39:26.313490, cost_time=0:00:23.697871 2021-04-15 02:39:09,923 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.74ms, fps=1198 images/s, loss=0.0313, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:16.362116, arrival_time=2021-04-15 02:39:26.285187, cost_time=0:00:25.834891 2021-04-15 02:39:12,056 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.45ms, fps=1200 images/s, loss=0.0315, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:14.199372, arrival_time=2021-04-15 02:39:26.255936, cost_time=0:00:27.968445 2021-04-15 02:39:14,188 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.70ms, fps=1201 images/s, loss=0.0317, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:12.040112, arrival_time=2021-04-15 02:39:26.228690, cost_time=0:00:30.100348 2021-04-15 02:39:16,318 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.0322, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:09.883974, arrival_time=2021-04-15 02:39:26.202494, cost_time=0:00:32.230399 2021-04-15 02:39:18,451 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.0326, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:07.731720, arrival_time=2021-04-15 02:39:26.182976, cost_time=0:00:34.363141 2021-04-15 02:39:20,592 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.39ms, fps=1196 images/s, loss=0.0325, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:05.583006, arrival_time=2021-04-15 02:39:26.175395, cost_time=0:00:36.504197 2021-04-15 02:39:22,732 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.46ms, fps=1196 images/s, loss=0.0328, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:03.435056, arrival_time=2021-04-15 02:39:26.167659, cost_time=0:00:38.644459 2021-04-15 02:39:24,863 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.0329, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:01.287642, arrival_time=2021-04-15 02:39:26.151164, cost_time=0:00:40.775406 2021-04-15 02:39:26,024 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.54ms, fps=1172 images/s, loss=0.0335, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:39:26.024759, cost_time=0:00:41.936634 2021-04-15 02:39:27,032 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=1.44ms, fps=2548 images/s, loss=1.0245, top1-acc=74.10%, top5-acc=92.34%, remaining_time=0:00:03.013650, arrival_time=2021-04-15 02:39:30.045661, cost_time=0:00:01.004551 2021-04-15 02:39:27,887 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.31ms, fps=2994 images/s, loss=1.0895, top1-acc=73.09%, top5-acc=91.82%, remaining_time=0:00:01.860080, arrival_time=2021-04-15 02:39:29.747667, cost_time=0:00:01.860089 2021-04-15 02:39:28,739 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.46ms, fps=3007 images/s, loss=1.0912, top1-acc=72.94%, top5-acc=91.91%, remaining_time=0:00:00.903990, arrival_time=2021-04-15 02:39:29.643411, cost_time=0:00:02.711984 2021-04-15 02:39:29,519 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.06ms, fps=2974 images/s, loss=1.0963, top1-acc=72.78%, top5-acc=91.98%, remaining_time=0:00:00, arrival_time=2021-04-15 02:39:29.519944, cost_time=0:00:03.492545 2021-04-15 02:39:29,867 INFO : Epoch=0145 complete, best val top1-acc=73.64%, top5-acc=92.07% (epoch=144), remaining_time=0:42:06.422580, arrival_time=2021-04-15 03:21:36.290392, cost_time=1:51:00.568575 2021-04-15 02:39:29,869 INFO : Train start, epoch=0146, lr=0.017528 2021-04-15 02:39:32,233 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.31ms, fps=1083 images/s, loss=0.0365, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:43.978770, arrival_time=2021-04-15 02:40:16.212478, cost_time=0:00:02.364450 2021-04-15 02:39:34,372 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.55ms, fps=1197 images/s, loss=0.0335, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:39.629568, arrival_time=2021-04-15 02:40:14.002183, cost_time=0:00:04.503353 2021-04-15 02:39:36,509 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.34ms, fps=1198 images/s, loss=0.0336, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:36.739950, arrival_time=2021-04-15 02:40:13.248959, cost_time=0:00:06.639748 2021-04-15 02:39:38,638 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.79ms, fps=1202 images/s, loss=0.0338, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:34.199880, arrival_time=2021-04-15 02:40:12.838445, cost_time=0:00:08.769216 2021-04-15 02:39:40,769 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.0332, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:31.827854, arrival_time=2021-04-15 02:40:12.597075, cost_time=0:00:10.899946 2021-04-15 02:39:42,899 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.0331, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:29.535936, arrival_time=2021-04-15 02:40:12.435778, cost_time=0:00:13.030587 2021-04-15 02:39:45,029 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.0330, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:27.289206, arrival_time=2021-04-15 02:40:12.319117, cost_time=0:00:15.160647 2021-04-15 02:39:47,160 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.0324, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:25.071892, arrival_time=2021-04-15 02:40:12.232113, cost_time=0:00:17.290966 2021-04-15 02:39:49,294 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.0323, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:22.878086, arrival_time=2021-04-15 02:40:12.172184, cost_time=0:00:19.424766 2021-04-15 02:39:51,426 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.46ms, fps=1201 images/s, loss=0.0323, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:20.694720, arrival_time=2021-04-15 02:40:12.120992, cost_time=0:00:21.556986 2021-04-15 02:39:53,560 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.0321, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:18.522508, arrival_time=2021-04-15 02:40:12.083321, cost_time=0:00:23.691543 2021-04-15 02:39:55,688 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.29ms, fps=1204 images/s, loss=0.0322, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:16.351932, arrival_time=2021-04-15 02:40:12.039992, cost_time=0:00:25.818811 2021-04-15 02:39:57,822 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.30ms, fps=1200 images/s, loss=0.0322, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:14.191716, arrival_time=2021-04-15 02:40:12.014300, cost_time=0:00:27.953320 2021-04-15 02:39:59,956 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.0323, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:12.034680, arrival_time=2021-04-15 02:40:11.990685, cost_time=0:00:30.086755 2021-04-15 02:40:02,087 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.0326, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:09.880386, arrival_time=2021-04-15 02:40:11.968270, cost_time=0:00:32.218632 2021-04-15 02:40:04,223 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.49ms, fps=1199 images/s, loss=0.0325, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:07.729632, arrival_time=2021-04-15 02:40:11.952904, cost_time=0:00:34.353924 2021-04-15 02:40:06,359 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=2.43ms, fps=1199 images/s, loss=0.0325, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:05.580770, arrival_time=2021-04-15 02:40:11.939851, cost_time=0:00:36.489702 2021-04-15 02:40:08,493 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.0324, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:03.433312, arrival_time=2021-04-15 02:40:11.927250, cost_time=0:00:38.624674 2021-04-15 02:40:10,630 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.24ms, fps=1198 images/s, loss=0.0322, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:01.287192, arrival_time=2021-04-15 02:40:11.917663, cost_time=0:00:40.761118 2021-04-15 02:40:11,791 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.24ms, fps=1172 images/s, loss=0.0325, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:11.791266, cost_time=0:00:41.921915 2021-04-15 02:40:12,783 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=1.62ms, fps=2585 images/s, loss=1.1717, top1-acc=71.52%, top5-acc=91.48%, remaining_time=0:00:02.970900, arrival_time=2021-04-15 02:40:15.754539, cost_time=0:00:00.990296 2021-04-15 02:40:13,639 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=3.88ms, fps=2992 images/s, loss=1.1500, top1-acc=72.03%, top5-acc=91.80%, remaining_time=0:00:01.846600, arrival_time=2021-04-15 02:40:15.486474, cost_time=0:00:01.846602 2021-04-15 02:40:14,493 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.56ms, fps=3000 images/s, loss=1.1028, top1-acc=73.15%, top5-acc=92.23%, remaining_time=0:00:00.900090, arrival_time=2021-04-15 02:40:15.393760, cost_time=0:00:02.700275 2021-04-15 02:40:15,274 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.08ms, fps=2973 images/s, loss=1.1319, top1-acc=73.22%, top5-acc=92.09%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:15.274540, cost_time=0:00:03.481298 2021-04-15 02:40:15,564 INFO : Epoch=0146 complete, best val top1-acc=73.64%, top5-acc=92.07% (epoch=144), remaining_time=0:41:20.399334, arrival_time=2021-04-15 03:21:35.963504, cost_time=1:51:46.264935 2021-04-15 02:40:15,565 INFO : Train start, epoch=0147, lr=0.016934 2021-04-15 02:40:17,865 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.34ms, fps=1113 images/s, loss=0.0265, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:42.777954, arrival_time=2021-04-15 02:41:00.643475, cost_time=0:00:02.299887 2021-04-15 02:40:19,997 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=2.38ms, fps=1201 images/s, loss=0.0297, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:38.997552, arrival_time=2021-04-15 02:40:58.994763, cost_time=0:00:04.431546 2021-04-15 02:40:22,137 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.43ms, fps=1196 images/s, loss=0.0305, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:36.364126, arrival_time=2021-04-15 02:40:58.501638, cost_time=0:00:06.571838 2021-04-15 02:40:24,275 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.82ms, fps=1198 images/s, loss=0.0296, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:33.969624, arrival_time=2021-04-15 02:40:58.245518, cost_time=0:00:08.710146 2021-04-15 02:40:26,413 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.46ms, fps=1198 images/s, loss=0.0293, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:31.675284, arrival_time=2021-04-15 02:40:58.088583, cost_time=0:00:10.847724 2021-04-15 02:40:28,557 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.47ms, fps=1194 images/s, loss=0.0296, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:29.447128, arrival_time=2021-04-15 02:40:58.004181, cost_time=0:00:12.991408 2021-04-15 02:40:30,697 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.39ms, fps=1197 images/s, loss=0.0299, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:27.236286, arrival_time=2021-04-15 02:40:57.933232, cost_time=0:00:15.131296 2021-04-15 02:40:32,837 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.90ms, fps=1197 images/s, loss=0.0300, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:25.043356, arrival_time=2021-04-15 02:40:57.880284, cost_time=0:00:17.271270 2021-04-15 02:40:34,972 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.72ms, fps=1199 images/s, loss=0.0303, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:22.857310, arrival_time=2021-04-15 02:40:57.830077, cost_time=0:00:19.407116 2021-04-15 02:40:37,104 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.76ms, fps=1201 images/s, loss=0.0303, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:20.677056, arrival_time=2021-04-15 02:40:57.781339, cost_time=0:00:21.538635 2021-04-15 02:40:39,242 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.85ms, fps=1197 images/s, loss=0.0303, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:18.511328, arrival_time=2021-04-15 02:40:57.754182, cost_time=0:00:23.677280 2021-04-15 02:40:41,376 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.31ms, fps=1200 images/s, loss=0.0303, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:16.346992, arrival_time=2021-04-15 02:40:57.723713, cost_time=0:00:25.811066 2021-04-15 02:40:43,510 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.64ms, fps=1200 images/s, loss=0.0302, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:14.187294, arrival_time=2021-04-15 02:40:57.697624, cost_time=0:00:27.944698 2021-04-15 02:40:45,640 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.46ms, fps=1202 images/s, loss=0.0306, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:12.030088, arrival_time=2021-04-15 02:40:57.670882, cost_time=0:00:30.075226 2021-04-15 02:40:47,781 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.43ms, fps=1196 images/s, loss=0.0310, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:09.879328, arrival_time=2021-04-15 02:40:57.660268, cost_time=0:00:32.215258 2021-04-15 02:40:49,917 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.0313, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:07.729092, arrival_time=2021-04-15 02:40:57.646220, cost_time=0:00:34.351574 2021-04-15 02:40:52,049 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.81ms, fps=1201 images/s, loss=0.0313, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:05.579912, arrival_time=2021-04-15 02:40:57.629514, cost_time=0:00:36.483971 2021-04-15 02:40:54,181 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.58ms, fps=1201 images/s, loss=0.0313, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:03.432480, arrival_time=2021-04-15 02:40:57.613544, cost_time=0:00:38.615437 2021-04-15 02:40:56,322 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.40ms, fps=1196 images/s, loss=0.0315, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:01.287054, arrival_time=2021-04-15 02:40:57.609369, cost_time=0:00:40.756760 2021-04-15 02:40:57,481 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.27ms, fps=1173 images/s, loss=0.0319, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:57.481818, cost_time=0:00:41.916197 2021-04-15 02:40:58,455 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=1.32ms, fps=2635 images/s, loss=1.1117, top1-acc=73.40%, top5-acc=91.99%, remaining_time=0:00:02.914200, arrival_time=2021-04-15 02:41:01.369395, cost_time=0:00:00.971398 2021-04-15 02:40:59,308 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.37ms, fps=3003 images/s, loss=1.0835, top1-acc=73.96%, top5-acc=92.15%, remaining_time=0:00:01.824460, arrival_time=2021-04-15 02:41:01.132644, cost_time=0:00:01.824455 2021-04-15 02:41:00,160 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.31ms, fps=3004 images/s, loss=1.0993, top1-acc=73.61%, top5-acc=91.90%, remaining_time=0:00:00.892330, arrival_time=2021-04-15 02:41:01.053051, cost_time=0:00:02.676994 2021-04-15 02:41:00,942 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.08ms, fps=2968 images/s, loss=1.0771, top1-acc=73.78%, top5-acc=91.90%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:00.942697, cost_time=0:00:03.458988 2021-04-15 02:41:01,567 INFO : Epoch=0147 complete, best val top1-acc=73.78%, top5-acc=91.90% (epoch=147), remaining_time=0:40:34.491082, arrival_time=2021-04-15 03:21:36.058025, cost_time=1:52:32.267650 2021-04-15 02:41:01,569 INFO : Train start, epoch=0148, lr=0.016349 2021-04-15 02:41:03,894 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=1.59ms, fps=1101 images/s, loss=0.0291, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:43.240350, arrival_time=2021-04-15 02:41:47.134292, cost_time=0:00:02.324753 2021-04-15 02:41:06,029 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.0317, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:39.249056, arrival_time=2021-04-15 02:41:45.278444, cost_time=0:00:04.460122 2021-04-15 02:41:08,165 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=2.04ms, fps=1199 images/s, loss=0.0320, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:36.499748, arrival_time=2021-04-15 02:41:44.665287, cost_time=0:00:06.596342 2021-04-15 02:41:10,301 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=2.31ms, fps=1199 images/s, loss=0.0322, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:34.056672, arrival_time=2021-04-15 02:41:44.358304, cost_time=0:00:08.732463 2021-04-15 02:41:12,434 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.0303, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:31.726530, arrival_time=2021-04-15 02:41:44.160890, cost_time=0:00:10.865238 2021-04-15 02:41:14,574 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.54ms, fps=1196 images/s, loss=0.0304, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:29.478816, arrival_time=2021-04-15 02:41:44.053370, cost_time=0:00:13.005370 2021-04-15 02:41:16,707 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.53ms, fps=1201 images/s, loss=0.0299, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:27.248508, arrival_time=2021-04-15 02:41:43.955717, cost_time=0:00:15.138033 2021-04-15 02:41:18,839 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.31ms, fps=1201 images/s, loss=0.0303, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:25.042428, arrival_time=2021-04-15 02:41:43.882158, cost_time=0:00:17.270613 2021-04-15 02:41:20,974 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.58ms, fps=1199 images/s, loss=0.0303, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:22.855402, arrival_time=2021-04-15 02:41:43.830131, cost_time=0:00:19.405520 2021-04-15 02:41:23,105 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.0306, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:20.675328, arrival_time=2021-04-15 02:41:43.781264, cost_time=0:00:21.536842 2021-04-15 02:41:25,238 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.49ms, fps=1201 images/s, loss=0.0307, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:18.504964, arrival_time=2021-04-15 02:41:43.743345, cost_time=0:00:23.669190 2021-04-15 02:41:27,386 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.92ms, fps=1192 images/s, loss=0.0307, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:16.350944, arrival_time=2021-04-15 02:41:43.737465, cost_time=0:00:25.817318 2021-04-15 02:41:29,518 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.0306, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:14.189736, arrival_time=2021-04-15 02:41:43.708486, cost_time=0:00:27.949519 2021-04-15 02:41:31,659 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.75ms, fps=1196 images/s, loss=0.0305, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:12.036136, arrival_time=2021-04-15 02:41:43.695671, cost_time=0:00:30.090319 2021-04-15 02:41:33,797 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.59ms, fps=1198 images/s, loss=0.0305, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:09.883284, arrival_time=2021-04-15 02:41:43.680577, cost_time=0:00:32.228115 2021-04-15 02:41:35,929 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.64ms, fps=1201 images/s, loss=0.0302, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:07.731072, arrival_time=2021-04-15 02:41:43.660549, cost_time=0:00:34.360274 2021-04-15 02:41:38,067 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.53ms, fps=1198 images/s, loss=0.0300, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:05.582070, arrival_time=2021-04-15 02:41:43.649424, cost_time=0:00:36.498114 2021-04-15 02:41:40,199 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.0298, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:03.433824, arrival_time=2021-04-15 02:41:43.633489, cost_time=0:00:38.630542 2021-04-15 02:41:42,333 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.0297, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:01.287306, arrival_time=2021-04-15 02:41:43.621119, cost_time=0:00:40.764635 2021-04-15 02:41:43,490 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.20ms, fps=1176 images/s, loss=0.0297, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:43.490330, cost_time=0:00:41.921244 2021-04-15 02:41:44,468 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.21ms, fps=2623 images/s, loss=1.0157, top1-acc=74.65%, top5-acc=92.85%, remaining_time=0:00:02.928300, arrival_time=2021-04-15 02:41:47.396489, cost_time=0:00:00.976099 2021-04-15 02:41:45,320 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.31ms, fps=3004 images/s, loss=1.0826, top1-acc=73.34%, top5-acc=92.40%, remaining_time=0:00:01.828680, arrival_time=2021-04-15 02:41:47.149526, cost_time=0:00:01.828680 2021-04-15 02:41:46,173 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.36ms, fps=3005 images/s, loss=1.0719, top1-acc=73.63%, top5-acc=92.42%, remaining_time=0:00:00.893730, arrival_time=2021-04-15 02:41:47.067014, cost_time=0:00:02.681200 2021-04-15 02:41:46,952 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.08ms, fps=2977 images/s, loss=1.0931, top1-acc=73.74%, top5-acc=92.49%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:46.952934, cost_time=0:00:03.460884 2021-04-15 02:41:47,283 INFO : Epoch=0148 complete, best val top1-acc=73.78%, top5-acc=91.90% (epoch=147), remaining_time=0:39:48.481004, arrival_time=2021-04-15 03:21:35.764621, cost_time=1:53:17.984362 2021-04-15 02:41:47,284 INFO : Train start, epoch=0149, lr=0.015773 2021-04-15 02:41:49,585 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.44ms, fps=1113 images/s, loss=0.0220, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.780744, arrival_time=2021-04-15 02:42:32.365820, cost_time=0:00:02.300042 2021-04-15 02:41:51,718 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.0233, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:39.009520, arrival_time=2021-04-15 02:42:30.727541, cost_time=0:00:04.432899 2021-04-15 02:41:53,848 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.0233, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:36.318974, arrival_time=2021-04-15 02:42:30.167677, cost_time=0:00:06.563682 2021-04-15 02:41:55,982 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.0230, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:33.918612, arrival_time=2021-04-15 02:42:29.900942, cost_time=0:00:08.697092 2021-04-15 02:41:58,120 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.39ms, fps=1198 images/s, loss=0.0232, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:31.638492, arrival_time=2021-04-15 02:42:29.758647, cost_time=0:00:10.835116 2021-04-15 02:42:00,252 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.49ms, fps=1201 images/s, loss=0.0233, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:29.392048, arrival_time=2021-04-15 02:42:29.644128, cost_time=0:00:12.967050 2021-04-15 02:42:02,388 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.90ms, fps=1199 images/s, loss=0.0235, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:27.185760, arrival_time=2021-04-15 02:42:29.574061, cost_time=0:00:15.103188 2021-04-15 02:42:04,525 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.51ms, fps=1198 images/s, loss=0.0233, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:24.997884, arrival_time=2021-04-15 02:42:29.522837, cost_time=0:00:17.239887 2021-04-15 02:42:06,661 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.31ms, fps=1199 images/s, loss=0.0232, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:22.821164, arrival_time=2021-04-15 02:42:29.482615, cost_time=0:00:19.376424 2021-04-15 02:42:08,793 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.0230, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:20.648352, arrival_time=2021-04-15 02:42:29.442111, cost_time=0:00:21.508726 2021-04-15 02:42:10,933 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.84ms, fps=1197 images/s, loss=0.0232, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:18.488796, arrival_time=2021-04-15 02:42:29.422390, cost_time=0:00:23.648463 2021-04-15 02:42:13,069 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.0232, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:16.330196, arrival_time=2021-04-15 02:42:29.399858, cost_time=0:00:25.784568 2021-04-15 02:42:15,207 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.36ms, fps=1198 images/s, loss=0.0231, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:14.175810, arrival_time=2021-04-15 02:42:29.382845, cost_time=0:00:27.922005 2021-04-15 02:42:17,338 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.45ms, fps=1201 images/s, loss=0.0231, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:12.021240, arrival_time=2021-04-15 02:42:29.359325, cost_time=0:00:30.053058 2021-04-15 02:42:19,469 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.0233, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:09.869760, arrival_time=2021-04-15 02:42:29.338990, cost_time=0:00:32.184059 2021-04-15 02:42:21,599 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.55ms, fps=1202 images/s, loss=0.0235, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:07.720704, arrival_time=2021-04-15 02:42:29.320060, cost_time=0:00:34.314255 2021-04-15 02:42:23,737 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.29ms, fps=1198 images/s, loss=0.0237, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:05.575024, arrival_time=2021-04-15 02:42:29.312074, cost_time=0:00:36.452012 2021-04-15 02:42:25,868 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.0237, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:03.429664, arrival_time=2021-04-15 02:42:29.298352, cost_time=0:00:38.583652 2021-04-15 02:42:28,002 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.20ms, fps=1200 images/s, loss=0.0239, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:01.285806, arrival_time=2021-04-15 02:42:29.288019, cost_time=0:00:40.717186 2021-04-15 02:42:29,164 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.56ms, fps=1171 images/s, loss=0.0241, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:42:29.164256, cost_time=0:00:41.879228 2021-04-15 02:42:30,194 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.22ms, fps=2490 images/s, loss=1.1579, top1-acc=72.23%, top5-acc=91.68%, remaining_time=0:00:03.084840, arrival_time=2021-04-15 02:42:33.279311, cost_time=0:00:01.028282 2021-04-15 02:42:31,048 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.28ms, fps=3000 images/s, loss=1.1124, top1-acc=73.03%, top5-acc=91.97%, remaining_time=0:00:01.882080, arrival_time=2021-04-15 02:42:32.930410, cost_time=0:00:01.882081 2021-04-15 02:42:31,900 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.51ms, fps=3005 images/s, loss=1.0983, top1-acc=73.41%, top5-acc=92.03%, remaining_time=0:00:00.911500, arrival_time=2021-04-15 02:42:32.812186, cost_time=0:00:02.734511 2021-04-15 02:42:32,680 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.07ms, fps=2977 images/s, loss=1.1012, top1-acc=73.25%, top5-acc=91.89%, remaining_time=0:00:00, arrival_time=2021-04-15 02:42:32.680316, cost_time=0:00:03.514148 2021-04-15 02:42:32,975 INFO : Epoch=0149 complete, best val top1-acc=73.78%, top5-acc=91.90% (epoch=147), remaining_time=0:39:02.466414, arrival_time=2021-04-15 03:21:35.442064, cost_time=1:54:03.676411 2021-04-15 02:42:32,976 INFO : Train start, epoch=0150, lr=0.015204 2021-04-15 02:42:35,297 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.61ms, fps=1104 images/s, loss=0.0223, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:43.149210, arrival_time=2021-04-15 02:43:18.446298, cost_time=0:00:02.319849 2021-04-15 02:42:37,428 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.0226, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:39.169152, arrival_time=2021-04-15 02:43:16.597344, cost_time=0:00:04.451039 2021-04-15 02:42:39,563 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.0222, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:36.444304, arrival_time=2021-04-15 02:43:16.007787, cost_time=0:00:06.586314 2021-04-15 02:42:41,698 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.35ms, fps=1200 images/s, loss=0.0227, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:34.012056, arrival_time=2021-04-15 02:43:15.710228, cost_time=0:00:08.721021 2021-04-15 02:42:43,838 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.35ms, fps=1197 images/s, loss=0.0229, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:31.713974, arrival_time=2021-04-15 02:43:15.552111, cost_time=0:00:10.860969 2021-04-15 02:42:45,975 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.56ms, fps=1198 images/s, loss=0.0232, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:29.461272, arrival_time=2021-04-15 02:43:15.436160, cost_time=0:00:12.997594 2021-04-15 02:42:48,116 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.51ms, fps=1196 images/s, loss=0.0232, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:27.250650, arrival_time=2021-04-15 02:43:15.366995, cost_time=0:00:15.139273 2021-04-15 02:42:50,301 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.39ms, fps=1172 images/s, loss=0.0228, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:25.120844, arrival_time=2021-04-15 02:43:15.422722, cost_time=0:00:17.324708 2021-04-15 02:42:52,437 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.84ms, fps=1199 images/s, loss=0.0231, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:22.919638, arrival_time=2021-04-15 02:43:15.356852, cost_time=0:00:19.460073 2021-04-15 02:42:54,567 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.51ms, fps=1202 images/s, loss=0.0235, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:20.726304, arrival_time=2021-04-15 02:43:15.293442, cost_time=0:00:21.589872 2021-04-15 02:42:56,701 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.36ms, fps=1200 images/s, loss=0.0236, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:18.548394, arrival_time=2021-04-15 02:43:15.250246, cost_time=0:00:23.724682 2021-04-15 02:42:58,834 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.69ms, fps=1201 images/s, loss=0.0239, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:16.376480, arrival_time=2021-04-15 02:43:15.211319, cost_time=0:00:25.857635 2021-04-15 02:43:00,970 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.54ms, fps=1199 images/s, loss=0.0237, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:14.211780, arrival_time=2021-04-15 02:43:15.181895, cost_time=0:00:27.992952 2021-04-15 02:43:03,101 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.61ms, fps=1202 images/s, loss=0.0236, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:12.049632, arrival_time=2021-04-15 02:43:15.150927, cost_time=0:00:30.124093 2021-04-15 02:43:05,233 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.57ms, fps=1201 images/s, loss=0.0237, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:09.891886, arrival_time=2021-04-15 02:43:15.125185, cost_time=0:00:32.256094 2021-04-15 02:43:07,367 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.80ms, fps=1200 images/s, loss=0.0234, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:07.737804, arrival_time=2021-04-15 02:43:15.105118, cost_time=0:00:34.390211 2021-04-15 02:43:09,498 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.48ms, fps=1201 images/s, loss=0.0234, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:05.585684, arrival_time=2021-04-15 02:43:15.084573, cost_time=0:00:36.521702 2021-04-15 02:43:11,629 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.31ms, fps=1202 images/s, loss=0.0234, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:03.435792, arrival_time=2021-04-15 02:43:15.065584, cost_time=0:00:38.652722 2021-04-15 02:43:13,765 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.19ms, fps=1199 images/s, loss=0.0234, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:01.288038, arrival_time=2021-04-15 02:43:15.053039, cost_time=0:00:40.787853 2021-04-15 02:43:14,920 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.40ms, fps=1177 images/s, loss=0.0235, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:43:14.920833, cost_time=0:00:41.943770 2021-04-15 02:43:15,904 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=0.31ms, fps=2608 images/s, loss=1.0442, top1-acc=74.45%, top5-acc=92.62%, remaining_time=0:00:02.945220, arrival_time=2021-04-15 02:43:18.849591, cost_time=0:00:00.981744 2021-04-15 02:43:16,757 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.47ms, fps=3003 images/s, loss=1.0360, top1-acc=74.45%, top5-acc=92.77%, remaining_time=0:00:01.834460, arrival_time=2021-04-15 02:43:18.591531, cost_time=0:00:01.834465 2021-04-15 02:43:17,610 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.35ms, fps=3001 images/s, loss=1.0554, top1-acc=74.13%, top5-acc=92.60%, remaining_time=0:00:00.895990, arrival_time=2021-04-15 02:43:18.506658, cost_time=0:00:02.687966 2021-04-15 02:43:18,390 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.06ms, fps=2977 images/s, loss=1.0536, top1-acc=74.03%, top5-acc=92.67%, remaining_time=0:00:00, arrival_time=2021-04-15 02:43:18.390514, cost_time=0:00:03.467915 2021-04-15 02:43:19,106 INFO : Epoch=0150 complete, best val top1-acc=74.03%, top5-acc=92.67% (epoch=150), remaining_time=0:38:16.602250, arrival_time=2021-04-15 03:21:35.708286, cost_time=1:54:49.806794 2021-04-15 02:43:19,107 INFO : Train start, epoch=0151, lr=0.014645 2021-04-15 02:43:21,390 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.28ms, fps=1121 images/s, loss=0.0233, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:42.458592, arrival_time=2021-04-15 02:44:03.848630, cost_time=0:00:02.282715 2021-04-15 02:43:23,519 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.52ms, fps=1202 images/s, loss=0.0208, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:38.827712, arrival_time=2021-04-15 02:44:02.347463, cost_time=0:00:04.412245 2021-04-15 02:43:25,649 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.32ms, fps=1203 images/s, loss=0.0202, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:36.198458, arrival_time=2021-04-15 02:44:01.847673, cost_time=0:00:06.541887 2021-04-15 02:43:27,782 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.30ms, fps=1200 images/s, loss=0.0205, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:33.833592, arrival_time=2021-04-15 02:44:01.616206, cost_time=0:00:08.675294 2021-04-15 02:43:29,910 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.32ms, fps=1203 images/s, loss=0.0202, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:31.544176, arrival_time=2021-04-15 02:44:01.454365, cost_time=0:00:10.802813 2021-04-15 02:43:32,043 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.0202, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:29.320920, arrival_time=2021-04-15 02:44:01.363972, cost_time=0:00:12.935699 2021-04-15 02:43:34,172 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.47ms, fps=1203 images/s, loss=0.0199, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:27.116838, arrival_time=2021-04-15 02:44:01.289082, cost_time=0:00:15.064914 2021-04-15 02:43:36,303 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.0201, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:24.934780, arrival_time=2021-04-15 02:44:01.238508, cost_time=0:00:17.196406 2021-04-15 02:43:38,433 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.27ms, fps=1203 images/s, loss=0.0199, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:22.761274, arrival_time=2021-04-15 02:44:01.194325, cost_time=0:00:19.325623 2021-04-15 02:43:40,563 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.30ms, fps=1202 images/s, loss=0.0200, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:20.598240, arrival_time=2021-04-15 02:44:01.162116, cost_time=0:00:21.456542 2021-04-15 02:43:42,694 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.0200, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:18.440722, arrival_time=2021-04-15 02:44:01.135002, cost_time=0:00:23.586955 2021-04-15 02:43:44,825 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.51ms, fps=1202 images/s, loss=0.0198, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:16.287940, arrival_time=2021-04-15 02:44:01.113087, cost_time=0:00:25.717827 2021-04-15 02:43:46,953 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.51ms, fps=1203 images/s, loss=0.0197, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:14.137266, arrival_time=2021-04-15 02:44:01.090848, cost_time=0:00:27.846114 2021-04-15 02:43:49,085 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0197, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:11.991168, arrival_time=2021-04-15 02:44:01.076501, cost_time=0:00:29.977986 2021-04-15 02:43:51,214 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.46ms, fps=1202 images/s, loss=0.0197, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.846254, arrival_time=2021-04-15 02:44:01.060985, cost_time=0:00:32.107398 2021-04-15 02:43:53,345 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.30ms, fps=1202 images/s, loss=0.0197, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:07.703640, arrival_time=2021-04-15 02:44:01.049392, cost_time=0:00:34.238421 2021-04-15 02:43:55,475 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.48ms, fps=1202 images/s, loss=0.0198, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:05.562154, arrival_time=2021-04-15 02:44:01.037440, cost_time=0:00:36.367968 2021-04-15 02:43:57,605 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.0200, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:03.422016, arrival_time=2021-04-15 02:44:01.027048, cost_time=0:00:38.497707 2021-04-15 02:43:59,735 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.18ms, fps=1202 images/s, loss=0.0201, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:01.282998, arrival_time=2021-04-15 02:44:01.018671, cost_time=0:00:40.628243 2021-04-15 02:44:00,891 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.13ms, fps=1177 images/s, loss=0.0202, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:44:00.891255, cost_time=0:00:41.783956 2021-04-15 02:44:01,878 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.19ms, fps=2598 images/s, loss=1.0380, top1-acc=74.49%, top5-acc=93.48%, remaining_time=0:00:02.955840, arrival_time=2021-04-15 02:44:04.833983, cost_time=0:00:00.985277 2021-04-15 02:44:02,734 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.40ms, fps=2992 images/s, loss=1.0741, top1-acc=73.79%, top5-acc=92.48%, remaining_time=0:00:01.841260, arrival_time=2021-04-15 02:44:04.575388, cost_time=0:00:01.841258 2021-04-15 02:44:03,590 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.85ms, fps=2991 images/s, loss=1.0510, top1-acc=74.30%, top5-acc=92.77%, remaining_time=0:00:00.899180, arrival_time=2021-04-15 02:44:04.489631, cost_time=0:00:02.697554 2021-04-15 02:44:04,374 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.08ms, fps=2962 images/s, loss=1.0526, top1-acc=74.09%, top5-acc=92.60%, remaining_time=0:00:00, arrival_time=2021-04-15 02:44:04.374152, cost_time=0:00:03.481313 2021-04-15 02:44:05,060 INFO : Epoch=0151 complete, best val top1-acc=74.09%, top5-acc=92.60% (epoch=151), remaining_time=0:37:30.677555, arrival_time=2021-04-15 03:21:35.738265, cost_time=1:55:35.761463 2021-04-15 02:44:05,061 INFO : Train start, epoch=0152, lr=0.014094 2021-04-15 02:44:07,376 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.58ms, fps=1106 images/s, loss=0.0187, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:43.046724, arrival_time=2021-04-15 02:44:50.423206, cost_time=0:00:02.314339 2021-04-15 02:44:09,511 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.53ms, fps=1200 images/s, loss=0.0175, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:39.151376, arrival_time=2021-04-15 02:44:48.662597, cost_time=0:00:04.449016 2021-04-15 02:44:11,644 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.95ms, fps=1200 images/s, loss=0.0184, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:36.423886, arrival_time=2021-04-15 02:44:48.068668, cost_time=0:00:06.582633 2021-04-15 02:44:13,777 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=2.03ms, fps=1201 images/s, loss=0.0181, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:33.989904, arrival_time=2021-04-15 02:44:47.767409, cost_time=0:00:08.715375 2021-04-15 02:44:15,911 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.59ms, fps=1200 images/s, loss=0.0182, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:31.680394, arrival_time=2021-04-15 02:44:47.591913, cost_time=0:00:10.849441 2021-04-15 02:44:18,046 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.50ms, fps=1199 images/s, loss=0.0182, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:29.431896, arrival_time=2021-04-15 02:44:47.478680, cost_time=0:00:12.984644 2021-04-15 02:44:20,178 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.83ms, fps=1201 images/s, loss=0.0186, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:27.208944, arrival_time=2021-04-15 02:44:47.387133, cost_time=0:00:15.116057 2021-04-15 02:44:22,305 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.47ms, fps=1203 images/s, loss=0.0183, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:25.003568, arrival_time=2021-04-15 02:44:47.309446, cost_time=0:00:17.243823 2021-04-15 02:44:24,443 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.39ms, fps=1198 images/s, loss=0.0187, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:22.826570, arrival_time=2021-04-15 02:44:47.269796, cost_time=0:00:19.381039 2021-04-15 02:44:26,574 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.30ms, fps=1202 images/s, loss=0.0188, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:20.651712, arrival_time=2021-04-15 02:44:47.225966, cost_time=0:00:21.512210 2021-04-15 02:44:28,704 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.0188, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:18.483980, arrival_time=2021-04-15 02:44:47.188390, cost_time=0:00:23.642272 2021-04-15 02:44:30,833 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.32ms, fps=1203 images/s, loss=0.0187, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:16.321988, arrival_time=2021-04-15 02:44:47.155618, cost_time=0:00:25.771539 2021-04-15 02:44:32,963 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.0188, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:14.165250, arrival_time=2021-04-15 02:44:47.128576, cost_time=0:00:27.901282 2021-04-15 02:44:35,097 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.0187, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:12.014016, arrival_time=2021-04-15 02:44:47.111201, cost_time=0:00:30.035043 2021-04-15 02:44:37,227 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.0186, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:09.864148, arrival_time=2021-04-15 02:44:47.091896, cost_time=0:00:32.165706 2021-04-15 02:44:39,358 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.0187, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:07.716636, arrival_time=2021-04-15 02:44:47.074881, cost_time=0:00:34.296201 2021-04-15 02:44:41,486 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.27ms, fps=1203 images/s, loss=0.0188, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:05.570812, arrival_time=2021-04-15 02:44:47.057547, cost_time=0:00:36.424563 2021-04-15 02:44:43,614 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.45ms, fps=1203 images/s, loss=0.0188, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:03.426896, arrival_time=2021-04-15 02:44:47.041522, cost_time=0:00:38.552580 2021-04-15 02:44:45,743 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.22ms, fps=1203 images/s, loss=0.0188, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.284672, arrival_time=2021-04-15 02:44:47.028037, cost_time=0:00:40.681322 2021-04-15 02:44:46,900 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.22ms, fps=1176 images/s, loss=0.0188, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:44:46.900577, cost_time=0:00:41.838551 2021-04-15 02:44:47,865 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=1.36ms, fps=2659 images/s, loss=1.0354, top1-acc=73.91%, top5-acc=92.54%, remaining_time=0:00:02.888550, arrival_time=2021-04-15 02:44:50.753649, cost_time=0:00:00.962847 2021-04-15 02:44:48,719 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.21ms, fps=2996 images/s, loss=1.0536, top1-acc=74.06%, top5-acc=92.38%, remaining_time=0:00:01.817700, arrival_time=2021-04-15 02:44:50.537587, cost_time=0:00:01.817693 2021-04-15 02:44:49,572 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.23ms, fps=3004 images/s, loss=1.0530, top1-acc=74.17%, top5-acc=92.40%, remaining_time=0:00:00.890110, arrival_time=2021-04-15 02:44:50.462678, cost_time=0:00:02.670329 2021-04-15 02:44:50,355 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.07ms, fps=2965 images/s, loss=1.0555, top1-acc=73.90%, top5-acc=92.44%, remaining_time=0:00:00, arrival_time=2021-04-15 02:44:50.355470, cost_time=0:00:03.453299 2021-04-15 02:44:50,704 INFO : Epoch=0152 complete, best val top1-acc=74.09%, top5-acc=92.60% (epoch=151), remaining_time=0:36:44.654256, arrival_time=2021-04-15 03:21:35.358626, cost_time=1:56:21.405097 2021-04-15 02:44:50,706 INFO : Train start, epoch=0153, lr=0.013552 2021-04-15 02:44:52,991 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.47ms, fps=1121 images/s, loss=0.0167, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:42.488724, arrival_time=2021-04-15 02:45:35.479865, cost_time=0:00:02.284337 2021-04-15 02:44:55,125 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.35ms, fps=1200 images/s, loss=0.0175, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:38.887552, arrival_time=2021-04-15 02:45:34.013371, cost_time=0:00:04.419040 2021-04-15 02:44:57,253 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.43ms, fps=1203 images/s, loss=0.0174, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:36.226512, arrival_time=2021-04-15 02:45:33.480249, cost_time=0:00:06.546945 2021-04-15 02:44:59,388 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.63ms, fps=1199 images/s, loss=0.0165, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:33.859956, arrival_time=2021-04-15 02:45:33.248790, cost_time=0:00:08.682054 2021-04-15 02:45:01,526 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.30ms, fps=1198 images/s, loss=0.0168, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:31.592356, arrival_time=2021-04-15 02:45:33.118457, cost_time=0:00:10.819320 2021-04-15 02:45:03,663 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.40ms, fps=1198 images/s, loss=0.0167, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:29.369200, arrival_time=2021-04-15 02:45:33.033018, cost_time=0:00:12.957028 2021-04-15 02:45:05,796 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.82ms, fps=1201 images/s, loss=0.0166, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:27.162072, arrival_time=2021-04-15 02:45:32.958863, cost_time=0:00:15.090032 2021-04-15 02:45:07,935 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.35ms, fps=1197 images/s, loss=0.0165, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:24.982224, arrival_time=2021-04-15 02:45:32.918062, cost_time=0:00:17.229115 2021-04-15 02:45:10,067 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.52ms, fps=1201 images/s, loss=0.0166, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:22.802296, arrival_time=2021-04-15 02:45:32.869504, cost_time=0:00:19.360431 2021-04-15 02:45:12,199 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.0164, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.633088, arrival_time=2021-04-15 02:45:32.832591, cost_time=0:00:21.492803 2021-04-15 02:45:14,337 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.31ms, fps=1198 images/s, loss=0.0167, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:18.474606, arrival_time=2021-04-15 02:45:32.811681, cost_time=0:00:23.630290 2021-04-15 02:45:16,476 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.86ms, fps=1197 images/s, loss=0.0167, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:16.320620, arrival_time=2021-04-15 02:45:32.796742, cost_time=0:00:25.769393 2021-04-15 02:45:18,606 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.27ms, fps=1202 images/s, loss=0.0172, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.164458, arrival_time=2021-04-15 02:45:32.770889, cost_time=0:00:27.899740 2021-04-15 02:45:20,741 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.47ms, fps=1199 images/s, loss=0.0173, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.013792, arrival_time=2021-04-15 02:45:32.755035, cost_time=0:00:30.034468 2021-04-15 02:45:22,873 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0174, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.864516, arrival_time=2021-04-15 02:45:32.738217, cost_time=0:00:32.166932 2021-04-15 02:45:25,005 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.0176, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:07.717284, arrival_time=2021-04-15 02:45:32.723047, cost_time=0:00:34.299072 2021-04-15 02:45:27,140 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.57ms, fps=1200 images/s, loss=0.0177, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.572138, arrival_time=2021-04-15 02:45:32.712199, cost_time=0:00:36.433279 2021-04-15 02:45:29,273 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.0177, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.428160, arrival_time=2021-04-15 02:45:32.701614, cost_time=0:00:38.566752 2021-04-15 02:45:31,404 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.17ms, fps=1202 images/s, loss=0.0178, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.285182, arrival_time=2021-04-15 02:45:32.689323, cost_time=0:00:40.697452 2021-04-15 02:45:32,561 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.21ms, fps=1176 images/s, loss=0.0179, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:45:32.561199, cost_time=0:00:41.854524 2021-04-15 02:45:33,566 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=1.44ms, fps=2551 images/s, loss=1.0512, top1-acc=73.91%, top5-acc=91.64%, remaining_time=0:00:03.010770, arrival_time=2021-04-15 02:45:36.577187, cost_time=0:00:01.003592 2021-04-15 02:45:34,423 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.25ms, fps=2989 images/s, loss=1.0416, top1-acc=74.71%, top5-acc=92.46%, remaining_time=0:00:01.860340, arrival_time=2021-04-15 02:45:36.283603, cost_time=0:00:01.860347 2021-04-15 02:45:35,281 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.46ms, fps=2986 images/s, loss=1.0345, top1-acc=74.36%, top5-acc=92.62%, remaining_time=0:00:00.906070, arrival_time=2021-04-15 02:45:36.187204, cost_time=0:00:02.718215 2021-04-15 02:45:36,062 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.06ms, fps=2972 images/s, loss=1.0506, top1-acc=74.16%, top5-acc=92.46%, remaining_time=0:00:00, arrival_time=2021-04-15 02:45:36.062341, cost_time=0:00:03.499546 2021-04-15 02:45:36,658 INFO : Epoch=0153 complete, best val top1-acc=74.16%, top5-acc=92.46% (epoch=153), remaining_time=0:35:58.731197, arrival_time=2021-04-15 03:21:35.389534, cost_time=1:57:07.359059 2021-04-15 02:45:36,660 INFO : Train start, epoch=0154, lr=0.013018 2021-04-15 02:45:38,951 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.90ms, fps=1117 images/s, loss=0.0155, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:42.619110, arrival_time=2021-04-15 02:46:21.570833, cost_time=0:00:02.291354 2021-04-15 02:45:41,085 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.0163, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:38.940528, arrival_time=2021-04-15 02:46:20.025939, cost_time=0:00:04.425064 2021-04-15 02:45:43,220 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.35ms, fps=1200 images/s, loss=0.0184, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:36.297892, arrival_time=2021-04-15 02:46:19.518085, cost_time=0:00:06.559866 2021-04-15 02:45:45,355 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.45ms, fps=1199 images/s, loss=0.0177, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:33.911124, arrival_time=2021-04-15 02:46:19.266657, cost_time=0:00:08.695160 2021-04-15 02:45:47,492 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.45ms, fps=1198 images/s, loss=0.0171, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:31.629440, arrival_time=2021-04-15 02:46:19.121790, cost_time=0:00:10.832013 2021-04-15 02:45:49,625 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.61ms, fps=1201 images/s, loss=0.0173, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:29.387424, arrival_time=2021-04-15 02:46:19.012782, cost_time=0:00:12.965025 2021-04-15 02:45:51,755 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=2.13ms, fps=1202 images/s, loss=0.0171, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:27.172026, arrival_time=2021-04-15 02:46:18.927915, cost_time=0:00:15.095582 2021-04-15 02:45:53,889 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.31ms, fps=1200 images/s, loss=0.0171, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:24.981992, arrival_time=2021-04-15 02:46:18.871218, cost_time=0:00:17.228952 2021-04-15 02:45:56,023 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.58ms, fps=1200 images/s, loss=0.0168, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:22.805476, arrival_time=2021-04-15 02:46:18.828960, cost_time=0:00:19.363141 2021-04-15 02:45:58,155 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.0166, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:20.635008, arrival_time=2021-04-15 02:46:18.790096, cost_time=0:00:21.494833 2021-04-15 02:46:00,288 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.90ms, fps=1200 images/s, loss=0.0166, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:18.472972, arrival_time=2021-04-15 02:46:18.761475, cost_time=0:00:23.628172 2021-04-15 02:46:02,419 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.54ms, fps=1201 images/s, loss=0.0166, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:16.314388, arrival_time=2021-04-15 02:46:18.734274, cost_time=0:00:25.759615 2021-04-15 02:46:04,549 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.61ms, fps=1202 images/s, loss=0.0167, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:14.159310, arrival_time=2021-04-15 02:46:18.709064, cost_time=0:00:27.889505 2021-04-15 02:46:06,682 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.21ms, fps=1201 images/s, loss=0.0170, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:12.008808, arrival_time=2021-04-15 02:46:18.691287, cost_time=0:00:30.021984 2021-04-15 02:46:08,817 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.50ms, fps=1200 images/s, loss=0.0173, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.861526, arrival_time=2021-04-15 02:46:18.678869, cost_time=0:00:32.157089 2021-04-15 02:46:10,948 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.0177, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:07.714872, arrival_time=2021-04-15 02:46:18.663431, cost_time=0:00:34.288301 2021-04-15 02:46:13,086 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.65ms, fps=1198 images/s, loss=0.0180, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.571046, arrival_time=2021-04-15 02:46:18.657523, cost_time=0:00:36.426145 2021-04-15 02:46:15,218 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.46ms, fps=1201 images/s, loss=0.0183, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:03.427440, arrival_time=2021-04-15 02:46:18.646348, cost_time=0:00:38.558653 2021-04-15 02:46:17,349 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.0185, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.284930, arrival_time=2021-04-15 02:46:18.634655, cost_time=0:00:40.689486 2021-04-15 02:46:18,505 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.18ms, fps=1177 images/s, loss=0.0185, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:46:18.505536, cost_time=0:00:41.845283 2021-04-15 02:46:19,465 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=1.25ms, fps=2672 images/s, loss=1.0957, top1-acc=73.71%, top5-acc=91.56%, remaining_time=0:00:02.874750, arrival_time=2021-04-15 02:46:22.340521, cost_time=0:00:00.958248 2021-04-15 02:46:20,317 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.35ms, fps=3006 images/s, loss=1.0847, top1-acc=73.67%, top5-acc=91.82%, remaining_time=0:00:01.810260, arrival_time=2021-04-15 02:46:22.128109, cost_time=0:00:01.810268 2021-04-15 02:46:21,169 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.40ms, fps=3009 images/s, loss=1.1007, top1-acc=73.23%, top5-acc=91.89%, remaining_time=0:00:00.887190, arrival_time=2021-04-15 02:46:22.056300, cost_time=0:00:02.661568 2021-04-15 02:46:21,948 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.09ms, fps=2979 images/s, loss=1.0690, top1-acc=73.90%, top5-acc=92.26%, remaining_time=0:00:00, arrival_time=2021-04-15 02:46:21.948473, cost_time=0:00:03.440962 2021-04-15 02:46:22,264 INFO : Epoch=0154 complete, best val top1-acc=74.16%, top5-acc=92.46% (epoch=153), remaining_time=0:35:12.703916, arrival_time=2021-04-15 03:21:34.968433, cost_time=1:57:52.965263 2021-04-15 02:46:22,265 INFO : Train start, epoch=0155, lr=0.012494 2021-04-15 02:46:24,574 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.28ms, fps=1109 images/s, loss=0.0159, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:42.932334, arrival_time=2021-04-15 02:47:07.506562, cost_time=0:00:02.308194 2021-04-15 02:46:26,707 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.55ms, fps=1200 images/s, loss=0.0164, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:39.087840, arrival_time=2021-04-15 02:47:05.795690, cost_time=0:00:04.441800 2021-04-15 02:46:28,842 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.0156, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.391184, arrival_time=2021-04-15 02:47:05.233934, cost_time=0:00:06.576725 2021-04-15 02:46:30,976 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.0158, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:33.972276, arrival_time=2021-04-15 02:47:04.949156, cost_time=0:00:08.710846 2021-04-15 02:46:33,109 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.0157, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:31.661268, arrival_time=2021-04-15 02:47:04.770218, cost_time=0:00:10.842916 2021-04-15 02:46:35,239 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.51ms, fps=1202 images/s, loss=0.0163, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:29.407416, arrival_time=2021-04-15 02:47:04.647275, cost_time=0:00:12.973848 2021-04-15 02:46:37,370 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.30ms, fps=1202 images/s, loss=0.0165, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:27.187650, arrival_time=2021-04-15 02:47:04.557865, cost_time=0:00:15.104220 2021-04-15 02:46:39,502 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.0164, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:24.993128, arrival_time=2021-04-15 02:47:04.495810, cost_time=0:00:17.236655 2021-04-15 02:46:41,633 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.0163, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:22.810988, arrival_time=2021-04-15 02:47:04.444885, cost_time=0:00:19.367806 2021-04-15 02:46:43,765 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.0164, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:20.639328, arrival_time=2021-04-15 02:47:04.404641, cost_time=0:00:21.499343 2021-04-15 02:46:45,899 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.30ms, fps=1200 images/s, loss=0.0165, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:18.477014, arrival_time=2021-04-15 02:47:04.376333, cost_time=0:00:23.633381 2021-04-15 02:46:48,033 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.32ms, fps=1200 images/s, loss=0.0168, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:16.319328, arrival_time=2021-04-15 02:47:04.352727, cost_time=0:00:25.767371 2021-04-15 02:46:50,163 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.0167, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:14.163336, arrival_time=2021-04-15 02:47:04.326738, cost_time=0:00:27.897460 2021-04-15 02:46:52,294 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.29ms, fps=1202 images/s, loss=0.0168, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.011272, arrival_time=2021-04-15 02:47:04.305461, cost_time=0:00:30.028186 2021-04-15 02:46:54,425 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.0168, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:09.862216, arrival_time=2021-04-15 02:47:04.287534, cost_time=0:00:32.159365 2021-04-15 02:46:56,554 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.33ms, fps=1203 images/s, loss=0.0168, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.714944, arrival_time=2021-04-15 02:47:04.269494, cost_time=0:00:34.288612 2021-04-15 02:46:58,687 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.77ms, fps=1201 images/s, loss=0.0167, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.570266, arrival_time=2021-04-15 02:47:04.257330, cost_time=0:00:36.421051 2021-04-15 02:47:00,820 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.0168, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.427024, arrival_time=2021-04-15 02:47:04.247062, cost_time=0:00:38.554069 2021-04-15 02:47:02,951 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.0168, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.284804, arrival_time=2021-04-15 02:47:04.236199, cost_time=0:00:40.685459 2021-04-15 02:47:04,106 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.16ms, fps=1178 images/s, loss=0.0169, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:47:04.106223, cost_time=0:00:41.840297 2021-04-15 02:47:05,068 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=1.46ms, fps=2665 images/s, loss=1.0814, top1-acc=74.06%, top5-acc=92.03%, remaining_time=0:00:02.881350, arrival_time=2021-04-15 02:47:07.949703, cost_time=0:00:00.960446 2021-04-15 02:47:05,922 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.66ms, fps=2999 images/s, loss=1.0673, top1-acc=73.98%, top5-acc=92.23%, remaining_time=0:00:01.814380, arrival_time=2021-04-15 02:47:07.736698, cost_time=0:00:01.814384 2021-04-15 02:47:06,776 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.41ms, fps=3000 images/s, loss=1.0560, top1-acc=74.28%, top5-acc=92.30%, remaining_time=0:00:00.889420, arrival_time=2021-04-15 02:47:07.665721, cost_time=0:00:02.668267 2021-04-15 02:47:07,555 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.08ms, fps=2979 images/s, loss=1.0265, top1-acc=74.41%, top5-acc=92.56%, remaining_time=0:00:00, arrival_time=2021-04-15 02:47:07.555580, cost_time=0:00:03.447683 2021-04-15 02:47:08,230 INFO : Epoch=0155 complete, best val top1-acc=74.41%, top5-acc=92.56% (epoch=155), remaining_time=0:34:26.786415, arrival_time=2021-04-15 03:21:35.016721, cost_time=1:58:38.931017 2021-04-15 02:47:08,231 INFO : Train start, epoch=0156, lr=0.011980 2021-04-15 02:47:10,519 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=2.07ms, fps=1119 images/s, loss=0.0120, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.548244, arrival_time=2021-04-15 02:47:53.067719, cost_time=0:00:02.287543 2021-04-15 02:47:12,658 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.38ms, fps=1197 images/s, loss=0.0136, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:38.948976, arrival_time=2021-04-15 02:47:51.606942, cost_time=0:00:04.426028 2021-04-15 02:47:14,791 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.0141, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.293244, arrival_time=2021-04-15 02:47:51.084180, cost_time=0:00:06.559018 2021-04-15 02:47:16,935 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.35ms, fps=1194 images/s, loss=0.0150, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:33.945288, arrival_time=2021-04-15 02:47:50.881103, cost_time=0:00:08.703900 2021-04-15 02:47:19,068 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.0153, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:31.641850, arrival_time=2021-04-15 02:47:50.710025, cost_time=0:00:10.836240 2021-04-15 02:47:21,198 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.0154, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:29.391776, arrival_time=2021-04-15 02:47:50.590656, cost_time=0:00:12.966944 2021-04-15 02:47:23,328 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.82ms, fps=1202 images/s, loss=0.0153, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:27.174042, arrival_time=2021-04-15 02:47:50.502624, cost_time=0:00:15.096692 2021-04-15 02:47:25,459 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.0152, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:24.980484, arrival_time=2021-04-15 02:47:50.440277, cost_time=0:00:17.227918 2021-04-15 02:47:27,591 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.79ms, fps=1201 images/s, loss=0.0152, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:22.801024, arrival_time=2021-04-15 02:47:50.392332, cost_time=0:00:19.359383 2021-04-15 02:47:29,728 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.36ms, fps=1198 images/s, loss=0.0151, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:20.636832, arrival_time=2021-04-15 02:47:50.365441, cost_time=0:00:21.496749 2021-04-15 02:47:31,861 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.51ms, fps=1201 images/s, loss=0.0154, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:18.473660, arrival_time=2021-04-15 02:47:50.334686, cost_time=0:00:23.629121 2021-04-15 02:47:33,993 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.0154, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.315680, arrival_time=2021-04-15 02:47:50.309172, cost_time=0:00:25.761622 2021-04-15 02:47:36,126 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.0154, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.161818, arrival_time=2021-04-15 02:47:50.288136, cost_time=0:00:27.894489 2021-04-15 02:47:38,259 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0156, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.010880, arrival_time=2021-04-15 02:47:50.269952, cost_time=0:00:30.027145 2021-04-15 02:47:40,389 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.0157, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.861710, arrival_time=2021-04-15 02:47:50.251379, cost_time=0:00:32.157817 2021-04-15 02:47:42,525 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.33ms, fps=1199 images/s, loss=0.0159, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.715988, arrival_time=2021-04-15 02:47:50.241163, cost_time=0:00:34.293336 2021-04-15 02:47:44,658 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.46ms, fps=1200 images/s, loss=0.0159, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.571072, arrival_time=2021-04-15 02:47:50.229191, cost_time=0:00:36.426192 2021-04-15 02:47:46,791 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.0159, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.427568, arrival_time=2021-04-15 02:47:50.219464, cost_time=0:00:38.560054 2021-04-15 02:47:48,920 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.17ms, fps=1203 images/s, loss=0.0159, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.284918, arrival_time=2021-04-15 02:47:50.205803, cost_time=0:00:40.689048 2021-04-15 02:47:50,076 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.15ms, fps=1177 images/s, loss=0.0159, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:47:50.076514, cost_time=0:00:41.844682 2021-04-15 02:47:51,042 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=0.21ms, fps=2655 images/s, loss=1.0432, top1-acc=74.73%, top5-acc=92.03%, remaining_time=0:00:02.893080, arrival_time=2021-04-15 02:47:53.935692, cost_time=0:00:00.964361 2021-04-15 02:47:51,896 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.29ms, fps=2999 images/s, loss=1.0186, top1-acc=74.82%, top5-acc=92.64%, remaining_time=0:00:01.818460, arrival_time=2021-04-15 02:47:53.715278, cost_time=0:00:01.818453 2021-04-15 02:47:52,749 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.50ms, fps=3005 images/s, loss=1.0312, top1-acc=74.73%, top5-acc=92.57%, remaining_time=0:00:00.890340, arrival_time=2021-04-15 02:47:53.639624, cost_time=0:00:02.671015 2021-04-15 02:47:53,529 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.07ms, fps=2975 images/s, loss=1.0465, top1-acc=74.45%, top5-acc=92.48%, remaining_time=0:00:00, arrival_time=2021-04-15 02:47:53.529677, cost_time=0:00:03.451441 2021-04-15 02:47:54,131 INFO : Epoch=0156 complete, best val top1-acc=74.45%, top5-acc=92.48% (epoch=156), remaining_time=0:33:40.849996, arrival_time=2021-04-15 03:21:34.981013, cost_time=1:59:24.831764 2021-04-15 02:47:54,132 INFO : Train start, epoch=0157, lr=0.011474 2021-04-15 02:47:56,417 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.44ms, fps=1121 images/s, loss=0.0130, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:42.493932, arrival_time=2021-04-15 02:48:38.911187, cost_time=0:00:02.284615 2021-04-15 02:47:58,546 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.30ms, fps=1202 images/s, loss=0.0137, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:38.844608, arrival_time=2021-04-15 02:48:37.391407, cost_time=0:00:04.414166 2021-04-15 02:48:00,677 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.0133, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:36.213730, arrival_time=2021-04-15 02:48:36.891055, cost_time=0:00:06.544648 2021-04-15 02:48:02,810 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.36ms, fps=1200 images/s, loss=0.0139, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:33.842952, arrival_time=2021-04-15 02:48:36.653332, cost_time=0:00:08.677661 2021-04-15 02:48:04,942 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.0140, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:31.563594, arrival_time=2021-04-15 02:48:36.505717, cost_time=0:00:10.809473 2021-04-15 02:48:07,075 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.46ms, fps=1200 images/s, loss=0.0139, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:29.337784, arrival_time=2021-04-15 02:48:36.413557, cost_time=0:00:12.943139 2021-04-15 02:48:09,207 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.0140, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:27.134982, arrival_time=2021-04-15 02:48:36.342636, cost_time=0:00:15.075012 2021-04-15 02:48:11,338 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.54ms, fps=1202 images/s, loss=0.0143, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:24.948468, arrival_time=2021-04-15 02:48:36.286929, cost_time=0:00:17.205826 2021-04-15 02:48:13,471 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.0142, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:22.776538, arrival_time=2021-04-15 02:48:36.247817, cost_time=0:00:19.338576 2021-04-15 02:48:15,603 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.0142, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.612064, arrival_time=2021-04-15 02:48:36.215687, cost_time=0:00:21.470929 2021-04-15 02:48:17,734 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.0142, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:18.452504, arrival_time=2021-04-15 02:48:36.187129, cost_time=0:00:23.601987 2021-04-15 02:48:19,864 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.56ms, fps=1202 images/s, loss=0.0142, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.296908, arrival_time=2021-04-15 02:48:36.161511, cost_time=0:00:25.731971 2021-04-15 02:48:21,995 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.29ms, fps=1202 images/s, loss=0.0144, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:14.145714, arrival_time=2021-04-15 02:48:36.141172, cost_time=0:00:27.862819 2021-04-15 02:48:24,127 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0143, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.997832, arrival_time=2021-04-15 02:48:36.125038, cost_time=0:00:29.994570 2021-04-15 02:48:26,262 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.0144, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:09.853154, arrival_time=2021-04-15 02:48:36.115622, cost_time=0:00:32.129832 2021-04-15 02:48:28,394 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.0145, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.708788, arrival_time=2021-04-15 02:48:36.102856, cost_time=0:00:34.261346 2021-04-15 02:48:30,525 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=0.0146, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.565976, arrival_time=2021-04-15 02:48:36.091544, cost_time=0:00:36.392915 2021-04-15 02:48:32,656 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.0145, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.424368, arrival_time=2021-04-15 02:48:36.081095, cost_time=0:00:38.524093 2021-04-15 02:48:34,788 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.19ms, fps=1201 images/s, loss=0.0146, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.283868, arrival_time=2021-04-15 02:48:36.072232, cost_time=0:00:40.655728 2021-04-15 02:48:35,945 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.24ms, fps=1176 images/s, loss=0.0147, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:48:35.945620, cost_time=0:00:41.812989 2021-04-15 02:48:36,907 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=1.48ms, fps=2668 images/s, loss=1.0137, top1-acc=75.31%, top5-acc=92.62%, remaining_time=0:00:02.878830, arrival_time=2021-04-15 02:48:39.785807, cost_time=0:00:00.959613 2021-04-15 02:48:37,756 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.25ms, fps=3014 images/s, loss=1.0362, top1-acc=74.69%, top5-acc=92.60%, remaining_time=0:00:01.809200, arrival_time=2021-04-15 02:48:39.565756, cost_time=0:00:01.809190 2021-04-15 02:48:38,607 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.30ms, fps=3009 images/s, loss=1.0403, top1-acc=74.66%, top5-acc=92.55%, remaining_time=0:00:00.886730, arrival_time=2021-04-15 02:48:39.494278, cost_time=0:00:02.660187 2021-04-15 02:48:39,385 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.07ms, fps=2982 images/s, loss=1.0499, top1-acc=74.51%, top5-acc=92.57%, remaining_time=0:00:00, arrival_time=2021-04-15 02:48:39.385954, cost_time=0:00:03.438616 2021-04-15 02:48:40,001 INFO : Epoch=0157 complete, best val top1-acc=74.51%, top5-acc=92.57% (epoch=157), remaining_time=0:32:54.905591, arrival_time=2021-04-15 03:21:34.906693, cost_time=2:00:10.701842 2021-04-15 02:48:40,002 INFO : Train start, epoch=0158, lr=0.010978 2021-04-15 02:48:42,339 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.36ms, fps=1095 images/s, loss=0.0164, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:43.467084, arrival_time=2021-04-15 02:49:25.806553, cost_time=0:00:02.336939 2021-04-15 02:48:44,474 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.0156, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:39.349904, arrival_time=2021-04-15 02:49:23.824084, cost_time=0:00:04.471575 2021-04-15 02:48:46,606 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.85ms, fps=1201 images/s, loss=0.0153, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:36.539588, arrival_time=2021-04-15 02:49:23.145651, cost_time=0:00:06.603531 2021-04-15 02:48:48,739 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.92ms, fps=1200 images/s, loss=0.0153, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:34.072740, arrival_time=2021-04-15 02:49:22.811853, cost_time=0:00:08.736603 2021-04-15 02:48:50,869 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.0157, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:31.730180, arrival_time=2021-04-15 02:49:22.599147, cost_time=0:00:10.866499 2021-04-15 02:48:53,002 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.0156, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:29.466440, arrival_time=2021-04-15 02:49:22.468844, cost_time=0:00:12.999874 2021-04-15 02:48:55,133 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.54ms, fps=1201 images/s, loss=0.0154, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:27.236160, arrival_time=2021-04-15 02:49:22.369926, cost_time=0:00:15.131198 2021-04-15 02:48:57,264 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.42ms, fps=1202 images/s, loss=0.0157, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:25.030364, arrival_time=2021-04-15 02:49:22.295110, cost_time=0:00:17.262296 2021-04-15 02:48:59,401 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.0155, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:22.847240, arrival_time=2021-04-15 02:49:22.248428, cost_time=0:00:19.398643 2021-04-15 02:49:01,532 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.45ms, fps=1202 images/s, loss=0.0153, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:20.668608, arrival_time=2021-04-15 02:49:22.200871, cost_time=0:00:21.529833 2021-04-15 02:49:03,668 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.57ms, fps=1199 images/s, loss=0.0153, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:18.502126, arrival_time=2021-04-15 02:49:22.170147, cost_time=0:00:23.665502 2021-04-15 02:49:05,798 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.49ms, fps=1202 images/s, loss=0.0156, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:16.337492, arrival_time=2021-04-15 02:49:22.135971, cost_time=0:00:25.796035 2021-04-15 02:49:07,928 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.0156, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.177922, arrival_time=2021-04-15 02:49:22.106607, cost_time=0:00:27.926247 2021-04-15 02:49:10,062 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.58ms, fps=1200 images/s, loss=0.0155, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.024152, arrival_time=2021-04-15 02:49:22.086997, cost_time=0:00:30.060314 2021-04-15 02:49:12,193 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.0155, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.871876, arrival_time=2021-04-15 02:49:22.065283, cost_time=0:00:32.190973 2021-04-15 02:49:14,321 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.52ms, fps=1203 images/s, loss=0.0153, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:07.721892, arrival_time=2021-04-15 02:49:22.043809, cost_time=0:00:34.319494 2021-04-15 02:49:16,449 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.36ms, fps=1203 images/s, loss=0.0153, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:05.574296, arrival_time=2021-04-15 02:49:22.024137, cost_time=0:00:36.447325 2021-04-15 02:49:18,580 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.53ms, fps=1202 images/s, loss=0.0152, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:03.429136, arrival_time=2021-04-15 02:49:22.009469, cost_time=0:00:38.577857 2021-04-15 02:49:20,712 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.07ms, fps=1201 images/s, loss=0.0152, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.285566, arrival_time=2021-04-15 02:49:21.997651, cost_time=0:00:40.709676 2021-04-15 02:49:21,865 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.11ms, fps=1180 images/s, loss=0.0152, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:49:21.865132, cost_time=0:00:41.862712 2021-04-15 02:49:22,826 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=1.38ms, fps=2668 images/s, loss=1.0627, top1-acc=73.79%, top5-acc=92.34%, remaining_time=0:00:02.878740, arrival_time=2021-04-15 02:49:25.705138, cost_time=0:00:00.959582 2021-04-15 02:49:23,677 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.27ms, fps=3011 images/s, loss=1.0451, top1-acc=73.93%, top5-acc=92.62%, remaining_time=0:00:01.810240, arrival_time=2021-04-15 02:49:25.487358, cost_time=0:00:01.810237 2021-04-15 02:49:24,529 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.60ms, fps=3005 images/s, loss=1.0370, top1-acc=74.21%, top5-acc=92.77%, remaining_time=0:00:00.887540, arrival_time=2021-04-15 02:49:25.417003, cost_time=0:00:02.662634 2021-04-15 02:49:25,306 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.08ms, fps=2988 images/s, loss=1.0446, top1-acc=74.24%, top5-acc=92.66%, remaining_time=0:00:00, arrival_time=2021-04-15 02:49:25.306267, cost_time=0:00:03.439477 2021-04-15 02:49:25,625 INFO : Epoch=0158 complete, best val top1-acc=74.51%, top5-acc=92.57% (epoch=157), remaining_time=0:32:08.896830, arrival_time=2021-04-15 03:21:34.522191, cost_time=2:00:56.326116 2021-04-15 02:49:25,626 INFO : Train start, epoch=0159, lr=0.010492 2021-04-15 02:49:27,975 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.28ms, fps=1090 images/s, loss=0.0125, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.683960, arrival_time=2021-04-15 02:50:11.659334, cost_time=0:00:02.348604 2021-04-15 02:49:30,110 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.63ms, fps=1199 images/s, loss=0.0122, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.454976, arrival_time=2021-04-15 02:50:09.565270, cost_time=0:00:04.483519 2021-04-15 02:49:32,240 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.0130, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.594700, arrival_time=2021-04-15 02:50:08.834964, cost_time=0:00:06.613494 2021-04-15 02:49:34,370 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.0128, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:34.099884, arrival_time=2021-04-15 02:50:08.470300, cost_time=0:00:08.743557 2021-04-15 02:49:36,502 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.0126, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.758212, arrival_time=2021-04-15 02:50:08.261112, cost_time=0:00:10.876119 2021-04-15 02:49:38,634 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.0133, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.485208, arrival_time=2021-04-15 02:50:08.120159, cost_time=0:00:13.008181 2021-04-15 02:49:40,767 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.0136, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:27.253800, arrival_time=2021-04-15 02:50:08.021603, cost_time=0:00:15.141030 2021-04-15 02:49:42,901 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.0137, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:25.047648, arrival_time=2021-04-15 02:50:07.948694, cost_time=0:00:17.274275 2021-04-15 02:49:45,029 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.0138, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:22.851904, arrival_time=2021-04-15 02:50:07.881303, cost_time=0:00:19.402555 2021-04-15 02:49:47,161 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.0139, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.673120, arrival_time=2021-04-15 02:50:07.834439, cost_time=0:00:21.534496 2021-04-15 02:49:49,297 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.41ms, fps=1199 images/s, loss=0.0139, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.506168, arrival_time=2021-04-15 02:50:07.803602, cost_time=0:00:23.670664 2021-04-15 02:49:51,429 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.0141, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.341976, arrival_time=2021-04-15 02:50:07.771918, cost_time=0:00:25.803169 2021-04-15 02:49:53,565 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.0142, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.184522, arrival_time=2021-04-15 02:50:07.750471, cost_time=0:00:27.939173 2021-04-15 02:49:55,698 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.0141, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.028632, arrival_time=2021-04-15 02:50:07.726921, cost_time=0:00:30.071516 2021-04-15 02:49:57,830 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.82ms, fps=1201 images/s, loss=0.0140, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.875648, arrival_time=2021-04-15 02:50:07.705735, cost_time=0:00:32.203254 2021-04-15 02:49:59,964 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.0140, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.725852, arrival_time=2021-04-15 02:50:07.689806, cost_time=0:00:34.337156 2021-04-15 02:50:02,098 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.30ms, fps=1200 images/s, loss=0.0140, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.578040, arrival_time=2021-04-15 02:50:07.676551, cost_time=0:00:36.471738 2021-04-15 02:50:04,227 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.26ms, fps=1203 images/s, loss=0.0141, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.431168, arrival_time=2021-04-15 02:50:07.658588, cost_time=0:00:38.600657 2021-04-15 02:50:06,358 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.0141, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.286274, arrival_time=2021-04-15 02:50:07.645140, cost_time=0:00:40.732097 2021-04-15 02:50:07,515 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.27ms, fps=1177 images/s, loss=0.0143, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:50:07.515073, cost_time=0:00:41.888308 2021-04-15 02:50:08,502 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=0.31ms, fps=2597 images/s, loss=1.0403, top1-acc=75.35%, top5-acc=92.58%, remaining_time=0:00:02.957190, arrival_time=2021-04-15 02:50:11.459892, cost_time=0:00:00.985734 2021-04-15 02:50:09,355 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.39ms, fps=3002 images/s, loss=1.0507, top1-acc=74.49%, top5-acc=92.38%, remaining_time=0:00:01.838800, arrival_time=2021-04-15 02:50:11.194537, cost_time=0:00:01.838790 2021-04-15 02:50:10,207 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.25ms, fps=3006 images/s, loss=1.0459, top1-acc=74.43%, top5-acc=92.54%, remaining_time=0:00:00.896880, arrival_time=2021-04-15 02:50:11.104477, cost_time=0:00:02.690641 2021-04-15 02:50:10,987 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.08ms, fps=2978 images/s, loss=1.0275, top1-acc=74.78%, top5-acc=92.74%, remaining_time=0:00:00, arrival_time=2021-04-15 02:50:10.987031, cost_time=0:00:03.470097 2021-04-15 02:50:11,649 INFO : Epoch=0159 complete, best val top1-acc=74.78%, top5-acc=92.74% (epoch=159), remaining_time=0:31:22.995889, arrival_time=2021-04-15 03:21:34.645006, cost_time=2:01:42.349862 2021-04-15 02:50:11,650 INFO : Train start, epoch=0160, lr=0.010016 2021-04-15 02:50:13,975 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.50ms, fps=1101 images/s, loss=0.0123, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.232166, arrival_time=2021-04-15 02:50:57.207056, cost_time=0:00:02.324309 2021-04-15 02:50:16,109 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.0128, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.233040, arrival_time=2021-04-15 02:50:55.342042, cost_time=0:00:04.458293 2021-04-15 02:50:18,243 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.86ms, fps=1200 images/s, loss=0.0131, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:36.481488, arrival_time=2021-04-15 02:50:54.725070, cost_time=0:00:06.593050 2021-04-15 02:50:20,379 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.31ms, fps=1199 images/s, loss=0.0133, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:34.043100, arrival_time=2021-04-15 02:50:54.422723, cost_time=0:00:08.728989 2021-04-15 02:50:22,517 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.72ms, fps=1198 images/s, loss=0.0133, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:31.731348, arrival_time=2021-04-15 02:50:54.248758, cost_time=0:00:10.866919 2021-04-15 02:50:24,659 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.34ms, fps=1195 images/s, loss=0.0137, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.486976, arrival_time=2021-04-15 02:50:54.146452, cost_time=0:00:13.008934 2021-04-15 02:50:26,792 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.52ms, fps=1200 images/s, loss=0.0135, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:27.256068, arrival_time=2021-04-15 02:50:54.048898, cost_time=0:00:15.142251 2021-04-15 02:50:28,924 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.28ms, fps=1201 images/s, loss=0.0134, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:25.046952, arrival_time=2021-04-15 02:50:53.971233, cost_time=0:00:17.273790 2021-04-15 02:50:31,063 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=2.21ms, fps=1197 images/s, loss=0.0133, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:22.863988, arrival_time=2021-04-15 02:50:53.927327, cost_time=0:00:19.412807 2021-04-15 02:50:33,195 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0135, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:20.683200, arrival_time=2021-04-15 02:50:53.878652, cost_time=0:00:21.545007 2021-04-15 02:50:35,328 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.31ms, fps=1200 images/s, loss=0.0136, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:18.512016, arrival_time=2021-04-15 02:50:53.840697, cost_time=0:00:23.678156 2021-04-15 02:50:37,458 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.0135, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.345320, arrival_time=2021-04-15 02:50:53.804237, cost_time=0:00:25.808460 2021-04-15 02:50:39,591 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.0138, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.185446, arrival_time=2021-04-15 02:50:53.777026, cost_time=0:00:27.941094 2021-04-15 02:50:41,780 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.65ms, fps=1201 images/s, loss=0.0137, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.052096, arrival_time=2021-04-15 02:50:53.832931, cost_time=0:00:30.130298 2021-04-15 02:50:43,909 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.0139, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.892898, arrival_time=2021-04-15 02:50:53.802789, cost_time=0:00:32.259450 2021-04-15 02:50:46,044 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.50ms, fps=1200 images/s, loss=0.0138, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.738596, arrival_time=2021-04-15 02:50:53.782846, cost_time=0:00:34.393810 2021-04-15 02:50:48,181 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.30ms, fps=1198 images/s, loss=0.0138, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.587088, arrival_time=2021-04-15 02:50:53.768504, cost_time=0:00:36.530880 2021-04-15 02:50:50,318 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.53ms, fps=1198 images/s, loss=0.0139, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.437120, arrival_time=2021-04-15 02:50:53.755189, cost_time=0:00:38.667619 2021-04-15 02:50:52,449 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.20ms, fps=1201 images/s, loss=0.0139, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.288398, arrival_time=2021-04-15 02:50:53.738181, cost_time=0:00:40.799340 2021-04-15 02:50:53,605 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.30ms, fps=1177 images/s, loss=0.0140, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:50:53.605304, cost_time=0:00:41.954870 2021-04-15 02:50:54,568 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=0.22ms, fps=2663 images/s, loss=1.0108, top1-acc=74.57%, top5-acc=92.46%, remaining_time=0:00:02.884230, arrival_time=2021-04-15 02:50:57.452852, cost_time=0:00:00.961408 2021-04-15 02:50:55,422 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.40ms, fps=3001 images/s, loss=1.0180, top1-acc=74.59%, top5-acc=92.64%, remaining_time=0:00:01.815000, arrival_time=2021-04-15 02:50:57.237047, cost_time=0:00:01.814995 2021-04-15 02:50:56,273 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.25ms, fps=3009 images/s, loss=1.0398, top1-acc=74.23%, top5-acc=92.67%, remaining_time=0:00:00.888670, arrival_time=2021-04-15 02:50:57.161746, cost_time=0:00:02.666008 2021-04-15 02:50:57,051 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.06ms, fps=2982 images/s, loss=1.0232, top1-acc=74.52%, top5-acc=92.52%, remaining_time=0:00:00, arrival_time=2021-04-15 02:50:57.051507, cost_time=0:00:03.444467 2021-04-15 02:50:57,421 INFO : Epoch=0160 complete, best val top1-acc=74.78%, top5-acc=92.74% (epoch=159), remaining_time=0:30:37.030640, arrival_time=2021-04-15 03:21:34.452380, cost_time=2:02:28.122494 2021-04-15 02:50:57,423 INFO : Train start, epoch=0161, lr=0.009549 2021-04-15 02:50:59,741 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.85ms, fps=1104 images/s, loss=0.0130, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.122240, arrival_time=2021-04-15 02:51:42.863907, cost_time=0:00:02.318397 2021-04-15 02:51:01,877 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.0116, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.198016, arrival_time=2021-04-15 02:51:41.075598, cost_time=0:00:04.454326 2021-04-15 02:51:04,016 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.49ms, fps=1197 images/s, loss=0.0116, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.480492, arrival_time=2021-04-15 02:51:40.496599, cost_time=0:00:06.592863 2021-04-15 02:51:06,151 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.31ms, fps=1199 images/s, loss=0.0117, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:34.039044, arrival_time=2021-04-15 02:51:40.190262, cost_time=0:00:08.727963 2021-04-15 02:51:08,286 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.49ms, fps=1199 images/s, loss=0.0119, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.719814, arrival_time=2021-04-15 02:51:40.006002, cost_time=0:00:10.862931 2021-04-15 02:51:10,420 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.0120, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.460592, arrival_time=2021-04-15 02:51:39.881176, cost_time=0:00:12.997319 2021-04-15 02:51:12,554 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.0124, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:27.235404, arrival_time=2021-04-15 02:51:39.789497, cost_time=0:00:15.130781 2021-04-15 02:51:14,700 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.33ms, fps=1193 images/s, loss=0.0123, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:25.051360, arrival_time=2021-04-15 02:51:39.751360, cost_time=0:00:17.276803 2021-04-15 02:51:16,832 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.53ms, fps=1201 images/s, loss=0.0123, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:22.859430, arrival_time=2021-04-15 02:51:39.691765, cost_time=0:00:19.408918 2021-04-15 02:51:18,964 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.29ms, fps=1201 images/s, loss=0.0123, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.679456, arrival_time=2021-04-15 02:51:39.643717, cost_time=0:00:21.541079 2021-04-15 02:51:21,099 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.0126, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.510812, arrival_time=2021-04-15 02:51:39.610705, cost_time=0:00:23.676611 2021-04-15 02:51:23,233 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.0126, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.346688, arrival_time=2021-04-15 02:51:39.580480, cost_time=0:00:25.810598 2021-04-15 02:51:25,366 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.27ms, fps=1201 images/s, loss=0.0126, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.186436, arrival_time=2021-04-15 02:51:39.552549, cost_time=0:00:27.942945 2021-04-15 02:51:27,502 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.50ms, fps=1198 images/s, loss=0.0127, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.031768, arrival_time=2021-04-15 02:51:39.534397, cost_time=0:00:30.079386 2021-04-15 02:51:29,634 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.0128, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:09.878086, arrival_time=2021-04-15 02:51:39.512410, cost_time=0:00:32.211151 2021-04-15 02:51:31,768 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.45ms, fps=1200 images/s, loss=0.0129, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.727796, arrival_time=2021-04-15 02:51:39.496690, cost_time=0:00:34.345729 2021-04-15 02:51:33,900 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.0129, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.578924, arrival_time=2021-04-15 02:51:39.479751, cost_time=0:00:36.477573 2021-04-15 02:51:36,027 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.31ms, fps=1204 images/s, loss=0.0131, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.431504, arrival_time=2021-04-15 02:51:39.459174, cost_time=0:00:38.604504 2021-04-15 02:51:38,159 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.20ms, fps=1201 images/s, loss=0.0132, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.286394, arrival_time=2021-04-15 02:51:39.445382, cost_time=0:00:40.735826 2021-04-15 02:51:39,313 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.21ms, fps=1178 images/s, loss=0.0132, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:51:39.313774, cost_time=0:00:41.890609 2021-04-15 02:51:40,279 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=2.25ms, fps=2656 images/s, loss=0.9924, top1-acc=74.73%, top5-acc=93.71%, remaining_time=0:00:02.891880, arrival_time=2021-04-15 02:51:43.171578, cost_time=0:00:00.963960 2021-04-15 02:51:41,132 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.33ms, fps=3003 images/s, loss=1.0432, top1-acc=74.20%, top5-acc=92.50%, remaining_time=0:00:01.816900, arrival_time=2021-04-15 02:51:42.949605, cost_time=0:00:01.816900 2021-04-15 02:51:41,984 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.37ms, fps=3009 images/s, loss=1.0285, top1-acc=74.67%, top5-acc=92.75%, remaining_time=0:00:00.889400, arrival_time=2021-04-15 02:51:42.873369, cost_time=0:00:02.668205 2021-04-15 02:51:42,762 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.06ms, fps=2982 images/s, loss=1.0398, top1-acc=74.36%, top5-acc=92.62%, remaining_time=0:00:00, arrival_time=2021-04-15 02:51:42.762388, cost_time=0:00:03.446681 2021-04-15 02:51:43,256 INFO : Epoch=0161 complete, best val top1-acc=74.78%, top5-acc=92.74% (epoch=159), remaining_time=0:29:51.082683, arrival_time=2021-04-15 03:21:34.338720, cost_time=2:03:13.956795 2021-04-15 02:51:43,257 INFO : Train start, epoch=0162, lr=0.009093 2021-04-15 02:51:45,539 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.80ms, fps=1122 images/s, loss=0.0125, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:42.450036, arrival_time=2021-04-15 02:52:27.989870, cost_time=0:00:02.282260 2021-04-15 02:51:47,673 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.0127, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:38.863264, arrival_time=2021-04-15 02:52:26.537078, cost_time=0:00:04.416277 2021-04-15 02:51:49,808 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.35ms, fps=1199 images/s, loss=0.0124, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:36.250084, arrival_time=2021-04-15 02:52:26.058839, cost_time=0:00:06.551230 2021-04-15 02:51:51,940 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.49ms, fps=1202 images/s, loss=0.0130, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:33.861516, arrival_time=2021-04-15 02:52:25.801484, cost_time=0:00:08.682432 2021-04-15 02:51:54,072 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.0129, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:31.579800, arrival_time=2021-04-15 02:52:25.652365, cost_time=0:00:10.815005 2021-04-15 02:51:56,205 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.55ms, fps=1200 images/s, loss=0.0131, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:29.349208, arrival_time=2021-04-15 02:52:25.554928, cost_time=0:00:12.948194 2021-04-15 02:51:58,336 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.31ms, fps=1202 images/s, loss=0.0130, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:27.142794, arrival_time=2021-04-15 02:52:25.479708, cost_time=0:00:15.079330 2021-04-15 02:52:00,469 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.49ms, fps=1201 images/s, loss=0.0131, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:24.957980, arrival_time=2021-04-15 02:52:25.427842, cost_time=0:00:17.212385 2021-04-15 02:52:02,604 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.47ms, fps=1200 images/s, loss=0.0130, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:22.786502, arrival_time=2021-04-15 02:52:25.391101, cost_time=0:00:19.347045 2021-04-15 02:52:04,738 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.45ms, fps=1200 images/s, loss=0.0131, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.622048, arrival_time=2021-04-15 02:52:25.360844, cost_time=0:00:21.481305 2021-04-15 02:52:06,877 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.99ms, fps=1197 images/s, loss=0.0132, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.466350, arrival_time=2021-04-15 02:52:25.343620, cost_time=0:00:23.619759 2021-04-15 02:52:09,013 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.64ms, fps=1198 images/s, loss=0.0133, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.312336, arrival_time=2021-04-15 02:52:25.326166, cost_time=0:00:25.756359 2021-04-15 02:52:11,143 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.48ms, fps=1203 images/s, loss=0.0132, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.157264, arrival_time=2021-04-15 02:52:25.300262, cost_time=0:00:27.885554 2021-04-15 02:52:13,275 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.53ms, fps=1201 images/s, loss=0.0131, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.007184, arrival_time=2021-04-15 02:52:25.282636, cost_time=0:00:30.017921 2021-04-15 02:52:15,407 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.63ms, fps=1201 images/s, loss=0.0131, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.859272, arrival_time=2021-04-15 02:52:25.266572, cost_time=0:00:32.149849 2021-04-15 02:52:17,539 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.0132, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.713468, arrival_time=2021-04-15 02:52:25.252923, cost_time=0:00:34.282013 2021-04-15 02:52:19,670 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.0131, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.569096, arrival_time=2021-04-15 02:52:25.239881, cost_time=0:00:36.413237 2021-04-15 02:52:21,801 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.0132, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.426096, arrival_time=2021-04-15 02:52:25.227167, cost_time=0:00:38.543616 2021-04-15 02:52:23,933 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.21ms, fps=1201 images/s, loss=0.0133, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.284516, arrival_time=2021-04-15 02:52:25.218240, cost_time=0:00:40.676286 2021-04-15 02:52:25,088 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.40ms, fps=1178 images/s, loss=0.0135, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:52:25.088767, cost_time=0:00:41.831334 2021-04-15 02:52:26,050 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=1.44ms, fps=2666 images/s, loss=0.9300, top1-acc=76.48%, top5-acc=93.44%, remaining_time=0:00:02.880270, arrival_time=2021-04-15 02:52:28.930845, cost_time=0:00:00.960092 2021-04-15 02:52:26,904 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.45ms, fps=2999 images/s, loss=0.9774, top1-acc=75.86%, top5-acc=92.81%, remaining_time=0:00:01.813980, arrival_time=2021-04-15 02:52:28.718519, cost_time=0:00:01.813982 2021-04-15 02:52:27,756 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.45ms, fps=3006 images/s, loss=1.0224, top1-acc=75.26%, top5-acc=92.41%, remaining_time=0:00:00.888680, arrival_time=2021-04-15 02:52:28.645211, cost_time=0:00:02.666028 2021-04-15 02:52:28,533 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.06ms, fps=2986 images/s, loss=1.0378, top1-acc=74.88%, top5-acc=92.39%, remaining_time=0:00:00, arrival_time=2021-04-15 02:52:28.533804, cost_time=0:00:03.443352 2021-04-15 02:52:29,159 INFO : Epoch=0162 complete, best val top1-acc=74.88%, top5-acc=92.39% (epoch=162), remaining_time=0:29:05.152432, arrival_time=2021-04-15 03:21:34.312054, cost_time=2:03:59.860328 2021-04-15 02:52:29,162 INFO : Train start, epoch=0163, lr=0.008646 2021-04-15 02:52:31,470 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=2.28ms, fps=1109 images/s, loss=0.0136, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:42.941076, arrival_time=2021-04-15 02:53:14.411924, cost_time=0:00:02.308664 2021-04-15 02:52:33,603 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.59ms, fps=1201 images/s, loss=0.0126, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:39.079744, arrival_time=2021-04-15 02:53:12.682806, cost_time=0:00:04.440878 2021-04-15 02:52:35,734 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.0123, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.368940, arrival_time=2021-04-15 02:53:12.103821, cost_time=0:00:06.572696 2021-04-15 02:52:37,867 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.0126, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:33.952308, arrival_time=2021-04-15 02:53:11.820205, cost_time=0:00:08.705712 2021-04-15 02:52:39,999 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.0124, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:31.644624, arrival_time=2021-04-15 02:53:11.643974, cost_time=0:00:10.837181 2021-04-15 02:52:42,130 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.46ms, fps=1202 images/s, loss=0.0123, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.393816, arrival_time=2021-04-15 02:53:11.523868, cost_time=0:00:12.967874 2021-04-15 02:52:44,266 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.24ms, fps=1199 images/s, loss=0.0122, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.187272, arrival_time=2021-04-15 02:53:11.453405, cost_time=0:00:15.104036 2021-04-15 02:52:46,404 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.0125, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.001016, arrival_time=2021-04-15 02:53:11.405308, cost_time=0:00:17.242115 2021-04-15 02:52:48,537 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.82ms, fps=1201 images/s, loss=0.0125, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:22.819680, arrival_time=2021-04-15 02:53:11.357021, cost_time=0:00:19.375172 2021-04-15 02:52:50,675 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.32ms, fps=1197 images/s, loss=0.0127, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.652960, arrival_time=2021-04-15 02:53:11.328532, cost_time=0:00:21.513459 2021-04-15 02:52:52,805 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.78ms, fps=1202 images/s, loss=0.0126, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.484754, arrival_time=2021-04-15 02:53:11.290188, cost_time=0:00:23.643279 2021-04-15 02:52:54,935 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.0127, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.322900, arrival_time=2021-04-15 02:53:11.257970, cost_time=0:00:25.772955 2021-04-15 02:52:57,065 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.66ms, fps=1202 images/s, loss=0.0127, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.166240, arrival_time=2021-04-15 02:53:11.231510, cost_time=0:00:27.903167 2021-04-15 02:52:59,203 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.81ms, fps=1198 images/s, loss=0.0128, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.016480, arrival_time=2021-04-15 02:53:11.219833, cost_time=0:00:30.041178 2021-04-15 02:53:01,334 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.54ms, fps=1202 images/s, loss=0.0127, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.866080, arrival_time=2021-04-15 02:53:11.200120, cost_time=0:00:32.171948 2021-04-15 02:53:03,465 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.47ms, fps=1202 images/s, loss=0.0127, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.718148, arrival_time=2021-04-15 02:53:11.183116, cost_time=0:00:34.302875 2021-04-15 02:53:05,603 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.60ms, fps=1197 images/s, loss=0.0129, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.573412, arrival_time=2021-04-15 02:53:11.177075, cost_time=0:00:36.441485 2021-04-15 02:53:07,734 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.0127, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.428656, arrival_time=2021-04-15 02:53:11.163182, cost_time=0:00:38.572435 2021-04-15 02:53:09,863 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.17ms, fps=1203 images/s, loss=0.0127, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.285302, arrival_time=2021-04-15 02:53:11.148583, cost_time=0:00:40.701188 2021-04-15 02:53:11,020 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.91ms, fps=1175 images/s, loss=0.0130, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:53:11.020791, cost_time=0:00:41.858644 2021-04-15 02:53:12,026 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=0.24ms, fps=2550 images/s, loss=1.0149, top1-acc=75.51%, top5-acc=92.38%, remaining_time=0:00:03.011310, arrival_time=2021-04-15 02:53:15.037688, cost_time=0:00:01.003772 2021-04-15 02:53:12,879 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.48ms, fps=3002 images/s, loss=1.0143, top1-acc=75.47%, top5-acc=92.44%, remaining_time=0:00:01.857060, arrival_time=2021-04-15 02:53:14.736702, cost_time=0:00:01.857060 2021-04-15 02:53:13,732 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.35ms, fps=3004 images/s, loss=1.0184, top1-acc=75.55%, top5-acc=92.54%, remaining_time=0:00:00.903200, arrival_time=2021-04-15 02:53:14.635404, cost_time=0:00:02.709611 2021-04-15 02:53:14,511 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.06ms, fps=2978 images/s, loss=1.0144, top1-acc=75.16%, top5-acc=92.77%, remaining_time=0:00:00, arrival_time=2021-04-15 02:53:14.511587, cost_time=0:00:03.489031 2021-04-15 02:53:15,108 INFO : Epoch=0163 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:28:19.232770, arrival_time=2021-04-15 03:21:34.341303, cost_time=2:04:45.809273 2021-04-15 02:53:15,109 INFO : Train start, epoch=0164, lr=0.008210 2021-04-15 02:53:17,443 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.49ms, fps=1097 images/s, loss=0.0152, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:43.396218, arrival_time=2021-04-15 02:54:00.839337, cost_time=0:00:02.333134 2021-04-15 02:53:19,577 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.0148, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:39.317344, arrival_time=2021-04-15 02:53:58.895207, cost_time=0:00:04.467870 2021-04-15 02:53:21,713 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=2.09ms, fps=1199 images/s, loss=0.0145, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:36.537762, arrival_time=2021-04-15 02:53:58.250950, cost_time=0:00:06.603197 2021-04-15 02:53:23,845 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.29ms, fps=1201 images/s, loss=0.0143, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:34.067748, arrival_time=2021-04-15 02:53:57.913126, cost_time=0:00:08.735326 2021-04-15 02:53:25,982 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.40ms, fps=1198 images/s, loss=0.0142, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:31.747262, arrival_time=2021-04-15 02:53:57.729561, cost_time=0:00:10.872360 2021-04-15 02:53:28,118 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.33ms, fps=1199 images/s, loss=0.0140, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:29.486024, arrival_time=2021-04-15 02:53:57.604533, cost_time=0:00:13.008519 2021-04-15 02:53:30,253 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.50ms, fps=1200 images/s, loss=0.0141, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:27.257958, arrival_time=2021-04-15 02:53:57.511269, cost_time=0:00:15.143332 2021-04-15 02:53:32,384 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.0141, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:25.047416, arrival_time=2021-04-15 02:53:57.431456, cost_time=0:00:17.274120 2021-04-15 02:53:34,523 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.54ms, fps=1197 images/s, loss=0.0140, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:22.864306, arrival_time=2021-04-15 02:53:57.387456, cost_time=0:00:19.413119 2021-04-15 02:53:36,655 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.52ms, fps=1201 images/s, loss=0.0139, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.683392, arrival_time=2021-04-15 02:53:57.338494, cost_time=0:00:21.545198 2021-04-15 02:53:38,786 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.45ms, fps=1201 images/s, loss=0.0139, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:18.510640, arrival_time=2021-04-15 02:53:57.297076, cost_time=0:00:23.676446 2021-04-15 02:53:40,917 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.0139, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.344560, arrival_time=2021-04-15 02:53:57.261661, cost_time=0:00:25.807185 2021-04-15 02:53:43,044 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.0139, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.182146, arrival_time=2021-04-15 02:53:57.226580, cost_time=0:00:27.934534 2021-04-15 02:53:45,176 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0139, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.026448, arrival_time=2021-04-15 02:53:57.202530, cost_time=0:00:30.066069 2021-04-15 02:53:47,303 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.38ms, fps=1204 images/s, loss=0.0141, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:09.872566, arrival_time=2021-04-15 02:53:57.175631, cost_time=0:00:32.193166 2021-04-15 02:53:49,431 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.38ms, fps=1203 images/s, loss=0.0139, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.722432, arrival_time=2021-04-15 02:53:57.154230, cost_time=0:00:34.321896 2021-04-15 02:53:51,565 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.46ms, fps=1200 images/s, loss=0.0139, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.575492, arrival_time=2021-04-15 02:53:57.140664, cost_time=0:00:36.455184 2021-04-15 02:53:53,693 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.85ms, fps=1203 images/s, loss=0.0140, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.429648, arrival_time=2021-04-15 02:53:57.123149, cost_time=0:00:38.583457 2021-04-15 02:53:55,835 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.71ms, fps=1196 images/s, loss=0.0140, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.286058, arrival_time=2021-04-15 02:53:57.121311, cost_time=0:00:40.725242 2021-04-15 02:53:56,998 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.25ms, fps=1170 images/s, loss=0.0141, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:53:56.997950, cost_time=0:00:41.887905 2021-04-15 02:53:57,989 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=0.22ms, fps=2588 images/s, loss=1.1099, top1-acc=72.46%, top5-acc=92.81%, remaining_time=0:00:02.967840, arrival_time=2021-04-15 02:54:00.957116, cost_time=0:00:00.989281 2021-04-15 02:53:58,842 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.48ms, fps=3003 images/s, loss=1.0627, top1-acc=73.75%, top5-acc=92.70%, remaining_time=0:00:01.842040, arrival_time=2021-04-15 02:54:00.684159, cost_time=0:00:01.842038 2021-04-15 02:53:59,694 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.26ms, fps=3006 images/s, loss=1.0454, top1-acc=74.41%, top5-acc=92.57%, remaining_time=0:00:00.898140, arrival_time=2021-04-15 02:54:00.592542, cost_time=0:00:02.694423 2021-04-15 02:54:00,478 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.08ms, fps=2961 images/s, loss=1.0550, top1-acc=74.45%, top5-acc=92.53%, remaining_time=0:00:00, arrival_time=2021-04-15 02:54:00.478205, cost_time=0:00:03.478157 2021-04-15 02:54:00,754 INFO : Epoch=0164 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:27:33.246360, arrival_time=2021-04-15 03:21:34.001283, cost_time=2:05:31.455683 2021-04-15 02:54:00,756 INFO : Train start, epoch=0165, lr=0.007784 2021-04-15 02:54:03,059 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.56ms, fps=1111 images/s, loss=0.0122, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:42.840078, arrival_time=2021-04-15 02:54:45.899782, cost_time=0:00:02.303230 2021-04-15 02:54:05,195 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=2.90ms, fps=1199 images/s, loss=0.0122, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.057920, arrival_time=2021-04-15 02:54:44.252865, cost_time=0:00:04.438410 2021-04-15 02:54:07,331 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.57ms, fps=1199 images/s, loss=0.0124, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.382220, arrival_time=2021-04-15 02:54:43.713786, cost_time=0:00:06.575115 2021-04-15 02:54:09,479 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.42ms, fps=1192 images/s, loss=0.0126, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:34.020636, arrival_time=2021-04-15 02:54:43.500341, cost_time=0:00:08.723253 2021-04-15 02:54:11,612 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.0124, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:31.699228, arrival_time=2021-04-15 02:54:43.311593, cost_time=0:00:10.855913 2021-04-15 02:54:13,747 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.85ms, fps=1199 images/s, loss=0.0123, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.446040, arrival_time=2021-04-15 02:54:43.193423, cost_time=0:00:12.990919 2021-04-15 02:54:15,878 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.63ms, fps=1201 images/s, loss=0.0123, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.220284, arrival_time=2021-04-15 02:54:43.099153, cost_time=0:00:15.122411 2021-04-15 02:54:18,011 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.69ms, fps=1201 images/s, loss=0.0124, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.018996, arrival_time=2021-04-15 02:54:43.029932, cost_time=0:00:17.254487 2021-04-15 02:54:20,142 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.0122, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.832082, arrival_time=2021-04-15 02:54:42.974157, cost_time=0:00:19.385715 2021-04-15 02:54:22,274 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.55ms, fps=1201 images/s, loss=0.0121, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.657280, arrival_time=2021-04-15 02:54:42.931758, cost_time=0:00:21.518022 2021-04-15 02:54:24,409 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.51ms, fps=1200 images/s, loss=0.0121, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.492064, arrival_time=2021-04-15 02:54:42.901200, cost_time=0:00:23.652690 2021-04-15 02:54:26,540 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.0121, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.329892, arrival_time=2021-04-15 02:54:42.870332, cost_time=0:00:25.784079 2021-04-15 02:54:28,671 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.0120, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.172048, arrival_time=2021-04-15 02:54:42.843206, cost_time=0:00:27.914702 2021-04-15 02:54:30,802 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.44ms, fps=1202 images/s, loss=0.0120, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.018328, arrival_time=2021-04-15 02:54:42.820451, cost_time=0:00:30.045770 2021-04-15 02:54:32,933 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.0121, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.867552, arrival_time=2021-04-15 02:54:42.800869, cost_time=0:00:32.176847 2021-04-15 02:54:35,066 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.0121, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.719768, arrival_time=2021-04-15 02:54:42.786223, cost_time=0:00:34.310096 2021-04-15 02:54:37,202 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.0121, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.574036, arrival_time=2021-04-15 02:54:42.776182, cost_time=0:00:36.445630 2021-04-15 02:54:39,337 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.50ms, fps=1199 images/s, loss=0.0123, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.429456, arrival_time=2021-04-15 02:54:42.767246, cost_time=0:00:38.581400 2021-04-15 02:54:41,470 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.22ms, fps=1201 images/s, loss=0.0124, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.285716, arrival_time=2021-04-15 02:54:42.756360, cost_time=0:00:40.714282 2021-04-15 02:54:42,628 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.23ms, fps=1175 images/s, loss=0.0125, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:54:42.627972, cost_time=0:00:41.871619 2021-04-15 02:54:43,596 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.18ms, fps=2648 images/s, loss=0.9532, top1-acc=76.60%, top5-acc=93.16%, remaining_time=0:00:02.900490, arrival_time=2021-04-15 02:54:46.497120, cost_time=0:00:00.966826 2021-04-15 02:54:44,449 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.33ms, fps=3004 images/s, loss=1.0170, top1-acc=75.33%, top5-acc=93.07%, remaining_time=0:00:01.819340, arrival_time=2021-04-15 02:54:46.268557, cost_time=0:00:01.819348 2021-04-15 02:54:45,306 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.48ms, fps=2989 images/s, loss=1.0311, top1-acc=74.77%, top5-acc=92.85%, remaining_time=0:00:00.892120, arrival_time=2021-04-15 02:54:46.198314, cost_time=0:00:02.676358 2021-04-15 02:54:46,088 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.07ms, fps=2966 images/s, loss=1.0420, top1-acc=74.90%, top5-acc=92.71%, remaining_time=0:00:00, arrival_time=2021-04-15 02:54:46.088719, cost_time=0:00:03.458934 2021-04-15 02:54:46,681 INFO : Epoch=0165 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:26:47.323410, arrival_time=2021-04-15 03:21:34.004405, cost_time=2:06:17.381758 2021-04-15 02:54:46,682 INFO : Train start, epoch=0166, lr=0.007368 2021-04-15 02:54:48,972 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=2.45ms, fps=1118 images/s, loss=0.0121, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:42.591396, arrival_time=2021-04-15 02:55:31.563794, cost_time=0:00:02.289863 2021-04-15 02:54:51,106 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.0126, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:38.927856, arrival_time=2021-04-15 02:55:30.033965, cost_time=0:00:04.423611 2021-04-15 02:54:53,237 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.0131, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:36.268510, arrival_time=2021-04-15 02:55:29.505551, cost_time=0:00:06.554540 2021-04-15 02:54:55,366 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.36ms, fps=1203 images/s, loss=0.0130, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:33.867756, arrival_time=2021-04-15 02:55:29.234303, cost_time=0:00:08.684047 2021-04-15 02:54:57,498 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.0128, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:31.580968, arrival_time=2021-04-15 02:55:29.078883, cost_time=0:00:10.815419 2021-04-15 02:54:59,631 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.0129, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.351656, arrival_time=2021-04-15 02:55:28.983394, cost_time=0:00:12.949236 2021-04-15 02:55:01,764 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.57ms, fps=1201 images/s, loss=0.0128, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:27.147960, arrival_time=2021-04-15 02:55:28.912705, cost_time=0:00:15.082230 2021-04-15 02:55:03,894 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.0129, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:24.957400, arrival_time=2021-04-15 02:55:28.851799, cost_time=0:00:17.211981 2021-04-15 02:55:06,026 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.58ms, fps=1201 images/s, loss=0.0127, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:22.783428, arrival_time=2021-04-15 02:55:28.810324, cost_time=0:00:19.344407 2021-04-15 02:55:08,158 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.0127, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:20.616576, arrival_time=2021-04-15 02:55:28.774554, cost_time=0:00:21.475564 2021-04-15 02:55:10,286 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.38ms, fps=1203 images/s, loss=0.0127, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.453966, arrival_time=2021-04-15 02:55:28.740359, cost_time=0:00:23.603868 2021-04-15 02:55:12,416 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.0127, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.298352, arrival_time=2021-04-15 02:55:28.714961, cost_time=0:00:25.734191 2021-04-15 02:55:14,547 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.0127, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.146836, arrival_time=2021-04-15 02:55:28.694241, cost_time=0:00:27.865007 2021-04-15 02:55:16,677 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.30ms, fps=1202 images/s, loss=0.0127, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.997944, arrival_time=2021-04-15 02:55:28.675329, cost_time=0:00:29.994889 2021-04-15 02:55:18,808 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.0127, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:09.852096, arrival_time=2021-04-15 02:55:28.660858, cost_time=0:00:32.126339 2021-04-15 02:55:20,940 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.0127, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.708068, arrival_time=2021-04-15 02:55:28.648632, cost_time=0:00:34.258156 2021-04-15 02:55:23,069 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.36ms, fps=1203 images/s, loss=0.0126, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.565066, arrival_time=2021-04-15 02:55:28.634456, cost_time=0:00:36.386897 2021-04-15 02:55:25,203 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.82ms, fps=1200 images/s, loss=0.0126, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.424080, arrival_time=2021-04-15 02:55:28.627444, cost_time=0:00:38.520854 2021-04-15 02:55:27,354 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.72ms, fps=1190 images/s, loss=0.0127, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.284378, arrival_time=2021-04-15 02:55:28.638846, cost_time=0:00:40.671943 2021-04-15 02:55:28,511 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.83ms, fps=1176 images/s, loss=0.0127, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:55:28.511722, cost_time=0:00:41.829225 2021-04-15 02:55:29,516 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=1.39ms, fps=2554 images/s, loss=1.0329, top1-acc=74.65%, top5-acc=92.46%, remaining_time=0:00:03.007050, arrival_time=2021-04-15 02:55:32.523242, cost_time=0:00:01.002352 2021-04-15 02:55:30,372 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=2.32ms, fps=2991 images/s, loss=1.0065, top1-acc=75.16%, top5-acc=92.77%, remaining_time=0:00:01.858660, arrival_time=2021-04-15 02:55:32.231245, cost_time=0:00:01.858651 2021-04-15 02:55:31,227 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.36ms, fps=2996 images/s, loss=1.0202, top1-acc=74.84%, top5-acc=92.66%, remaining_time=0:00:00.904560, arrival_time=2021-04-15 02:55:32.132079, cost_time=0:00:02.713691 2021-04-15 02:55:32,008 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.08ms, fps=2971 images/s, loss=1.0118, top1-acc=74.64%, top5-acc=92.54%, remaining_time=0:00:00, arrival_time=2021-04-15 02:55:32.008816, cost_time=0:00:03.494925 2021-04-15 02:55:32,357 INFO : Epoch=0166 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:26:01.349360, arrival_time=2021-04-15 03:21:33.707244, cost_time=2:07:03.058643 2021-04-15 02:55:32,359 INFO : Train start, epoch=0167, lr=0.006963 2021-04-15 02:55:34,691 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.90ms, fps=1098 images/s, loss=0.0099, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.378362, arrival_time=2021-04-15 02:56:18.069937, cost_time=0:00:02.332170 2021-04-15 02:55:36,825 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.44ms, fps=1200 images/s, loss=0.0109, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.303264, arrival_time=2021-04-15 02:56:16.128916, cost_time=0:00:04.466270 2021-04-15 02:55:38,956 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.0114, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.504396, arrival_time=2021-04-15 02:56:15.460976, cost_time=0:00:06.597182 2021-04-15 02:55:41,085 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.38ms, fps=1203 images/s, loss=0.0115, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:34.033272, arrival_time=2021-04-15 02:56:15.119153, cost_time=0:00:08.726491 2021-04-15 02:55:43,217 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.62ms, fps=1201 images/s, loss=0.0114, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:31.706236, arrival_time=2021-04-15 02:56:14.923946, cost_time=0:00:10.858320 2021-04-15 02:55:45,349 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.0117, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.444680, arrival_time=2021-04-15 02:56:14.794360, cost_time=0:00:12.990294 2021-04-15 02:55:47,477 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.36ms, fps=1203 images/s, loss=0.0119, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.212724, arrival_time=2021-04-15 02:56:14.690355, cost_time=0:00:15.118190 2021-04-15 02:55:49,608 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.0120, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.011572, arrival_time=2021-04-15 02:56:14.620241, cost_time=0:00:17.249341 2021-04-15 02:55:51,740 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.0120, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:22.826782, arrival_time=2021-04-15 02:56:14.567342, cost_time=0:00:19.381195 2021-04-15 02:55:53,873 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.49ms, fps=1200 images/s, loss=0.0120, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.653920, arrival_time=2021-04-15 02:56:14.527718, cost_time=0:00:21.514465 2021-04-15 02:55:56,003 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.49ms, fps=1202 images/s, loss=0.0121, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:18.485614, arrival_time=2021-04-15 02:56:14.489490, cost_time=0:00:23.644428 2021-04-15 02:55:58,136 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.54ms, fps=1201 images/s, loss=0.0120, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.325408, arrival_time=2021-04-15 02:56:14.461663, cost_time=0:00:25.776930 2021-04-15 02:56:00,264 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.48ms, fps=1203 images/s, loss=0.0121, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.167230, arrival_time=2021-04-15 02:56:14.431722, cost_time=0:00:27.905190 2021-04-15 02:56:02,392 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.67ms, fps=1203 images/s, loss=0.0120, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.013288, arrival_time=2021-04-15 02:56:14.405913, cost_time=0:00:30.033215 2021-04-15 02:56:04,518 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.43ms, fps=1205 images/s, loss=0.0121, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.862170, arrival_time=2021-04-15 02:56:14.380687, cost_time=0:00:32.159220 2021-04-15 02:56:06,644 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.0121, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.714116, arrival_time=2021-04-15 02:56:14.358436, cost_time=0:00:34.285036 2021-04-15 02:56:08,776 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=3.11ms, fps=1201 images/s, loss=0.0121, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.569668, arrival_time=2021-04-15 02:56:14.346125, cost_time=0:00:36.417000 2021-04-15 02:56:10,911 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.35ms, fps=1199 images/s, loss=0.0121, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.426880, arrival_time=2021-04-15 02:56:14.338581, cost_time=0:00:38.552371 2021-04-15 02:56:13,045 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.20ms, fps=1200 images/s, loss=0.0122, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.284816, arrival_time=2021-04-15 02:56:14.330140, cost_time=0:00:40.685817 2021-04-15 02:56:14,203 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.23ms, fps=1175 images/s, loss=0.0124, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:56:14.203316, cost_time=0:00:41.843983 2021-04-15 02:56:15,185 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=0.35ms, fps=2613 images/s, loss=1.0657, top1-acc=74.65%, top5-acc=92.03%, remaining_time=0:00:02.938800, arrival_time=2021-04-15 02:56:18.123975, cost_time=0:00:00.979603 2021-04-15 02:56:16,040 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.52ms, fps=2997 images/s, loss=1.0511, top1-acc=74.84%, top5-acc=92.19%, remaining_time=0:00:01.834440, arrival_time=2021-04-15 02:56:17.874483, cost_time=0:00:01.834446 2021-04-15 02:56:16,893 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.61ms, fps=3002 images/s, loss=1.0309, top1-acc=74.96%, top5-acc=92.43%, remaining_time=0:00:00.895960, arrival_time=2021-04-15 02:56:17.789322, cost_time=0:00:02.687881 2021-04-15 02:56:17,679 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.08ms, fps=2953 images/s, loss=1.0221, top1-acc=74.99%, top5-acc=92.42%, remaining_time=0:00:00, arrival_time=2021-04-15 02:56:17.679428, cost_time=0:00:03.473872 2021-04-15 02:56:18,012 INFO : Epoch=0167 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:25:15.374454, arrival_time=2021-04-15 03:21:33.386838, cost_time=2:07:48.713143 2021-04-15 02:56:18,013 INFO : Train start, epoch=0168, lr=0.006568 2021-04-15 02:56:20,326 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.52ms, fps=1107 images/s, loss=0.0099, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.016964, arrival_time=2021-04-15 02:57:03.343659, cost_time=0:00:02.312738 2021-04-15 02:56:22,459 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.0106, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.123216, arrival_time=2021-04-15 02:57:01.582977, cost_time=0:00:04.445827 2021-04-15 02:56:24,591 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.29ms, fps=1202 images/s, loss=0.0106, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.392512, arrival_time=2021-04-15 02:57:00.983491, cost_time=0:00:06.576958 2021-04-15 02:56:26,723 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.48ms, fps=1201 images/s, loss=0.0109, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:33.965256, arrival_time=2021-04-15 02:57:00.688305, cost_time=0:00:08.709024 2021-04-15 02:56:28,855 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.0108, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.658640, arrival_time=2021-04-15 02:57:00.514513, cost_time=0:00:10.841996 2021-04-15 02:56:30,991 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.0107, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.414488, arrival_time=2021-04-15 02:57:00.405401, cost_time=0:00:12.976969 2021-04-15 02:56:33,124 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.0109, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.199620, arrival_time=2021-04-15 02:57:00.324497, cost_time=0:00:15.110932 2021-04-15 02:56:35,255 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.0109, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.999856, arrival_time=2021-04-15 02:57:00.254996, cost_time=0:00:17.241287 2021-04-15 02:56:37,386 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.75ms, fps=1202 images/s, loss=0.0110, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.816182, arrival_time=2021-04-15 02:57:00.202352, cost_time=0:00:19.372247 2021-04-15 02:56:39,516 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.0112, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.642208, arrival_time=2021-04-15 02:57:00.158351, cost_time=0:00:21.502291 2021-04-15 02:56:41,649 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.39ms, fps=1200 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.478476, arrival_time=2021-04-15 02:57:00.127600, cost_time=0:00:23.635208 2021-04-15 02:56:43,777 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.28ms, fps=1203 images/s, loss=0.0113, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.316896, arrival_time=2021-04-15 02:57:00.094347, cost_time=0:00:25.763578 2021-04-15 02:56:45,909 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.0114, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.162478, arrival_time=2021-04-15 02:57:00.072089, cost_time=0:00:27.895764 2021-04-15 02:56:48,044 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.47ms, fps=1200 images/s, loss=0.0115, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.012000, arrival_time=2021-04-15 02:57:00.055949, cost_time=0:00:30.030019 2021-04-15 02:56:50,180 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.0115, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.864286, arrival_time=2021-04-15 02:57:00.044341, cost_time=0:00:32.166177 2021-04-15 02:56:52,310 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.0116, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.716816, arrival_time=2021-04-15 02:57:00.027695, cost_time=0:00:34.296969 2021-04-15 02:56:54,470 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.73ms, fps=1186 images/s, loss=0.0117, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.575674, arrival_time=2021-04-15 02:57:00.045991, cost_time=0:00:36.456337 2021-04-15 02:56:56,611 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.45ms, fps=1196 images/s, loss=0.0117, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.430848, arrival_time=2021-04-15 02:57:00.041924, cost_time=0:00:38.597029 2021-04-15 02:56:58,762 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.29ms, fps=1190 images/s, loss=0.0116, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.286808, arrival_time=2021-04-15 02:57:00.049649, cost_time=0:00:40.748895 2021-04-15 02:56:59,920 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.30ms, fps=1175 images/s, loss=0.0118, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:56:59.920461, cost_time=0:00:41.906525 2021-04-15 02:57:00,908 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=0.33ms, fps=2597 images/s, loss=1.0600, top1-acc=74.14%, top5-acc=92.66%, remaining_time=0:00:02.956950, arrival_time=2021-04-15 02:57:03.865428, cost_time=0:00:00.985653 2021-04-15 02:57:01,766 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.52ms, fps=2986 images/s, loss=1.0421, top1-acc=74.45%, top5-acc=92.73%, remaining_time=0:00:01.843720, arrival_time=2021-04-15 02:57:03.610203, cost_time=0:00:01.843727 2021-04-15 02:57:02,630 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=2.34ms, fps=2967 images/s, loss=1.0406, top1-acc=74.40%, top5-acc=92.70%, remaining_time=0:00:00.902410, arrival_time=2021-04-15 02:57:03.532422, cost_time=0:00:02.707232 2021-04-15 02:57:03,414 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.08ms, fps=2959 images/s, loss=1.0027, top1-acc=74.71%, top5-acc=92.79%, remaining_time=0:00:00, arrival_time=2021-04-15 02:57:03.414600, cost_time=0:00:03.491960 2021-04-15 02:57:03,790 INFO : Epoch=0168 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:24:29.426912, arrival_time=2021-04-15 03:21:33.217462, cost_time=2:08:34.491275 2021-04-15 02:57:03,792 INFO : Train start, epoch=0169, lr=0.006185 2021-04-15 02:57:06,120 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.87ms, fps=1100 images/s, loss=0.0131, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:43.295592, arrival_time=2021-04-15 02:57:49.415994, cost_time=0:00:02.327722 2021-04-15 02:57:08,253 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.45ms, fps=1201 images/s, loss=0.0114, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:39.253632, arrival_time=2021-04-15 02:57:47.506933, cost_time=0:00:04.460630 2021-04-15 02:57:10,384 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.0116, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.473852, arrival_time=2021-04-15 02:57:46.858167, cost_time=0:00:06.591648 2021-04-15 02:57:12,514 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.48ms, fps=1202 images/s, loss=0.0114, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:34.016424, arrival_time=2021-04-15 02:57:46.531222, cost_time=0:00:08.722149 2021-04-15 02:57:14,646 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.0113, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:31.692658, arrival_time=2021-04-15 02:57:46.338971, cost_time=0:00:10.853639 2021-04-15 02:57:16,777 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.44ms, fps=1202 images/s, loss=0.0114, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.431624, arrival_time=2021-04-15 02:57:46.208853, cost_time=0:00:12.984560 2021-04-15 02:57:18,906 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.204282, arrival_time=2021-04-15 02:57:46.110468, cost_time=0:00:15.113470 2021-04-15 02:57:21,038 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.007048, arrival_time=2021-04-15 02:57:46.045911, cost_time=0:00:17.246254 2021-04-15 02:57:23,168 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.55ms, fps=1203 images/s, loss=0.0113, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:22.820210, arrival_time=2021-04-15 02:57:45.988492, cost_time=0:00:19.375608 2021-04-15 02:57:25,299 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.46ms, fps=1202 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.646144, arrival_time=2021-04-15 02:57:45.945178, cost_time=0:00:21.506445 2021-04-15 02:57:27,433 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.95ms, fps=1199 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.483120, arrival_time=2021-04-15 02:57:45.917004, cost_time=0:00:23.641241 2021-04-15 02:57:29,572 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.40ms, fps=1197 images/s, loss=0.0113, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.327080, arrival_time=2021-04-15 02:57:45.899260, cost_time=0:00:25.779576 2021-04-15 02:57:31,709 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.35ms, fps=1198 images/s, loss=0.0113, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.173236, arrival_time=2021-04-15 02:57:45.882756, cost_time=0:00:27.916942 2021-04-15 02:57:33,841 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.62ms, fps=1201 images/s, loss=0.0115, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.019672, arrival_time=2021-04-15 02:57:45.861558, cost_time=0:00:30.049216 2021-04-15 02:57:35,978 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.30ms, fps=1199 images/s, loss=0.0114, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.870174, arrival_time=2021-04-15 02:57:45.848113, cost_time=0:00:32.185287 2021-04-15 02:57:38,115 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.41ms, fps=1198 images/s, loss=0.0115, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.722648, arrival_time=2021-04-15 02:57:45.838142, cost_time=0:00:34.322919 2021-04-15 02:57:40,246 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.0114, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.575310, arrival_time=2021-04-15 02:57:45.821947, cost_time=0:00:36.453998 2021-04-15 02:57:42,375 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.34ms, fps=1203 images/s, loss=0.0116, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.429552, arrival_time=2021-04-15 02:57:45.804576, cost_time=0:00:38.582415 2021-04-15 02:57:44,504 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.22ms, fps=1202 images/s, loss=0.0116, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.285638, arrival_time=2021-04-15 02:57:45.790133, cost_time=0:00:40.711906 2021-04-15 02:57:45,661 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.21ms, fps=1175 images/s, loss=0.0116, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:57:45.661939, cost_time=0:00:41.869377 2021-04-15 02:57:46,625 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=1.34ms, fps=2662 images/s, loss=1.0016, top1-acc=75.39%, top5-acc=92.93%, remaining_time=0:00:02.885490, arrival_time=2021-04-15 02:57:49.510953, cost_time=0:00:00.961827 2021-04-15 02:57:47,484 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.98ms, fps=2982 images/s, loss=1.0222, top1-acc=75.10%, top5-acc=92.40%, remaining_time=0:00:01.820740, arrival_time=2021-04-15 02:57:49.305176, cost_time=0:00:01.820745 2021-04-15 02:57:48,337 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.46ms, fps=3004 images/s, loss=1.0225, top1-acc=75.14%, top5-acc=92.64%, remaining_time=0:00:00.891150, arrival_time=2021-04-15 02:57:49.228269, cost_time=0:00:02.673440 2021-04-15 02:57:49,119 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.06ms, fps=2967 images/s, loss=1.0190, top1-acc=75.00%, top5-acc=92.73%, remaining_time=0:00:00, arrival_time=2021-04-15 02:57:49.119540, cost_time=0:00:03.455934 2021-04-15 02:57:49,422 INFO : Epoch=0169 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:23:43.454590, arrival_time=2021-04-15 03:21:32.877257, cost_time=2:09:20.123423 2021-04-15 02:57:49,424 INFO : Train start, epoch=0170, lr=0.005812 2021-04-15 02:57:51,723 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.95ms, fps=1114 images/s, loss=0.0122, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:42.753216, arrival_time=2021-04-15 02:58:34.476128, cost_time=0:00:02.298558 2021-04-15 02:57:53,855 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.45ms, fps=1201 images/s, loss=0.0115, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:38.990512, arrival_time=2021-04-15 02:58:32.845597, cost_time=0:00:04.430743 2021-04-15 02:57:55,989 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.0116, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.326278, arrival_time=2021-04-15 02:58:32.315604, cost_time=0:00:06.564991 2021-04-15 02:57:58,119 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:33.911904, arrival_time=2021-04-15 02:58:32.031592, cost_time=0:00:08.695346 2021-04-15 02:58:00,253 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.52ms, fps=1200 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:31.620534, arrival_time=2021-04-15 02:58:31.873810, cost_time=0:00:10.828939 2021-04-15 02:58:02,388 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.48ms, fps=1199 images/s, loss=0.0113, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.384704, arrival_time=2021-04-15 02:58:31.772887, cost_time=0:00:12.963845 2021-04-15 02:58:04,521 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.22ms, fps=1200 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.175302, arrival_time=2021-04-15 02:58:31.697064, cost_time=0:00:15.097374 2021-04-15 02:58:06,652 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.980600, arrival_time=2021-04-15 02:58:31.632893, cost_time=0:00:17.228019 2021-04-15 02:58:08,781 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.77ms, fps=1203 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.798586, arrival_time=2021-04-15 02:58:31.580220, cost_time=0:00:19.357249 2021-04-15 02:58:10,919 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.34ms, fps=1198 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.635488, arrival_time=2021-04-15 02:58:31.555046, cost_time=0:00:21.495288 2021-04-15 02:58:13,048 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.38ms, fps=1203 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.469446, arrival_time=2021-04-15 02:58:31.517572, cost_time=0:00:23.623737 2021-04-15 02:58:15,176 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.309600, arrival_time=2021-04-15 02:58:31.485881, cost_time=0:00:25.752012 2021-04-15 02:58:17,306 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.155482, arrival_time=2021-04-15 02:58:31.461694, cost_time=0:00:27.881970 2021-04-15 02:58:19,435 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.53ms, fps=1203 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.004272, arrival_time=2021-04-15 02:58:31.439319, cost_time=0:00:30.010728 2021-04-15 02:58:21,562 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.48ms, fps=1204 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.855638, arrival_time=2021-04-15 02:58:31.417872, cost_time=0:00:32.137991 2021-04-15 02:58:23,692 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.710336, arrival_time=2021-04-15 02:58:31.402715, cost_time=0:00:34.268136 2021-04-15 02:58:25,828 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.40ms, fps=1199 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.567640, arrival_time=2021-04-15 02:58:31.395833, cost_time=0:00:36.403860 2021-04-15 02:58:27,961 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.425504, arrival_time=2021-04-15 02:58:31.386653, cost_time=0:00:38.536898 2021-04-15 02:58:30,098 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.21ms, fps=1198 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.284444, arrival_time=2021-04-15 02:58:31.382819, cost_time=0:00:40.674140 2021-04-15 02:58:31,255 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.22ms, fps=1176 images/s, loss=0.0114, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:58:31.254977, cost_time=0:00:41.830749 2021-04-15 02:58:32,237 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=0.20ms, fps=2610 images/s, loss=0.9698, top1-acc=75.47%, top5-acc=93.55%, remaining_time=0:00:02.942400, arrival_time=2021-04-15 02:58:35.179900, cost_time=0:00:00.980805 2021-04-15 02:58:33,093 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.35ms, fps=2992 images/s, loss=1.0404, top1-acc=74.14%, top5-acc=92.89%, remaining_time=0:00:01.836840, arrival_time=2021-04-15 02:58:34.930441, cost_time=0:00:01.836847 2021-04-15 02:58:33,945 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.31ms, fps=3007 images/s, loss=1.0135, top1-acc=74.75%, top5-acc=93.02%, remaining_time=0:00:00.896220, arrival_time=2021-04-15 02:58:34.841589, cost_time=0:00:02.688666 2021-04-15 02:58:34,724 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.08ms, fps=2978 images/s, loss=1.0147, top1-acc=75.06%, top5-acc=92.79%, remaining_time=0:00:00, arrival_time=2021-04-15 02:58:34.724800, cost_time=0:00:03.468133 2021-04-15 02:58:35,102 INFO : Epoch=0170 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:22:57.494610, arrival_time=2021-04-15 03:21:32.596650, cost_time=2:10:05.802793 2021-04-15 02:58:35,103 INFO : Train start, epoch=0171, lr=0.005450 2021-04-15 02:58:37,391 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.36ms, fps=1119 images/s, loss=0.0097, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:42.560148, arrival_time=2021-04-15 02:59:19.951974, cost_time=0:00:02.288179 2021-04-15 02:58:39,524 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0099, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:38.899696, arrival_time=2021-04-15 02:59:18.423683, cost_time=0:00:04.420429 2021-04-15 02:58:41,653 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.33ms, fps=1203 images/s, loss=0.0108, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.239958, arrival_time=2021-04-15 02:59:17.892884, cost_time=0:00:06.549381 2021-04-15 02:58:43,785 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.0108, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:33.858240, arrival_time=2021-04-15 02:59:17.643357, cost_time=0:00:08.681583 2021-04-15 02:58:45,917 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.0107, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:31.575420, arrival_time=2021-04-15 02:59:17.492496, cost_time=0:00:10.813522 2021-04-15 02:58:48,051 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.28ms, fps=1200 images/s, loss=0.0109, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.348120, arrival_time=2021-04-15 02:59:17.399367, cost_time=0:00:12.947701 2021-04-15 02:58:50,182 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.47ms, fps=1202 images/s, loss=0.0110, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:27.141282, arrival_time=2021-04-15 02:59:17.323359, cost_time=0:00:15.078474 2021-04-15 02:58:52,311 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.49ms, fps=1203 images/s, loss=0.0113, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:24.951020, arrival_time=2021-04-15 02:59:17.262066, cost_time=0:00:17.207565 2021-04-15 02:58:54,442 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.0112, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:22.777280, arrival_time=2021-04-15 02:59:17.220005, cost_time=0:00:19.339156 2021-04-15 02:58:56,572 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.0112, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:20.609856, arrival_time=2021-04-15 02:59:17.181887, cost_time=0:00:21.468565 2021-04-15 02:58:58,709 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.51ms, fps=1198 images/s, loss=0.0114, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:18.455686, arrival_time=2021-04-15 02:59:17.165416, cost_time=0:00:23.606130 2021-04-15 02:59:00,843 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.55ms, fps=1200 images/s, loss=0.0114, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.302228, arrival_time=2021-04-15 02:59:17.146066, cost_time=0:00:25.740348 2021-04-15 02:59:02,976 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.0114, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.150862, arrival_time=2021-04-15 02:59:17.127277, cost_time=0:00:27.872958 2021-04-15 02:59:05,107 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.72ms, fps=1202 images/s, loss=0.0113, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.001360, arrival_time=2021-04-15 02:59:17.108281, cost_time=0:00:30.003377 2021-04-15 02:59:07,237 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.46ms, fps=1202 images/s, loss=0.0112, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.854396, arrival_time=2021-04-15 02:59:17.091717, cost_time=0:00:32.133862 2021-04-15 02:59:09,369 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.0113, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.709760, arrival_time=2021-04-15 02:59:17.078869, cost_time=0:00:34.265650 2021-04-15 02:59:11,499 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.0112, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.566444, arrival_time=2021-04-15 02:59:17.066038, cost_time=0:00:36.396059 2021-04-15 02:59:13,629 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.0111, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.424528, arrival_time=2021-04-15 02:59:17.054014, cost_time=0:00:38.525995 2021-04-15 02:59:15,760 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.15ms, fps=1202 images/s, loss=0.0113, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.283892, arrival_time=2021-04-15 02:59:17.043981, cost_time=0:00:40.656635 2021-04-15 02:59:16,916 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.22ms, fps=1176 images/s, loss=0.0114, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:59:16.916910, cost_time=0:00:41.813465 2021-04-15 02:59:17,894 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=0.23ms, fps=2624 images/s, loss=0.9717, top1-acc=76.99%, top5-acc=93.20%, remaining_time=0:00:02.926890, arrival_time=2021-04-15 02:59:20.821170, cost_time=0:00:00.975630 2021-04-15 02:59:18,745 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.34ms, fps=3008 images/s, loss=1.0014, top1-acc=75.96%, top5-acc=93.01%, remaining_time=0:00:01.826920, arrival_time=2021-04-15 02:59:20.572620, cost_time=0:00:01.826915 2021-04-15 02:59:19,602 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.34ms, fps=2990 images/s, loss=1.0348, top1-acc=74.95%, top5-acc=92.63%, remaining_time=0:00:00.894620, arrival_time=2021-04-15 02:59:20.497102, cost_time=0:00:02.683852 2021-04-15 02:59:20,379 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.07ms, fps=2986 images/s, loss=1.0219, top1-acc=75.04%, top5-acc=92.58%, remaining_time=0:00:00, arrival_time=2021-04-15 02:59:20.379916, cost_time=0:00:03.461279 2021-04-15 02:59:20,690 INFO : Epoch=0171 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:22:11.522501, arrival_time=2021-04-15 03:21:32.212989, cost_time=2:10:51.391242 2021-04-15 02:59:20,691 INFO : Train start, epoch=0172, lr=0.005099 2021-04-15 02:59:22,978 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.93ms, fps=1119 images/s, loss=0.0103, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:42.534108, arrival_time=2021-04-15 03:00:05.512895, cost_time=0:00:02.286776 2021-04-15 02:59:25,109 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.74ms, fps=1202 images/s, loss=0.0115, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:38.874176, arrival_time=2021-04-15 03:00:03.983689, cost_time=0:00:04.417523 2021-04-15 02:59:27,245 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.48ms, fps=1199 images/s, loss=0.0110, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.260210, arrival_time=2021-04-15 03:00:03.505255, cost_time=0:00:06.553060 2021-04-15 02:59:29,382 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.0106, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:33.893808, arrival_time=2021-04-15 03:00:03.276504, cost_time=0:00:08.690711 2021-04-15 02:59:31,515 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.0104, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.605642, arrival_time=2021-04-15 03:00:03.121458, cost_time=0:00:10.823831 2021-04-15 02:59:33,647 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.0104, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.366616, arrival_time=2021-04-15 03:00:03.014459, cost_time=0:00:12.955861 2021-04-15 02:59:35,776 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.0107, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.152244, arrival_time=2021-04-15 03:00:02.928819, cost_time=0:00:15.084554 2021-04-15 02:59:37,908 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.46ms, fps=1201 images/s, loss=0.0107, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.963548, arrival_time=2021-04-15 03:00:02.871698, cost_time=0:00:17.216236 2021-04-15 02:59:40,040 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.0107, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.788304, arrival_time=2021-04-15 03:00:02.828828, cost_time=0:00:19.348528 2021-04-15 02:59:42,169 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.0106, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.618880, arrival_time=2021-04-15 03:00:02.788750, cost_time=0:00:21.477972 2021-04-15 02:59:44,302 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.94ms, fps=1201 images/s, loss=0.0107, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.458954, arrival_time=2021-04-15 03:00:02.761181, cost_time=0:00:23.610263 2021-04-15 02:59:46,432 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.0107, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.302608, arrival_time=2021-04-15 03:00:02.735455, cost_time=0:00:25.740924 2021-04-15 02:59:48,560 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.38ms, fps=1203 images/s, loss=0.0107, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.148750, arrival_time=2021-04-15 03:00:02.709449, cost_time=0:00:27.868806 2021-04-15 02:59:50,692 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.62ms, fps=1201 images/s, loss=0.0108, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.999960, arrival_time=2021-04-15 03:00:02.691899, cost_time=0:00:29.999964 2021-04-15 02:59:52,821 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.0110, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.853108, arrival_time=2021-04-15 03:00:02.674729, cost_time=0:00:32.129725 2021-04-15 02:59:54,953 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.82ms, fps=1201 images/s, loss=0.0109, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.708752, arrival_time=2021-04-15 03:00:02.661854, cost_time=0:00:34.261059 2021-04-15 02:59:57,085 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.0110, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.565976, arrival_time=2021-04-15 03:00:02.650889, cost_time=0:00:36.392854 2021-04-15 02:59:59,218 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.0111, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.424608, arrival_time=2021-04-15 03:00:02.643498, cost_time=0:00:38.526885 2021-04-15 03:00:01,356 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.37ms, fps=1198 images/s, loss=0.0111, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.284150, arrival_time=2021-04-15 03:00:02.640897, cost_time=0:00:40.664776 2021-04-15 03:00:02,512 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.25ms, fps=1177 images/s, loss=0.0112, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:00:02.512531, cost_time=0:00:41.820639 2021-04-15 03:00:03,495 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=1.46ms, fps=2608 images/s, loss=1.0398, top1-acc=74.80%, top5-acc=93.24%, remaining_time=0:00:02.944500, arrival_time=2021-04-15 03:00:06.440312, cost_time=0:00:00.981499 2021-04-15 03:00:04,347 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.24ms, fps=3009 images/s, loss=1.0249, top1-acc=74.84%, top5-acc=92.97%, remaining_time=0:00:01.832860, arrival_time=2021-04-15 03:00:06.179962, cost_time=0:00:01.832863 2021-04-15 03:00:05,201 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.48ms, fps=2999 images/s, loss=1.0299, top1-acc=74.78%, top5-acc=92.86%, remaining_time=0:00:00.895640, arrival_time=2021-04-15 03:00:06.096802, cost_time=0:00:02.686921 2021-04-15 03:00:05,984 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.09ms, fps=2965 images/s, loss=1.0273, top1-acc=74.75%, top5-acc=92.86%, remaining_time=0:00:00, arrival_time=2021-04-15 03:00:05.984052, cost_time=0:00:03.469753 2021-04-15 03:00:06,314 INFO : Epoch=0172 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:21:25.560612, arrival_time=2021-04-15 03:21:31.875061, cost_time=2:11:37.015194 2021-04-15 03:00:06,315 INFO : Train start, epoch=0173, lr=0.004759 2021-04-15 03:00:08,662 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=2.43ms, fps=1091 images/s, loss=0.0101, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.648248, arrival_time=2021-04-15 03:00:52.310910, cost_time=0:00:02.346676 2021-04-15 03:00:10,796 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.0106, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.430160, arrival_time=2021-04-15 03:00:50.226833, cost_time=0:00:04.480697 2021-04-15 03:00:12,927 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.0110, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.584076, arrival_time=2021-04-15 03:00:49.511695, cost_time=0:00:06.611570 2021-04-15 03:00:15,063 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.0109, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:34.113612, arrival_time=2021-04-15 03:00:49.176599, cost_time=0:00:08.747083 2021-04-15 03:00:17,195 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.49ms, fps=1201 images/s, loss=0.0109, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:31.767994, arrival_time=2021-04-15 03:00:48.963412, cost_time=0:00:10.879458 2021-04-15 03:00:19,330 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.51ms, fps=1199 images/s, loss=0.0109, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.500440, arrival_time=2021-04-15 03:00:48.831313, cost_time=0:00:13.014897 2021-04-15 03:00:21,462 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.51ms, fps=1201 images/s, loss=0.0108, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.264132, arrival_time=2021-04-15 03:00:48.726860, cost_time=0:00:15.146725 2021-04-15 03:00:23,592 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.0109, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.050548, arrival_time=2021-04-15 03:00:48.642664, cost_time=0:00:17.276252 2021-04-15 03:00:25,721 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.54ms, fps=1203 images/s, loss=0.0109, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.855296, arrival_time=2021-04-15 03:00:48.576729, cost_time=0:00:19.405460 2021-04-15 03:00:27,849 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.50ms, fps=1203 images/s, loss=0.0109, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.671872, arrival_time=2021-04-15 03:00:48.520974, cost_time=0:00:21.533237 2021-04-15 03:00:29,980 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.49ms, fps=1201 images/s, loss=0.0109, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:18.501696, arrival_time=2021-04-15 03:00:48.482606, cost_time=0:00:23.664964 2021-04-15 03:00:32,109 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.45ms, fps=1203 images/s, loss=0.0109, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.335744, arrival_time=2021-04-15 03:00:48.444906, cost_time=0:00:25.793275 2021-04-15 03:00:34,239 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.0108, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.176602, arrival_time=2021-04-15 03:00:48.416082, cost_time=0:00:27.923630 2021-04-15 03:00:36,368 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.62ms, fps=1203 images/s, loss=0.0108, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.020848, arrival_time=2021-04-15 03:00:48.388907, cost_time=0:00:30.052105 2021-04-15 03:00:38,507 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.48ms, fps=1197 images/s, loss=0.0108, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.872014, arrival_time=2021-04-15 03:00:48.379308, cost_time=0:00:32.191422 2021-04-15 03:00:40,638 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.42ms, fps=1202 images/s, loss=0.0108, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.722468, arrival_time=2021-04-15 03:00:48.360546, cost_time=0:00:34.322063 2021-04-15 03:00:42,772 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.36ms, fps=1200 images/s, loss=0.0108, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.575752, arrival_time=2021-04-15 03:00:48.348524, cost_time=0:00:36.456812 2021-04-15 03:00:44,907 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.67ms, fps=1200 images/s, loss=0.0107, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.430336, arrival_time=2021-04-15 03:00:48.337592, cost_time=0:00:38.591249 2021-04-15 03:00:47,043 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.44ms, fps=1199 images/s, loss=0.0107, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.286130, arrival_time=2021-04-15 03:00:48.329611, cost_time=0:00:40.727523 2021-04-15 03:00:48,201 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.28ms, fps=1175 images/s, loss=0.0108, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:00:48.201120, cost_time=0:00:41.885254 2021-04-15 03:00:49,173 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=1.55ms, fps=2639 images/s, loss=1.0056, top1-acc=75.78%, top5-acc=92.77%, remaining_time=0:00:02.910540, arrival_time=2021-04-15 03:00:52.083682, cost_time=0:00:00.970182 2021-04-15 03:00:50,024 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.35ms, fps=3009 images/s, loss=1.0086, top1-acc=75.06%, top5-acc=92.71%, remaining_time=0:00:01.821420, arrival_time=2021-04-15 03:00:51.845713, cost_time=0:00:01.821417 2021-04-15 03:00:50,876 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.44ms, fps=3004 images/s, loss=1.0303, top1-acc=74.75%, top5-acc=92.62%, remaining_time=0:00:00.891350, arrival_time=2021-04-15 03:00:51.768278, cost_time=0:00:02.674059 2021-04-15 03:00:51,656 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.07ms, fps=2978 images/s, loss=1.0160, top1-acc=75.03%, top5-acc=92.68%, remaining_time=0:00:00, arrival_time=2021-04-15 03:00:51.656497, cost_time=0:00:03.453554 2021-04-15 03:00:52,000 INFO : Epoch=0173 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:20:39.612255, arrival_time=2021-04-15 03:21:31.612312, cost_time=2:12:22.700814 2021-04-15 03:00:52,001 INFO : Train start, epoch=0174, lr=0.004430 2021-04-15 03:00:54,313 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.70ms, fps=1107 images/s, loss=0.0105, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.002828, arrival_time=2021-04-15 03:01:37.316402, cost_time=0:00:02.311976 2021-04-15 03:00:56,443 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.0104, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.091712, arrival_time=2021-04-15 03:01:35.535552, cost_time=0:00:04.442243 2021-04-15 03:00:58,577 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.0103, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.383548, arrival_time=2021-04-15 03:01:34.960490, cost_time=0:00:06.575347 2021-04-15 03:01:00,711 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.0105, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:33.966816, arrival_time=2021-04-15 03:01:34.677847, cost_time=0:00:08.709436 2021-04-15 03:01:02,842 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.0105, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:31.654260, arrival_time=2021-04-15 03:01:34.496342, cost_time=0:00:10.840488 2021-04-15 03:01:04,972 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.58ms, fps=1202 images/s, loss=0.0104, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.401432, arrival_time=2021-04-15 03:01:34.374270, cost_time=0:00:12.971235 2021-04-15 03:01:07,107 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.49ms, fps=1200 images/s, loss=0.0105, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:27.190044, arrival_time=2021-04-15 03:01:34.297099, cost_time=0:00:15.105556 2021-04-15 03:01:09,246 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.33ms, fps=1197 images/s, loss=0.0104, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.004728, arrival_time=2021-04-15 03:01:34.251009, cost_time=0:00:17.244679 2021-04-15 03:01:11,382 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.95ms, fps=1198 images/s, loss=0.0104, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.826888, arrival_time=2021-04-15 03:01:34.209823, cost_time=0:00:19.381365 2021-04-15 03:01:13,517 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.39ms, fps=1200 images/s, loss=0.0104, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.654880, arrival_time=2021-04-15 03:01:34.171947, cost_time=0:00:21.515540 2021-04-15 03:01:15,648 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0104, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.487936, arrival_time=2021-04-15 03:01:34.136774, cost_time=0:00:23.647336 2021-04-15 03:01:17,784 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.77ms, fps=1199 images/s, loss=0.0105, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.329132, arrival_time=2021-04-15 03:01:34.113504, cost_time=0:00:25.782789 2021-04-15 03:01:19,916 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.31ms, fps=1201 images/s, loss=0.0105, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.172312, arrival_time=2021-04-15 03:01:34.088965, cost_time=0:00:27.915149 2021-04-15 03:01:22,043 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.40ms, fps=1204 images/s, loss=0.0105, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.016648, arrival_time=2021-04-15 03:01:34.059849, cost_time=0:00:30.041573 2021-04-15 03:01:24,174 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.0105, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.866218, arrival_time=2021-04-15 03:01:34.040182, cost_time=0:00:32.172445 2021-04-15 03:01:26,306 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.0105, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.718508, arrival_time=2021-04-15 03:01:34.024468, cost_time=0:00:34.304457 2021-04-15 03:01:28,439 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.0106, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.572840, arrival_time=2021-04-15 03:01:34.012216, cost_time=0:00:36.437813 2021-04-15 03:01:30,575 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.0106, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.428784, arrival_time=2021-04-15 03:01:34.004211, cost_time=0:00:38.573890 2021-04-15 03:01:32,705 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.19ms, fps=1202 images/s, loss=0.0108, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.285380, arrival_time=2021-04-15 03:01:33.990659, cost_time=0:00:40.703779 2021-04-15 03:01:33,863 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.22ms, fps=1175 images/s, loss=0.0109, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:01:33.863009, cost_time=0:00:41.861512 2021-04-15 03:01:34,838 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=0.43ms, fps=2630 images/s, loss=1.0189, top1-acc=74.84%, top5-acc=92.77%, remaining_time=0:00:02.920290, arrival_time=2021-04-15 03:01:37.758676, cost_time=0:00:00.973428 2021-04-15 03:01:35,701 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.43ms, fps=2968 images/s, loss=1.0214, top1-acc=74.98%, top5-acc=92.60%, remaining_time=0:00:01.836280, arrival_time=2021-04-15 03:01:37.537586, cost_time=0:00:01.836279 2021-04-15 03:01:36,555 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.39ms, fps=2999 images/s, loss=1.0263, top1-acc=74.82%, top5-acc=92.57%, remaining_time=0:00:00.896870, arrival_time=2021-04-15 03:01:37.452504, cost_time=0:00:02.690610 2021-04-15 03:01:37,336 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.06ms, fps=2972 images/s, loss=1.0087, top1-acc=74.92%, top5-acc=92.41%, remaining_time=0:00:00, arrival_time=2021-04-15 03:01:37.336874, cost_time=0:00:03.471891 2021-04-15 03:01:37,673 INFO : Epoch=0174 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:19:53.665044, arrival_time=2021-04-15 03:21:31.338116, cost_time=2:13:08.373781 2021-04-15 03:01:37,675 INFO : Train start, epoch=0175, lr=0.004112 2021-04-15 03:01:39,985 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.49ms, fps=1108 images/s, loss=0.0096, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:42.965814, arrival_time=2021-04-15 03:02:22.951533, cost_time=0:00:02.309993 2021-04-15 03:01:42,122 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.36ms, fps=1198 images/s, loss=0.0097, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.130608, arrival_time=2021-04-15 03:02:21.252982, cost_time=0:00:04.446665 2021-04-15 03:01:44,256 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.0099, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:36.411602, arrival_time=2021-04-15 03:02:20.667735, cost_time=0:00:06.580417 2021-04-15 03:01:46,393 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.39ms, fps=1198 images/s, loss=0.0100, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:33.997860, arrival_time=2021-04-15 03:02:20.390988, cost_time=0:00:08.717417 2021-04-15 03:01:48,523 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.0102, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:31.675430, arrival_time=2021-04-15 03:02:20.198913, cost_time=0:00:10.847766 2021-04-15 03:01:50,656 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.0104, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.422104, arrival_time=2021-04-15 03:02:20.078165, cost_time=0:00:12.980337 2021-04-15 03:01:52,787 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.73ms, fps=1202 images/s, loss=0.0104, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.200376, arrival_time=2021-04-15 03:02:19.987398, cost_time=0:00:15.111336 2021-04-15 03:01:54,918 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.30ms, fps=1201 images/s, loss=0.0104, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.001828, arrival_time=2021-04-15 03:02:19.920143, cost_time=0:00:17.242660 2021-04-15 03:01:57,050 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.51ms, fps=1201 images/s, loss=0.0106, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:22.819468, arrival_time=2021-04-15 03:02:19.870171, cost_time=0:00:19.375006 2021-04-15 03:01:59,181 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.26ms, fps=1202 images/s, loss=0.0105, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.645376, arrival_time=2021-04-15 03:02:19.826619, cost_time=0:00:21.505605 2021-04-15 03:02:01,311 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.82ms, fps=1202 images/s, loss=0.0104, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:18.478648, arrival_time=2021-04-15 03:02:19.789794, cost_time=0:00:23.635449 2021-04-15 03:02:03,440 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.56ms, fps=1202 images/s, loss=0.0104, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.317960, arrival_time=2021-04-15 03:02:19.758795, cost_time=0:00:25.765188 2021-04-15 03:02:05,570 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.30ms, fps=1203 images/s, loss=0.0103, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.161752, arrival_time=2021-04-15 03:02:19.731721, cost_time=0:00:27.894344 2021-04-15 03:02:07,701 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.0105, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.010152, arrival_time=2021-04-15 03:02:19.711188, cost_time=0:00:30.025326 2021-04-15 03:02:09,837 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.52ms, fps=1199 images/s, loss=0.0104, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.862952, arrival_time=2021-04-15 03:02:19.700449, cost_time=0:00:32.161867 2021-04-15 03:02:11,969 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.0104, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.716204, arrival_time=2021-04-15 03:02:19.686052, cost_time=0:00:34.294225 2021-04-15 03:02:14,104 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.31ms, fps=1200 images/s, loss=0.0105, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.571410, arrival_time=2021-04-15 03:02:19.675512, cost_time=0:00:36.428373 2021-04-15 03:02:16,235 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.0106, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.427584, arrival_time=2021-04-15 03:02:19.663479, cost_time=0:00:38.560273 2021-04-15 03:02:18,369 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.29ms, fps=1200 images/s, loss=0.0106, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.285062, arrival_time=2021-04-15 03:02:19.654218, cost_time=0:00:40.693536 2021-04-15 03:02:19,524 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.20ms, fps=1177 images/s, loss=0.0106, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:02:19.524814, cost_time=0:00:41.849177 2021-04-15 03:02:20,490 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=1.32ms, fps=2657 images/s, loss=1.0277, top1-acc=74.57%, top5-acc=92.54%, remaining_time=0:00:02.890590, arrival_time=2021-04-15 03:02:23.381068, cost_time=0:00:00.963527 2021-04-15 03:02:21,345 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.37ms, fps=2996 images/s, loss=1.0275, top1-acc=74.82%, top5-acc=92.75%, remaining_time=0:00:01.818300, arrival_time=2021-04-15 03:02:23.163616, cost_time=0:00:01.818297 2021-04-15 03:02:22,198 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.37ms, fps=3001 images/s, loss=1.0151, top1-acc=74.97%, top5-acc=92.83%, remaining_time=0:00:00.890620, arrival_time=2021-04-15 03:02:23.089451, cost_time=0:00:02.671871 2021-04-15 03:02:22,978 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.06ms, fps=2979 images/s, loss=1.0217, top1-acc=74.79%, top5-acc=92.61%, remaining_time=0:00:00, arrival_time=2021-04-15 03:02:22.978138, cost_time=0:00:03.451194 2021-04-15 03:02:23,271 INFO : Epoch=0175 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:19:07.710350, arrival_time=2021-04-15 03:21:30.982024, cost_time=2:13:53.972431 2021-04-15 03:02:23,272 INFO : Train start, epoch=0176, lr=0.003806 2021-04-15 03:02:25,568 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.64ms, fps=1115 images/s, loss=0.0106, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.686256, arrival_time=2021-04-15 03:03:08.254414, cost_time=0:00:02.294960 2021-04-15 03:02:27,699 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.57ms, fps=1201 images/s, loss=0.0101, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:38.953200, arrival_time=2021-04-15 03:03:06.652886, cost_time=0:00:04.426493 2021-04-15 03:02:29,836 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.34ms, fps=1198 images/s, loss=0.0108, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:36.316650, arrival_time=2021-04-15 03:03:06.153185, cost_time=0:00:06.563254 2021-04-15 03:02:31,970 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.0106, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:33.919860, arrival_time=2021-04-15 03:03:05.890370, cost_time=0:00:08.697398 2021-04-15 03:02:34,101 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.44ms, fps=1202 images/s, loss=0.0104, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:31.618198, arrival_time=2021-04-15 03:03:05.719502, cost_time=0:00:10.828126 2021-04-15 03:02:36,230 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.38ms, fps=1203 images/s, loss=0.0104, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.369064, arrival_time=2021-04-15 03:03:05.599211, cost_time=0:00:12.956951 2021-04-15 03:02:38,362 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.0105, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.160938, arrival_time=2021-04-15 03:03:05.523519, cost_time=0:00:15.089395 2021-04-15 03:02:40,494 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.0105, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.971552, arrival_time=2021-04-15 03:03:05.466445, cost_time=0:00:17.221799 2021-04-15 03:02:42,624 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.0104, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.791378, arrival_time=2021-04-15 03:03:05.415694, cost_time=0:00:19.351144 2021-04-15 03:02:44,753 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.0104, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.621472, arrival_time=2021-04-15 03:03:05.375246, cost_time=0:00:21.480685 2021-04-15 03:02:46,884 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.57ms, fps=1202 images/s, loss=0.0104, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.459384, arrival_time=2021-04-15 03:03:05.343428, cost_time=0:00:23.610860 2021-04-15 03:02:49,020 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=2.22ms, fps=1199 images/s, loss=0.0103, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.306256, arrival_time=2021-04-15 03:03:05.326204, cost_time=0:00:25.746711 2021-04-15 03:02:51,155 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.50ms, fps=1199 images/s, loss=0.0105, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.155746, arrival_time=2021-04-15 03:03:05.311467, cost_time=0:00:27.882551 2021-04-15 03:02:53,286 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.54ms, fps=1202 images/s, loss=0.0105, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.005336, arrival_time=2021-04-15 03:03:05.291894, cost_time=0:00:30.013361 2021-04-15 03:02:55,420 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.39ms, fps=1200 images/s, loss=0.0105, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.858444, arrival_time=2021-04-15 03:03:05.278713, cost_time=0:00:32.147055 2021-04-15 03:02:57,561 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=9.03ms, fps=1196 images/s, loss=0.0104, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.714908, arrival_time=2021-04-15 03:03:05.276476, cost_time=0:00:34.288489 2021-04-15 03:02:59,693 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.31ms, fps=1201 images/s, loss=0.0104, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.570240, arrival_time=2021-04-15 03:03:05.264110, cost_time=0:00:36.420775 2021-04-15 03:03:01,827 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.0104, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.427072, arrival_time=2021-04-15 03:03:05.254746, cost_time=0:00:38.554485 2021-04-15 03:03:03,970 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.22ms, fps=1195 images/s, loss=0.0104, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.285194, arrival_time=2021-04-15 03:03:05.256095, cost_time=0:00:40.697757 2021-04-15 03:03:05,135 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.26ms, fps=1169 images/s, loss=0.0105, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:03:05.135158, cost_time=0:00:41.861984 2021-04-15 03:03:06,101 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=0.21ms, fps=2654 images/s, loss=1.0113, top1-acc=75.66%, top5-acc=92.46%, remaining_time=0:00:02.893560, arrival_time=2021-04-15 03:03:08.995230, cost_time=0:00:00.964518 2021-04-15 03:03:06,956 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.26ms, fps=2995 images/s, loss=1.0521, top1-acc=75.04%, top5-acc=92.19%, remaining_time=0:00:01.819740, arrival_time=2021-04-15 03:03:08.776604, cost_time=0:00:01.819731 2021-04-15 03:03:07,809 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.23ms, fps=3004 images/s, loss=1.0310, top1-acc=75.12%, top5-acc=92.36%, remaining_time=0:00:00.890710, arrival_time=2021-04-15 03:03:08.700079, cost_time=0:00:02.672144 2021-04-15 03:03:08,590 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.08ms, fps=2973 images/s, loss=1.0095, top1-acc=75.14%, top5-acc=92.43%, remaining_time=0:00:00, arrival_time=2021-04-15 03:03:08.590195, cost_time=0:00:03.453077 2021-04-15 03:03:08,919 INFO : Epoch=0176 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:18:21.766416, arrival_time=2021-04-15 03:21:30.686069, cost_time=2:14:39.620410 2021-04-15 03:03:08,921 INFO : Train start, epoch=0177, lr=0.003511 2021-04-15 03:03:11,216 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.49ms, fps=1115 images/s, loss=0.0085, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:42.686256, arrival_time=2021-04-15 03:03:53.902408, cost_time=0:00:02.294955 2021-04-15 03:03:13,356 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.35ms, fps=1197 images/s, loss=0.0093, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.026240, arrival_time=2021-04-15 03:03:52.382255, cost_time=0:00:04.434808 2021-04-15 03:03:15,494 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.88ms, fps=1197 images/s, loss=0.0095, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.372592, arrival_time=2021-04-15 03:03:51.867142, cost_time=0:00:06.573346 2021-04-15 03:03:17,630 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.98ms, fps=1199 images/s, loss=0.0095, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:33.965100, arrival_time=2021-04-15 03:03:51.595318, cost_time=0:00:08.708996 2021-04-15 03:03:19,764 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.0096, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:31.661414, arrival_time=2021-04-15 03:03:51.425570, cost_time=0:00:10.842955 2021-04-15 03:03:21,901 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.58ms, fps=1198 images/s, loss=0.0096, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.422240, arrival_time=2021-04-15 03:03:51.323847, cost_time=0:00:12.980373 2021-04-15 03:03:24,034 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.52ms, fps=1201 images/s, loss=0.0098, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.204282, arrival_time=2021-04-15 03:03:51.238955, cost_time=0:00:15.113476 2021-04-15 03:03:26,167 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.58ms, fps=1201 images/s, loss=0.0098, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.007048, arrival_time=2021-04-15 03:03:51.174554, cost_time=0:00:17.246261 2021-04-15 03:03:28,301 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.28ms, fps=1200 images/s, loss=0.0097, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:22.825298, arrival_time=2021-04-15 03:03:51.126504, cost_time=0:00:19.379945 2021-04-15 03:03:30,436 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.48ms, fps=1199 images/s, loss=0.0098, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.654880, arrival_time=2021-04-15 03:03:51.091510, cost_time=0:00:21.515478 2021-04-15 03:03:32,567 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.0099, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.487248, arrival_time=2021-04-15 03:03:51.055001, cost_time=0:00:23.646531 2021-04-15 03:03:34,697 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.0099, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.324876, arrival_time=2021-04-15 03:03:51.022113, cost_time=0:00:25.776130 2021-04-15 03:03:36,829 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.52ms, fps=1201 images/s, loss=0.0099, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.168682, arrival_time=2021-04-15 03:03:50.997964, cost_time=0:00:27.908074 2021-04-15 03:03:38,960 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0100, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.015752, arrival_time=2021-04-15 03:03:50.976257, cost_time=0:00:30.039373 2021-04-15 03:03:41,096 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.50ms, fps=1199 images/s, loss=0.0099, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.867184, arrival_time=2021-04-15 03:03:50.963972, cost_time=0:00:32.175592 2021-04-15 03:03:43,230 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.0101, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.719552, arrival_time=2021-04-15 03:03:50.949719, cost_time=0:00:34.309049 2021-04-15 03:03:45,359 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.37ms, fps=1203 images/s, loss=0.0102, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.572866, arrival_time=2021-04-15 03:03:50.931889, cost_time=0:00:36.437909 2021-04-15 03:03:47,493 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.0103, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.428624, arrival_time=2021-04-15 03:03:50.921844, cost_time=0:00:38.572018 2021-04-15 03:03:49,624 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.21ms, fps=1201 images/s, loss=0.0103, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.285386, arrival_time=2021-04-15 03:03:50.910303, cost_time=0:00:40.703803 2021-04-15 03:03:50,781 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.19ms, fps=1177 images/s, loss=0.0105, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:03:50.781163, cost_time=0:00:41.860068 2021-04-15 03:03:51,749 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=1.25ms, fps=2649 images/s, loss=1.0078, top1-acc=75.12%, top5-acc=92.62%, remaining_time=0:00:02.899260, arrival_time=2021-04-15 03:03:54.648574, cost_time=0:00:00.966424 2021-04-15 03:03:52,603 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.41ms, fps=2998 images/s, loss=1.0310, top1-acc=74.32%, top5-acc=92.44%, remaining_time=0:00:01.820680, arrival_time=2021-04-15 03:03:54.424316, cost_time=0:00:01.820673 2021-04-15 03:03:53,457 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.47ms, fps=3001 images/s, loss=1.0186, top1-acc=74.80%, top5-acc=92.75%, remaining_time=0:00:00.891420, arrival_time=2021-04-15 03:03:54.348590, cost_time=0:00:02.674261 2021-04-15 03:03:54,235 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.06ms, fps=2981 images/s, loss=1.0221, top1-acc=74.91%, top5-acc=92.70%, remaining_time=0:00:00, arrival_time=2021-04-15 03:03:54.235899, cost_time=0:00:03.453033 2021-04-15 03:03:54,569 INFO : Epoch=0177 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:17:35.826017, arrival_time=2021-04-15 03:21:30.395002, cost_time=2:15:25.269741 2021-04-15 03:03:54,570 INFO : Train start, epoch=0178, lr=0.003228 2021-04-15 03:03:56,841 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.91ms, fps=1127 images/s, loss=0.0092, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:42.233718, arrival_time=2021-04-15 03:04:39.074968, cost_time=0:00:02.270629 2021-04-15 03:03:58,981 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.32ms, fps=1197 images/s, loss=0.0094, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:38.812928, arrival_time=2021-04-15 03:04:37.794087, cost_time=0:00:04.410560 2021-04-15 03:04:01,116 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.51ms, fps=1199 images/s, loss=0.0097, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.220370, arrival_time=2021-04-15 03:04:37.336809, cost_time=0:00:06.545846 2021-04-15 03:04:03,250 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.52ms, fps=1200 images/s, loss=0.0094, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:33.852468, arrival_time=2021-04-15 03:04:37.103183, cost_time=0:00:08.680125 2021-04-15 03:04:05,384 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.54ms, fps=1200 images/s, loss=0.0096, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:31.577610, arrival_time=2021-04-15 03:04:36.962479, cost_time=0:00:10.814270 2021-04-15 03:04:07,518 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.54ms, fps=1200 images/s, loss=0.0096, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.348120, arrival_time=2021-04-15 03:04:36.866389, cost_time=0:00:12.947672 2021-04-15 03:04:09,658 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.98ms, fps=1197 images/s, loss=0.0098, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.157914, arrival_time=2021-04-15 03:04:36.816198, cost_time=0:00:15.087723 2021-04-15 03:04:11,794 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.47ms, fps=1198 images/s, loss=0.0099, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.975032, arrival_time=2021-04-15 03:04:36.769751, cost_time=0:00:17.224184 2021-04-15 03:04:13,923 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.60ms, fps=1203 images/s, loss=0.0099, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.793498, arrival_time=2021-04-15 03:04:36.717056, cost_time=0:00:19.352972 2021-04-15 03:04:16,051 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.31ms, fps=1203 images/s, loss=0.0098, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.621952, arrival_time=2021-04-15 03:04:36.673679, cost_time=0:00:21.481206 2021-04-15 03:04:18,182 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.65ms, fps=1201 images/s, loss=0.0098, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.460502, arrival_time=2021-04-15 03:04:36.643392, cost_time=0:00:23.612321 2021-04-15 03:04:20,319 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.40ms, fps=1198 images/s, loss=0.0099, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.307928, arrival_time=2021-04-15 03:04:36.627756, cost_time=0:00:25.749302 2021-04-15 03:04:22,455 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.32ms, fps=1199 images/s, loss=0.0099, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.157000, arrival_time=2021-04-15 03:04:36.612502, cost_time=0:00:27.885004 2021-04-15 03:04:24,589 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.99ms, fps=1200 images/s, loss=0.0099, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.007632, arrival_time=2021-04-15 03:04:36.597268, cost_time=0:00:30.019041 2021-04-15 03:04:26,720 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.0100, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.859226, arrival_time=2021-04-15 03:04:36.579384, cost_time=0:00:32.149659 2021-04-15 03:04:28,853 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.0101, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.713648, arrival_time=2021-04-15 03:04:36.567097, cost_time=0:00:34.282951 2021-04-15 03:04:30,988 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.36ms, fps=1199 images/s, loss=0.0101, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.569850, arrival_time=2021-04-15 03:04:36.558642, cost_time=0:00:36.418191 2021-04-15 03:04:33,127 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.35ms, fps=1197 images/s, loss=0.0102, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.427280, arrival_time=2021-04-15 03:04:36.554638, cost_time=0:00:38.556840 2021-04-15 03:04:35,259 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.18ms, fps=1201 images/s, loss=0.0102, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.284924, arrival_time=2021-04-15 03:04:36.544603, cost_time=0:00:40.689180 2021-04-15 03:04:36,417 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.20ms, fps=1175 images/s, loss=0.0104, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:04:36.417929, cost_time=0:00:41.847441 2021-04-15 03:04:37,382 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=0.21ms, fps=2660 images/s, loss=1.0015, top1-acc=74.80%, top5-acc=93.05%, remaining_time=0:00:02.886630, arrival_time=2021-04-15 03:04:40.268591, cost_time=0:00:00.962214 2021-04-15 03:04:38,234 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.33ms, fps=3004 images/s, loss=1.0547, top1-acc=73.95%, top5-acc=92.46%, remaining_time=0:00:01.815100, arrival_time=2021-04-15 03:04:40.049797, cost_time=0:00:01.815108 2021-04-15 03:04:39,087 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.41ms, fps=3004 images/s, loss=1.0257, top1-acc=74.17%, top5-acc=92.73%, remaining_time=0:00:00.889210, arrival_time=2021-04-15 03:04:39.976433, cost_time=0:00:02.667626 2021-04-15 03:04:39,865 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.07ms, fps=2982 images/s, loss=1.0244, top1-acc=74.48%, top5-acc=92.67%, remaining_time=0:00:00, arrival_time=2021-04-15 03:04:39.865690, cost_time=0:00:03.446116 2021-04-15 03:04:40,158 INFO : Epoch=0178 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:16:49.881532, arrival_time=2021-04-15 03:21:30.040356, cost_time=2:16:10.859579 2021-04-15 03:04:40,160 INFO : Train start, epoch=0179, lr=0.002956 2021-04-15 03:04:42,489 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.79ms, fps=1099 images/s, loss=0.0109, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:43.324050, arrival_time=2021-04-15 03:05:25.813663, cost_time=0:00:02.329254 2021-04-15 03:04:44,620 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.0108, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.248176, arrival_time=2021-04-15 03:05:23.868519, cost_time=0:00:04.460023 2021-04-15 03:04:46,755 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.41ms, fps=1199 images/s, loss=0.0103, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.492776, arrival_time=2021-04-15 03:05:23.248179, cost_time=0:00:06.595077 2021-04-15 03:04:48,887 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0102, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:34.034364, arrival_time=2021-04-15 03:05:22.921443, cost_time=0:00:08.726747 2021-04-15 03:04:51,019 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.0099, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.708864, arrival_time=2021-04-15 03:05:22.728381, cost_time=0:00:10.859186 2021-04-15 03:04:53,153 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.35ms, fps=1200 images/s, loss=0.0100, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.451072, arrival_time=2021-04-15 03:05:22.604533, cost_time=0:00:12.993134 2021-04-15 03:04:55,281 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.45ms, fps=1203 images/s, loss=0.0098, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.217764, arrival_time=2021-04-15 03:05:22.499073, cost_time=0:00:15.120987 2021-04-15 03:04:57,407 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.0100, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.008556, arrival_time=2021-04-15 03:05:22.416081, cost_time=0:00:17.247277 2021-04-15 03:04:59,546 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.30ms, fps=1197 images/s, loss=0.0101, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.832188, arrival_time=2021-04-15 03:05:22.378353, cost_time=0:00:19.385835 2021-04-15 03:05:01,674 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.36ms, fps=1203 images/s, loss=0.0100, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.653824, arrival_time=2021-04-15 03:05:22.328433, cost_time=0:00:21.514371 2021-04-15 03:05:03,806 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.51ms, fps=1201 images/s, loss=0.0100, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.487162, arrival_time=2021-04-15 03:05:22.293812, cost_time=0:00:23.646318 2021-04-15 03:05:05,940 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.0099, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.327688, arrival_time=2021-04-15 03:05:22.268521, cost_time=0:00:25.780601 2021-04-15 03:05:08,075 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.31ms, fps=1200 images/s, loss=0.0099, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.172048, arrival_time=2021-04-15 03:05:22.247007, cost_time=0:00:27.914650 2021-04-15 03:05:10,206 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.54ms, fps=1202 images/s, loss=0.0098, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.018328, arrival_time=2021-04-15 03:05:22.224381, cost_time=0:00:30.045781 2021-04-15 03:05:12,335 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.0098, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.867092, arrival_time=2021-04-15 03:05:22.202647, cost_time=0:00:32.175324 2021-04-15 03:05:14,467 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.0099, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.719048, arrival_time=2021-04-15 03:05:22.186328, cost_time=0:00:34.306932 2021-04-15 03:05:16,600 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.0100, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.573230, arrival_time=2021-04-15 03:05:22.173888, cost_time=0:00:36.440408 2021-04-15 03:05:18,728 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.38ms, fps=1203 images/s, loss=0.0099, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.428256, arrival_time=2021-04-15 03:05:22.156448, cost_time=0:00:38.567954 2021-04-15 03:05:20,860 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.14ms, fps=1201 images/s, loss=0.0099, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.285254, arrival_time=2021-04-15 03:05:22.145212, cost_time=0:00:40.699722 2021-04-15 03:05:22,018 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.32ms, fps=1175 images/s, loss=0.0101, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:05:22.018245, cost_time=0:00:41.857933 2021-04-15 03:05:22,981 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=1.40ms, fps=2662 images/s, loss=0.9731, top1-acc=75.66%, top5-acc=92.97%, remaining_time=0:00:02.884740, arrival_time=2021-04-15 03:05:25.866543, cost_time=0:00:00.961576 2021-04-15 03:05:23,836 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.32ms, fps=2996 images/s, loss=1.0047, top1-acc=75.37%, top5-acc=92.95%, remaining_time=0:00:01.816280, arrival_time=2021-04-15 03:05:25.652783, cost_time=0:00:01.816273 2021-04-15 03:05:24,687 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.47ms, fps=3010 images/s, loss=1.0374, top1-acc=74.77%, top5-acc=92.55%, remaining_time=0:00:00.889000, arrival_time=2021-04-15 03:05:25.576211, cost_time=0:00:02.666995 2021-04-15 03:05:25,467 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.10ms, fps=2974 images/s, loss=1.0175, top1-acc=74.79%, top5-acc=92.56%, remaining_time=0:00:00, arrival_time=2021-04-15 03:05:25.467538, cost_time=0:00:03.447346 2021-04-15 03:05:25,801 INFO : Epoch=0179 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:16:03.947166, arrival_time=2021-04-15 03:21:29.748497, cost_time=2:16:56.502054 2021-04-15 03:05:25,802 INFO : Train start, epoch=0180, lr=0.002696 2021-04-15 03:05:28,117 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.53ms, fps=1106 images/s, loss=0.0086, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.042074, arrival_time=2021-04-15 03:06:11.159064, cost_time=0:00:02.314087 2021-04-15 03:05:30,257 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.32ms, fps=1196 images/s, loss=0.0089, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.199072, arrival_time=2021-04-15 03:06:09.456396, cost_time=0:00:04.454433 2021-04-15 03:05:32,401 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.33ms, fps=1194 images/s, loss=0.0094, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.513028, arrival_time=2021-04-15 03:06:08.914734, cost_time=0:00:06.598728 2021-04-15 03:05:34,537 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.0092, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:34.063380, arrival_time=2021-04-15 03:06:08.600411, cost_time=0:00:08.734217 2021-04-15 03:05:36,667 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.30ms, fps=1202 images/s, loss=0.0094, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:31.725800, arrival_time=2021-04-15 03:06:08.393680, cost_time=0:00:10.865001 2021-04-15 03:05:38,801 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.36ms, fps=1200 images/s, loss=0.0096, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.462904, arrival_time=2021-04-15 03:06:08.264124, cost_time=0:00:12.998327 2021-04-15 03:05:40,931 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.76ms, fps=1202 images/s, loss=0.0096, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.231876, arrival_time=2021-04-15 03:06:08.163549, cost_time=0:00:15.128822 2021-04-15 03:05:43,066 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.31ms, fps=1199 images/s, loss=0.0097, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.032336, arrival_time=2021-04-15 03:06:08.098819, cost_time=0:00:17.263660 2021-04-15 03:05:45,197 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.47ms, fps=1202 images/s, loss=0.0097, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.842364, arrival_time=2021-04-15 03:06:08.039729, cost_time=0:00:19.394478 2021-04-15 03:05:47,337 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.51ms, fps=1196 images/s, loss=0.0098, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.673312, arrival_time=2021-04-15 03:06:08.010775, cost_time=0:00:21.534655 2021-04-15 03:05:49,476 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.69ms, fps=1197 images/s, loss=0.0097, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.508490, arrival_time=2021-04-15 03:06:07.984952, cost_time=0:00:23.673607 2021-04-15 03:05:51,609 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.51ms, fps=1200 images/s, loss=0.0097, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.344408, arrival_time=2021-04-15 03:06:07.954212, cost_time=0:00:25.806994 2021-04-15 03:05:53,742 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.47ms, fps=1200 images/s, loss=0.0097, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.184918, arrival_time=2021-04-15 03:06:07.927691, cost_time=0:00:27.939977 2021-04-15 03:05:55,879 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.52ms, fps=1199 images/s, loss=0.0096, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.030424, arrival_time=2021-04-15 03:06:07.909386, cost_time=0:00:30.076085 2021-04-15 03:05:58,013 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.64ms, fps=1200 images/s, loss=0.0096, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.877856, arrival_time=2021-04-15 03:06:07.891105, cost_time=0:00:32.210455 2021-04-15 03:06:00,146 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.31ms, fps=1200 images/s, loss=0.0097, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.727364, arrival_time=2021-04-15 03:06:07.874038, cost_time=0:00:34.343879 2021-04-15 03:06:02,279 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.53ms, fps=1201 images/s, loss=0.0097, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.578690, arrival_time=2021-04-15 03:06:07.857680, cost_time=0:00:36.476104 2021-04-15 03:06:04,411 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.28ms, fps=1201 images/s, loss=0.0097, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.431840, arrival_time=2021-04-15 03:06:07.842889, cost_time=0:00:38.608253 2021-04-15 03:06:06,547 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.0097, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.286658, arrival_time=2021-04-15 03:06:07.833723, cost_time=0:00:40.744256 2021-04-15 03:06:07,704 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.28ms, fps=1175 images/s, loss=0.0098, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:06:07.704679, cost_time=0:00:41.901857 2021-04-15 03:06:08,776 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=0.19ms, fps=2396 images/s, loss=1.0617, top1-acc=74.18%, top5-acc=92.70%, remaining_time=0:00:03.205800, arrival_time=2021-04-15 03:06:11.982043, cost_time=0:00:01.068601 2021-04-15 03:06:09,634 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.89ms, fps=2985 images/s, loss=1.0470, top1-acc=74.69%, top5-acc=92.95%, remaining_time=0:00:01.926880, arrival_time=2021-04-15 03:06:11.561411, cost_time=0:00:01.926875 2021-04-15 03:06:10,490 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.57ms, fps=2992 images/s, loss=1.0588, top1-acc=74.26%, top5-acc=92.62%, remaining_time=0:00:00.927730, arrival_time=2021-04-15 03:06:11.418546, cost_time=0:00:02.783176 2021-04-15 03:06:11,270 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.08ms, fps=2978 images/s, loss=1.0269, top1-acc=74.85%, top5-acc=92.86%, remaining_time=0:00:00, arrival_time=2021-04-15 03:06:11.270426, cost_time=0:00:03.562894 2021-04-15 03:06:11,637 INFO : Epoch=0180 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:15:18.037560, arrival_time=2021-04-15 03:21:29.674861, cost_time=2:17:42.338058 2021-04-15 03:06:11,638 INFO : Train start, epoch=0181, lr=0.002447 2021-04-15 03:06:13,930 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=2.76ms, fps=1117 images/s, loss=0.0086, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.631758, arrival_time=2021-04-15 03:06:56.562580, cost_time=0:00:02.292028 2021-04-15 03:06:16,063 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.51ms, fps=1201 images/s, loss=0.0092, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:38.938944, arrival_time=2021-04-15 03:06:55.002659, cost_time=0:00:04.424876 2021-04-15 03:06:18,197 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.39ms, fps=1200 images/s, loss=0.0091, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.292414, arrival_time=2021-04-15 03:06:54.490106, cost_time=0:00:06.558863 2021-04-15 03:06:20,327 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.65ms, fps=1202 images/s, loss=0.0094, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:33.885228, arrival_time=2021-04-15 03:06:54.212539, cost_time=0:00:08.688509 2021-04-15 03:06:22,456 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.37ms, fps=1203 images/s, loss=0.0093, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:31.587684, arrival_time=2021-04-15 03:06:54.044079, cost_time=0:00:10.817683 2021-04-15 03:06:24,588 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.0095, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.351520, arrival_time=2021-04-15 03:06:53.939540, cost_time=0:00:12.949226 2021-04-15 03:06:26,721 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.48ms, fps=1201 images/s, loss=0.0095, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:27.147960, arrival_time=2021-04-15 03:06:53.868926, cost_time=0:00:15.082167 2021-04-15 03:06:28,852 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.31ms, fps=1201 images/s, loss=0.0095, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:24.960300, arrival_time=2021-04-15 03:06:53.813043, cost_time=0:00:17.214036 2021-04-15 03:06:30,988 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.0095, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:22.789258, arrival_time=2021-04-15 03:06:53.777405, cost_time=0:00:19.349349 2021-04-15 03:06:33,120 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.48ms, fps=1201 images/s, loss=0.0095, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.622048, arrival_time=2021-04-15 03:06:53.742094, cost_time=0:00:21.481338 2021-04-15 03:06:35,261 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.74ms, fps=1196 images/s, loss=0.0097, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:18.468500, arrival_time=2021-04-15 03:06:53.729765, cost_time=0:00:23.622469 2021-04-15 03:06:37,394 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.27ms, fps=1200 images/s, loss=0.0098, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.312032, arrival_time=2021-04-15 03:06:53.706543, cost_time=0:00:25.755796 2021-04-15 03:06:39,527 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.35ms, fps=1200 images/s, loss=0.0098, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.159112, arrival_time=2021-04-15 03:06:53.686986, cost_time=0:00:27.889162 2021-04-15 03:06:41,658 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.0098, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.008024, arrival_time=2021-04-15 03:06:53.666915, cost_time=0:00:30.020086 2021-04-15 03:06:43,787 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.34ms, fps=1203 images/s, loss=0.0098, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.858904, arrival_time=2021-04-15 03:06:53.646196, cost_time=0:00:32.148560 2021-04-15 03:06:45,922 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.46ms, fps=1199 images/s, loss=0.0099, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.713756, arrival_time=2021-04-15 03:06:53.635818, cost_time=0:00:34.283347 2021-04-15 03:06:48,067 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.33ms, fps=1194 images/s, loss=0.0099, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.571436, arrival_time=2021-04-15 03:06:53.638934, cost_time=0:00:36.428673 2021-04-15 03:06:50,208 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.44ms, fps=1196 images/s, loss=0.0099, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.428432, arrival_time=2021-04-15 03:06:53.637020, cost_time=0:00:38.569814 2021-04-15 03:06:52,340 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.53ms, fps=1201 images/s, loss=0.0098, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.285326, arrival_time=2021-04-15 03:06:53.626041, cost_time=0:00:40.702013 2021-04-15 03:06:53,497 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.62ms, fps=1176 images/s, loss=0.0099, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:06:53.497573, cost_time=0:00:41.858871 2021-04-15 03:06:54,466 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=0.23ms, fps=2647 images/s, loss=1.0103, top1-acc=74.73%, top5-acc=92.50%, remaining_time=0:00:02.901300, arrival_time=2021-04-15 03:06:57.367924, cost_time=0:00:00.967095 2021-04-15 03:06:55,317 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.30ms, fps=3009 images/s, loss=1.0294, top1-acc=74.51%, top5-acc=92.48%, remaining_time=0:00:01.818340, arrival_time=2021-04-15 03:06:57.136219, cost_time=0:00:01.818346 2021-04-15 03:06:56,172 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.53ms, fps=3000 images/s, loss=1.0323, top1-acc=74.24%, top5-acc=92.41%, remaining_time=0:00:00.890820, arrival_time=2021-04-15 03:06:57.062773, cost_time=0:00:02.672450 2021-04-15 03:06:56,954 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.06ms, fps=2967 images/s, loss=1.0434, top1-acc=74.78%, top5-acc=92.59%, remaining_time=0:00:00, arrival_time=2021-04-15 03:06:56.954270, cost_time=0:00:03.454840 2021-04-15 03:06:57,290 INFO : Epoch=0181 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:14:32.109538, arrival_time=2021-04-15 03:21:29.399732, cost_time=2:18:27.990950 2021-04-15 03:06:57,291 INFO : Train start, epoch=0182, lr=0.002210 2021-04-15 03:06:59,600 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.33ms, fps=1109 images/s, loss=0.0091, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.929358, arrival_time=2021-04-15 03:07:42.529317, cost_time=0:00:02.308026 2021-04-15 03:07:01,739 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.40ms, fps=1197 images/s, loss=0.0093, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.137120, arrival_time=2021-04-15 03:07:40.876386, cost_time=0:00:04.447390 2021-04-15 03:07:03,874 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.0098, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.423886, arrival_time=2021-04-15 03:07:40.298385, cost_time=0:00:06.582627 2021-04-15 03:07:06,006 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.48ms, fps=1201 images/s, loss=0.0097, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:33.985224, arrival_time=2021-04-15 03:07:39.991250, cost_time=0:00:08.714160 2021-04-15 03:07:08,137 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.27ms, fps=1201 images/s, loss=0.0099, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.669590, arrival_time=2021-04-15 03:07:39.807222, cost_time=0:00:10.845762 2021-04-15 03:07:10,267 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.47ms, fps=1202 images/s, loss=0.0099, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.410816, arrival_time=2021-04-15 03:07:39.678040, cost_time=0:00:12.975357 2021-04-15 03:07:12,400 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.0098, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.194958, arrival_time=2021-04-15 03:07:39.595173, cost_time=0:00:15.108304 2021-04-15 03:07:14,534 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.30ms, fps=1200 images/s, loss=0.0097, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.001364, arrival_time=2021-04-15 03:07:39.535518, cost_time=0:00:17.242352 2021-04-15 03:07:16,660 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.57ms, fps=1204 images/s, loss=0.0097, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.812366, arrival_time=2021-04-15 03:07:39.473245, cost_time=0:00:19.368998 2021-04-15 03:07:18,789 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.54ms, fps=1203 images/s, loss=0.0098, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.637792, arrival_time=2021-04-15 03:07:39.427315, cost_time=0:00:21.497741 2021-04-15 03:07:20,920 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.88ms, fps=1201 images/s, loss=0.0097, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.473574, arrival_time=2021-04-15 03:07:39.394429, cost_time=0:00:23.629006 2021-04-15 03:07:23,051 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.0098, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.314388, arrival_time=2021-04-15 03:07:39.365742, cost_time=0:00:25.759543 2021-04-15 03:07:25,183 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.0098, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.160432, arrival_time=2021-04-15 03:07:39.343966, cost_time=0:00:27.891763 2021-04-15 03:07:27,319 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.0098, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.010880, arrival_time=2021-04-15 03:07:39.329921, cost_time=0:00:30.027166 2021-04-15 03:07:29,450 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.0098, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.861894, arrival_time=2021-04-15 03:07:39.312077, cost_time=0:00:32.158399 2021-04-15 03:07:31,585 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.0098, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.716132, arrival_time=2021-04-15 03:07:39.301801, cost_time=0:00:34.293895 2021-04-15 03:07:33,718 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.29ms, fps=1200 images/s, loss=0.0097, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.571176, arrival_time=2021-04-15 03:07:39.290049, cost_time=0:00:36.426991 2021-04-15 03:07:35,847 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.33ms, fps=1203 images/s, loss=0.0097, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.427152, arrival_time=2021-04-15 03:07:39.274432, cost_time=0:00:38.555493 2021-04-15 03:07:37,981 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.0097, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.284930, arrival_time=2021-04-15 03:07:39.266153, cost_time=0:00:40.689468 2021-04-15 03:07:39,137 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.39ms, fps=1176 images/s, loss=0.0098, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:07:39.137764, cost_time=0:00:41.845999 2021-04-15 03:07:40,102 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=0.18ms, fps=2659 images/s, loss=1.0300, top1-acc=74.37%, top5-acc=92.58%, remaining_time=0:00:02.888280, arrival_time=2021-04-15 03:07:42.990484, cost_time=0:00:00.962763 2021-04-15 03:07:40,956 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.38ms, fps=2997 images/s, loss=1.0184, top1-acc=74.94%, top5-acc=92.73%, remaining_time=0:00:01.817400, arrival_time=2021-04-15 03:07:42.774257, cost_time=0:00:01.817394 2021-04-15 03:07:41,809 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.39ms, fps=3003 images/s, loss=1.0312, top1-acc=74.65%, top5-acc=92.46%, remaining_time=0:00:00.890080, arrival_time=2021-04-15 03:07:42.699728, cost_time=0:00:02.670240 2021-04-15 03:07:42,586 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.05ms, fps=2988 images/s, loss=1.0251, top1-acc=74.77%, top5-acc=92.34%, remaining_time=0:00:00, arrival_time=2021-04-15 03:07:42.586516, cost_time=0:00:03.447152 2021-04-15 03:07:42,931 INFO : Epoch=0182 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:13:46.183368, arrival_time=2021-04-15 03:21:29.114432, cost_time=2:19:13.631811 2021-04-15 03:07:42,932 INFO : Train start, epoch=0183, lr=0.001985 2021-04-15 03:07:45,228 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.54ms, fps=1115 images/s, loss=0.0091, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:42.705414, arrival_time=2021-04-15 03:08:27.934142, cost_time=0:00:02.295987 2021-04-15 03:07:47,366 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.71ms, fps=1198 images/s, loss=0.0098, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.014272, arrival_time=2021-04-15 03:08:26.380362, cost_time=0:00:04.433434 2021-04-15 03:07:49,498 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.51ms, fps=1201 images/s, loss=0.0096, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.330428, arrival_time=2021-04-15 03:08:25.828840, cost_time=0:00:06.565747 2021-04-15 03:07:51,633 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.35ms, fps=1199 images/s, loss=0.0096, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:33.932496, arrival_time=2021-04-15 03:08:25.565809, cost_time=0:00:08.700660 2021-04-15 03:07:53,765 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.30ms, fps=1201 images/s, loss=0.0096, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:31.630608, arrival_time=2021-04-15 03:08:25.395669, cost_time=0:00:10.832396 2021-04-15 03:07:55,899 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.45ms, fps=1200 images/s, loss=0.0094, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.390552, arrival_time=2021-04-15 03:08:25.289646, cost_time=0:00:12.966403 2021-04-15 03:07:58,027 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.29ms, fps=1203 images/s, loss=0.0094, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.171522, arrival_time=2021-04-15 03:08:25.199380, cost_time=0:00:15.095292 2021-04-15 03:08:00,157 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.0094, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.976192, arrival_time=2021-04-15 03:08:25.133784, cost_time=0:00:17.224943 2021-04-15 03:08:02,286 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.46ms, fps=1203 images/s, loss=0.0094, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.793922, arrival_time=2021-04-15 03:08:25.079954, cost_time=0:00:19.353325 2021-04-15 03:08:04,418 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.20ms, fps=1201 images/s, loss=0.0095, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.626560, arrival_time=2021-04-15 03:08:25.045181, cost_time=0:00:21.486021 2021-04-15 03:08:06,552 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.45ms, fps=1200 images/s, loss=0.0095, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.466350, arrival_time=2021-04-15 03:08:25.018642, cost_time=0:00:23.619718 2021-04-15 03:08:08,688 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.54ms, fps=1199 images/s, loss=0.0095, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.311804, arrival_time=2021-04-15 03:08:24.999970, cost_time=0:00:25.755513 2021-04-15 03:08:10,823 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.53ms, fps=1199 images/s, loss=0.0096, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.159904, arrival_time=2021-04-15 03:08:24.983187, cost_time=0:00:27.890718 2021-04-15 03:08:12,962 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.48ms, fps=1197 images/s, loss=0.0096, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.011776, arrival_time=2021-04-15 03:08:24.973804, cost_time=0:00:30.029390 2021-04-15 03:08:15,094 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.46ms, fps=1201 images/s, loss=0.0096, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.863090, arrival_time=2021-04-15 03:08:24.957873, cost_time=0:00:32.162181 2021-04-15 03:08:17,227 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.0096, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.716348, arrival_time=2021-04-15 03:08:24.943805, cost_time=0:00:34.294890 2021-04-15 03:08:19,358 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.0096, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.570942, arrival_time=2021-04-15 03:08:24.928903, cost_time=0:00:36.425324 2021-04-15 03:08:21,490 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.0096, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.427392, arrival_time=2021-04-15 03:08:24.918113, cost_time=0:00:38.558127 2021-04-15 03:08:23,625 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.23ms, fps=1199 images/s, loss=0.0096, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.285044, arrival_time=2021-04-15 03:08:24.910684, cost_time=0:00:40.693087 2021-04-15 03:08:24,781 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.23ms, fps=1177 images/s, loss=0.0096, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:08:24.781591, cost_time=0:00:41.849047 2021-04-15 03:08:25,751 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=1.34ms, fps=2645 images/s, loss=1.0614, top1-acc=75.27%, top5-acc=92.30%, remaining_time=0:00:02.903940, arrival_time=2021-04-15 03:08:28.655150, cost_time=0:00:00.967983 2021-04-15 03:08:26,602 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.29ms, fps=3008 images/s, loss=1.0435, top1-acc=75.06%, top5-acc=92.38%, remaining_time=0:00:01.819360, arrival_time=2021-04-15 03:08:28.421940, cost_time=0:00:01.819359 2021-04-15 03:08:27,454 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.33ms, fps=3006 images/s, loss=1.0253, top1-acc=75.08%, top5-acc=92.57%, remaining_time=0:00:00.890400, arrival_time=2021-04-15 03:08:28.344889, cost_time=0:00:02.671199 2021-04-15 03:08:28,232 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.05ms, fps=2985 images/s, loss=1.0405, top1-acc=74.96%, top5-acc=92.64%, remaining_time=0:00:00, arrival_time=2021-04-15 03:08:28.232091, cost_time=0:00:03.448885 2021-04-15 03:08:28,591 INFO : Epoch=0183 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:13:00.262158, arrival_time=2021-04-15 03:21:28.854030, cost_time=2:19:59.292626 2021-04-15 03:08:28,593 INFO : Train start, epoch=0184, lr=0.001772 2021-04-15 03:08:30,894 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.82ms, fps=1113 images/s, loss=0.0099, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.790974, arrival_time=2021-04-15 03:09:13.684975, cost_time=0:00:02.300594 2021-04-15 03:08:33,029 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.0100, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.034512, arrival_time=2021-04-15 03:09:12.063633, cost_time=0:00:04.435735 2021-04-15 03:08:35,162 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.30ms, fps=1200 images/s, loss=0.0096, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.349352, arrival_time=2021-04-15 03:09:11.511908, cost_time=0:00:06.569171 2021-04-15 03:08:37,297 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.43ms, fps=1199 images/s, loss=0.0097, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:33.946848, arrival_time=2021-04-15 03:09:11.244571, cost_time=0:00:08.704340 2021-04-15 03:08:39,429 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.0094, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.640828, arrival_time=2021-04-15 03:09:11.070093, cost_time=0:00:10.835890 2021-04-15 03:08:41,565 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.69ms, fps=1199 images/s, loss=0.0093, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.403336, arrival_time=2021-04-15 03:09:10.968766, cost_time=0:00:12.972055 2021-04-15 03:08:43,707 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.32ms, fps=1196 images/s, loss=0.0093, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.205038, arrival_time=2021-04-15 03:09:10.912384, cost_time=0:00:15.113915 2021-04-15 03:08:45,841 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.61ms, fps=1200 images/s, loss=0.0093, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.009716, arrival_time=2021-04-15 03:09:10.851122, cost_time=0:00:17.248096 2021-04-15 03:08:47,975 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.32ms, fps=1200 images/s, loss=0.0093, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.827524, arrival_time=2021-04-15 03:09:10.802768, cost_time=0:00:19.381848 2021-04-15 03:08:50,106 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.30ms, fps=1202 images/s, loss=0.0094, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.652384, arrival_time=2021-04-15 03:09:10.758580, cost_time=0:00:21.512894 2021-04-15 03:08:52,240 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.0093, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.487678, arrival_time=2021-04-15 03:09:10.728082, cost_time=0:00:23.646979 2021-04-15 03:08:54,376 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.0093, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.329208, arrival_time=2021-04-15 03:09:10.705531, cost_time=0:00:25.782997 2021-04-15 03:08:56,505 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.0093, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.170794, arrival_time=2021-04-15 03:09:10.676289, cost_time=0:00:27.912208 2021-04-15 03:08:58,638 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.63ms, fps=1200 images/s, loss=0.0093, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.017992, arrival_time=2021-04-15 03:09:10.656394, cost_time=0:00:30.045031 2021-04-15 03:09:00,773 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.40ms, fps=1199 images/s, loss=0.0095, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.868518, arrival_time=2021-04-15 03:09:10.641804, cost_time=0:00:32.179987 2021-04-15 03:09:02,907 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.63ms, fps=1200 images/s, loss=0.0096, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.720632, arrival_time=2021-04-15 03:09:10.627843, cost_time=0:00:34.313922 2021-04-15 03:09:05,041 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.0096, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.574374, arrival_time=2021-04-15 03:09:10.615568, cost_time=0:00:36.447819 2021-04-15 03:09:07,173 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.45ms, fps=1201 images/s, loss=0.0096, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.429312, arrival_time=2021-04-15 03:09:10.602384, cost_time=0:00:38.579778 2021-04-15 03:09:09,304 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.18ms, fps=1201 images/s, loss=0.0096, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.285608, arrival_time=2021-04-15 03:09:10.589762, cost_time=0:00:40.710873 2021-04-15 03:09:10,460 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.23ms, fps=1177 images/s, loss=0.0098, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:09:10.460390, cost_time=0:00:41.867111 2021-04-15 03:09:11,473 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=0.22ms, fps=2532 images/s, loss=1.0281, top1-acc=74.61%, top5-acc=92.70%, remaining_time=0:00:03.033510, arrival_time=2021-04-15 03:09:14.506754, cost_time=0:00:01.011171 2021-04-15 03:09:12,327 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.28ms, fps=2998 images/s, loss=1.0353, top1-acc=74.92%, top5-acc=92.60%, remaining_time=0:00:01.865400, arrival_time=2021-04-15 03:09:14.192937, cost_time=0:00:01.865408 2021-04-15 03:09:13,181 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.67ms, fps=3000 images/s, loss=1.0434, top1-acc=74.40%, top5-acc=92.54%, remaining_time=0:00:00.906360, arrival_time=2021-04-15 03:09:14.087544, cost_time=0:00:02.719094 2021-04-15 03:09:13,961 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.06ms, fps=2976 images/s, loss=1.0229, top1-acc=74.83%, top5-acc=92.64%, remaining_time=0:00:00, arrival_time=2021-04-15 03:09:13.961060, cost_time=0:00:03.499021 2021-04-15 03:09:14,249 INFO : Epoch=0184 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:12:14.343520, arrival_time=2021-04-15 03:21:28.593249, cost_time=2:20:44.950483 2021-04-15 03:09:14,251 INFO : Train start, epoch=0185, lr=0.001571 2021-04-15 03:09:16,534 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=2.12ms, fps=1121 images/s, loss=0.0089, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.474774, arrival_time=2021-04-15 03:09:59.009607, cost_time=0:00:02.283587 2021-04-15 03:09:18,667 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.0090, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:38.857280, arrival_time=2021-04-15 03:09:57.524206, cost_time=0:00:04.415601 2021-04-15 03:09:20,800 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.46ms, fps=1200 images/s, loss=0.0088, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.240788, arrival_time=2021-04-15 03:09:57.041559, cost_time=0:00:06.549526 2021-04-15 03:09:22,935 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=4.04ms, fps=1200 images/s, loss=0.0090, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:33.868536, arrival_time=2021-04-15 03:09:56.804011, cost_time=0:00:08.684239 2021-04-15 03:09:25,067 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.55ms, fps=1201 images/s, loss=0.0087, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:31.581990, arrival_time=2021-04-15 03:09:56.648981, cost_time=0:00:10.815750 2021-04-15 03:09:27,195 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.95ms, fps=1203 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.339960, arrival_time=2021-04-15 03:09:56.535294, cost_time=0:00:12.944075 2021-04-15 03:09:29,322 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.38ms, fps=1204 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.128052, arrival_time=2021-04-15 03:09:56.450388, cost_time=0:00:15.071168 2021-04-15 03:09:31,454 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.0090, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.944988, arrival_time=2021-04-15 03:09:56.399690, cost_time=0:00:17.203451 2021-04-15 03:09:33,578 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.34ms, fps=1206 images/s, loss=0.0089, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:22.763606, arrival_time=2021-04-15 03:09:56.342361, cost_time=0:00:19.327605 2021-04-15 03:09:35,713 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.35ms, fps=1199 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.604000, arrival_time=2021-04-15 03:09:56.317783, cost_time=0:00:21.462541 2021-04-15 03:09:37,848 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.448806, arrival_time=2021-04-15 03:09:56.297229, cost_time=0:00:23.597264 2021-04-15 03:09:39,977 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.27ms, fps=1203 images/s, loss=0.0091, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.293260, arrival_time=2021-04-15 03:09:56.270767, cost_time=0:00:25.726240 2021-04-15 03:09:42,114 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.44ms, fps=1199 images/s, loss=0.0091, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.145714, arrival_time=2021-04-15 03:09:56.259688, cost_time=0:00:27.862821 2021-04-15 03:09:44,251 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.33ms, fps=1198 images/s, loss=0.0091, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.999848, arrival_time=2021-04-15 03:09:56.250751, cost_time=0:00:29.999646 2021-04-15 03:09:46,392 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.78ms, fps=1196 images/s, loss=0.0091, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.856650, arrival_time=2021-04-15 03:09:56.249110, cost_time=0:00:32.141177 2021-04-15 03:09:48,530 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.89ms, fps=1198 images/s, loss=0.0091, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.712676, arrival_time=2021-04-15 03:09:56.242563, cost_time=0:00:34.278564 2021-04-15 03:09:50,665 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=2.07ms, fps=1199 images/s, loss=0.0091, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.569252, arrival_time=2021-04-15 03:09:56.234789, cost_time=0:00:36.414317 2021-04-15 03:09:52,799 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.30ms, fps=1200 images/s, loss=0.0092, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.426544, arrival_time=2021-04-15 03:09:56.226418, cost_time=0:00:38.548678 2021-04-15 03:09:54,932 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.26ms, fps=1201 images/s, loss=0.0092, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.284660, arrival_time=2021-04-15 03:09:56.216744, cost_time=0:00:40.680846 2021-04-15 03:09:56,087 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.23ms, fps=1177 images/s, loss=0.0093, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:09:56.087713, cost_time=0:00:41.836556 2021-04-15 03:09:57,053 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=1.25ms, fps=2658 images/s, loss=0.9798, top1-acc=75.12%, top5-acc=93.40%, remaining_time=0:00:02.889810, arrival_time=2021-04-15 03:09:59.942758, cost_time=0:00:00.963271 2021-04-15 03:09:57,903 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.28ms, fps=3010 images/s, loss=0.9869, top1-acc=75.02%, top5-acc=93.24%, remaining_time=0:00:01.814200, arrival_time=2021-04-15 03:09:59.718010, cost_time=0:00:01.814197 2021-04-15 03:09:58,755 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.30ms, fps=3007 images/s, loss=1.0149, top1-acc=74.70%, top5-acc=92.84%, remaining_time=0:00:00.888640, arrival_time=2021-04-15 03:09:59.644170, cost_time=0:00:02.665928 2021-04-15 03:09:59,535 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.07ms, fps=2974 images/s, loss=1.0251, top1-acc=74.64%, top5-acc=92.75%, remaining_time=0:00:00, arrival_time=2021-04-15 03:09:59.535955, cost_time=0:00:03.446384 2021-04-15 03:09:59,850 INFO : Epoch=0185 complete, best val top1-acc=75.16%, top5-acc=92.77% (epoch=163), remaining_time=0:11:28.423065, arrival_time=2021-04-15 03:21:28.273449, cost_time=2:21:30.551092 2021-04-15 03:09:59,852 INFO : Train start, epoch=0186, lr=0.001382 2021-04-15 03:10:02,195 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.32ms, fps=1092 images/s, loss=0.0098, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.587612, arrival_time=2021-04-15 03:10:45.783285, cost_time=0:00:02.343419 2021-04-15 03:10:04,329 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.85ms, fps=1200 images/s, loss=0.0095, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.397600, arrival_time=2021-04-15 03:10:43.726847, cost_time=0:00:04.476991 2021-04-15 03:10:06,460 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.46ms, fps=1201 images/s, loss=0.0090, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.565982, arrival_time=2021-04-15 03:10:43.026568, cost_time=0:00:06.608301 2021-04-15 03:10:08,594 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.51ms, fps=1200 images/s, loss=0.0093, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:34.093644, arrival_time=2021-04-15 03:10:42.687848, cost_time=0:00:08.741954 2021-04-15 03:10:10,727 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.51ms, fps=1200 images/s, loss=0.0092, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:31.755730, arrival_time=2021-04-15 03:10:42.483168, cost_time=0:00:10.875264 2021-04-15 03:10:12,863 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.49ms, fps=1199 images/s, loss=0.0092, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.490920, arrival_time=2021-04-15 03:10:42.353842, cost_time=0:00:13.010671 2021-04-15 03:10:14,994 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.0094, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.255438, arrival_time=2021-04-15 03:10:42.249609, cost_time=0:00:15.141893 2021-04-15 03:10:17,125 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.0094, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.046488, arrival_time=2021-04-15 03:10:42.172067, cost_time=0:00:17.273413 2021-04-15 03:10:19,257 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.57ms, fps=1201 images/s, loss=0.0093, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.854978, arrival_time=2021-04-15 03:10:42.112425, cost_time=0:00:19.405194 2021-04-15 03:10:21,392 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.0093, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.678304, arrival_time=2021-04-15 03:10:42.070390, cost_time=0:00:21.539923 2021-04-15 03:10:23,524 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.52ms, fps=1201 images/s, loss=0.0093, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.507286, arrival_time=2021-04-15 03:10:42.031789, cost_time=0:00:23.672128 2021-04-15 03:10:25,657 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.75ms, fps=1200 images/s, loss=0.0093, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.343648, arrival_time=2021-04-15 03:10:42.001556, cost_time=0:00:25.805746 2021-04-15 03:10:27,788 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.82ms, fps=1202 images/s, loss=0.0093, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.182806, arrival_time=2021-04-15 03:10:41.970802, cost_time=0:00:27.935770 2021-04-15 03:10:29,927 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.40ms, fps=1197 images/s, loss=0.0093, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.029920, arrival_time=2021-04-15 03:10:41.956914, cost_time=0:00:30.074796 2021-04-15 03:10:32,055 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.38ms, fps=1203 images/s, loss=0.0093, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.875740, arrival_time=2021-04-15 03:10:41.931321, cost_time=0:00:32.203425 2021-04-15 03:10:34,184 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.0092, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.724844, arrival_time=2021-04-15 03:10:41.909686, cost_time=0:00:34.332684 2021-04-15 03:10:36,317 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.0092, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.577000, arrival_time=2021-04-15 03:10:41.894204, cost_time=0:00:36.465042 2021-04-15 03:10:38,449 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=2.15ms, fps=1201 images/s, loss=0.0093, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.430864, arrival_time=2021-04-15 03:10:41.880375, cost_time=0:00:38.597222 2021-04-15 03:10:40,583 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.35ms, fps=1200 images/s, loss=0.0093, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.286256, arrival_time=2021-04-15 03:10:41.869953, cost_time=0:00:40.731494 2021-04-15 03:10:41,739 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.36ms, fps=1178 images/s, loss=0.0094, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:10:41.738982, cost_time=0:00:41.886834 2021-04-15 03:10:42,712 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=1.23ms, fps=2634 images/s, loss=1.0246, top1-acc=74.53%, top5-acc=92.66%, remaining_time=0:00:02.915880, arrival_time=2021-04-15 03:10:45.628575, cost_time=0:00:00.971959 2021-04-15 03:10:43,565 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.31ms, fps=3003 images/s, loss=1.0284, top1-acc=74.80%, top5-acc=92.27%, remaining_time=0:00:01.824820, arrival_time=2021-04-15 03:10:45.390383, cost_time=0:00:01.824824 2021-04-15 03:10:44,418 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.28ms, fps=3003 images/s, loss=1.0042, top1-acc=75.42%, top5-acc=92.47%, remaining_time=0:00:00.892570, arrival_time=2021-04-15 03:10:45.311024, cost_time=0:00:02.677714 2021-04-15 03:10:45,198 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.06ms, fps=2977 images/s, loss=1.0118, top1-acc=75.35%, top5-acc=92.62%, remaining_time=0:00:00, arrival_time=2021-04-15 03:10:45.197987, cost_time=0:00:03.457274 2021-04-15 03:10:45,835 INFO : Epoch=0186 complete, best val top1-acc=75.35%, top5-acc=92.62% (epoch=186), remaining_time=0:10:42.535012, arrival_time=2021-04-15 03:21:28.370866, cost_time=2:22:16.536601 2021-04-15 03:10:45,837 INFO : Train start, epoch=0187, lr=0.001204 2021-04-15 03:10:48,149 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.30ms, fps=1107 images/s, loss=0.0104, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:43.012128, arrival_time=2021-04-15 03:11:31.161878, cost_time=0:00:02.312475 2021-04-15 03:10:50,281 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=2.15ms, fps=1202 images/s, loss=0.0095, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:39.104384, arrival_time=2021-04-15 03:11:29.385369, cost_time=0:00:04.443677 2021-04-15 03:10:52,411 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.49ms, fps=1202 images/s, loss=0.0094, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.377738, arrival_time=2021-04-15 03:11:28.789297, cost_time=0:00:06.574283 2021-04-15 03:10:54,546 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.29ms, fps=1200 images/s, loss=0.0094, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:33.964944, arrival_time=2021-04-15 03:11:28.511184, cost_time=0:00:08.708946 2021-04-15 03:10:56,675 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.34ms, fps=1203 images/s, loss=0.0092, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.647398, arrival_time=2021-04-15 03:11:28.322728, cost_time=0:00:10.838135 2021-04-15 03:10:58,804 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.31ms, fps=1203 images/s, loss=0.0093, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.391912, arrival_time=2021-04-15 03:11:28.196216, cost_time=0:00:12.967027 2021-04-15 03:11:00,937 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.45ms, fps=1201 images/s, loss=0.0092, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.179964, arrival_time=2021-04-15 03:11:28.117266, cost_time=0:00:15.099983 2021-04-15 03:11:03,070 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=0.0092, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.987676, arrival_time=2021-04-15 03:11:28.057706, cost_time=0:00:17.232846 2021-04-15 03:11:05,204 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.68ms, fps=1199 images/s, loss=0.0092, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.810564, arrival_time=2021-04-15 03:11:28.015281, cost_time=0:00:19.367447 2021-04-15 03:11:07,337 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.31ms, fps=1201 images/s, loss=0.0093, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.640384, arrival_time=2021-04-15 03:11:27.977962, cost_time=0:00:21.500386 2021-04-15 03:11:09,465 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.67ms, fps=1203 images/s, loss=0.0092, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.473058, arrival_time=2021-04-15 03:11:27.938686, cost_time=0:00:23.628346 2021-04-15 03:11:11,597 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.76ms, fps=1201 images/s, loss=0.0092, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.314768, arrival_time=2021-04-15 03:11:27.912166, cost_time=0:00:25.760204 2021-04-15 03:11:13,731 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.86ms, fps=1200 images/s, loss=0.0091, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.161554, arrival_time=2021-04-15 03:11:27.892770, cost_time=0:00:27.894024 2021-04-15 03:11:15,867 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.58ms, fps=1199 images/s, loss=0.0091, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.012168, arrival_time=2021-04-15 03:11:27.879796, cost_time=0:00:30.030351 2021-04-15 03:11:17,999 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.0091, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.862998, arrival_time=2021-04-15 03:11:27.862131, cost_time=0:00:32.161944 2021-04-15 03:11:20,136 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.44ms, fps=1198 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.717392, arrival_time=2021-04-15 03:11:27.854098, cost_time=0:00:34.299524 2021-04-15 03:11:22,267 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.50ms, fps=1202 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.571696, arrival_time=2021-04-15 03:11:27.839284, cost_time=0:00:36.430316 2021-04-15 03:11:24,399 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0091, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.427760, arrival_time=2021-04-15 03:11:27.827167, cost_time=0:00:38.562216 2021-04-15 03:11:26,528 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.13ms, fps=1203 images/s, loss=0.0091, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.284984, arrival_time=2021-04-15 03:11:27.813288, cost_time=0:00:40.691121 2021-04-15 03:11:27,684 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.19ms, fps=1176 images/s, loss=0.0092, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:11:27.684885, cost_time=0:00:41.847691 2021-04-15 03:11:28,693 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.40ms, fps=2543 images/s, loss=1.0331, top1-acc=75.59%, top5-acc=92.38%, remaining_time=0:00:03.019740, arrival_time=2021-04-15 03:11:31.713149, cost_time=0:00:01.006581 2021-04-15 03:11:29,544 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.32ms, fps=3008 images/s, loss=1.0059, top1-acc=75.98%, top5-acc=92.79%, remaining_time=0:00:01.858100, arrival_time=2021-04-15 03:11:31.403015, cost_time=0:00:01.858108 2021-04-15 03:11:30,398 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.74ms, fps=3001 images/s, loss=1.0265, top1-acc=75.39%, top5-acc=92.63%, remaining_time=0:00:00.903860, arrival_time=2021-04-15 03:11:31.302212, cost_time=0:00:02.711582 2021-04-15 03:11:31,177 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.05ms, fps=2978 images/s, loss=0.9978, top1-acc=75.17%, top5-acc=92.58%, remaining_time=0:00:00, arrival_time=2021-04-15 03:11:31.177632, cost_time=0:00:03.490894 2021-04-15 03:11:31,517 INFO : Epoch=0187 complete, best val top1-acc=75.35%, top5-acc=92.62% (epoch=186), remaining_time=0:09:56.624782, arrival_time=2021-04-15 03:21:28.142104, cost_time=2:23:02.218072 2021-04-15 03:11:31,518 INFO : Train start, epoch=0188, lr=0.001039 2021-04-15 03:11:33,840 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.84ms, fps=1103 images/s, loss=0.0083, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.175808, arrival_time=2021-04-15 03:12:17.016106, cost_time=0:00:02.321281 2021-04-15 03:11:35,980 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.31ms, fps=1197 images/s, loss=0.0087, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.259968, arrival_time=2021-04-15 03:12:15.240290, cost_time=0:00:04.461354 2021-04-15 03:11:38,110 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.51ms, fps=1202 images/s, loss=0.0091, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.472856, arrival_time=2021-04-15 03:12:14.583299, cost_time=0:00:06.591470 2021-04-15 03:11:40,238 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.34ms, fps=1203 images/s, loss=0.0090, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:34.006908, arrival_time=2021-04-15 03:12:14.245603, cost_time=0:00:08.719729 2021-04-15 03:11:42,369 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.51ms, fps=1202 images/s, loss=0.0090, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:31.684336, arrival_time=2021-04-15 03:12:14.054104, cost_time=0:00:10.850803 2021-04-15 03:11:44,499 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.0089, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.421152, arrival_time=2021-04-15 03:12:13.920068, cost_time=0:00:12.979932 2021-04-15 03:11:46,629 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.198612, arrival_time=2021-04-15 03:12:13.827977, cost_time=0:00:15.110351 2021-04-15 03:11:48,758 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.37ms, fps=1203 images/s, loss=0.0090, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.997652, arrival_time=2021-04-15 03:12:13.756396, cost_time=0:00:17.239773 2021-04-15 03:11:50,896 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.32ms, fps=1198 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.822012, arrival_time=2021-04-15 03:12:13.718233, cost_time=0:00:19.377222 2021-04-15 03:11:53,034 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.56ms, fps=1198 images/s, loss=0.0091, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.654688, arrival_time=2021-04-15 03:12:13.688891, cost_time=0:00:21.515272 2021-04-15 03:11:55,173 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.31ms, fps=1197 images/s, loss=0.0092, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.493354, arrival_time=2021-04-15 03:12:13.666646, cost_time=0:00:23.654301 2021-04-15 03:11:57,306 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.0091, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.331868, arrival_time=2021-04-15 03:12:13.637943, cost_time=0:00:25.787162 2021-04-15 03:11:59,436 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.52ms, fps=1202 images/s, loss=0.0091, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.173764, arrival_time=2021-04-15 03:12:13.610606, cost_time=0:00:27.917964 2021-04-15 03:12:01,568 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.62ms, fps=1201 images/s, loss=0.0092, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.019728, arrival_time=2021-04-15 03:12:13.588084, cost_time=0:00:30.049389 2021-04-15 03:12:03,698 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.31ms, fps=1202 images/s, loss=0.0092, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.868426, arrival_time=2021-04-15 03:12:13.566963, cost_time=0:00:32.179638 2021-04-15 03:12:05,826 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.0093, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.719300, arrival_time=2021-04-15 03:12:13.546140, cost_time=0:00:34.307969 2021-04-15 03:12:07,958 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.30ms, fps=1201 images/s, loss=0.0092, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.573074, arrival_time=2021-04-15 03:12:13.531473, cost_time=0:00:36.439414 2021-04-15 03:12:10,088 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.0092, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.428448, arrival_time=2021-04-15 03:12:13.517301, cost_time=0:00:38.569962 2021-04-15 03:12:12,218 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.63ms, fps=1202 images/s, loss=0.0092, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.285248, arrival_time=2021-04-15 03:12:13.503717, cost_time=0:00:40.699586 2021-04-15 03:12:13,378 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.49ms, fps=1173 images/s, loss=0.0093, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:12:13.378683, cost_time=0:00:41.859814 2021-04-15 03:12:14,363 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=0.21ms, fps=2605 images/s, loss=1.0982, top1-acc=73.75%, top5-acc=92.23%, remaining_time=0:00:02.947980, arrival_time=2021-04-15 03:12:17.311038, cost_time=0:00:00.982662 2021-04-15 03:12:15,216 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.29ms, fps=3003 images/s, loss=1.0712, top1-acc=73.65%, top5-acc=92.46%, remaining_time=0:00:01.835560, arrival_time=2021-04-15 03:12:17.051594, cost_time=0:00:01.835567 2021-04-15 03:12:16,070 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.27ms, fps=2998 images/s, loss=1.0406, top1-acc=74.44%, top5-acc=92.70%, remaining_time=0:00:00.896600, arrival_time=2021-04-15 03:12:16.966816, cost_time=0:00:02.689805 2021-04-15 03:12:16,849 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.05ms, fps=2979 images/s, loss=1.0210, top1-acc=74.97%, top5-acc=92.77%, remaining_time=0:00:00, arrival_time=2021-04-15 03:12:16.849364, cost_time=0:00:03.469005 2021-04-15 03:12:17,145 INFO : Epoch=0188 complete, best val top1-acc=75.35%, top5-acc=92.62% (epoch=186), remaining_time=0:09:10.713612, arrival_time=2021-04-15 03:21:27.859536, cost_time=2:23:47.846680 2021-04-15 03:12:17,147 INFO : Train start, epoch=0189, lr=0.000886 2021-04-15 03:12:19,481 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.43ms, fps=1097 images/s, loss=0.0095, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:43.406820, arrival_time=2021-04-15 03:13:02.887864, cost_time=0:00:02.333696 2021-04-15 03:12:21,617 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.0094, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.333888, arrival_time=2021-04-15 03:13:00.950986, cost_time=0:00:04.469756 2021-04-15 03:12:23,746 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.0091, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.517510, arrival_time=2021-04-15 03:13:00.264398, cost_time=0:00:06.599551 2021-04-15 03:12:25,879 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.35ms, fps=1200 images/s, loss=0.0088, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:34.056360, arrival_time=2021-04-15 03:12:59.936124, cost_time=0:00:08.732416 2021-04-15 03:12:28,010 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.0087, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.719376, arrival_time=2021-04-15 03:12:59.729580, cost_time=0:00:10.862791 2021-04-15 03:12:30,143 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.51ms, fps=1200 images/s, loss=0.0087, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.458960, arrival_time=2021-04-15 03:12:59.602882, cost_time=0:00:12.996574 2021-04-15 03:12:32,274 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.228852, arrival_time=2021-04-15 03:12:59.503318, cost_time=0:00:15.127135 2021-04-15 03:12:34,406 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.0089, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.025956, arrival_time=2021-04-15 03:12:59.432559, cost_time=0:00:17.259266 2021-04-15 03:12:36,538 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0090, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.838018, arrival_time=2021-04-15 03:12:59.376136, cost_time=0:00:19.390785 2021-04-15 03:12:38,670 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.0091, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.661696, arrival_time=2021-04-15 03:12:59.331722, cost_time=0:00:21.522588 2021-04-15 03:12:40,801 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.46ms, fps=1201 images/s, loss=0.0091, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:18.493096, arrival_time=2021-04-15 03:12:59.294353, cost_time=0:00:23.653913 2021-04-15 03:12:42,932 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.28ms, fps=1202 images/s, loss=0.0090, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.330272, arrival_time=2021-04-15 03:12:59.262273, cost_time=0:00:25.784663 2021-04-15 03:12:45,065 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.30ms, fps=1200 images/s, loss=0.0091, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.173962, arrival_time=2021-04-15 03:12:59.239738, cost_time=0:00:27.918442 2021-04-15 03:12:47,200 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.52ms, fps=1199 images/s, loss=0.0091, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.021296, arrival_time=2021-04-15 03:12:59.221929, cost_time=0:00:30.053289 2021-04-15 03:12:49,334 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.0090, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.870588, arrival_time=2021-04-15 03:12:59.204644, cost_time=0:00:32.186717 2021-04-15 03:12:51,464 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.0091, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.721352, arrival_time=2021-04-15 03:12:59.185874, cost_time=0:00:34.317114 2021-04-15 03:12:53,595 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.0090, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.574426, arrival_time=2021-04-15 03:12:59.169975, cost_time=0:00:36.448160 2021-04-15 03:12:55,730 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.73ms, fps=1199 images/s, loss=0.0090, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.429616, arrival_time=2021-04-15 03:12:59.160210, cost_time=0:00:38.583249 2021-04-15 03:12:57,867 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.21ms, fps=1198 images/s, loss=0.0090, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.285884, arrival_time=2021-04-15 03:12:59.152934, cost_time=0:00:40.719714 2021-04-15 03:12:59,022 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.24ms, fps=1177 images/s, loss=0.0091, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:12:59.022939, cost_time=0:00:41.875596 2021-04-15 03:12:59,992 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=1.28ms, fps=2645 images/s, loss=1.0507, top1-acc=74.30%, top5-acc=92.38%, remaining_time=0:00:02.903040, arrival_time=2021-04-15 03:13:02.895595, cost_time=0:00:00.967683 2021-04-15 03:13:00,844 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.32ms, fps=3007 images/s, loss=1.0248, top1-acc=74.90%, top5-acc=92.30%, remaining_time=0:00:01.819260, arrival_time=2021-04-15 03:13:02.663384, cost_time=0:00:01.819265 2021-04-15 03:13:01,700 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.52ms, fps=2991 images/s, loss=1.0154, top1-acc=74.88%, top5-acc=92.57%, remaining_time=0:00:00.891850, arrival_time=2021-04-15 03:13:02.592361, cost_time=0:00:02.675550 2021-04-15 03:13:02,486 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.11ms, fps=2955 images/s, loss=1.0349, top1-acc=74.86%, top5-acc=92.52%, remaining_time=0:00:00, arrival_time=2021-04-15 03:13:02.486119, cost_time=0:00:03.461196 2021-04-15 03:13:02,777 INFO : Epoch=0189 complete, best val top1-acc=75.35%, top5-acc=92.62% (epoch=186), remaining_time=0:08:24.805598, arrival_time=2021-04-15 03:21:27.582884, cost_time=2:24:33.478038 2021-04-15 03:13:02,778 INFO : Train start, epoch=0190, lr=0.000745 2021-04-15 03:13:05,081 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.75ms, fps=1112 images/s, loss=0.0087, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.825756, arrival_time=2021-04-15 03:13:47.907000, cost_time=0:00:02.302456 2021-04-15 03:13:07,218 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.34ms, fps=1198 images/s, loss=0.0092, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.067072, arrival_time=2021-04-15 03:13:46.285310, cost_time=0:00:04.439443 2021-04-15 03:13:09,353 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.0093, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.376742, arrival_time=2021-04-15 03:13:45.729741, cost_time=0:00:06.574118 2021-04-15 03:13:11,486 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.0090, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:33.958236, arrival_time=2021-04-15 03:13:45.444200, cost_time=0:00:08.707227 2021-04-15 03:13:13,621 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.28ms, fps=1199 images/s, loss=0.0092, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:31.661560, arrival_time=2021-04-15 03:13:45.283335, cost_time=0:00:10.842982 2021-04-15 03:13:15,756 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.36ms, fps=1200 images/s, loss=0.0091, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.415712, arrival_time=2021-04-15 03:13:45.172037, cost_time=0:00:12.977526 2021-04-15 03:13:17,888 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.71ms, fps=1201 images/s, loss=0.0093, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.198108, arrival_time=2021-04-15 03:13:45.086927, cost_time=0:00:15.110056 2021-04-15 03:13:20,018 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.26ms, fps=1202 images/s, loss=0.0092, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.998232, arrival_time=2021-04-15 03:13:45.017085, cost_time=0:00:17.240122 2021-04-15 03:13:22,146 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.76ms, fps=1204 images/s, loss=0.0091, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.810564, arrival_time=2021-04-15 03:13:44.956786, cost_time=0:00:19.367438 2021-04-15 03:13:24,280 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.0091, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.641920, arrival_time=2021-04-15 03:13:44.922636, cost_time=0:00:21.502003 2021-04-15 03:13:26,415 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.25ms, fps=1200 images/s, loss=0.0091, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.479336, arrival_time=2021-04-15 03:13:44.894506, cost_time=0:00:23.636403 2021-04-15 03:13:28,556 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.38ms, fps=1196 images/s, loss=0.0092, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.326016, arrival_time=2021-04-15 03:13:44.882799, cost_time=0:00:25.777910 2021-04-15 03:13:30,690 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.0092, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.170464, arrival_time=2021-04-15 03:13:44.860784, cost_time=0:00:27.911526 2021-04-15 03:13:32,827 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.85ms, fps=1198 images/s, loss=0.0092, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.019560, arrival_time=2021-04-15 03:13:44.847253, cost_time=0:00:30.048882 2021-04-15 03:13:34,961 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.79ms, fps=1200 images/s, loss=0.0092, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.869208, arrival_time=2021-04-15 03:13:44.830182, cost_time=0:00:32.182151 2021-04-15 03:13:37,093 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.56ms, fps=1201 images/s, loss=0.0092, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.720704, arrival_time=2021-04-15 03:13:44.813794, cost_time=0:00:34.314302 2021-04-15 03:13:39,224 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.0092, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.573984, arrival_time=2021-04-15 03:13:44.798049, cost_time=0:00:36.445348 2021-04-15 03:13:41,355 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.0092, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.429040, arrival_time=2021-04-15 03:13:44.784589, cost_time=0:00:38.576760 2021-04-15 03:13:43,487 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.22ms, fps=1201 images/s, loss=0.0092, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.285524, arrival_time=2021-04-15 03:13:44.772650, cost_time=0:00:40.708331 2021-04-15 03:13:44,644 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.21ms, fps=1175 images/s, loss=0.0091, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:13:44.644775, cost_time=0:00:41.866082 2021-04-15 03:13:45,609 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=1.28ms, fps=2657 images/s, loss=1.0222, top1-acc=75.08%, top5-acc=92.97%, remaining_time=0:00:02.889990, arrival_time=2021-04-15 03:13:48.499814, cost_time=0:00:00.963334 2021-04-15 03:13:46,462 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.25ms, fps=3004 images/s, loss=1.0000, top1-acc=75.70%, top5-acc=93.16%, remaining_time=0:00:01.815820, arrival_time=2021-04-15 03:13:48.278196, cost_time=0:00:01.815823 2021-04-15 03:13:47,315 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.35ms, fps=3004 images/s, loss=1.0106, top1-acc=75.36%, top5-acc=93.18%, remaining_time=0:00:00.889510, arrival_time=2021-04-15 03:13:48.204583, cost_time=0:00:02.668531 2021-04-15 03:13:48,092 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.05ms, fps=2985 images/s, loss=1.0090, top1-acc=75.15%, top5-acc=92.84%, remaining_time=0:00:00, arrival_time=2021-04-15 03:13:48.092828, cost_time=0:00:03.446369 2021-04-15 03:13:48,400 INFO : Epoch=0190 complete, best val top1-acc=75.35%, top5-acc=92.62% (epoch=186), remaining_time=0:07:38.900050, arrival_time=2021-04-15 03:21:27.300241, cost_time=2:25:19.100938 2021-04-15 03:13:48,401 INFO : Train start, epoch=0191, lr=0.000616 2021-04-15 03:13:50,705 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.94ms, fps=1111 images/s, loss=0.0080, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.847704, arrival_time=2021-04-15 03:14:33.553104, cost_time=0:00:02.303644 2021-04-15 03:13:52,837 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.0087, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.036800, arrival_time=2021-04-15 03:14:31.874538, cost_time=0:00:04.436010 2021-04-15 03:13:54,971 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.0087, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.349684, arrival_time=2021-04-15 03:14:31.320621, cost_time=0:00:06.569215 2021-04-15 03:13:57,105 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.27ms, fps=1200 images/s, loss=0.0087, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:33.944040, arrival_time=2021-04-15 03:14:31.049379, cost_time=0:00:08.703618 2021-04-15 03:13:59,238 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.48ms, fps=1200 images/s, loss=0.0087, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.644478, arrival_time=2021-04-15 03:14:30.883341, cost_time=0:00:10.837152 2021-04-15 03:14:01,366 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.43ms, fps=1203 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.387152, arrival_time=2021-04-15 03:14:30.753815, cost_time=0:00:12.964945 2021-04-15 03:14:03,495 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.84ms, fps=1203 images/s, loss=0.0087, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.168876, arrival_time=2021-04-15 03:14:30.664407, cost_time=0:00:15.093819 2021-04-15 03:14:05,629 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.32ms, fps=1200 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.980020, arrival_time=2021-04-15 03:14:30.609256, cost_time=0:00:17.227568 2021-04-15 03:14:07,760 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.54ms, fps=1202 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.800282, arrival_time=2021-04-15 03:14:30.560708, cost_time=0:00:19.358714 2021-04-15 03:14:09,895 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.36ms, fps=1199 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.634048, arrival_time=2021-04-15 03:14:30.529486, cost_time=0:00:21.493785 2021-04-15 03:14:12,027 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.31ms, fps=1201 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.471424, arrival_time=2021-04-15 03:14:30.499349, cost_time=0:00:23.626223 2021-04-15 03:14:14,157 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.311804, arrival_time=2021-04-15 03:14:30.468888, cost_time=0:00:25.755422 2021-04-15 03:14:16,285 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.29ms, fps=1203 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.156538, arrival_time=2021-04-15 03:14:30.442241, cost_time=0:00:27.884067 2021-04-15 03:14:18,414 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.47ms, fps=1203 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.005280, arrival_time=2021-04-15 03:14:30.420137, cost_time=0:00:30.013134 2021-04-15 03:14:20,543 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.33ms, fps=1203 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.856834, arrival_time=2021-04-15 03:14:30.400276, cost_time=0:00:32.141804 2021-04-15 03:14:22,673 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.29ms, fps=1202 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.711164, arrival_time=2021-04-15 03:14:30.384718, cost_time=0:00:34.271916 2021-04-15 03:14:24,803 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.50ms, fps=1202 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.567302, arrival_time=2021-04-15 03:14:30.370618, cost_time=0:00:36.401562 2021-04-15 03:14:26,933 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.425040, arrival_time=2021-04-15 03:14:30.358287, cost_time=0:00:38.531613 2021-04-15 03:14:29,064 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.28ms, fps=1201 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.284102, arrival_time=2021-04-15 03:14:30.348997, cost_time=0:00:40.663272 2021-04-15 03:14:30,222 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.13ms, fps=1176 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:14:30.221976, cost_time=0:00:41.820356 2021-04-15 03:14:31,192 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=0.25ms, fps=2642 images/s, loss=1.0523, top1-acc=74.06%, top5-acc=92.81%, remaining_time=0:00:02.906490, arrival_time=2021-04-15 03:14:34.098978, cost_time=0:00:00.968832 2021-04-15 03:14:32,043 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.33ms, fps=3008 images/s, loss=1.0467, top1-acc=74.71%, top5-acc=92.13%, remaining_time=0:00:01.820240, arrival_time=2021-04-15 03:14:33.864084, cost_time=0:00:01.820245 2021-04-15 03:14:32,896 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.66ms, fps=3006 images/s, loss=1.0399, top1-acc=74.70%, top5-acc=92.41%, remaining_time=0:00:00.890810, arrival_time=2021-04-15 03:14:33.786823, cost_time=0:00:02.672427 2021-04-15 03:14:33,673 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.08ms, fps=2984 images/s, loss=1.0263, top1-acc=74.93%, top5-acc=92.53%, remaining_time=0:00:00, arrival_time=2021-04-15 03:14:33.673737, cost_time=0:00:03.450179 2021-04-15 03:14:33,999 INFO : Epoch=0191 complete, best val top1-acc=75.35%, top5-acc=92.62% (epoch=186), remaining_time=0:06:52.996365, arrival_time=2021-04-15 03:21:26.996253, cost_time=2:26:04.700646 2021-04-15 03:14:34,001 INFO : Train start, epoch=0192, lr=0.000499 2021-04-15 03:14:36,288 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.45ms, fps=1119 images/s, loss=0.0092, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:42.544896, arrival_time=2021-04-15 03:15:18.833668, cost_time=0:00:02.287356 2021-04-15 03:14:38,423 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.50ms, fps=1200 images/s, loss=0.0086, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:38.911664, arrival_time=2021-04-15 03:15:17.334841, cost_time=0:00:04.421782 2021-04-15 03:14:40,555 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.23ms, fps=1201 images/s, loss=0.0087, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.267514, arrival_time=2021-04-15 03:15:16.823290, cost_time=0:00:06.554373 2021-04-15 03:14:42,688 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.46ms, fps=1201 images/s, loss=0.0088, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:33.879456, arrival_time=2021-04-15 03:15:16.567890, cost_time=0:00:08.687038 2021-04-15 03:14:44,820 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.0087, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:31.590896, arrival_time=2021-04-15 03:15:16.411078, cost_time=0:00:10.818781 2021-04-15 03:14:46,960 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.48ms, fps=1197 images/s, loss=0.0087, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.373008, arrival_time=2021-04-15 03:15:16.333101, cost_time=0:00:12.958689 2021-04-15 03:14:49,091 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.80ms, fps=1202 images/s, loss=0.0087, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.161820, arrival_time=2021-04-15 03:15:16.253128, cost_time=0:00:15.089934 2021-04-15 03:14:51,226 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.29ms, fps=1199 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.975960, arrival_time=2021-04-15 03:15:16.202123, cost_time=0:00:17.224826 2021-04-15 03:14:53,359 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.50ms, fps=1200 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.799752, arrival_time=2021-04-15 03:15:16.159468, cost_time=0:00:19.358325 2021-04-15 03:14:55,492 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.631456, arrival_time=2021-04-15 03:15:16.123887, cost_time=0:00:21.491114 2021-04-15 03:14:57,624 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.468586, arrival_time=2021-04-15 03:15:16.092552, cost_time=0:00:23.622594 2021-04-15 03:14:59,757 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.312488, arrival_time=2021-04-15 03:15:16.070405, cost_time=0:00:25.756582 2021-04-15 03:15:01,889 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.158848, arrival_time=2021-04-15 03:15:16.048796, cost_time=0:00:27.888642 2021-04-15 03:15:04,022 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.008304, arrival_time=2021-04-15 03:15:16.030470, cost_time=0:00:30.020760 2021-04-15 03:15:06,160 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.33ms, fps=1198 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.862124, arrival_time=2021-04-15 03:15:16.022585, cost_time=0:00:32.159104 2021-04-15 03:15:08,290 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.45ms, fps=1202 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.715088, arrival_time=2021-04-15 03:15:16.005644, cost_time=0:00:34.289248 2021-04-15 03:15:10,433 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.58ms, fps=1195 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.571982, arrival_time=2021-04-15 03:15:16.005568, cost_time=0:00:36.432192 2021-04-15 03:15:12,562 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.38ms, fps=1203 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.427632, arrival_time=2021-04-15 03:15:15.989761, cost_time=0:00:38.560819 2021-04-15 03:15:14,689 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.08ms, fps=1203 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.284894, arrival_time=2021-04-15 03:15:15.974544, cost_time=0:00:40.688354 2021-04-15 03:15:15,844 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.19ms, fps=1178 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:15:15.844538, cost_time=0:00:41.843229 2021-04-15 03:15:16,805 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=1.34ms, fps=2670 images/s, loss=1.0042, top1-acc=75.90%, top5-acc=93.12%, remaining_time=0:00:02.876550, arrival_time=2021-04-15 03:15:19.681664, cost_time=0:00:00.958851 2021-04-15 03:15:17,658 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.27ms, fps=3000 images/s, loss=1.0248, top1-acc=74.86%, top5-acc=92.79%, remaining_time=0:00:01.812580, arrival_time=2021-04-15 03:15:19.471483, cost_time=0:00:01.812588 2021-04-15 03:15:18,511 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.27ms, fps=3004 images/s, loss=1.0262, top1-acc=74.95%, top5-acc=92.60%, remaining_time=0:00:00.888450, arrival_time=2021-04-15 03:15:19.400064, cost_time=0:00:02.665347 2021-04-15 03:15:19,290 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.10ms, fps=2979 images/s, loss=1.0263, top1-acc=74.98%, top5-acc=92.58%, remaining_time=0:00:00, arrival_time=2021-04-15 03:15:19.290807, cost_time=0:00:03.444566 2021-04-15 03:15:19,614 INFO : Epoch=0192 complete, best val top1-acc=75.35%, top5-acc=92.62% (epoch=186), remaining_time=0:06:07.096488, arrival_time=2021-04-15 03:21:26.711435, cost_time=2:26:50.315703 2021-04-15 03:15:19,616 INFO : Train start, epoch=0193, lr=0.000394 2021-04-15 03:15:21,910 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.40ms, fps=1116 images/s, loss=0.0083, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:42.662634, arrival_time=2021-04-15 03:16:04.572783, cost_time=0:00:02.293691 2021-04-15 03:15:24,046 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.70ms, fps=1199 images/s, loss=0.0084, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:38.981888, arrival_time=2021-04-15 03:16:03.028087, cost_time=0:00:04.429755 2021-04-15 03:15:26,176 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.0091, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.300216, arrival_time=2021-04-15 03:16:02.476946, cost_time=0:00:06.560266 2021-04-15 03:15:28,307 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.28ms, fps=1202 images/s, loss=0.0092, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:33.894900, arrival_time=2021-04-15 03:16:02.202344, cost_time=0:00:08.690986 2021-04-15 03:15:30,441 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.30ms, fps=1200 images/s, loss=0.0093, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:31.609292, arrival_time=2021-04-15 03:16:02.050854, cost_time=0:00:10.825102 2021-04-15 03:15:32,578 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.0093, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.379536, arrival_time=2021-04-15 03:16:01.957556, cost_time=0:00:12.961550 2021-04-15 03:15:34,709 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.31ms, fps=1202 images/s, loss=0.0092, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.167112, arrival_time=2021-04-15 03:16:01.876324, cost_time=0:00:15.092825 2021-04-15 03:15:36,840 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.73ms, fps=1202 images/s, loss=0.0092, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.974568, arrival_time=2021-04-15 03:16:01.814853, cost_time=0:00:17.223824 2021-04-15 03:15:38,974 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.49ms, fps=1200 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.799646, arrival_time=2021-04-15 03:16:01.774171, cost_time=0:00:19.358157 2021-04-15 03:15:41,106 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.630592, arrival_time=2021-04-15 03:16:01.737245, cost_time=0:00:21.490195 2021-04-15 03:15:43,239 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.0091, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.468500, arrival_time=2021-04-15 03:16:01.707440, cost_time=0:00:23.622521 2021-04-15 03:15:45,380 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.34ms, fps=1196 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.317428, arrival_time=2021-04-15 03:16:01.698267, cost_time=0:00:25.764378 2021-04-15 03:15:47,516 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.84ms, fps=1199 images/s, loss=0.0090, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.164458, arrival_time=2021-04-15 03:16:01.680582, cost_time=0:00:27.899752 2021-04-15 03:15:49,647 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.012448, arrival_time=2021-04-15 03:16:01.659959, cost_time=0:00:30.031054 2021-04-15 03:15:51,779 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.863320, arrival_time=2021-04-15 03:16:01.642772, cost_time=0:00:32.163072 2021-04-15 03:15:53,910 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.0090, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.716060, arrival_time=2021-04-15 03:16:01.626099, cost_time=0:00:34.293674 2021-04-15 03:15:56,039 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.0091, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.570526, arrival_time=2021-04-15 03:16:01.609569, cost_time=0:00:36.422588 2021-04-15 03:15:58,170 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.0091, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.426992, arrival_time=2021-04-15 03:16:01.596976, cost_time=0:00:38.553603 2021-04-15 03:16:00,303 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.24ms, fps=1200 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.284870, arrival_time=2021-04-15 03:16:01.588744, cost_time=0:00:40.687499 2021-04-15 03:16:01,460 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.16ms, fps=1177 images/s, loss=0.0092, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:16:01.460189, cost_time=0:00:41.843834 2021-04-15 03:16:02,422 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=1.38ms, fps=2666 images/s, loss=1.0255, top1-acc=74.37%, top5-acc=93.28%, remaining_time=0:00:02.880720, arrival_time=2021-04-15 03:16:05.302972, cost_time=0:00:00.960238 2021-04-15 03:16:03,273 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.33ms, fps=3010 images/s, loss=1.0075, top1-acc=75.18%, top5-acc=93.67%, remaining_time=0:00:01.811260, arrival_time=2021-04-15 03:16:05.084493, cost_time=0:00:01.811263 2021-04-15 03:16:04,124 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.32ms, fps=3009 images/s, loss=1.0188, top1-acc=75.07%, top5-acc=92.93%, remaining_time=0:00:00.887480, arrival_time=2021-04-15 03:16:05.011868, cost_time=0:00:02.662428 2021-04-15 03:16:04,901 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.06ms, fps=2986 images/s, loss=1.0468, top1-acc=74.90%, top5-acc=92.67%, remaining_time=0:00:00, arrival_time=2021-04-15 03:16:04.901597, cost_time=0:00:03.439667 2021-04-15 03:16:05,229 INFO : Epoch=0193 complete, best val top1-acc=75.35%, top5-acc=92.62% (epoch=186), remaining_time=0:05:21.199550, arrival_time=2021-04-15 03:21:26.429322, cost_time=2:27:35.930533 2021-04-15 03:16:05,231 INFO : Train start, epoch=0194, lr=0.000302 2021-04-15 03:16:07,550 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.51ms, fps=1104 images/s, loss=0.0098, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:43.130610, arrival_time=2021-04-15 03:16:50.680790, cost_time=0:00:02.318849 2021-04-15 03:16:09,680 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.0095, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:39.148912, arrival_time=2021-04-15 03:16:48.828890, cost_time=0:00:04.448732 2021-04-15 03:16:11,808 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.0091, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:36.395334, arrival_time=2021-04-15 03:16:48.204051, cost_time=0:00:06.577462 2021-04-15 03:16:13,945 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.41ms, fps=1198 images/s, loss=0.0092, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:33.986472, arrival_time=2021-04-15 03:16:47.932228, cost_time=0:00:08.714492 2021-04-15 03:16:16,076 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.0092, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:31.666962, arrival_time=2021-04-15 03:16:47.743077, cost_time=0:00:10.844867 2021-04-15 03:16:18,205 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.49ms, fps=1203 images/s, loss=0.0091, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.408504, arrival_time=2021-04-15 03:16:47.614068, cost_time=0:00:12.974313 2021-04-15 03:16:20,334 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.33ms, fps=1203 images/s, loss=0.0091, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.186516, arrival_time=2021-04-15 03:16:47.521310, cost_time=0:00:15.103631 2021-04-15 03:16:22,465 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.0090, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.988952, arrival_time=2021-04-15 03:16:47.453955, cost_time=0:00:17.233744 2021-04-15 03:16:24,594 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.77ms, fps=1202 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.805900, arrival_time=2021-04-15 03:16:47.400657, cost_time=0:00:19.363506 2021-04-15 03:16:26,722 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.631744, arrival_time=2021-04-15 03:16:47.354270, cost_time=0:00:21.491350 2021-04-15 03:16:28,854 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.469274, arrival_time=2021-04-15 03:16:47.323994, cost_time=0:00:23.623491 2021-04-15 03:16:30,982 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.309372, arrival_time=2021-04-15 03:16:47.292198, cost_time=0:00:25.751629 2021-04-15 03:16:33,114 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.48ms, fps=1201 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.156010, arrival_time=2021-04-15 03:16:47.270281, cost_time=0:00:27.883107 2021-04-15 03:16:35,246 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.005896, arrival_time=2021-04-15 03:16:47.251836, cost_time=0:00:30.014693 2021-04-15 03:16:37,377 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.858260, arrival_time=2021-04-15 03:16:47.235899, cost_time=0:00:32.146467 2021-04-15 03:16:39,508 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.712352, arrival_time=2021-04-15 03:16:47.220667, cost_time=0:00:34.277144 2021-04-15 03:16:41,645 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.31ms, fps=1198 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.569200, arrival_time=2021-04-15 03:16:47.214479, cost_time=0:00:36.414020 2021-04-15 03:16:43,774 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.37ms, fps=1203 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.426048, arrival_time=2021-04-15 03:16:47.200248, cost_time=0:00:38.543022 2021-04-15 03:16:45,904 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.20ms, fps=1202 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.284420, arrival_time=2021-04-15 03:16:47.188980, cost_time=0:00:40.673391 2021-04-15 03:16:47,060 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.44ms, fps=1177 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:16:47.060460, cost_time=0:00:41.829296 2021-04-15 03:16:48,039 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=0.22ms, fps=2621 images/s, loss=1.0807, top1-acc=74.45%, top5-acc=91.60%, remaining_time=0:00:02.930610, arrival_time=2021-04-15 03:16:50.969867, cost_time=0:00:00.976867 2021-04-15 03:16:48,890 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.17ms, fps=3010 images/s, loss=1.0550, top1-acc=74.61%, top5-acc=92.17%, remaining_time=0:00:01.827660, arrival_time=2021-04-15 03:16:50.717775, cost_time=0:00:01.827660 2021-04-15 03:16:49,743 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.31ms, fps=3003 images/s, loss=1.0254, top1-acc=75.07%, top5-acc=92.38%, remaining_time=0:00:00.893540, arrival_time=2021-04-15 03:16:50.636562, cost_time=0:00:02.680623 2021-04-15 03:16:50,523 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.08ms, fps=2976 images/s, loss=1.0332, top1-acc=75.10%, top5-acc=92.45%, remaining_time=0:00:00, arrival_time=2021-04-15 03:16:50.523019, cost_time=0:00:03.460649 2021-04-15 03:16:50,864 INFO : Epoch=0194 complete, best val top1-acc=75.35%, top5-acc=92.62% (epoch=186), remaining_time=0:04:35.306130, arrival_time=2021-04-15 03:21:26.170265, cost_time=2:28:21.564893 2021-04-15 03:16:50,865 INFO : Train start, epoch=0195, lr=0.000222 2021-04-15 03:16:53,165 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.55ms, fps=1113 images/s, loss=0.0097, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.774048, arrival_time=2021-04-15 03:17:35.939306, cost_time=0:00:02.299683 2021-04-15 03:16:55,302 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.33ms, fps=1198 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.043488, arrival_time=2021-04-15 03:17:34.345908, cost_time=0:00:04.436767 2021-04-15 03:16:57,438 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.370268, arrival_time=2021-04-15 03:17:33.808936, cost_time=0:00:06.572932 2021-04-15 03:16:59,574 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.77ms, fps=1199 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:33.963228, arrival_time=2021-04-15 03:17:33.537427, cost_time=0:00:08.708521 2021-04-15 03:17:01,708 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.661122, arrival_time=2021-04-15 03:17:33.369679, cost_time=0:00:10.842855 2021-04-15 03:17:03,842 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.47ms, fps=1200 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.414080, arrival_time=2021-04-15 03:17:33.256493, cost_time=0:00:12.976818 2021-04-15 03:17:05,975 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=3.40ms, fps=1201 images/s, loss=0.0087, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.196974, arrival_time=2021-04-15 03:17:33.172068, cost_time=0:00:15.109438 2021-04-15 03:17:08,107 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.49ms, fps=1201 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.001016, arrival_time=2021-04-15 03:17:33.108740, cost_time=0:00:17.242071 2021-04-15 03:17:10,235 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.813850, arrival_time=2021-04-15 03:17:33.049713, cost_time=0:00:19.370292 2021-04-15 03:17:12,368 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.643072, arrival_time=2021-04-15 03:17:33.011945, cost_time=0:00:21.503189 2021-04-15 03:17:14,501 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.478906, arrival_time=2021-04-15 03:17:32.980294, cost_time=0:00:23.635820 2021-04-15 03:17:16,639 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.84ms, fps=1197 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.323584, arrival_time=2021-04-15 03:17:32.963360, cost_time=0:00:25.774123 2021-04-15 03:17:18,776 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.55ms, fps=1198 images/s, loss=0.0090, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.170332, arrival_time=2021-04-15 03:17:32.947218, cost_time=0:00:27.911309 2021-04-15 03:17:20,907 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.31ms, fps=1202 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.016592, arrival_time=2021-04-15 03:17:32.923631, cost_time=0:00:30.041473 2021-04-15 03:17:23,042 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.47ms, fps=1199 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.867690, arrival_time=2021-04-15 03:17:32.910559, cost_time=0:00:32.177199 2021-04-15 03:17:25,183 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.76ms, fps=1196 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.721460, arrival_time=2021-04-15 03:17:32.904598, cost_time=0:00:34.317573 2021-04-15 03:17:27,322 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.55ms, fps=1197 images/s, loss=0.0090, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.575752, arrival_time=2021-04-15 03:17:32.898163, cost_time=0:00:36.456817 2021-04-15 03:17:29,452 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.0090, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.429952, arrival_time=2021-04-15 03:17:32.882400, cost_time=0:00:38.586875 2021-04-15 03:17:31,584 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.25ms, fps=1201 images/s, loss=0.0090, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.285872, arrival_time=2021-04-15 03:17:32.870740, cost_time=0:00:40.719301 2021-04-15 03:17:32,740 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.17ms, fps=1177 images/s, loss=0.0091, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:17:32.740621, cost_time=0:00:41.874981 2021-04-15 03:17:33,708 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=0.32ms, fps=2651 images/s, loss=1.0168, top1-acc=74.45%, top5-acc=93.12%, remaining_time=0:00:02.897430, arrival_time=2021-04-15 03:17:36.605642, cost_time=0:00:00.965810 2021-04-15 03:17:34,560 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.57ms, fps=3006 images/s, loss=1.0114, top1-acc=75.29%, top5-acc=92.99%, remaining_time=0:00:01.818060, arrival_time=2021-04-15 03:17:36.378500, cost_time=0:00:01.818051 2021-04-15 03:17:35,411 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.31ms, fps=3010 images/s, loss=1.0250, top1-acc=74.87%, top5-acc=92.88%, remaining_time=0:00:00.889620, arrival_time=2021-04-15 03:17:36.300845, cost_time=0:00:02.668856 2021-04-15 03:17:36,192 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.07ms, fps=2972 images/s, loss=1.0307, top1-acc=74.77%, top5-acc=92.83%, remaining_time=0:00:00, arrival_time=2021-04-15 03:17:36.192115, cost_time=0:00:03.449766 2021-04-15 03:17:36,541 INFO : Epoch=0195 complete, best val top1-acc=75.35%, top5-acc=92.62% (epoch=186), remaining_time=0:03:49.416455, arrival_time=2021-04-15 03:21:25.957531, cost_time=2:29:07.241697 2021-04-15 03:17:36,543 INFO : Train start, epoch=0196, lr=0.000154 2021-04-15 03:17:38,839 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=1.32ms, fps=1115 images/s, loss=0.0087, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.702996, arrival_time=2021-04-15 03:18:21.542175, cost_time=0:00:02.295858 2021-04-15 03:17:40,972 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.0086, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:38.972032, arrival_time=2021-04-15 03:18:19.944018, cost_time=0:00:04.428644 2021-04-15 03:17:43,100 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.32ms, fps=1203 images/s, loss=0.0086, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.282952, arrival_time=2021-04-15 03:18:19.383535, cost_time=0:00:06.557154 2021-04-15 03:17:45,230 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.45ms, fps=1202 images/s, loss=0.0086, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:33.879300, arrival_time=2021-04-15 03:18:19.109647, cost_time=0:00:08.687018 2021-04-15 03:17:47,361 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.0086, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:31.590166, arrival_time=2021-04-15 03:18:18.952040, cost_time=0:00:10.818542 2021-04-15 03:17:49,489 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.44ms, fps=1203 images/s, loss=0.0086, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.345672, arrival_time=2021-04-15 03:18:18.835617, cost_time=0:00:12.946617 2021-04-15 03:17:51,619 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.0086, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:27.137376, arrival_time=2021-04-15 03:18:18.757142, cost_time=0:00:15.076353 2021-04-15 03:17:53,751 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0087, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.951252, arrival_time=2021-04-15 03:18:18.702330, cost_time=0:00:17.207734 2021-04-15 03:17:55,881 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.0087, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.775584, arrival_time=2021-04-15 03:18:18.656711, cost_time=0:00:19.337802 2021-04-15 03:17:58,011 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.0087, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.609184, arrival_time=2021-04-15 03:18:18.620556, cost_time=0:00:21.467920 2021-04-15 03:18:00,144 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.73ms, fps=1200 images/s, loss=0.0087, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.451816, arrival_time=2021-04-15 03:18:18.596332, cost_time=0:00:23.601177 2021-04-15 03:18:02,273 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.0087, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.295616, arrival_time=2021-04-15 03:18:18.568995, cost_time=0:00:25.729941 2021-04-15 03:18:04,405 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.29ms, fps=1201 images/s, loss=0.0086, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.145582, arrival_time=2021-04-15 03:18:18.551426, cost_time=0:00:27.862464 2021-04-15 03:18:06,544 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.34ms, fps=1197 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.000408, arrival_time=2021-04-15 03:18:18.544752, cost_time=0:00:30.001020 2021-04-15 03:18:08,673 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.28ms, fps=1203 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.853154, arrival_time=2021-04-15 03:18:18.526368, cost_time=0:00:32.129888 2021-04-15 03:18:10,805 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.708932, arrival_time=2021-04-15 03:18:18.514152, cost_time=0:00:34.261893 2021-04-15 03:18:12,936 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.565950, arrival_time=2021-04-15 03:18:18.502022, cost_time=0:00:36.392741 2021-04-15 03:18:15,072 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=2.39ms, fps=1199 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.424800, arrival_time=2021-04-15 03:18:18.497127, cost_time=0:00:38.528933 2021-04-15 03:18:17,203 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.17ms, fps=1201 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.284012, arrival_time=2021-04-15 03:18:18.487739, cost_time=0:00:40.660381 2021-04-15 03:18:18,362 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.20ms, fps=1174 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:18:18.362538, cost_time=0:00:41.819224 2021-04-15 03:18:19,352 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=1.37ms, fps=2590 images/s, loss=0.9794, top1-acc=75.78%, top5-acc=93.01%, remaining_time=0:00:02.965320, arrival_time=2021-04-15 03:18:22.317983, cost_time=0:00:00.988440 2021-04-15 03:18:20,204 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.38ms, fps=3007 images/s, loss=1.0184, top1-acc=74.90%, top5-acc=93.05%, remaining_time=0:00:01.840240, arrival_time=2021-04-15 03:18:22.044692, cost_time=0:00:01.840248 2021-04-15 03:18:21,054 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.28ms, fps=3013 images/s, loss=1.0323, top1-acc=74.80%, top5-acc=92.72%, remaining_time=0:00:00.896770, arrival_time=2021-04-15 03:18:21.951288, cost_time=0:00:02.690319 2021-04-15 03:18:21,831 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.06ms, fps=2986 images/s, loss=1.0129, top1-acc=74.88%, top5-acc=92.91%, remaining_time=0:00:00, arrival_time=2021-04-15 03:18:21.831679, cost_time=0:00:03.467506 2021-04-15 03:18:22,192 INFO : Epoch=0196 complete, best val top1-acc=75.35%, top5-acc=92.62% (epoch=186), remaining_time=0:03:03.528428, arrival_time=2021-04-15 03:21:25.720608, cost_time=2:29:52.892935 2021-04-15 03:18:22,193 INFO : Train start, epoch=0197, lr=0.000099 2021-04-15 03:18:24,519 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=2.01ms, fps=1101 images/s, loss=0.0091, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.257090, arrival_time=2021-04-15 03:19:07.776365, cost_time=0:00:02.325646 2021-04-15 03:18:26,648 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.43ms, fps=1203 images/s, loss=0.0090, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:39.203472, arrival_time=2021-04-15 03:19:05.852026, cost_time=0:00:04.454933 2021-04-15 03:18:28,775 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.32ms, fps=1204 images/s, loss=0.0088, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.417910, arrival_time=2021-04-15 03:19:05.193054, cost_time=0:00:06.581540 2021-04-15 03:18:30,903 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.31ms, fps=1203 images/s, loss=0.0090, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:33.968532, arrival_time=2021-04-15 03:19:04.872020, cost_time=0:00:08.709870 2021-04-15 03:18:33,037 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.664334, arrival_time=2021-04-15 03:19:04.701919, cost_time=0:00:10.843971 2021-04-15 03:18:35,167 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.30ms, fps=1202 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.408368, arrival_time=2021-04-15 03:19:04.576262, cost_time=0:00:12.974288 2021-04-15 03:18:37,300 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.80ms, fps=1201 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.191808, arrival_time=2021-04-15 03:19:04.491956, cost_time=0:00:15.106557 2021-04-15 03:18:39,429 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.992664, arrival_time=2021-04-15 03:19:04.422542, cost_time=0:00:17.236326 2021-04-15 03:18:41,561 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.62ms, fps=1201 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.811094, arrival_time=2021-04-15 03:19:04.372661, cost_time=0:00:19.367953 2021-04-15 03:18:43,695 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.0090, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.641920, arrival_time=2021-04-15 03:19:04.337448, cost_time=0:00:21.501994 2021-04-15 03:18:45,830 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=2.13ms, fps=1199 images/s, loss=0.0089, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.479938, arrival_time=2021-04-15 03:19:04.310699, cost_time=0:00:23.637117 2021-04-15 03:18:47,968 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.323888, arrival_time=2021-04-15 03:19:04.292111, cost_time=0:00:25.774611 2021-04-15 03:18:50,102 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.44ms, fps=1200 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.169078, arrival_time=2021-04-15 03:19:04.271494, cost_time=0:00:27.908802 2021-04-15 03:18:52,242 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.36ms, fps=1197 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.019392, arrival_time=2021-04-15 03:19:04.261435, cost_time=0:00:30.048435 2021-04-15 03:18:54,380 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.34ms, fps=1198 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.870588, arrival_time=2021-04-15 03:19:04.250937, cost_time=0:00:32.186732 2021-04-15 03:18:56,513 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.65ms, fps=1200 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.721964, arrival_time=2021-04-15 03:19:04.235437, cost_time=0:00:34.319856 2021-04-15 03:18:58,645 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.574998, arrival_time=2021-04-15 03:19:04.220492, cost_time=0:00:36.451831 2021-04-15 03:19:00,779 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.39ms, fps=1200 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.429824, arrival_time=2021-04-15 03:19:04.208837, cost_time=0:00:38.585452 2021-04-15 03:19:02,913 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.28ms, fps=1200 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.285878, arrival_time=2021-04-15 03:19:04.198988, cost_time=0:00:40.719470 2021-04-15 03:19:04,068 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.22ms, fps=1178 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:19:04.068233, cost_time=0:00:41.874705 2021-04-15 03:19:05,076 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=0.21ms, fps=2545 images/s, loss=1.0157, top1-acc=75.62%, top5-acc=93.12%, remaining_time=0:00:03.017850, arrival_time=2021-04-15 03:19:08.094052, cost_time=0:00:01.005948 2021-04-15 03:19:05,927 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.28ms, fps=3009 images/s, loss=1.0151, top1-acc=75.72%, top5-acc=93.03%, remaining_time=0:00:01.857240, arrival_time=2021-04-15 03:19:07.784701, cost_time=0:00:01.857230 2021-04-15 03:19:06,777 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.30ms, fps=3012 images/s, loss=1.0182, top1-acc=75.33%, top5-acc=92.84%, remaining_time=0:00:00.902460, arrival_time=2021-04-15 03:19:07.680079, cost_time=0:00:02.707374 2021-04-15 03:19:07,558 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.06ms, fps=2974 images/s, loss=1.0219, top1-acc=75.28%, top5-acc=92.71%, remaining_time=0:00:00, arrival_time=2021-04-15 03:19:07.558013, cost_time=0:00:03.487716 2021-04-15 03:19:07,945 INFO : Epoch=0197 complete, best val top1-acc=75.35%, top5-acc=92.62% (epoch=186), remaining_time=0:02:17.644356, arrival_time=2021-04-15 03:21:25.589606, cost_time=2:30:38.646008 2021-04-15 03:19:07,946 INFO : Train start, epoch=0198, lr=0.000056 2021-04-15 03:19:10,273 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.34ms, fps=1100 images/s, loss=0.0086, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.269180, arrival_time=2021-04-15 03:19:53.542508, cost_time=0:00:02.326302 2021-04-15 03:19:12,416 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.31ms, fps=1195 images/s, loss=0.0087, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.330368, arrival_time=2021-04-15 03:19:51.746676, cost_time=0:00:04.469358 2021-04-15 03:19:14,548 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.0088, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.525312, arrival_time=2021-04-15 03:19:51.073215, cost_time=0:00:06.600946 2021-04-15 03:19:16,680 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.0086, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:34.058700, arrival_time=2021-04-15 03:19:50.738646, cost_time=0:00:08.732985 2021-04-15 03:19:18,821 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.33ms, fps=1196 images/s, loss=0.0087, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:31.752956, arrival_time=2021-04-15 03:19:50.574208, cost_time=0:00:10.874287 2021-04-15 03:19:20,953 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.55ms, fps=1201 images/s, loss=0.0087, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.481808, arrival_time=2021-04-15 03:19:50.435459, cost_time=0:00:13.006689 2021-04-15 03:19:23,085 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.249264, arrival_time=2021-04-15 03:19:50.334747, cost_time=0:00:15.138482 2021-04-15 03:19:25,221 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.32ms, fps=1199 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.047648, arrival_time=2021-04-15 03:19:50.268817, cost_time=0:00:17.274275 2021-04-15 03:19:27,354 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.53ms, fps=1200 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.858052, arrival_time=2021-04-15 03:19:50.212794, cost_time=0:00:19.407809 2021-04-15 03:19:29,486 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.678400, arrival_time=2021-04-15 03:19:50.165280, cost_time=0:00:21.539983 2021-04-15 03:19:31,620 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.508318, arrival_time=2021-04-15 03:19:50.128763, cost_time=0:00:23.673428 2021-04-15 03:19:33,767 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=2.37ms, fps=1193 images/s, loss=0.0087, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.353072, arrival_time=2021-04-15 03:19:50.120693, cost_time=0:00:25.820667 2021-04-15 03:19:35,903 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.0087, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.193168, arrival_time=2021-04-15 03:19:50.096319, cost_time=0:00:27.956193 2021-04-15 03:19:38,037 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.36ms, fps=1200 images/s, loss=0.0087, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.036304, arrival_time=2021-04-15 03:19:50.074146, cost_time=0:00:30.090802 2021-04-15 03:19:40,175 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.71ms, fps=1198 images/s, loss=0.0087, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.883422, arrival_time=2021-04-15 03:19:50.058923, cost_time=0:00:32.228609 2021-04-15 03:19:42,310 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.731684, arrival_time=2021-04-15 03:19:50.041715, cost_time=0:00:34.363078 2021-04-15 03:19:44,441 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.49ms, fps=1202 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.581446, arrival_time=2021-04-15 03:19:50.022429, cost_time=0:00:36.494021 2021-04-15 03:19:46,570 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.81ms, fps=1202 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.433248, arrival_time=2021-04-15 03:19:50.004163, cost_time=0:00:38.624000 2021-04-15 03:19:48,705 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.24ms, fps=1200 images/s, loss=0.0087, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.287102, arrival_time=2021-04-15 03:19:49.992232, cost_time=0:00:40.758242 2021-04-15 03:19:49,860 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.18ms, fps=1177 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:19:49.860704, cost_time=0:00:41.913850 2021-04-15 03:19:50,834 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=1.41ms, fps=2635 images/s, loss=1.0109, top1-acc=75.35%, top5-acc=92.81%, remaining_time=0:00:02.915010, arrival_time=2021-04-15 03:19:53.749142, cost_time=0:00:00.971669 2021-04-15 03:19:51,684 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.30ms, fps=3012 images/s, loss=0.9896, top1-acc=75.72%, top5-acc=92.89%, remaining_time=0:00:01.822180, arrival_time=2021-04-15 03:19:53.506779, cost_time=0:00:01.822187 2021-04-15 03:19:52,535 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.41ms, fps=3008 images/s, loss=1.0200, top1-acc=74.88%, top5-acc=92.71%, remaining_time=0:00:00.891180, arrival_time=2021-04-15 03:19:53.427109, cost_time=0:00:02.673548 2021-04-15 03:19:53,314 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.08ms, fps=2981 images/s, loss=1.0387, top1-acc=74.94%, top5-acc=92.81%, remaining_time=0:00:00, arrival_time=2021-04-15 03:19:53.314507, cost_time=0:00:03.452148 2021-04-15 03:19:53,663 INFO : Epoch=0198 complete, best val top1-acc=75.35%, top5-acc=92.62% (epoch=186), remaining_time=0:01:31.761260, arrival_time=2021-04-15 03:21:25.425172, cost_time=2:31:24.364667 2021-04-15 03:19:53,665 INFO : Train start, epoch=0199, lr=0.000025 2021-04-15 03:19:55,975 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.30ms, fps=1108 images/s, loss=0.0096, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.956514, arrival_time=2021-04-15 03:20:38.931442, cost_time=0:00:02.309487 2021-04-15 03:19:58,105 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.52ms, fps=1202 images/s, loss=0.0091, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.069184, arrival_time=2021-04-15 03:20:37.174222, cost_time=0:00:04.439683 2021-04-15 03:20:00,242 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=2.18ms, fps=1198 images/s, loss=0.0090, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.394670, arrival_time=2021-04-15 03:20:36.637413, cost_time=0:00:06.577340 2021-04-15 03:20:02,373 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:33.961980, arrival_time=2021-04-15 03:20:36.335570, cost_time=0:00:08.708214 2021-04-15 03:20:04,502 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.32ms, fps=1203 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.644478, arrival_time=2021-04-15 03:20:36.146999, cost_time=0:00:10.837174 2021-04-15 03:20:06,639 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.75ms, fps=1198 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.408096, arrival_time=2021-04-15 03:20:36.047637, cost_time=0:00:12.974140 2021-04-15 03:20:08,771 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.46ms, fps=1201 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.190044, arrival_time=2021-04-15 03:20:35.961013, cost_time=0:00:15.105598 2021-04-15 03:20:10,903 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.45ms, fps=1201 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.994868, arrival_time=2021-04-15 03:20:35.898041, cost_time=0:00:17.237821 2021-04-15 03:20:13,037 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.35ms, fps=1200 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.815758, arrival_time=2021-04-15 03:20:35.852988, cost_time=0:00:19.371900 2021-04-15 03:20:15,173 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.33ms, fps=1198 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.648064, arrival_time=2021-04-15 03:20:35.821907, cost_time=0:00:21.508431 2021-04-15 03:20:17,304 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.50ms, fps=1202 images/s, loss=0.0090, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.481314, arrival_time=2021-04-15 03:20:35.785554, cost_time=0:00:23.638862 2021-04-15 03:20:19,431 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.50ms, fps=1204 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.318720, arrival_time=2021-04-15 03:20:35.750439, cost_time=0:00:25.766368 2021-04-15 03:20:21,561 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.0090, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.162808, arrival_time=2021-04-15 03:20:35.724642, cost_time=0:00:27.896483 2021-04-15 03:20:23,692 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.010992, arrival_time=2021-04-15 03:20:35.703760, cost_time=0:00:30.027424 2021-04-15 03:20:25,824 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.73ms, fps=1201 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.862170, arrival_time=2021-04-15 03:20:35.686899, cost_time=0:00:32.159288 2021-04-15 03:20:27,955 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.63ms, fps=1202 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.715376, arrival_time=2021-04-15 03:20:35.671234, cost_time=0:00:34.290503 2021-04-15 03:20:30,086 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.54ms, fps=1202 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.570266, arrival_time=2021-04-15 03:20:35.656654, cost_time=0:00:36.421036 2021-04-15 03:20:32,219 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.427024, arrival_time=2021-04-15 03:20:35.646448, cost_time=0:00:38.554085 2021-04-15 03:20:34,354 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.29ms, fps=1199 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.284918, arrival_time=2021-04-15 03:20:35.639527, cost_time=0:00:40.689120 2021-04-15 03:20:35,510 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.28ms, fps=1177 images/s, loss=0.0090, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:20:35.510358, cost_time=0:00:41.845013 2021-04-15 03:20:36,533 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=0.20ms, fps=2506 images/s, loss=0.9976, top1-acc=75.66%, top5-acc=93.28%, remaining_time=0:00:03.065100, arrival_time=2021-04-15 03:20:39.599004, cost_time=0:00:01.021697 2021-04-15 03:20:37,386 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.32ms, fps=3003 images/s, loss=1.0210, top1-acc=75.35%, top5-acc=93.01%, remaining_time=0:00:01.874620, arrival_time=2021-04-15 03:20:39.261466, cost_time=0:00:01.874626 2021-04-15 03:20:38,239 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.50ms, fps=3004 images/s, loss=1.0165, top1-acc=75.13%, top5-acc=92.76%, remaining_time=0:00:00.909050, arrival_time=2021-04-15 03:20:39.148394, cost_time=0:00:02.727149 2021-04-15 03:20:39,017 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.06ms, fps=2984 images/s, loss=1.0347, top1-acc=74.82%, top5-acc=92.70%, remaining_time=0:00:00, arrival_time=2021-04-15 03:20:39.017073, cost_time=0:00:03.504915 2021-04-15 03:20:39,312 INFO : Epoch=0199 complete, best val top1-acc=75.35%, top5-acc=92.62% (epoch=186), remaining_time=0:00:45.879463, arrival_time=2021-04-15 03:21:25.191919, cost_time=2:32:10.013212 2021-04-15 03:20:39,313 INFO : Train start, epoch=0200, lr=0.000006 2021-04-15 03:20:41,607 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.89ms, fps=1116 images/s, loss=0.0086, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:42.661890, arrival_time=2021-04-15 03:21:24.269473, cost_time=0:00:02.293654 2021-04-15 03:20:43,736 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.33ms, fps=1203 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:38.919408, arrival_time=2021-04-15 03:21:22.655974, cost_time=0:00:04.422655 2021-04-15 03:20:45,868 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.31ms, fps=1201 images/s, loss=0.0087, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.270668, arrival_time=2021-04-15 03:21:22.139499, cost_time=0:00:06.554930 2021-04-15 03:20:48,000 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.0085, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:33.879144, arrival_time=2021-04-15 03:21:21.880009, cost_time=0:00:08.686956 2021-04-15 03:20:50,133 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.52ms, fps=1201 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:31.592356, arrival_time=2021-04-15 03:21:21.725568, cost_time=0:00:10.819299 2021-04-15 03:20:52,272 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.90ms, fps=1197 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.373144, arrival_time=2021-04-15 03:21:21.645784, cost_time=0:00:12.958718 2021-04-15 03:20:54,407 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.55ms, fps=1199 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.168876, arrival_time=2021-04-15 03:21:21.576598, cost_time=0:00:15.093800 2021-04-15 03:20:56,542 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.0087, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.980716, arrival_time=2021-04-15 03:21:21.522728, cost_time=0:00:17.228114 2021-04-15 03:20:58,673 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.52ms, fps=1202 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.800600, arrival_time=2021-04-15 03:21:21.473586, cost_time=0:00:19.359000 2021-04-15 03:21:00,802 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.0087, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.629344, arrival_time=2021-04-15 03:21:21.432236, cost_time=0:00:21.488904 2021-04-15 03:21:02,935 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.30ms, fps=1201 images/s, loss=0.0087, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.467812, arrival_time=2021-04-15 03:21:21.403243, cost_time=0:00:23.621590 2021-04-15 03:21:05,065 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.0087, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.309372, arrival_time=2021-04-15 03:21:21.374955, cost_time=0:00:25.751676 2021-04-15 03:21:07,199 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.57ms, fps=1200 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.157396, arrival_time=2021-04-15 03:21:21.357105, cost_time=0:00:27.885796 2021-04-15 03:21:09,336 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.48ms, fps=1198 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.009256, arrival_time=2021-04-15 03:21:21.346160, cost_time=0:00:30.023095 2021-04-15 03:21:11,468 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.860836, arrival_time=2021-04-15 03:21:21.329653, cost_time=0:00:32.154905 2021-04-15 03:21:13,606 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.41ms, fps=1198 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.715772, arrival_time=2021-04-15 03:21:21.321977, cost_time=0:00:34.292387 2021-04-15 03:21:15,746 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.30ms, fps=1196 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.572060, arrival_time=2021-04-15 03:21:21.318717, cost_time=0:00:36.432751 2021-04-15 03:21:17,876 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.427824, arrival_time=2021-04-15 03:21:21.304611, cost_time=0:00:38.562972 2021-04-15 03:21:20,011 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.22ms, fps=1200 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.285182, arrival_time=2021-04-15 03:21:21.296412, cost_time=0:00:40.697341 2021-04-15 03:21:21,167 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.24ms, fps=1177 images/s, loss=0.0089, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:21:21.167641, cost_time=0:00:41.853823 2021-04-15 03:21:22,130 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=1.26ms, fps=2665 images/s, loss=0.9842, top1-acc=76.17%, top5-acc=92.73%, remaining_time=0:00:02.882310, arrival_time=2021-04-15 03:21:25.012681, cost_time=0:00:00.960766 2021-04-15 03:21:22,982 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.55ms, fps=3005 images/s, loss=1.0165, top1-acc=75.51%, top5-acc=92.54%, remaining_time=0:00:01.813100, arrival_time=2021-04-15 03:21:24.795764, cost_time=0:00:01.813104 2021-04-15 03:21:23,834 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.34ms, fps=3007 images/s, loss=1.0164, top1-acc=75.53%, top5-acc=92.80%, remaining_time=0:00:00.888300, arrival_time=2021-04-15 03:21:24.722743, cost_time=0:00:02.664891 2021-04-15 03:21:24,612 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.07ms, fps=2983 images/s, loss=1.0131, top1-acc=75.31%, top5-acc=92.79%, remaining_time=0:00:00, arrival_time=2021-04-15 03:21:24.612565, cost_time=0:00:03.443021 2021-04-15 03:21:24,935 INFO : Epoch=0200 complete, best val top1-acc=75.35%, top5-acc=92.62% (epoch=186), remaining_time=0:00:00, arrival_time=2021-04-15 03:21:24.935240, cost_time=2:32:55.635983