2021-04-10 02:10:02,487 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 2021-04-10 02:10:02,495 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('data', ConfigTree([('type_', 'cifar100'), ('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_resnet56'), ('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://127.0.0.1:60901', 'modifications': ['model.name=cifar100_resnet56'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/resnet56'), 'world_size': 1} 2021-04-10 02:10:02,656 INFO : Model details: n_params=0.86M, flops=125.75M. 2021-04-10 02:10:08,567 INFO : Train start, epoch=0001, lr=0.100000 2021-04-10 02:10:11,451 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.92ms, fps=888 images/s, loss=4.8566, top1-acc=1.21%, top5-acc=5.66%, remaining_time=0:00:53.643144, arrival_time=2021-04-10 02:11:05.094778, cost_time=0:00:02.884040 2021-04-10 02:10:13,309 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=2.04ms, fps=1379 images/s, loss=4.7348, top1-acc=1.70%, top5-acc=6.95%, remaining_time=0:00:41.728368, arrival_time=2021-04-10 02:10:55.037750, cost_time=0:00:04.741859 2021-04-10 02:10:15,165 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.54ms, fps=1380 images/s, loss=4.6452, top1-acc=1.87%, top5-acc=8.11%, remaining_time=0:00:36.509044, arrival_time=2021-04-10 02:10:51.674535, cost_time=0:00:06.598005 2021-04-10 02:10:17,030 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.55ms, fps=1373 images/s, loss=4.5850, top1-acc=2.04%, top5-acc=9.19%, remaining_time=0:00:33.006012, arrival_time=2021-04-10 02:10:50.036460, cost_time=0:00:08.463063 2021-04-10 02:10:18,893 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.43ms, fps=1374 images/s, loss=4.5385, top1-acc=2.27%, top5-acc=10.23%, remaining_time=0:00:30.152358, arrival_time=2021-04-10 02:10:49.045961, cost_time=0:00:10.326156 2021-04-10 02:10:20,756 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=2.02ms, fps=1374 images/s, loss=4.4965, top1-acc=2.48%, top5-acc=11.01%, remaining_time=0:00:27.629216, arrival_time=2021-04-10 02:10:48.386019, cost_time=0:00:12.189356 2021-04-10 02:10:22,614 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.39ms, fps=1378 images/s, loss=4.4607, top1-acc=2.73%, top5-acc=11.85%, remaining_time=0:00:25.285302, arrival_time=2021-04-10 02:10:47.900090, cost_time=0:00:14.047414 2021-04-10 02:10:24,495 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=2.64ms, fps=1361 images/s, loss=4.4209, top1-acc=2.98%, top5-acc=12.84%, remaining_time=0:00:23.095716, arrival_time=2021-04-10 02:10:47.591478, cost_time=0:00:15.928114 2021-04-10 02:10:26,363 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.71ms, fps=1371 images/s, loss=4.3965, top1-acc=3.17%, top5-acc=13.36%, remaining_time=0:00:20.959910, arrival_time=2021-04-10 02:10:47.323452, cost_time=0:00:17.796129 2021-04-10 02:10:28,221 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.54ms, fps=1378 images/s, loss=4.3646, top1-acc=3.48%, top5-acc=14.30%, remaining_time=0:00:18.867840, arrival_time=2021-04-10 02:10:47.089264, cost_time=0:00:19.653958 2021-04-10 02:10:30,076 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.59ms, fps=1381 images/s, loss=4.3394, top1-acc=3.77%, top5-acc=15.12%, remaining_time=0:00:16.815924, arrival_time=2021-04-10 02:10:46.892053, cost_time=0:00:21.508753 2021-04-10 02:10:31,930 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.84ms, fps=1381 images/s, loss=4.3117, top1-acc=4.12%, top5-acc=15.95%, remaining_time=0:00:14.796744, arrival_time=2021-04-10 02:10:46.727432, cost_time=0:00:23.363236 2021-04-10 02:10:33,801 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.54ms, fps=1369 images/s, loss=4.2852, top1-acc=4.40%, top5-acc=16.66%, remaining_time=0:00:12.810996, arrival_time=2021-04-10 02:10:46.612147, cost_time=0:00:25.233757 2021-04-10 02:10:35,651 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.45ms, fps=1384 images/s, loss=4.2606, top1-acc=4.65%, top5-acc=17.42%, remaining_time=0:00:10.833592, arrival_time=2021-04-10 02:10:46.485088, cost_time=0:00:27.084043 2021-04-10 02:10:37,500 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.64ms, fps=1385 images/s, loss=4.2363, top1-acc=4.91%, top5-acc=18.22%, remaining_time=0:00:08.872618, arrival_time=2021-04-10 02:10:46.372566, cost_time=0:00:28.932502 2021-04-10 02:10:39,350 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.92ms, fps=1384 images/s, loss=4.2132, top1-acc=5.18%, top5-acc=18.93%, remaining_time=0:00:06.926148, arrival_time=2021-04-10 02:10:46.276456, cost_time=0:00:30.782886 2021-04-10 02:10:41,213 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.49ms, fps=1375 images/s, loss=4.1916, top1-acc=5.43%, top5-acc=19.65%, remaining_time=0:00:04.992910, arrival_time=2021-04-10 02:10:46.206221, cost_time=0:00:32.645866 2021-04-10 02:10:43,067 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=2.17ms, fps=1381 images/s, loss=4.1698, top1-acc=5.70%, top5-acc=20.34%, remaining_time=0:00:03.066704, arrival_time=2021-04-10 02:10:46.134595, cost_time=0:00:34.500509 2021-04-10 02:10:44,916 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=4.1494, top1-acc=5.93%, top5-acc=20.95%, remaining_time=0:00:01.147878, arrival_time=2021-04-10 02:10:46.064740, cost_time=0:00:36.349487 2021-04-10 02:10:45,921 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.25ms, fps=1354 images/s, loss=4.1389, top1-acc=6.05%, top5-acc=21.25%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:45.921727, cost_time=0:00:37.354347 2021-04-10 02:10:46,614 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.44ms, fps=3708 images/s, loss=4.1967, top1-acc=6.64%, top5-acc=25.62%, remaining_time=0:00:02.071080, arrival_time=2021-04-10 02:10:48.685149, cost_time=0:00:00.690364 2021-04-10 02:10:46,975 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=2.41ms, fps=7104 images/s, loss=4.1857, top1-acc=6.74%, top5-acc=26.17%, remaining_time=0:00:01.051400, arrival_time=2021-04-10 02:10:48.026407, cost_time=0:00:01.051410 2021-04-10 02:10:47,341 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.83ms, fps=7004 images/s, loss=4.1591, top1-acc=6.98%, top5-acc=26.72%, remaining_time=0:00:00.472450, arrival_time=2021-04-10 02:10:47.813404, cost_time=0:00:01.417340 2021-04-10 02:10:47,689 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.08ms, fps=6672 images/s, loss=4.1377, top1-acc=7.35%, top5-acc=26.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:47.689179, cost_time=0:00:01.765602 2021-04-10 02:10:47,814 INFO : Epoch=0001 complete, best val top1-acc=7.35%, top5-acc=26.80% (epoch=1), remaining_time=2:10:10.382248, arrival_time=2021-04-10 04:20:58.196852, cost_time=0:00:39.248152 2021-04-10 02:10:47,815 INFO : Train start, epoch=0002, lr=0.099994 2021-04-10 02:10:49,833 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.40ms, fps=1269 images/s, loss=3.7984, top1-acc=10.82%, top5-acc=31.68%, remaining_time=0:00:37.513782, arrival_time=2021-04-10 02:11:27.346773, cost_time=0:00:02.016866 2021-04-10 02:10:51,679 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.47ms, fps=1387 images/s, loss=3.7500, top1-acc=11.31%, top5-acc=33.81%, remaining_time=0:00:33.993168, arrival_time=2021-04-10 02:11:25.672236, cost_time=0:00:03.862851 2021-04-10 02:10:53,546 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.99ms, fps=1371 images/s, loss=3.7176, top1-acc=11.61%, top5-acc=34.65%, remaining_time=0:00:31.708656, arrival_time=2021-04-10 02:11:25.255348, cost_time=0:00:05.730481 2021-04-10 02:10:55,420 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.35ms, fps=1367 images/s, loss=3.6975, top1-acc=11.94%, top5-acc=35.35%, remaining_time=0:00:29.655600, arrival_time=2021-04-10 02:11:25.075761, cost_time=0:00:07.603983 2021-04-10 02:10:57,262 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.42ms, fps=1390 images/s, loss=3.6812, top1-acc=12.37%, top5-acc=35.80%, remaining_time=0:00:27.583780, arrival_time=2021-04-10 02:11:24.846488, cost_time=0:00:09.446478 2021-04-10 02:10:59,117 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.52ms, fps=1381 images/s, loss=3.6648, top1-acc=12.60%, top5-acc=36.41%, remaining_time=0:00:25.615736, arrival_time=2021-04-10 02:11:24.732932, cost_time=0:00:11.301064 2021-04-10 02:11:00,972 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.84ms, fps=1381 images/s, loss=3.6549, top1-acc=12.61%, top5-acc=36.80%, remaining_time=0:00:23.680818, arrival_time=2021-04-10 02:11:24.653037, cost_time=0:00:13.155997 2021-04-10 02:11:02,822 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.86ms, fps=1384 images/s, loss=3.6406, top1-acc=12.84%, top5-acc=37.19%, remaining_time=0:00:21.759860, arrival_time=2021-04-10 02:11:24.582720, cost_time=0:00:15.006779 2021-04-10 02:11:04,678 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.76ms, fps=1380 images/s, loss=3.6265, top1-acc=13.10%, top5-acc=37.51%, remaining_time=0:00:19.859948, arrival_time=2021-04-10 02:11:24.538232, cost_time=0:00:16.862192 2021-04-10 02:11:06,540 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.91ms, fps=1375 images/s, loss=3.6144, top1-acc=13.37%, top5-acc=37.79%, remaining_time=0:00:17.975232, arrival_time=2021-04-10 02:11:24.515608, cost_time=0:00:18.724238 2021-04-10 02:11:08,393 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.42ms, fps=1382 images/s, loss=3.5994, top1-acc=13.63%, top5-acc=38.27%, remaining_time=0:00:16.087504, arrival_time=2021-04-10 02:11:24.480723, cost_time=0:00:20.577070 2021-04-10 02:11:10,294 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=2.63ms, fps=1347 images/s, loss=3.5832, top1-acc=13.90%, top5-acc=38.70%, remaining_time=0:00:14.235940, arrival_time=2021-04-10 02:11:24.529972, cost_time=0:00:22.477780 2021-04-10 02:11:12,153 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=2.27ms, fps=1378 images/s, loss=3.5667, top1-acc=14.18%, top5-acc=39.25%, remaining_time=0:00:12.355662, arrival_time=2021-04-10 02:11:24.508891, cost_time=0:00:24.336888 2021-04-10 02:11:14,012 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.91ms, fps=1377 images/s, loss=3.5532, top1-acc=14.34%, top5-acc=39.65%, remaining_time=0:00:10.478608, arrival_time=2021-04-10 02:11:24.491208, cost_time=0:00:26.196481 2021-04-10 02:11:15,861 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.84ms, fps=1385 images/s, loss=3.5385, top1-acc=14.61%, top5-acc=40.06%, remaining_time=0:00:08.600620, arrival_time=2021-04-10 02:11:24.462363, cost_time=0:00:28.045533 2021-04-10 02:11:17,710 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.54ms, fps=1385 images/s, loss=3.5257, top1-acc=14.77%, top5-acc=40.45%, remaining_time=0:00:06.726240, arrival_time=2021-04-10 02:11:24.436729, cost_time=0:00:29.894386 2021-04-10 02:11:19,567 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.92ms, fps=1379 images/s, loss=3.5148, top1-acc=15.03%, top5-acc=40.79%, remaining_time=0:00:04.856124, arrival_time=2021-04-10 02:11:24.423886, cost_time=0:00:31.751632 2021-04-10 02:11:21,424 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.48ms, fps=1379 images/s, loss=3.4999, top1-acc=15.28%, top5-acc=41.17%, remaining_time=0:00:02.987424, arrival_time=2021-04-10 02:11:24.412073, cost_time=0:00:33.608494 2021-04-10 02:11:23,282 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.48ms, fps=1379 images/s, loss=3.4848, top1-acc=15.56%, top5-acc=41.61%, remaining_time=0:00:01.119978, arrival_time=2021-04-10 02:11:24.402090, cost_time=0:00:35.465902 2021-04-10 02:11:24,310 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.83ms, fps=1323 images/s, loss=3.4753, top1-acc=15.73%, top5-acc=41.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:24.310480, cost_time=0:00:36.494309 2021-04-10 02:11:24,759 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=1.76ms, fps=5734 images/s, loss=3.6835, top1-acc=13.83%, top5-acc=39.73%, remaining_time=0:00:01.339320, arrival_time=2021-04-10 02:11:26.098793, cost_time=0:00:00.446440 2021-04-10 02:11:25,121 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=1.75ms, fps=7085 images/s, loss=3.6971, top1-acc=13.85%, top5-acc=39.43%, remaining_time=0:00:00.808220, arrival_time=2021-04-10 02:11:25.929641, cost_time=0:00:00.808227 2021-04-10 02:11:25,483 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.51ms, fps=7086 images/s, loss=3.6698, top1-acc=14.28%, top5-acc=40.23%, remaining_time=0:00:00.390130, arrival_time=2021-04-10 02:11:25.873514, cost_time=0:00:01.170386 2021-04-10 02:11:25,819 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.08ms, fps=6910 images/s, loss=3.6459, top1-acc=14.36%, top5-acc=40.41%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:25.819501, cost_time=0:00:01.506514 2021-04-10 02:11:25,957 INFO : Epoch=0002 complete, best val top1-acc=14.36%, top5-acc=40.41% (epoch=2), remaining_time=2:07:41.701476, arrival_time=2021-04-10 04:19:07.658825, cost_time=0:01:17.390923 2021-04-10 02:11:25,958 INFO : Train start, epoch=0003, lr=0.099975 2021-04-10 02:11:28,035 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.63ms, fps=1232 images/s, loss=3.1815, top1-acc=19.92%, top5-acc=49.80%, remaining_time=0:00:38.636106, arrival_time=2021-04-10 02:12:06.671861, cost_time=0:00:02.077209 2021-04-10 02:11:29,898 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=2.24ms, fps=1375 images/s, loss=3.1719, top1-acc=20.41%, top5-acc=51.04%, remaining_time=0:00:34.669536, arrival_time=2021-04-10 02:12:04.567988, cost_time=0:00:03.939727 2021-04-10 02:11:31,745 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.33ms, fps=1386 images/s, loss=3.1552, top1-acc=20.94%, top5-acc=51.11%, remaining_time=0:00:32.021732, arrival_time=2021-04-10 02:12:03.767436, cost_time=0:00:05.787059 2021-04-10 02:11:33,604 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.55ms, fps=1378 images/s, loss=3.1414, top1-acc=21.33%, top5-acc=51.54%, remaining_time=0:00:29.819868, arrival_time=2021-04-10 02:12:03.424489, cost_time=0:00:07.646110 2021-04-10 02:11:35,465 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.92ms, fps=1376 images/s, loss=3.1295, top1-acc=21.83%, top5-acc=51.80%, remaining_time=0:00:27.758688, arrival_time=2021-04-10 02:12:03.223619, cost_time=0:00:09.506383 2021-04-10 02:11:37,318 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.79ms, fps=1381 images/s, loss=3.1214, top1-acc=22.01%, top5-acc=51.97%, remaining_time=0:00:25.750240, arrival_time=2021-04-10 02:12:03.069122, cost_time=0:00:11.360394 2021-04-10 02:11:39,188 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=2.03ms, fps=1370 images/s, loss=3.1123, top1-acc=22.13%, top5-acc=52.21%, remaining_time=0:00:23.813874, arrival_time=2021-04-10 02:12:03.002286, cost_time=0:00:13.229920 2021-04-10 02:11:41,048 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.53ms, fps=1377 images/s, loss=3.1079, top1-acc=22.27%, top5-acc=52.27%, remaining_time=0:00:21.880036, arrival_time=2021-04-10 02:12:02.928287, cost_time=0:00:15.089709 2021-04-10 02:11:42,890 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.57ms, fps=1390 images/s, loss=3.0947, top1-acc=22.64%, top5-acc=52.55%, remaining_time=0:00:19.941992, arrival_time=2021-04-10 02:12:02.832427, cost_time=0:00:16.931871 2021-04-10 02:11:44,741 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.50ms, fps=1384 images/s, loss=3.0772, top1-acc=22.92%, top5-acc=53.01%, remaining_time=0:00:18.031488, arrival_time=2021-04-10 02:12:02.772817, cost_time=0:00:18.782813 2021-04-10 02:11:46,589 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.30ms, fps=1385 images/s, loss=3.0597, top1-acc=23.31%, top5-acc=53.44%, remaining_time=0:00:16.129730, arrival_time=2021-04-10 02:12:02.719212, cost_time=0:00:20.630997 2021-04-10 02:11:48,440 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.57ms, fps=1383 images/s, loss=3.0475, top1-acc=23.44%, top5-acc=53.80%, remaining_time=0:00:14.238828, arrival_time=2021-04-10 02:12:02.679684, cost_time=0:00:22.482360 2021-04-10 02:11:50,321 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=2.90ms, fps=1361 images/s, loss=3.0324, top1-acc=23.69%, top5-acc=54.23%, remaining_time=0:00:12.369060, arrival_time=2021-04-10 02:12:02.690858, cost_time=0:00:24.363249 2021-04-10 02:11:52,183 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.53ms, fps=1376 images/s, loss=3.0216, top1-acc=23.96%, top5-acc=54.47%, remaining_time=0:00:10.489976, arrival_time=2021-04-10 02:12:02.673473, cost_time=0:00:26.224953 2021-04-10 02:11:54,055 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.54ms, fps=1368 images/s, loss=3.0095, top1-acc=24.10%, top5-acc=54.78%, remaining_time=0:00:08.616260, arrival_time=2021-04-10 02:12:02.671245, cost_time=0:00:28.096431 2021-04-10 02:11:55,933 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=2.70ms, fps=1363 images/s, loss=2.9951, top1-acc=24.31%, top5-acc=55.13%, remaining_time=0:00:06.744312, arrival_time=2021-04-10 02:12:02.677586, cost_time=0:00:29.974713 2021-04-10 02:11:57,785 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.93ms, fps=1383 images/s, loss=2.9887, top1-acc=24.43%, top5-acc=55.29%, remaining_time=0:00:04.867616, arrival_time=2021-04-10 02:12:02.652897, cost_time=0:00:31.826769 2021-04-10 02:11:59,647 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=2.05ms, fps=1375 images/s, loss=2.9793, top1-acc=24.58%, top5-acc=55.56%, remaining_time=0:00:02.994560, arrival_time=2021-04-10 02:12:02.641873, cost_time=0:00:33.688821 2021-04-10 02:12:01,517 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.61ms, fps=1369 images/s, loss=2.9699, top1-acc=24.78%, top5-acc=55.89%, remaining_time=0:00:01.122918, arrival_time=2021-04-10 02:12:02.640488, cost_time=0:00:35.559024 2021-04-10 02:12:02,515 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.32ms, fps=1363 images/s, loss=2.9636, top1-acc=24.90%, top5-acc=56.03%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:02.515851, cost_time=0:00:36.557308 2021-04-10 02:12:02,990 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=5.10ms, fps=5410 images/s, loss=3.5115, top1-acc=20.04%, top5-acc=48.32%, remaining_time=0:00:01.419420, arrival_time=2021-04-10 02:12:04.410100, cost_time=0:00:00.473136 2021-04-10 02:12:03,354 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.96ms, fps=7051 images/s, loss=3.5228, top1-acc=19.53%, top5-acc=47.09%, remaining_time=0:00:00.836740, arrival_time=2021-04-10 02:12:04.191027, cost_time=0:00:00.836734 2021-04-10 02:12:03,719 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=2.72ms, fps=7029 images/s, loss=3.5148, top1-acc=19.74%, top5-acc=47.12%, remaining_time=0:00:00.400520, arrival_time=2021-04-10 02:12:04.119571, cost_time=0:00:01.201562 2021-04-10 02:12:04,052 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.08ms, fps=6959 images/s, loss=3.5203, top1-acc=19.70%, top5-acc=47.12%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:04.052806, cost_time=0:00:01.535325 2021-04-10 02:12:04,181 INFO : Epoch=0003 complete, best val top1-acc=19.70%, top5-acc=47.12% (epoch=3), remaining_time=2:06:32.032886, arrival_time=2021-04-10 04:18:36.214034, cost_time=0:01:55.614713 2021-04-10 02:12:04,182 INFO : Train start, epoch=0004, lr=0.099944 2021-04-10 02:12:06,216 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.67ms, fps=1259 images/s, loss=2.7160, top1-acc=29.49%, top5-acc=63.09%, remaining_time=0:00:37.831470, arrival_time=2021-04-10 02:12:44.047841, cost_time=0:00:02.033950 2021-04-10 02:12:08,082 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.51ms, fps=1372 images/s, loss=2.7205, top1-acc=30.06%, top5-acc=62.03%, remaining_time=0:00:34.323696, arrival_time=2021-04-10 02:12:42.406477, cost_time=0:00:03.900419 2021-04-10 02:12:09,953 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.90ms, fps=1369 images/s, loss=2.7171, top1-acc=29.90%, top5-acc=62.23%, remaining_time=0:00:31.935910, arrival_time=2021-04-10 02:12:41.889779, cost_time=0:00:05.771564 2021-04-10 02:12:11,818 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=2.19ms, fps=1373 images/s, loss=2.7047, top1-acc=29.98%, top5-acc=62.34%, remaining_time=0:00:29.781336, arrival_time=2021-04-10 02:12:41.599980, cost_time=0:00:07.636240 2021-04-10 02:12:13,667 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=2.00ms, fps=1385 images/s, loss=2.7035, top1-acc=29.95%, top5-acc=62.47%, remaining_time=0:00:27.697222, arrival_time=2021-04-10 02:12:41.364919, cost_time=0:00:09.485327 2021-04-10 02:12:15,501 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.44ms, fps=1396 images/s, loss=2.6910, top1-acc=30.18%, top5-acc=62.79%, remaining_time=0:00:25.657624, arrival_time=2021-04-10 02:12:41.159487, cost_time=0:00:11.319526 2021-04-10 02:12:17,338 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=2.85ms, fps=1395 images/s, loss=2.6837, top1-acc=30.19%, top5-acc=63.00%, remaining_time=0:00:23.680188, arrival_time=2021-04-10 02:12:41.018209, cost_time=0:00:13.155669 2021-04-10 02:12:19,191 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.62ms, fps=1382 images/s, loss=2.6764, top1-acc=30.46%, top5-acc=63.12%, remaining_time=0:00:21.762760, arrival_time=2021-04-10 02:12:40.953937, cost_time=0:00:15.008826 2021-04-10 02:12:21,019 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.86ms, fps=1400 images/s, loss=2.6688, top1-acc=30.53%, top5-acc=63.25%, remaining_time=0:00:19.830692, arrival_time=2021-04-10 02:12:40.850332, cost_time=0:00:16.837346 2021-04-10 02:12:22,855 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=3.81ms, fps=1395 images/s, loss=2.6557, top1-acc=30.84%, top5-acc=63.56%, remaining_time=0:00:17.925984, arrival_time=2021-04-10 02:12:40.781256, cost_time=0:00:18.672943 2021-04-10 02:12:24,723 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=4.43ms, fps=1370 images/s, loss=2.6497, top1-acc=30.96%, top5-acc=63.73%, remaining_time=0:00:16.059640, arrival_time=2021-04-10 02:12:40.783415, cost_time=0:00:20.541434 2021-04-10 02:12:26,574 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.51ms, fps=1384 images/s, loss=2.6451, top1-acc=31.03%, top5-acc=63.92%, remaining_time=0:00:14.181600, arrival_time=2021-04-10 02:12:40.755898, cost_time=0:00:22.391946 2021-04-10 02:12:28,442 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.35ms, fps=1371 images/s, loss=2.6391, top1-acc=31.14%, top5-acc=64.12%, remaining_time=0:00:12.316788, arrival_time=2021-04-10 02:12:40.759455, cost_time=0:00:24.260353 2021-04-10 02:12:30,328 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=2.05ms, fps=1358 images/s, loss=2.6318, top1-acc=31.30%, top5-acc=64.27%, remaining_time=0:00:10.458336, arrival_time=2021-04-10 02:12:40.786553, cost_time=0:00:26.145858 2021-04-10 02:12:32,183 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.40ms, fps=1380 images/s, loss=2.6293, top1-acc=31.31%, top5-acc=64.35%, remaining_time=0:00:08.586958, arrival_time=2021-04-10 02:12:40.770176, cost_time=0:00:28.000943 2021-04-10 02:12:34,033 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.41ms, fps=1384 images/s, loss=2.6192, top1-acc=31.54%, top5-acc=64.56%, remaining_time=0:00:06.716592, arrival_time=2021-04-10 02:12:40.750355, cost_time=0:00:29.851479 2021-04-10 02:12:35,885 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.53ms, fps=1383 images/s, loss=2.6102, top1-acc=31.75%, top5-acc=64.74%, remaining_time=0:00:04.848766, arrival_time=2021-04-10 02:12:40.734598, cost_time=0:00:31.703401 2021-04-10 02:12:37,740 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=2.27ms, fps=1381 images/s, loss=2.6051, top1-acc=31.93%, top5-acc=64.84%, remaining_time=0:00:02.982976, arrival_time=2021-04-10 02:12:40.723717, cost_time=0:00:33.558442 2021-04-10 02:12:39,600 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.21ms, fps=1377 images/s, loss=2.5983, top1-acc=32.01%, top5-acc=64.97%, remaining_time=0:00:01.118466, arrival_time=2021-04-10 02:12:40.718782, cost_time=0:00:35.418038 2021-04-10 02:12:40,622 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.70ms, fps=1331 images/s, loss=2.5934, top1-acc=32.10%, top5-acc=65.02%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:40.622705, cost_time=0:00:36.440377 2021-04-10 02:12:41,147 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=3.98ms, fps=4902 images/s, loss=2.7577, top1-acc=28.83%, top5-acc=61.64%, remaining_time=0:00:01.566750, arrival_time=2021-04-10 02:12:42.714260, cost_time=0:00:00.522250 2021-04-10 02:12:41,519 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.42ms, fps=6884 images/s, loss=2.7040, top1-acc=29.96%, top5-acc=62.60%, remaining_time=0:00:00.894620, arrival_time=2021-04-10 02:12:42.414444, cost_time=0:00:00.894613 2021-04-10 02:12:41,876 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=0.22ms, fps=7177 images/s, loss=2.6886, top1-acc=30.35%, top5-acc=62.96%, remaining_time=0:00:00.417220, arrival_time=2021-04-10 02:12:42.294104, cost_time=0:00:01.251664 2021-04-10 02:12:42,210 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.07ms, fps=6968 images/s, loss=2.7003, top1-acc=30.37%, top5-acc=63.30%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:42.210186, cost_time=0:00:01.585000 2021-04-10 02:12:42,378 INFO : Epoch=0004 complete, best val top1-acc=30.37%, top5-acc=63.30% (epoch=4), remaining_time=2:05:36.774672, arrival_time=2021-04-10 04:18:19.152812, cost_time=0:02:33.811728 2021-04-10 02:12:42,379 INFO : Train start, epoch=0005, lr=0.099901 2021-04-10 02:12:44,436 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.51ms, fps=1245 images/s, loss=2.3279, top1-acc=37.27%, top5-acc=72.19%, remaining_time=0:00:38.260572, arrival_time=2021-04-10 02:13:22.696995, cost_time=0:00:02.057016 2021-04-10 02:12:46,302 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.63ms, fps=1373 images/s, loss=2.3754, top1-acc=36.17%, top5-acc=70.08%, remaining_time=0:00:34.519232, arrival_time=2021-04-10 02:13:20.821237, cost_time=0:00:03.922645 2021-04-10 02:12:48,156 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=2.19ms, fps=1381 images/s, loss=2.3669, top1-acc=36.25%, top5-acc=69.71%, remaining_time=0:00:31.968446, arrival_time=2021-04-10 02:13:20.125167, cost_time=0:00:05.777427 2021-04-10 02:12:50,007 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.54ms, fps=1384 images/s, loss=2.3709, top1-acc=36.40%, top5-acc=69.56%, remaining_time=0:00:29.749356, arrival_time=2021-04-10 02:13:19.756846, cost_time=0:00:07.628043 2021-04-10 02:12:51,870 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.85ms, fps=1375 images/s, loss=2.3716, top1-acc=36.77%, top5-acc=69.62%, remaining_time=0:00:27.713282, arrival_time=2021-04-10 02:13:19.583429, cost_time=0:00:09.490868 2021-04-10 02:12:53,723 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.57ms, fps=1382 images/s, loss=2.3710, top1-acc=36.84%, top5-acc=69.82%, remaining_time=0:00:25.713248, arrival_time=2021-04-10 02:13:19.436620, cost_time=0:00:11.344099 2021-04-10 02:12:55,570 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.88ms, fps=1386 images/s, loss=2.3709, top1-acc=36.80%, top5-acc=69.91%, remaining_time=0:00:23.744574, arrival_time=2021-04-10 02:13:19.315380, cost_time=0:00:13.191460 2021-04-10 02:12:57,421 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.58ms, fps=1384 images/s, loss=2.3730, top1-acc=36.63%, top5-acc=69.84%, remaining_time=0:00:21.810784, arrival_time=2021-04-10 02:13:19.231992, cost_time=0:00:15.041902 2021-04-10 02:12:59,273 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.31ms, fps=1383 images/s, loss=2.3726, top1-acc=36.72%, top5-acc=69.90%, remaining_time=0:00:19.897048, arrival_time=2021-04-10 02:13:19.170028, cost_time=0:00:16.893686 2021-04-10 02:13:01,130 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.32ms, fps=1379 images/s, loss=2.3734, top1-acc=36.68%, top5-acc=69.97%, remaining_time=0:00:18.001056, arrival_time=2021-04-10 02:13:19.131423, cost_time=0:00:18.751076 2021-04-10 02:13:02,980 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.88ms, fps=1384 images/s, loss=2.3742, top1-acc=36.56%, top5-acc=69.88%, remaining_time=0:00:16.106682, arrival_time=2021-04-10 02:13:19.087546, cost_time=0:00:20.601525 2021-04-10 02:13:04,836 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.51ms, fps=1380 images/s, loss=2.3696, top1-acc=36.70%, top5-acc=69.96%, remaining_time=0:00:14.222868, arrival_time=2021-04-10 02:13:19.059291, cost_time=0:00:22.457127 2021-04-10 02:13:06,695 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.36ms, fps=1378 images/s, loss=2.3640, top1-acc=36.94%, top5-acc=70.07%, remaining_time=0:00:12.344904, arrival_time=2021-04-10 02:13:19.039970, cost_time=0:00:24.315732 2021-04-10 02:13:08,566 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.51ms, fps=1368 images/s, loss=2.3617, top1-acc=36.95%, top5-acc=70.12%, remaining_time=0:00:10.474912, arrival_time=2021-04-10 02:13:19.041544, cost_time=0:00:26.187210 2021-04-10 02:13:10,433 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.73ms, fps=1372 images/s, loss=2.3566, top1-acc=37.06%, top5-acc=70.24%, remaining_time=0:00:08.603196, arrival_time=2021-04-10 02:13:19.036545, cost_time=0:00:28.053925 2021-04-10 02:13:12,299 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.44ms, fps=1372 images/s, loss=2.3526, top1-acc=37.19%, top5-acc=70.31%, remaining_time=0:00:06.732072, arrival_time=2021-04-10 02:13:19.031818, cost_time=0:00:29.920307 2021-04-10 02:13:14,157 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.59ms, fps=1378 images/s, loss=2.3446, top1-acc=37.40%, top5-acc=70.43%, remaining_time=0:00:04.860232, arrival_time=2021-04-10 02:13:19.018049, cost_time=0:00:31.778369 2021-04-10 02:13:16,020 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.82ms, fps=1375 images/s, loss=2.3392, top1-acc=37.52%, top5-acc=70.53%, remaining_time=0:00:02.990368, arrival_time=2021-04-10 02:13:19.011314, cost_time=0:00:33.641658 2021-04-10 02:13:17,865 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.22ms, fps=1389 images/s, loss=2.3331, top1-acc=37.60%, top5-acc=70.69%, remaining_time=0:00:01.120602, arrival_time=2021-04-10 02:13:18.985673, cost_time=0:00:35.485744 2021-04-10 02:13:18,868 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.35ms, fps=1355 images/s, loss=2.3299, top1-acc=37.66%, top5-acc=70.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:18.868951, cost_time=0:00:36.489666 2021-04-10 02:13:19,322 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=4.20ms, fps=5660 images/s, loss=2.6847, top1-acc=31.41%, top5-acc=63.95%, remaining_time=0:00:01.356720, arrival_time=2021-04-10 02:13:20.679510, cost_time=0:00:00.452237 2021-04-10 02:13:19,683 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.52ms, fps=7112 images/s, loss=2.6854, top1-acc=31.33%, top5-acc=64.57%, remaining_time=0:00:00.812680, arrival_time=2021-04-10 02:13:20.495970, cost_time=0:00:00.812682 2021-04-10 02:13:20,043 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.98ms, fps=7119 images/s, loss=2.6766, top1-acc=31.39%, top5-acc=64.41%, remaining_time=0:00:00.390990, arrival_time=2021-04-10 02:13:20.434518, cost_time=0:00:01.172965 2021-04-10 02:13:20,382 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.09ms, fps=6862 images/s, loss=2.6870, top1-acc=31.04%, top5-acc=64.46%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:20.382088, cost_time=0:00:01.511606 2021-04-10 02:13:20,555 INFO : Epoch=0005 complete, best val top1-acc=31.04%, top5-acc=64.46% (epoch=5), remaining_time=2:04:47.556570, arrival_time=2021-04-10 04:18:08.111631, cost_time=0:03:11.988630 2021-04-10 02:13:20,556 INFO : Train start, epoch=0006, lr=0.099846 2021-04-10 02:13:22,603 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=2.03ms, fps=1251 images/s, loss=2.2095, top1-acc=39.61%, top5-acc=75.00%, remaining_time=0:00:38.076060, arrival_time=2021-04-10 02:14:00.679450, cost_time=0:00:02.047105 2021-04-10 02:13:24,466 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.54ms, fps=1375 images/s, loss=2.1908, top1-acc=40.78%, top5-acc=74.73%, remaining_time=0:00:34.407648, arrival_time=2021-04-10 02:13:58.873886, cost_time=0:00:03.909962 2021-04-10 02:13:26,332 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.41ms, fps=1372 images/s, loss=2.1768, top1-acc=41.04%, top5-acc=75.07%, remaining_time=0:00:31.961972, arrival_time=2021-04-10 02:13:58.294505, cost_time=0:00:05.776271 2021-04-10 02:13:28,202 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.42ms, fps=1370 images/s, loss=2.1682, top1-acc=40.94%, top5-acc=75.11%, remaining_time=0:00:29.818932, arrival_time=2021-04-10 02:13:58.021102, cost_time=0:00:07.645872 2021-04-10 02:13:30,062 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.62ms, fps=1377 images/s, loss=2.1615, top1-acc=41.35%, top5-acc=75.09%, remaining_time=0:00:27.758250, arrival_time=2021-04-10 02:13:57.820841, cost_time=0:00:09.506254 2021-04-10 02:13:31,919 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=2.01ms, fps=1379 images/s, loss=2.1742, top1-acc=40.85%, top5-acc=74.60%, remaining_time=0:00:25.757720, arrival_time=2021-04-10 02:13:57.677626, cost_time=0:00:11.363704 2021-04-10 02:13:33,776 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.53ms, fps=1379 images/s, loss=2.1717, top1-acc=41.04%, top5-acc=74.53%, remaining_time=0:00:23.796234, arrival_time=2021-04-10 02:13:57.572654, cost_time=0:00:13.220148 2021-04-10 02:13:35,628 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.50ms, fps=1383 images/s, loss=2.1649, top1-acc=41.23%, top5-acc=74.52%, remaining_time=0:00:21.854168, arrival_time=2021-04-10 02:13:57.482193, cost_time=0:00:15.071821 2021-04-10 02:13:37,472 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.43ms, fps=1389 images/s, loss=2.1625, top1-acc=41.35%, top5-acc=74.64%, remaining_time=0:00:19.923124, arrival_time=2021-04-10 02:13:57.395139, cost_time=0:00:16.915818 2021-04-10 02:13:39,323 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.87ms, fps=1383 images/s, loss=2.1574, top1-acc=41.59%, top5-acc=74.68%, remaining_time=0:00:18.016032, arrival_time=2021-04-10 02:13:57.339078, cost_time=0:00:18.766705 2021-04-10 02:13:41,182 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.44ms, fps=1377 images/s, loss=2.1576, top1-acc=41.53%, top5-acc=74.74%, remaining_time=0:00:16.125860, arrival_time=2021-04-10 02:13:57.308145, cost_time=0:00:20.626054 2021-04-10 02:13:43,037 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=2.22ms, fps=1380 images/s, loss=2.1543, top1-acc=41.61%, top5-acc=74.81%, remaining_time=0:00:14.238220, arrival_time=2021-04-10 02:13:57.275932, cost_time=0:00:22.481448 2021-04-10 02:13:44,904 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=2.03ms, fps=1372 images/s, loss=2.1538, top1-acc=41.63%, top5-acc=74.80%, remaining_time=0:00:12.361074, arrival_time=2021-04-10 02:13:57.265082, cost_time=0:00:24.347559 2021-04-10 02:13:46,780 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.43ms, fps=1365 images/s, loss=2.1534, top1-acc=41.56%, top5-acc=74.87%, remaining_time=0:00:10.489752, arrival_time=2021-04-10 02:13:57.270362, cost_time=0:00:26.224327 2021-04-10 02:13:48,648 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=2.13ms, fps=1371 images/s, loss=2.1523, top1-acc=41.61%, top5-acc=74.88%, remaining_time=0:00:08.614926, arrival_time=2021-04-10 02:13:57.263387, cost_time=0:00:28.092117 2021-04-10 02:13:50,509 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.45ms, fps=1376 images/s, loss=2.1515, top1-acc=41.62%, top5-acc=74.92%, remaining_time=0:00:06.739416, arrival_time=2021-04-10 02:13:57.248516, cost_time=0:00:29.952891 2021-04-10 02:13:52,374 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.36ms, fps=1373 images/s, loss=2.1476, top1-acc=41.75%, top5-acc=75.03%, remaining_time=0:00:04.866290, arrival_time=2021-04-10 02:13:57.240767, cost_time=0:00:31.818097 2021-04-10 02:13:54,231 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.34ms, fps=1379 images/s, loss=2.1458, top1-acc=41.86%, top5-acc=75.06%, remaining_time=0:00:02.993376, arrival_time=2021-04-10 02:13:57.224977, cost_time=0:00:33.675394 2021-04-10 02:13:56,095 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.44ms, fps=1374 images/s, loss=2.1430, top1-acc=41.89%, top5-acc=75.12%, remaining_time=0:00:01.122300, arrival_time=2021-04-10 02:13:57.218071, cost_time=0:00:35.539564 2021-04-10 02:13:57,098 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.32ms, fps=1357 images/s, loss=2.1401, top1-acc=41.91%, top5-acc=75.16%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:57.098323, cost_time=0:00:36.542120 2021-04-10 02:13:57,555 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=3.00ms, fps=5621 images/s, loss=3.0778, top1-acc=27.70%, top5-acc=58.44%, remaining_time=0:00:01.366290, arrival_time=2021-04-10 02:13:58.921663, cost_time=0:00:00.455433 2021-04-10 02:13:57,912 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.51ms, fps=7168 images/s, loss=3.0639, top1-acc=28.01%, top5-acc=58.71%, remaining_time=0:00:00.813020, arrival_time=2021-04-10 02:13:58.725926, cost_time=0:00:00.813014 2021-04-10 02:13:58,273 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.57ms, fps=7117 images/s, loss=3.0306, top1-acc=28.92%, top5-acc=59.34%, remaining_time=0:00:00.391030, arrival_time=2021-04-10 02:13:58.664133, cost_time=0:00:01.173086 2021-04-10 02:13:58,608 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.08ms, fps=6924 images/s, loss=3.0433, top1-acc=28.85%, top5-acc=59.48%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:58.608777, cost_time=0:00:01.508901 2021-04-10 02:13:58,718 INFO : Epoch=0006 complete, best val top1-acc=31.04%, top5-acc=64.46% (epoch=5), remaining_time=2:04:01.583338, arrival_time=2021-04-10 04:18:00.301826, cost_time=0:03:50.152062 2021-04-10 02:13:58,719 INFO : Train start, epoch=0007, lr=0.099778 2021-04-10 02:14:00,778 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.42ms, fps=1244 images/s, loss=2.0540, top1-acc=43.32%, top5-acc=76.87%, remaining_time=0:00:38.284008, arrival_time=2021-04-10 02:14:39.061992, cost_time=0:00:02.058281 2021-04-10 02:14:02,627 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=2.0121, top1-acc=44.88%, top5-acc=77.29%, remaining_time=0:00:34.383008, arrival_time=2021-04-10 02:14:37.009942, cost_time=0:00:03.907164 2021-04-10 02:14:04,477 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.92ms, fps=1384 images/s, loss=2.0119, top1-acc=44.82%, top5-acc=77.28%, remaining_time=0:00:31.859218, arrival_time=2021-04-10 02:14:36.336662, cost_time=0:00:05.757699 2021-04-10 02:14:06,335 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=2.56ms, fps=1378 images/s, loss=2.0046, top1-acc=44.80%, top5-acc=77.57%, remaining_time=0:00:29.701776, arrival_time=2021-04-10 02:14:36.037288, cost_time=0:00:07.615825 2021-04-10 02:14:08,193 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.32ms, fps=1378 images/s, loss=2.0045, top1-acc=44.80%, top5-acc=77.45%, remaining_time=0:00:27.662620, arrival_time=2021-04-10 02:14:35.855861, cost_time=0:00:09.473525 2021-04-10 02:14:10,046 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.41ms, fps=1382 images/s, loss=2.0093, top1-acc=44.73%, top5-acc=77.42%, remaining_time=0:00:25.672992, arrival_time=2021-04-10 02:14:35.718956, cost_time=0:00:11.326312 2021-04-10 02:14:11,914 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=2.40ms, fps=1370 images/s, loss=2.0126, top1-acc=44.62%, top5-acc=77.43%, remaining_time=0:00:23.750748, arrival_time=2021-04-10 02:14:35.665303, cost_time=0:00:13.194879 2021-04-10 02:14:13,771 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.40ms, fps=1379 images/s, loss=2.0093, top1-acc=44.78%, top5-acc=77.48%, remaining_time=0:00:21.824936, arrival_time=2021-04-10 02:14:35.596313, cost_time=0:00:15.051668 2021-04-10 02:14:15,627 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.47ms, fps=1379 images/s, loss=2.0118, top1-acc=44.89%, top5-acc=77.37%, remaining_time=0:00:19.914008, arrival_time=2021-04-10 02:14:35.541815, cost_time=0:00:16.908094 2021-04-10 02:14:17,486 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=2.06ms, fps=1378 images/s, loss=2.0083, top1-acc=44.89%, top5-acc=77.54%, remaining_time=0:00:18.016032, arrival_time=2021-04-10 02:14:35.502479, cost_time=0:00:18.766681 2021-04-10 02:14:19,334 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=2.0058, top1-acc=44.96%, top5-acc=77.61%, remaining_time=0:00:16.117346, arrival_time=2021-04-10 02:14:35.452184, cost_time=0:00:20.615173 2021-04-10 02:14:21,181 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.46ms, fps=1387 images/s, loss=2.0096, top1-acc=44.87%, top5-acc=77.53%, remaining_time=0:00:14.225604, arrival_time=2021-04-10 02:14:35.406771, cost_time=0:00:22.461532 2021-04-10 02:14:23,039 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.39ms, fps=1378 images/s, loss=2.0040, top1-acc=45.00%, top5-acc=77.65%, remaining_time=0:00:12.347148, arrival_time=2021-04-10 02:14:35.386904, cost_time=0:00:24.320116 2021-04-10 02:14:24,898 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.41ms, fps=1378 images/s, loss=1.9987, top1-acc=45.09%, top5-acc=77.77%, remaining_time=0:00:10.471384, arrival_time=2021-04-10 02:14:35.369577, cost_time=0:00:26.178442 2021-04-10 02:14:26,754 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.40ms, fps=1380 images/s, loss=1.9989, top1-acc=45.11%, top5-acc=77.71%, remaining_time=0:00:08.597354, arrival_time=2021-04-10 02:14:35.351787, cost_time=0:00:28.034789 2021-04-10 02:14:28,597 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.32ms, fps=1389 images/s, loss=1.9978, top1-acc=45.14%, top5-acc=77.78%, remaining_time=0:00:06.722568, arrival_time=2021-04-10 02:14:35.320230, cost_time=0:00:29.878022 2021-04-10 02:14:30,454 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.59ms, fps=1379 images/s, loss=1.9943, top1-acc=45.18%, top5-acc=77.87%, remaining_time=0:00:04.853602, arrival_time=2021-04-10 02:14:35.308355, cost_time=0:00:31.735099 2021-04-10 02:14:32,327 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.35ms, fps=1367 images/s, loss=1.9921, top1-acc=45.28%, top5-acc=77.94%, remaining_time=0:00:02.987360, arrival_time=2021-04-10 02:14:35.314852, cost_time=0:00:33.607849 2021-04-10 02:14:34,182 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.67ms, fps=1381 images/s, loss=1.9904, top1-acc=45.36%, top5-acc=77.98%, remaining_time=0:00:01.119870, arrival_time=2021-04-10 02:14:35.301973, cost_time=0:00:35.462460 2021-04-10 02:14:35,178 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.20ms, fps=1366 images/s, loss=1.9854, top1-acc=45.45%, top5-acc=78.08%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:35.178269, cost_time=0:00:36.458636 2021-04-10 02:14:35,632 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=1.93ms, fps=5657 images/s, loss=2.5164, top1-acc=37.30%, top5-acc=68.79%, remaining_time=0:00:01.357620, arrival_time=2021-04-10 02:14:36.989947, cost_time=0:00:00.452535 2021-04-10 02:14:35,992 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=2.59ms, fps=7116 images/s, loss=2.4772, top1-acc=38.24%, top5-acc=69.04%, remaining_time=0:00:00.812660, arrival_time=2021-04-10 02:14:36.805121, cost_time=0:00:00.812653 2021-04-10 02:14:36,354 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=2.68ms, fps=7092 images/s, loss=2.4848, top1-acc=38.19%, top5-acc=69.35%, remaining_time=0:00:00.391320, arrival_time=2021-04-10 02:14:36.745239, cost_time=0:00:01.173972 2021-04-10 02:14:36,688 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.07ms, fps=6952 images/s, loss=2.4592, top1-acc=38.32%, top5-acc=69.47%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:36.688266, cost_time=0:00:01.508493 2021-04-10 02:14:36,869 INFO : Epoch=0007 complete, best val top1-acc=38.32%, top5-acc=69.47% (epoch=7), remaining_time=2:03:17.496807, arrival_time=2021-04-10 04:17:54.366226, cost_time=0:04:28.302993 2021-04-10 02:14:36,870 INFO : Train start, epoch=0008, lr=0.099698 2021-04-10 02:14:38,970 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=1.44ms, fps=1219 images/s, loss=1.8952, top1-acc=47.34%, top5-acc=80.35%, remaining_time=0:00:39.049212, arrival_time=2021-04-10 02:15:18.019249, cost_time=0:00:02.099421 2021-04-10 02:14:40,834 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.65ms, fps=1373 images/s, loss=1.8987, top1-acc=47.30%, top5-acc=79.73%, remaining_time=0:00:34.886192, arrival_time=2021-04-10 02:15:15.721100, cost_time=0:00:03.964333 2021-04-10 02:14:42,690 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.97ms, fps=1380 images/s, loss=1.8859, top1-acc=47.96%, top5-acc=79.96%, remaining_time=0:00:32.201344, arrival_time=2021-04-10 02:15:14.891470, cost_time=0:00:05.819513 2021-04-10 02:14:44,541 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.39ms, fps=1384 images/s, loss=1.8757, top1-acc=48.30%, top5-acc=80.07%, remaining_time=0:00:29.914560, arrival_time=2021-04-10 02:15:14.455547, cost_time=0:00:07.670410 2021-04-10 02:14:46,403 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.41ms, fps=1375 images/s, loss=1.8778, top1-acc=48.54%, top5-acc=80.01%, remaining_time=0:00:27.835776, arrival_time=2021-04-10 02:15:14.239206, cost_time=0:00:09.532817 2021-04-10 02:14:48,254 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.41ms, fps=1384 images/s, loss=1.8773, top1-acc=48.63%, top5-acc=79.85%, remaining_time=0:00:25.802872, arrival_time=2021-04-10 02:15:14.057063, cost_time=0:00:11.383635 2021-04-10 02:14:50,103 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.81ms, fps=1385 images/s, loss=1.8725, top1-acc=48.59%, top5-acc=79.92%, remaining_time=0:00:23.819544, arrival_time=2021-04-10 02:15:13.923160, cost_time=0:00:13.233052 2021-04-10 02:14:51,962 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.97ms, fps=1378 images/s, loss=1.8725, top1-acc=48.45%, top5-acc=79.91%, remaining_time=0:00:21.882704, arrival_time=2021-04-10 02:15:13.844837, cost_time=0:00:15.091525 2021-04-10 02:14:53,807 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.37ms, fps=1388 images/s, loss=1.8685, top1-acc=48.68%, top5-acc=80.05%, remaining_time=0:00:19.948034, arrival_time=2021-04-10 02:15:13.755566, cost_time=0:00:16.936984 2021-04-10 02:14:55,658 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.49ms, fps=1384 images/s, loss=1.8715, top1-acc=48.51%, top5-acc=80.04%, remaining_time=0:00:18.036096, arrival_time=2021-04-10 02:15:13.694261, cost_time=0:00:18.787571 2021-04-10 02:14:57,521 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.82ms, fps=1374 images/s, loss=1.8705, top1-acc=48.41%, top5-acc=80.07%, remaining_time=0:00:16.144952, arrival_time=2021-04-10 02:15:13.666069, cost_time=0:00:20.650553 2021-04-10 02:14:59,377 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.56ms, fps=1379 images/s, loss=1.8703, top1-acc=48.34%, top5-acc=80.05%, remaining_time=0:00:14.254408, arrival_time=2021-04-10 02:15:13.631901, cost_time=0:00:22.506933 2021-04-10 02:15:01,234 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.35ms, fps=1379 images/s, loss=1.8703, top1-acc=48.34%, top5-acc=80.12%, remaining_time=0:00:12.369390, arrival_time=2021-04-10 02:15:13.603939, cost_time=0:00:24.364000 2021-04-10 02:15:03,098 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.38ms, fps=1374 images/s, loss=1.8730, top1-acc=48.30%, top5-acc=80.10%, remaining_time=0:00:10.491152, arrival_time=2021-04-10 02:15:13.589675, cost_time=0:00:26.227912 2021-04-10 02:15:04,952 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.63ms, fps=1381 images/s, loss=1.8719, top1-acc=48.33%, top5-acc=80.13%, remaining_time=0:00:08.611890, arrival_time=2021-04-10 02:15:13.564695, cost_time=0:00:28.082239 2021-04-10 02:15:06,802 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.35ms, fps=1385 images/s, loss=1.8680, top1-acc=48.39%, top5-acc=80.23%, remaining_time=0:00:06.734592, arrival_time=2021-04-10 02:15:13.536803, cost_time=0:00:29.931591 2021-04-10 02:15:08,661 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.32ms, fps=1377 images/s, loss=1.8694, top1-acc=48.34%, top5-acc=80.22%, remaining_time=0:00:04.862104, arrival_time=2021-04-10 02:15:13.523346, cost_time=0:00:31.790643 2021-04-10 02:15:10,518 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.35ms, fps=1378 images/s, loss=1.8666, top1-acc=48.35%, top5-acc=80.27%, remaining_time=0:00:02.990960, arrival_time=2021-04-10 02:15:13.509779, cost_time=0:00:33.648262 2021-04-10 02:15:12,368 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.31ms, fps=1385 images/s, loss=1.8662, top1-acc=48.27%, top5-acc=80.32%, remaining_time=0:00:01.120980, arrival_time=2021-04-10 02:15:13.489216, cost_time=0:00:35.497663 2021-04-10 02:15:13,365 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.34ms, fps=1364 images/s, loss=1.8674, top1-acc=48.24%, top5-acc=80.30%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:13.365865, cost_time=0:00:36.495319 2021-04-10 02:15:13,813 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=2.87ms, fps=5741 images/s, loss=2.3092, top1-acc=39.53%, top5-acc=73.91%, remaining_time=0:00:01.337790, arrival_time=2021-04-10 02:15:15.151707, cost_time=0:00:00.445931 2021-04-10 02:15:14,172 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.61ms, fps=7154 images/s, loss=2.2947, top1-acc=39.90%, top5-acc=74.10%, remaining_time=0:00:00.804120, arrival_time=2021-04-10 02:15:14.976244, cost_time=0:00:00.804126 2021-04-10 02:15:14,530 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.49ms, fps=7148 images/s, loss=2.3000, top1-acc=39.66%, top5-acc=73.75%, remaining_time=0:00:00.387560, arrival_time=2021-04-10 02:15:14.918280, cost_time=0:00:01.162681 2021-04-10 02:15:14,874 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.09ms, fps=6753 images/s, loss=2.2927, top1-acc=39.85%, top5-acc=73.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:14.874757, cost_time=0:00:01.506732 2021-04-10 02:15:15,064 INFO : Epoch=0008 complete, best val top1-acc=39.85%, top5-acc=73.75% (epoch=8), remaining_time=2:02:35.952000, arrival_time=2021-04-10 04:17:51.016443, cost_time=0:05:06.497999 2021-04-10 02:15:15,066 INFO : Train start, epoch=0009, lr=0.099606 2021-04-10 02:15:17,106 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.47ms, fps=1255 images/s, loss=1.8001, top1-acc=49.53%, top5-acc=81.29%, remaining_time=0:00:37.939722, arrival_time=2021-04-10 02:15:55.045789, cost_time=0:00:02.039774 2021-04-10 02:15:18,946 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.55ms, fps=1392 images/s, loss=1.7905, top1-acc=50.39%, top5-acc=81.02%, remaining_time=0:00:34.142768, arrival_time=2021-04-10 02:15:53.088970, cost_time=0:00:03.879869 2021-04-10 02:15:20,816 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.77ms, fps=1370 images/s, loss=1.7849, top1-acc=50.76%, top5-acc=81.22%, remaining_time=0:00:31.814232, arrival_time=2021-04-10 02:15:52.630158, cost_time=0:00:05.749563 2021-04-10 02:15:22,679 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=2.08ms, fps=1374 images/s, loss=1.7776, top1-acc=50.87%, top5-acc=81.43%, remaining_time=0:00:29.690856, arrival_time=2021-04-10 02:15:52.370342, cost_time=0:00:07.613052 2021-04-10 02:15:24,539 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.62ms, fps=1377 images/s, loss=1.7681, top1-acc=50.97%, top5-acc=81.84%, remaining_time=0:00:27.660722, arrival_time=2021-04-10 02:15:52.199897, cost_time=0:00:09.472871 2021-04-10 02:15:26,385 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.33ms, fps=1387 images/s, loss=1.7717, top1-acc=50.96%, top5-acc=81.84%, remaining_time=0:00:25.656944, arrival_time=2021-04-10 02:15:52.042555, cost_time=0:00:11.319248 2021-04-10 02:15:28,235 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.56ms, fps=1384 images/s, loss=1.7789, top1-acc=50.75%, top5-acc=81.68%, remaining_time=0:00:23.704128, arrival_time=2021-04-10 02:15:51.939398, cost_time=0:00:13.168954 2021-04-10 02:15:30,083 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.65ms, fps=1385 images/s, loss=1.7749, top1-acc=50.83%, top5-acc=81.79%, remaining_time=0:00:21.775056, arrival_time=2021-04-10 02:15:51.858650, cost_time=0:00:15.017295 2021-04-10 02:15:31,942 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.47ms, fps=1378 images/s, loss=1.7711, top1-acc=50.87%, top5-acc=81.84%, remaining_time=0:00:19.876166, arrival_time=2021-04-10 02:15:51.818411, cost_time=0:00:16.875965 2021-04-10 02:15:33,795 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.57ms, fps=1382 images/s, loss=1.7699, top1-acc=50.86%, top5-acc=81.87%, remaining_time=0:00:17.980224, arrival_time=2021-04-10 02:15:51.775955, cost_time=0:00:18.729375 2021-04-10 02:15:35,645 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.59ms, fps=1384 images/s, loss=1.7668, top1-acc=50.87%, top5-acc=81.94%, remaining_time=0:00:16.089396, arrival_time=2021-04-10 02:15:51.735181, cost_time=0:00:20.579427 2021-04-10 02:15:37,493 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.42ms, fps=1386 images/s, loss=1.7706, top1-acc=50.74%, top5-acc=81.88%, remaining_time=0:00:14.204020, arrival_time=2021-04-10 02:15:51.697734, cost_time=0:00:22.427422 2021-04-10 02:15:39,363 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.55ms, fps=1369 images/s, loss=1.7732, top1-acc=50.67%, top5-acc=81.87%, remaining_time=0:00:12.335466, arrival_time=2021-04-10 02:15:51.698959, cost_time=0:00:24.297143 2021-04-10 02:15:41,238 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.37ms, fps=1365 images/s, loss=1.7725, top1-acc=50.71%, top5-acc=81.89%, remaining_time=0:00:10.469032, arrival_time=2021-04-10 02:15:51.707968, cost_time=0:00:26.172643 2021-04-10 02:15:43,103 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=2.38ms, fps=1374 images/s, loss=1.7721, top1-acc=50.77%, top5-acc=81.88%, remaining_time=0:00:08.597906, arrival_time=2021-04-10 02:15:51.701161, cost_time=0:00:28.036724 2021-04-10 02:15:44,956 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.37ms, fps=1382 images/s, loss=1.7713, top1-acc=50.86%, top5-acc=81.88%, remaining_time=0:00:06.725232, arrival_time=2021-04-10 02:15:51.681650, cost_time=0:00:29.889958 2021-04-10 02:15:46,812 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.35ms, fps=1380 images/s, loss=1.7718, top1-acc=50.85%, top5-acc=81.85%, remaining_time=0:00:04.855318, arrival_time=2021-04-10 02:15:51.667903, cost_time=0:00:31.746279 2021-04-10 02:15:48,669 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=2.40ms, fps=1379 images/s, loss=1.7707, top1-acc=50.96%, top5-acc=81.80%, remaining_time=0:00:02.986896, arrival_time=2021-04-10 02:15:51.655903, cost_time=0:00:33.602587 2021-04-10 02:15:50,530 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.21ms, fps=1376 images/s, loss=1.7690, top1-acc=51.00%, top5-acc=81.83%, remaining_time=0:00:01.119918, arrival_time=2021-04-10 02:15:51.650316, cost_time=0:00:35.464093 2021-04-10 02:15:51,525 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.41ms, fps=1368 images/s, loss=1.7701, top1-acc=50.95%, top5-acc=81.86%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:51.525328, cost_time=0:00:36.459038 2021-04-10 02:15:51,966 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=1.58ms, fps=5831 images/s, loss=2.4335, top1-acc=39.45%, top5-acc=72.93%, remaining_time=0:00:01.317060, arrival_time=2021-04-10 02:15:53.283020, cost_time=0:00:00.439019 2021-04-10 02:15:52,323 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.48ms, fps=7177 images/s, loss=2.4096, top1-acc=39.77%, top5-acc=73.32%, remaining_time=0:00:00.796100, arrival_time=2021-04-10 02:15:53.119146, cost_time=0:00:00.796104 2021-04-10 02:15:52,679 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.97ms, fps=7185 images/s, loss=2.4340, top1-acc=39.56%, top5-acc=72.75%, remaining_time=0:00:00.384260, arrival_time=2021-04-10 02:15:53.064002, cost_time=0:00:01.152772 2021-04-10 02:15:53,015 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.08ms, fps=6911 images/s, loss=2.4399, top1-acc=39.62%, top5-acc=72.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:53.015874, cost_time=0:00:01.488964 2021-04-10 02:15:53,081 INFO : Epoch=0009 complete, best val top1-acc=39.85%, top5-acc=73.75% (epoch=8), remaining_time=2:01:51.376669, arrival_time=2021-04-10 04:17:44.458219, cost_time=0:05:44.515129 2021-04-10 02:15:53,082 INFO : Train start, epoch=0010, lr=0.099501 2021-04-10 02:15:55,150 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.85ms, fps=1238 images/s, loss=1.6879, top1-acc=53.05%, top5-acc=83.05%, remaining_time=0:00:38.465916, arrival_time=2021-04-10 02:16:33.616754, cost_time=0:00:02.068057 2021-04-10 02:15:57,015 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.44ms, fps=1373 images/s, loss=1.6855, top1-acc=52.50%, top5-acc=83.18%, remaining_time=0:00:34.609696, arrival_time=2021-04-10 02:16:31.625458, cost_time=0:00:03.932924 2021-04-10 02:15:58,878 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.91ms, fps=1375 images/s, loss=1.6649, top1-acc=53.35%, top5-acc=83.40%, remaining_time=0:00:32.068544, arrival_time=2021-04-10 02:16:30.946896, cost_time=0:00:05.795527 2021-04-10 02:16:00,727 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.52ms, fps=1385 images/s, loss=1.6734, top1-acc=53.20%, top5-acc=83.55%, remaining_time=0:00:29.812380, arrival_time=2021-04-10 02:16:30.539348, cost_time=0:00:07.644196 2021-04-10 02:16:02,598 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.44ms, fps=1368 images/s, loss=1.6675, top1-acc=53.26%, top5-acc=83.76%, remaining_time=0:00:27.785406, arrival_time=2021-04-10 02:16:30.383649, cost_time=0:00:09.515530 2021-04-10 02:16:04,455 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.41ms, fps=1379 images/s, loss=1.6630, top1-acc=53.10%, top5-acc=83.72%, remaining_time=0:00:25.777848, arrival_time=2021-04-10 02:16:30.233206, cost_time=0:00:11.372593 2021-04-10 02:16:06,323 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.93ms, fps=1371 images/s, loss=1.6604, top1-acc=53.24%, top5-acc=83.81%, remaining_time=0:00:23.832270, arrival_time=2021-04-10 02:16:30.155222, cost_time=0:00:13.240147 2021-04-10 02:16:08,166 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.53ms, fps=1389 images/s, loss=1.6685, top1-acc=53.07%, top5-acc=83.66%, remaining_time=0:00:21.870872, arrival_time=2021-04-10 02:16:30.037108, cost_time=0:00:15.083396 2021-04-10 02:16:10,020 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.85ms, fps=1381 images/s, loss=1.6716, top1-acc=52.99%, top5-acc=83.70%, remaining_time=0:00:19.948670, arrival_time=2021-04-10 02:16:29.968919, cost_time=0:00:16.937537 2021-04-10 02:16:11,869 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.38ms, fps=1385 images/s, loss=1.6753, top1-acc=52.91%, top5-acc=83.65%, remaining_time=0:00:18.035136, arrival_time=2021-04-10 02:16:29.904465, cost_time=0:00:18.786594 2021-04-10 02:16:13,733 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.56ms, fps=1374 images/s, loss=1.6780, top1-acc=52.97%, top5-acc=83.57%, remaining_time=0:00:16.144866, arrival_time=2021-04-10 02:16:29.878034, cost_time=0:00:20.650403 2021-04-10 02:16:15,581 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.40ms, fps=1386 images/s, loss=1.6825, top1-acc=52.88%, top5-acc=83.44%, remaining_time=0:00:14.249164, arrival_time=2021-04-10 02:16:29.830554, cost_time=0:00:22.498634 2021-04-10 02:16:17,454 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.47ms, fps=1367 images/s, loss=1.6853, top1-acc=52.75%, top5-acc=83.42%, remaining_time=0:00:12.373350, arrival_time=2021-04-10 02:16:29.827871, cost_time=0:00:24.371795 2021-04-10 02:16:19,323 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.64ms, fps=1370 images/s, loss=1.6880, top1-acc=52.73%, top5-acc=83.35%, remaining_time=0:00:10.496192, arrival_time=2021-04-10 02:16:29.819494, cost_time=0:00:26.240497 2021-04-10 02:16:21,176 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.64ms, fps=1382 images/s, loss=1.6868, top1-acc=52.79%, top5-acc=83.34%, remaining_time=0:00:08.615386, arrival_time=2021-04-10 02:16:29.791832, cost_time=0:00:28.093641 2021-04-10 02:16:23,033 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.90ms, fps=1379 images/s, loss=1.6845, top1-acc=52.80%, top5-acc=83.37%, remaining_time=0:00:06.738876, arrival_time=2021-04-10 02:16:29.772117, cost_time=0:00:29.950523 2021-04-10 02:16:24,902 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.99ms, fps=1370 images/s, loss=1.6850, top1-acc=52.76%, top5-acc=83.37%, remaining_time=0:00:04.866498, arrival_time=2021-04-10 02:16:29.768691, cost_time=0:00:31.819378 2021-04-10 02:16:26,750 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.51ms, fps=1386 images/s, loss=1.6875, top1-acc=52.75%, top5-acc=83.31%, remaining_time=0:00:02.992688, arrival_time=2021-04-10 02:16:29.743049, cost_time=0:00:33.667655 2021-04-10 02:16:28,664 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.28ms, fps=1337 images/s, loss=1.6869, top1-acc=52.80%, top5-acc=83.34%, remaining_time=0:00:01.123644, arrival_time=2021-04-10 02:16:29.788477, cost_time=0:00:35.582129 2021-04-10 02:16:29,670 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.48ms, fps=1353 images/s, loss=1.6865, top1-acc=52.78%, top5-acc=83.35%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:29.670676, cost_time=0:00:36.587963 2021-04-10 02:16:30,147 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=1.37ms, fps=5387 images/s, loss=2.3724, top1-acc=38.71%, top5-acc=71.68%, remaining_time=0:00:01.425660, arrival_time=2021-04-10 02:16:31.573201, cost_time=0:00:00.475220 2021-04-10 02:16:30,511 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.88ms, fps=7047 images/s, loss=2.3614, top1-acc=38.50%, top5-acc=72.11%, remaining_time=0:00:00.838880, arrival_time=2021-04-10 02:16:31.350140, cost_time=0:00:00.838889 2021-04-10 02:16:30,870 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.68ms, fps=7141 images/s, loss=2.3731, top1-acc=38.52%, top5-acc=71.69%, remaining_time=0:00:00.399300, arrival_time=2021-04-10 02:16:31.269526, cost_time=0:00:01.197903 2021-04-10 02:16:31,216 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.11ms, fps=6710 images/s, loss=2.3695, top1-acc=39.13%, top5-acc=71.86%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:31.216546, cost_time=0:00:01.544205 2021-04-10 02:16:31,369 INFO : Epoch=0010 complete, best val top1-acc=39.85%, top5-acc=73.75% (epoch=8), remaining_time=2:01:13.257950, arrival_time=2021-04-10 04:17:44.627434, cost_time=0:06:22.803051 2021-04-10 02:16:31,370 INFO : Train start, epoch=0011, lr=0.099384 2021-04-10 02:16:33,408 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.64ms, fps=1256 images/s, loss=1.6702, top1-acc=53.52%, top5-acc=83.44%, remaining_time=0:00:37.907358, arrival_time=2021-04-10 02:17:11.316035, cost_time=0:00:02.038032 2021-04-10 02:16:35,263 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.45ms, fps=1381 images/s, loss=1.6455, top1-acc=53.81%, top5-acc=83.69%, remaining_time=0:00:34.252944, arrival_time=2021-04-10 02:17:09.516028, cost_time=0:00:03.892384 2021-04-10 02:16:37,131 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.42ms, fps=1371 images/s, loss=1.6331, top1-acc=54.01%, top5-acc=83.88%, remaining_time=0:00:31.874158, arrival_time=2021-04-10 02:17:09.005208, cost_time=0:00:05.760389 2021-04-10 02:16:38,988 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.44ms, fps=1379 images/s, loss=1.6290, top1-acc=54.28%, top5-acc=84.05%, remaining_time=0:00:29.707704, arrival_time=2021-04-10 02:17:08.695687, cost_time=0:00:07.617345 2021-04-10 02:16:40,844 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.73ms, fps=1379 images/s, loss=1.6339, top1-acc=53.94%, top5-acc=84.07%, remaining_time=0:00:27.663788, arrival_time=2021-04-10 02:17:08.508343, cost_time=0:00:09.473909 2021-04-10 02:16:42,701 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.45ms, fps=1379 images/s, loss=1.6353, top1-acc=53.74%, top5-acc=84.21%, remaining_time=0:00:25.684144, arrival_time=2021-04-10 02:17:08.386012, cost_time=0:00:11.331233 2021-04-10 02:16:44,559 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.56ms, fps=1378 images/s, loss=1.6367, top1-acc=53.81%, top5-acc=84.19%, remaining_time=0:00:23.740038, arrival_time=2021-04-10 02:17:08.299614, cost_time=0:00:13.188934 2021-04-10 02:16:46,416 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.41ms, fps=1379 images/s, loss=1.6351, top1-acc=53.84%, top5-acc=84.25%, remaining_time=0:00:21.816584, arrival_time=2021-04-10 02:17:08.233196, cost_time=0:00:15.045959 2021-04-10 02:16:48,271 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.46ms, fps=1380 images/s, loss=1.6348, top1-acc=53.77%, top5-acc=84.29%, remaining_time=0:00:19.905740, arrival_time=2021-04-10 02:17:08.177564, cost_time=0:00:16.901110 2021-04-10 02:16:50,121 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.87ms, fps=1385 images/s, loss=1.6305, top1-acc=53.84%, top5-acc=84.46%, remaining_time=0:00:18.000288, arrival_time=2021-04-10 02:17:08.121352, cost_time=0:00:18.750295 2021-04-10 02:16:51,986 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.55ms, fps=1373 images/s, loss=1.6317, top1-acc=53.83%, top5-acc=84.39%, remaining_time=0:00:16.117862, arrival_time=2021-04-10 02:17:08.104348, cost_time=0:00:20.615841 2021-04-10 02:16:53,832 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.43ms, fps=1387 images/s, loss=1.6319, top1-acc=53.87%, top5-acc=84.38%, remaining_time=0:00:14.225528, arrival_time=2021-04-10 02:17:08.057586, cost_time=0:00:22.461390 2021-04-10 02:16:55,693 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.76ms, fps=1376 images/s, loss=1.6324, top1-acc=53.88%, top5-acc=84.42%, remaining_time=0:00:12.348534, arrival_time=2021-04-10 02:17:08.042081, cost_time=0:00:24.322898 2021-04-10 02:16:57,553 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.37ms, fps=1377 images/s, loss=1.6296, top1-acc=53.98%, top5-acc=84.43%, remaining_time=0:00:10.473176, arrival_time=2021-04-10 02:17:08.026875, cost_time=0:00:26.183006 2021-04-10 02:16:59,407 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=2.48ms, fps=1381 images/s, loss=1.6293, top1-acc=53.97%, top5-acc=84.38%, remaining_time=0:00:08.597906, arrival_time=2021-04-10 02:17:08.005308, cost_time=0:00:28.036672 2021-04-10 02:17:01,264 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=2.19ms, fps=1379 images/s, loss=1.6292, top1-acc=54.00%, top5-acc=84.39%, remaining_time=0:00:06.726024, arrival_time=2021-04-10 02:17:07.990114, cost_time=0:00:29.893380 2021-04-10 02:17:03,115 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=2.20ms, fps=1383 images/s, loss=1.6269, top1-acc=54.06%, top5-acc=84.42%, remaining_time=0:00:04.855032, arrival_time=2021-04-10 02:17:07.970096, cost_time=0:00:31.744407 2021-04-10 02:17:04,962 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.62ms, fps=1386 images/s, loss=1.6288, top1-acc=54.04%, top5-acc=84.38%, remaining_time=0:00:02.985904, arrival_time=2021-04-10 02:17:07.948080, cost_time=0:00:33.591466 2021-04-10 02:17:06,805 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.30ms, fps=1389 images/s, loss=1.6324, top1-acc=53.95%, top5-acc=84.28%, remaining_time=0:00:01.119000, arrival_time=2021-04-10 02:17:07.924660, cost_time=0:00:35.435004 2021-04-10 02:17:07,802 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.22ms, fps=1366 images/s, loss=1.6321, top1-acc=53.98%, top5-acc=84.28%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:07.802035, cost_time=0:00:36.431401 2021-04-10 02:17:08,281 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=2.16ms, fps=5360 images/s, loss=2.1160, top1-acc=45.90%, top5-acc=76.52%, remaining_time=0:00:01.432890, arrival_time=2021-04-10 02:17:09.714209, cost_time=0:00:00.477626 2021-04-10 02:17:08,638 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.34ms, fps=7191 images/s, loss=2.1403, top1-acc=45.29%, top5-acc=76.21%, remaining_time=0:00:00.834360, arrival_time=2021-04-10 02:17:09.472330, cost_time=0:00:00.834351 2021-04-10 02:17:08,999 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.40ms, fps=7083 images/s, loss=2.1390, top1-acc=45.52%, top5-acc=76.33%, remaining_time=0:00:00.398770, arrival_time=2021-04-10 02:17:09.398638, cost_time=0:00:01.196303 2021-04-10 02:17:09,333 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.08ms, fps=6954 images/s, loss=2.1374, top1-acc=45.41%, top5-acc=76.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:09.333911, cost_time=0:00:01.530306 2021-04-10 02:17:09,502 INFO : Epoch=0011 complete, best val top1-acc=45.41%, top5-acc=76.52% (epoch=11), remaining_time=2:00:32.441265, arrival_time=2021-04-10 04:17:41.943426, cost_time=0:07:00.935734 2021-04-10 02:17:09,503 INFO : Train start, epoch=0012, lr=0.099255 2021-04-10 02:17:11,553 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=0.48ms, fps=1249 images/s, loss=1.5357, top1-acc=56.45%, top5-acc=86.02%, remaining_time=0:00:38.127768, arrival_time=2021-04-10 02:17:49.681034, cost_time=0:00:02.049875 2021-04-10 02:17:13,411 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.86ms, fps=1378 images/s, loss=1.5507, top1-acc=56.29%, top5-acc=85.96%, remaining_time=0:00:34.395680, arrival_time=2021-04-10 02:17:47.807560, cost_time=0:00:03.908609 2021-04-10 02:17:15,270 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.49ms, fps=1378 images/s, loss=1.5706, top1-acc=56.15%, top5-acc=85.39%, remaining_time=0:00:31.909350, arrival_time=2021-04-10 02:17:47.179414, cost_time=0:00:05.766747 2021-04-10 02:17:17,121 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.43ms, fps=1383 images/s, loss=1.5582, top1-acc=56.42%, top5-acc=85.62%, remaining_time=0:00:29.709888, arrival_time=2021-04-10 02:17:46.831141, cost_time=0:00:07.617929 2021-04-10 02:17:19,006 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.49ms, fps=1358 images/s, loss=1.5556, top1-acc=56.20%, top5-acc=85.80%, remaining_time=0:00:27.750512, arrival_time=2021-04-10 02:17:46.757393, cost_time=0:00:09.503619 2021-04-10 02:17:20,855 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.49ms, fps=1385 images/s, loss=1.5622, top1-acc=55.96%, top5-acc=85.77%, remaining_time=0:00:25.731336, arrival_time=2021-04-10 02:17:46.586669, cost_time=0:00:11.352078 2021-04-10 02:17:22,700 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.48ms, fps=1388 images/s, loss=1.5603, top1-acc=55.92%, top5-acc=85.71%, remaining_time=0:00:23.754654, arrival_time=2021-04-10 02:17:46.455003, cost_time=0:00:13.197035 2021-04-10 02:17:24,552 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.70ms, fps=1383 images/s, loss=1.5581, top1-acc=55.81%, top5-acc=85.69%, remaining_time=0:00:21.820644, arrival_time=2021-04-10 02:17:46.372659, cost_time=0:00:15.048733 2021-04-10 02:17:26,401 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.45ms, fps=1384 images/s, loss=1.5574, top1-acc=55.89%, top5-acc=85.56%, remaining_time=0:00:19.902348, arrival_time=2021-04-10 02:17:46.303926, cost_time=0:00:16.898265 2021-04-10 02:17:28,250 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=1.5600, top1-acc=55.78%, top5-acc=85.52%, remaining_time=0:00:17.997792, arrival_time=2021-04-10 02:17:46.248726, cost_time=0:00:18.747656 2021-04-10 02:17:30,116 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=2.02ms, fps=1373 images/s, loss=1.5701, top1-acc=55.62%, top5-acc=85.43%, remaining_time=0:00:16.115626, arrival_time=2021-04-10 02:17:46.231922, cost_time=0:00:20.613052 2021-04-10 02:17:31,974 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.42ms, fps=1378 images/s, loss=1.5735, top1-acc=55.59%, top5-acc=85.33%, remaining_time=0:00:14.231608, arrival_time=2021-04-10 02:17:46.205837, cost_time=0:00:22.470974 2021-04-10 02:17:33,835 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.93ms, fps=1376 images/s, loss=1.5739, top1-acc=55.60%, top5-acc=85.25%, remaining_time=0:00:12.353154, arrival_time=2021-04-10 02:17:46.188444, cost_time=0:00:24.331985 2021-04-10 02:17:35,707 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.88ms, fps=1368 images/s, loss=1.5801, top1-acc=55.52%, top5-acc=85.11%, remaining_time=0:00:10.481632, arrival_time=2021-04-10 02:17:46.189157, cost_time=0:00:26.204146 2021-04-10 02:17:37,575 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.84ms, fps=1371 images/s, loss=1.5821, top1-acc=55.45%, top5-acc=85.11%, remaining_time=0:00:08.608946, arrival_time=2021-04-10 02:17:46.184805, cost_time=0:00:28.072600 2021-04-10 02:17:39,431 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.70ms, fps=1380 images/s, loss=1.5811, top1-acc=55.46%, top5-acc=85.10%, remaining_time=0:00:06.733908, arrival_time=2021-04-10 02:17:46.165757, cost_time=0:00:29.928469 2021-04-10 02:17:41,295 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.49ms, fps=1374 images/s, loss=1.5800, top1-acc=55.49%, top5-acc=85.08%, remaining_time=0:00:04.862312, arrival_time=2021-04-10 02:17:46.157643, cost_time=0:00:31.791989 2021-04-10 02:17:43,155 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=4.82ms, fps=1377 images/s, loss=1.5795, top1-acc=55.46%, top5-acc=85.10%, remaining_time=0:00:02.991264, arrival_time=2021-04-10 02:17:46.146319, cost_time=0:00:33.651799 2021-04-10 02:17:45,020 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.31ms, fps=1373 images/s, loss=1.5779, top1-acc=55.52%, top5-acc=85.08%, remaining_time=0:00:01.121574, arrival_time=2021-04-10 02:17:46.141508, cost_time=0:00:35.516597 2021-04-10 02:17:46,010 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.22ms, fps=1374 images/s, loss=1.5782, top1-acc=55.54%, top5-acc=85.09%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:46.010549, cost_time=0:00:36.507297 2021-04-10 02:17:46,464 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=4.21ms, fps=5661 images/s, loss=2.0319, top1-acc=47.38%, top5-acc=78.71%, remaining_time=0:00:01.356540, arrival_time=2021-04-10 02:17:47.820765, cost_time=0:00:00.452185 2021-04-10 02:17:46,826 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.65ms, fps=7076 images/s, loss=2.0301, top1-acc=46.89%, top5-acc=77.97%, remaining_time=0:00:00.814440, arrival_time=2021-04-10 02:17:47.640969, cost_time=0:00:00.814432 2021-04-10 02:17:47,192 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.83ms, fps=7013 images/s, loss=2.0370, top1-acc=46.63%, top5-acc=78.15%, remaining_time=0:00:00.393340, arrival_time=2021-04-10 02:17:47.585419, cost_time=0:00:01.180010 2021-04-10 02:17:47,529 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.09ms, fps=6881 images/s, loss=2.0666, top1-acc=46.15%, top5-acc=77.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:47.529674, cost_time=0:00:01.517667 2021-04-10 02:17:47,772 INFO : Epoch=0012 complete, best val top1-acc=46.15%, top5-acc=77.83% (epoch=12), remaining_time=1:59:54.233412, arrival_time=2021-04-10 04:17:42.006228, cost_time=0:07:39.206386 2021-04-10 02:17:47,773 INFO : Train start, epoch=0013, lr=0.099114 2021-04-10 02:17:49,806 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.54ms, fps=1260 images/s, loss=1.5172, top1-acc=56.68%, top5-acc=86.76%, remaining_time=0:00:37.803942, arrival_time=2021-04-10 02:18:27.610457, cost_time=0:00:02.032466 2021-04-10 02:17:51,656 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.41ms, fps=1384 images/s, loss=1.5121, top1-acc=56.89%, top5-acc=86.37%, remaining_time=0:00:34.164944, arrival_time=2021-04-10 02:18:25.821465, cost_time=0:00:03.882373 2021-04-10 02:17:53,511 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.37ms, fps=1381 images/s, loss=1.5210, top1-acc=56.71%, top5-acc=86.26%, remaining_time=0:00:31.744346, arrival_time=2021-04-10 02:18:25.255298, cost_time=0:00:05.736918 2021-04-10 02:17:55,376 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.56ms, fps=1373 images/s, loss=1.5046, top1-acc=57.05%, top5-acc=86.56%, remaining_time=0:00:29.647800, arrival_time=2021-04-10 02:18:25.023851, cost_time=0:00:07.601986 2021-04-10 02:17:57,224 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.42ms, fps=1386 images/s, loss=1.5038, top1-acc=57.27%, top5-acc=86.37%, remaining_time=0:00:27.594292, arrival_time=2021-04-10 02:18:24.818367, cost_time=0:00:09.450110 2021-04-10 02:17:59,087 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.58ms, fps=1374 images/s, loss=1.5107, top1-acc=57.19%, top5-acc=86.32%, remaining_time=0:00:25.643208, arrival_time=2021-04-10 02:18:24.730341, cost_time=0:00:11.313155 2021-04-10 02:18:00,952 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.45ms, fps=1372 images/s, loss=1.5172, top1-acc=56.94%, top5-acc=86.25%, remaining_time=0:00:23.721894, arrival_time=2021-04-10 02:18:24.674744, cost_time=0:00:13.178833 2021-04-10 02:18:02,818 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.83ms, fps=1373 images/s, loss=1.5176, top1-acc=57.00%, top5-acc=86.17%, remaining_time=0:00:21.814148, arrival_time=2021-04-10 02:18:24.632350, cost_time=0:00:15.044204 2021-04-10 02:18:04,673 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=2.13ms, fps=1380 images/s, loss=1.5174, top1-acc=57.15%, top5-acc=86.10%, remaining_time=0:00:19.903832, arrival_time=2021-04-10 02:18:24.577337, cost_time=0:00:16.899511 2021-04-10 02:18:06,531 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.50ms, fps=1379 images/s, loss=1.5153, top1-acc=57.12%, top5-acc=86.15%, remaining_time=0:00:18.006720, arrival_time=2021-04-10 02:18:24.537722, cost_time=0:00:18.757023 2021-04-10 02:18:08,380 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.91ms, fps=1384 images/s, loss=1.5220, top1-acc=56.97%, top5-acc=86.02%, remaining_time=0:00:16.110638, arrival_time=2021-04-10 02:18:24.491246, cost_time=0:00:20.606623 2021-04-10 02:18:10,238 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.49ms, fps=1379 images/s, loss=1.5294, top1-acc=56.80%, top5-acc=85.90%, remaining_time=0:00:14.227200, arrival_time=2021-04-10 02:18:24.465207, cost_time=0:00:22.464032 2021-04-10 02:18:12,089 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.67ms, fps=1383 images/s, loss=1.5299, top1-acc=56.77%, top5-acc=85.86%, remaining_time=0:00:12.345036, arrival_time=2021-04-10 02:18:24.434980, cost_time=0:00:24.315961 2021-04-10 02:18:13,942 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.57ms, fps=1383 images/s, loss=1.5311, top1-acc=56.81%, top5-acc=85.82%, remaining_time=0:00:10.467240, arrival_time=2021-04-10 02:18:24.409325, cost_time=0:00:26.168062 2021-04-10 02:18:15,798 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.37ms, fps=1379 images/s, loss=1.5326, top1-acc=56.71%, top5-acc=85.80%, remaining_time=0:00:08.594180, arrival_time=2021-04-10 02:18:24.392699, cost_time=0:00:28.024462 2021-04-10 02:18:17,659 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.41ms, fps=1376 images/s, loss=1.5308, top1-acc=56.77%, top5-acc=85.86%, remaining_time=0:00:06.724224, arrival_time=2021-04-10 02:18:24.383599, cost_time=0:00:29.885397 2021-04-10 02:18:19,511 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.42ms, fps=1382 images/s, loss=1.5284, top1-acc=56.77%, top5-acc=85.91%, remaining_time=0:00:04.853992, arrival_time=2021-04-10 02:18:24.365662, cost_time=0:00:31.737684 2021-04-10 02:18:21,368 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.94ms, fps=1379 images/s, loss=1.5261, top1-acc=56.78%, top5-acc=85.94%, remaining_time=0:00:02.986176, arrival_time=2021-04-10 02:18:24.354609, cost_time=0:00:33.594470 2021-04-10 02:18:23,222 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.21ms, fps=1381 images/s, loss=1.5292, top1-acc=56.68%, top5-acc=85.88%, remaining_time=0:00:01.119420, arrival_time=2021-04-10 02:18:24.341698, cost_time=0:00:35.448308 2021-04-10 02:18:24,213 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.19ms, fps=1372 images/s, loss=1.5295, top1-acc=56.72%, top5-acc=85.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:24.213821, cost_time=0:00:36.439848 2021-04-10 02:18:24,659 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=0.41ms, fps=5763 images/s, loss=2.1466, top1-acc=44.77%, top5-acc=75.43%, remaining_time=0:00:01.332570, arrival_time=2021-04-10 02:18:25.992206, cost_time=0:00:00.444190 2021-04-10 02:18:25,015 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.50ms, fps=7211 images/s, loss=2.1364, top1-acc=45.51%, top5-acc=75.61%, remaining_time=0:00:00.799560, arrival_time=2021-04-10 02:18:25.814582, cost_time=0:00:00.799570 2021-04-10 02:18:25,388 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=0.19ms, fps=6854 images/s, loss=2.1560, top1-acc=45.31%, top5-acc=75.51%, remaining_time=0:00:00.391130, arrival_time=2021-04-10 02:18:25.779973, cost_time=0:00:01.173391 2021-04-10 02:18:25,725 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.07ms, fps=6905 images/s, loss=2.1870, top1-acc=45.16%, top5-acc=75.37%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:25.725187, cost_time=0:00:01.509743 2021-04-10 02:18:25,792 INFO : Epoch=0013 complete, best val top1-acc=46.15%, top5-acc=77.83% (epoch=12), remaining_time=1:59:12.411530, arrival_time=2021-04-10 04:17:38.204421, cost_time=0:08:17.226467 2021-04-10 02:18:25,793 INFO : Train start, epoch=0014, lr=0.098961 2021-04-10 02:18:27,848 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.39ms, fps=1246 images/s, loss=1.4997, top1-acc=57.62%, top5-acc=86.45%, remaining_time=0:00:38.201052, arrival_time=2021-04-10 02:19:06.049020, cost_time=0:00:02.053824 2021-04-10 02:18:29,719 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.78ms, fps=1371 images/s, loss=1.4713, top1-acc=58.18%, top5-acc=86.89%, remaining_time=0:00:34.542816, arrival_time=2021-04-10 02:19:04.262208, cost_time=0:00:03.925311 2021-04-10 02:18:31,567 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.53ms, fps=1386 images/s, loss=1.4569, top1-acc=58.39%, top5-acc=87.08%, remaining_time=0:00:31.946534, arrival_time=2021-04-10 02:19:03.513997, cost_time=0:00:05.773460 2021-04-10 02:18:33,418 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.42ms, fps=1384 images/s, loss=1.4547, top1-acc=58.35%, top5-acc=87.08%, remaining_time=0:00:29.733288, arrival_time=2021-04-10 02:19:03.151377, cost_time=0:00:07.623937 2021-04-10 02:18:35,277 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.39ms, fps=1377 images/s, loss=1.4606, top1-acc=58.55%, top5-acc=87.04%, remaining_time=0:00:27.693134, arrival_time=2021-04-10 02:19:02.971069, cost_time=0:00:09.483934 2021-04-10 02:18:37,127 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.51ms, fps=1385 images/s, loss=1.4628, top1-acc=58.50%, top5-acc=86.99%, remaining_time=0:00:25.688360, arrival_time=2021-04-10 02:19:02.815484, cost_time=0:00:11.333121 2021-04-10 02:18:38,980 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.51ms, fps=1382 images/s, loss=1.4719, top1-acc=58.30%, top5-acc=86.88%, remaining_time=0:00:23.734494, arrival_time=2021-04-10 02:19:02.714460, cost_time=0:00:13.185818 2021-04-10 02:18:40,838 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.50ms, fps=1378 images/s, loss=1.4733, top1-acc=58.29%, top5-acc=86.80%, remaining_time=0:00:21.814380, arrival_time=2021-04-10 02:19:02.652792, cost_time=0:00:15.044400 2021-04-10 02:18:42,694 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.30ms, fps=1380 images/s, loss=1.4750, top1-acc=58.15%, top5-acc=86.77%, remaining_time=0:00:19.904468, arrival_time=2021-04-10 02:19:02.598509, cost_time=0:00:16.900021 2021-04-10 02:18:44,560 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=2.93ms, fps=1372 images/s, loss=1.4730, top1-acc=58.17%, top5-acc=86.81%, remaining_time=0:00:18.015936, arrival_time=2021-04-10 02:19:02.576567, cost_time=0:00:18.766604 2021-04-10 02:18:46,417 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.69ms, fps=1379 images/s, loss=1.4841, top1-acc=57.94%, top5-acc=86.67%, remaining_time=0:00:16.123968, arrival_time=2021-04-10 02:19:02.541736, cost_time=0:00:20.623641 2021-04-10 02:18:48,280 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.49ms, fps=1375 images/s, loss=1.4827, top1-acc=57.95%, top5-acc=86.75%, remaining_time=0:00:14.241260, arrival_time=2021-04-10 02:19:02.521565, cost_time=0:00:22.486235 2021-04-10 02:18:50,135 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.54ms, fps=1381 images/s, loss=1.4859, top1-acc=57.85%, top5-acc=86.70%, remaining_time=0:00:12.357708, arrival_time=2021-04-10 02:19:02.492769, cost_time=0:00:24.340998 2021-04-10 02:18:51,993 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.40ms, fps=1378 images/s, loss=1.4851, top1-acc=57.81%, top5-acc=86.72%, remaining_time=0:00:10.479560, arrival_time=2021-04-10 02:19:02.472486, cost_time=0:00:26.198865 2021-04-10 02:18:53,845 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.36ms, fps=1382 images/s, loss=1.4872, top1-acc=57.78%, top5-acc=86.67%, remaining_time=0:00:08.602598, arrival_time=2021-04-10 02:19:02.448500, cost_time=0:00:28.051884 2021-04-10 02:18:55,691 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.63ms, fps=1387 images/s, loss=1.4905, top1-acc=57.64%, top5-acc=86.59%, remaining_time=0:00:06.726960, arrival_time=2021-04-10 02:19:02.418548, cost_time=0:00:29.897584 2021-04-10 02:18:57,544 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.85ms, fps=1382 images/s, loss=1.4887, top1-acc=57.74%, top5-acc=86.63%, remaining_time=0:00:04.855864, arrival_time=2021-04-10 02:19:02.399795, cost_time=0:00:31.749854 2021-04-10 02:18:59,401 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.34ms, fps=1379 images/s, loss=1.4909, top1-acc=57.73%, top5-acc=86.60%, remaining_time=0:00:02.987312, arrival_time=2021-04-10 02:19:02.388669, cost_time=0:00:33.607344 2021-04-10 02:19:01,253 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.37ms, fps=1382 images/s, loss=1.4906, top1-acc=57.68%, top5-acc=86.61%, remaining_time=0:00:01.119786, arrival_time=2021-04-10 02:19:02.373631, cost_time=0:00:35.459851 2021-04-10 02:19:02,256 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.33ms, fps=1357 images/s, loss=1.4939, top1-acc=57.61%, top5-acc=86.57%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:02.256174, cost_time=0:00:36.462176 2021-04-10 02:19:02,730 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=1.50ms, fps=5413 images/s, loss=1.9101, top1-acc=48.95%, top5-acc=80.86%, remaining_time=0:00:01.418670, arrival_time=2021-04-10 02:19:04.149318, cost_time=0:00:00.472890 2021-04-10 02:19:03,082 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.47ms, fps=7295 images/s, loss=1.9287, top1-acc=48.28%, top5-acc=79.94%, remaining_time=0:00:00.824180, arrival_time=2021-04-10 02:19:03.906130, cost_time=0:00:00.824188 2021-04-10 02:19:03,446 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.66ms, fps=7031 images/s, loss=1.9432, top1-acc=48.01%, top5-acc=79.41%, remaining_time=0:00:00.396230, arrival_time=2021-04-10 02:19:03.842733, cost_time=0:00:01.188678 2021-04-10 02:19:03,780 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.07ms, fps=6952 images/s, loss=1.9714, top1-acc=47.55%, top5-acc=79.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:03.780673, cost_time=0:00:01.522919 2021-04-10 02:19:03,933 INFO : Epoch=0014 complete, best val top1-acc=47.55%, top5-acc=79.00% (epoch=14), remaining_time=1:58:32.735418, arrival_time=2021-04-10 04:17:36.669025, cost_time=0:08:55.367182 2021-04-10 02:19:03,934 INFO : Train start, epoch=0015, lr=0.098796 2021-04-10 02:19:06,026 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.82ms, fps=1224 images/s, loss=1.4181, top1-acc=59.88%, top5-acc=87.93%, remaining_time=0:00:38.898180, arrival_time=2021-04-10 02:19:44.924478, cost_time=0:00:02.091297 2021-04-10 02:19:07,890 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.39ms, fps=1374 images/s, loss=1.4181, top1-acc=59.53%, top5-acc=88.09%, remaining_time=0:00:34.808928, arrival_time=2021-04-10 02:19:42.699537, cost_time=0:00:03.955567 2021-04-10 02:19:09,741 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.49ms, fps=1384 images/s, loss=1.4109, top1-acc=59.77%, top5-acc=88.03%, remaining_time=0:00:32.128470, arrival_time=2021-04-10 02:19:41.869548, cost_time=0:00:05.806345 2021-04-10 02:19:11,598 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=2.03ms, fps=1379 images/s, loss=1.4155, top1-acc=59.73%, top5-acc=87.88%, remaining_time=0:00:29.887260, arrival_time=2021-04-10 02:19:41.485449, cost_time=0:00:07.663391 2021-04-10 02:19:13,458 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.39ms, fps=1377 images/s, loss=1.4334, top1-acc=59.43%, top5-acc=87.52%, remaining_time=0:00:27.809350, arrival_time=2021-04-10 02:19:41.267854, cost_time=0:00:09.523764 2021-04-10 02:19:15,308 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.59ms, fps=1384 images/s, loss=1.4415, top1-acc=59.23%, top5-acc=87.34%, remaining_time=0:00:25.781520, arrival_time=2021-04-10 02:19:41.090441, cost_time=0:00:11.374192 2021-04-10 02:19:17,168 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.96ms, fps=1377 images/s, loss=1.4478, top1-acc=59.05%, top5-acc=87.20%, remaining_time=0:00:23.820174, arrival_time=2021-04-10 02:19:40.988300, cost_time=0:00:13.233403 2021-04-10 02:19:19,034 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.39ms, fps=1372 images/s, loss=1.4548, top1-acc=58.81%, top5-acc=87.10%, remaining_time=0:00:21.894536, arrival_time=2021-04-10 02:19:40.928985, cost_time=0:00:15.099646 2021-04-10 02:19:20,895 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.47ms, fps=1376 images/s, loss=1.4533, top1-acc=58.73%, top5-acc=87.19%, remaining_time=0:00:19.975488, arrival_time=2021-04-10 02:19:40.870522, cost_time=0:00:16.960300 2021-04-10 02:19:22,743 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.33ms, fps=1385 images/s, loss=1.4542, top1-acc=58.63%, top5-acc=87.21%, remaining_time=0:00:18.056160, arrival_time=2021-04-10 02:19:40.799382, cost_time=0:00:18.808496 2021-04-10 02:19:24,595 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.37ms, fps=1383 images/s, loss=1.4520, top1-acc=58.70%, top5-acc=87.16%, remaining_time=0:00:16.152692, arrival_time=2021-04-10 02:19:40.747788, cost_time=0:00:20.660367 2021-04-10 02:19:26,444 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.37ms, fps=1384 images/s, loss=1.4555, top1-acc=58.69%, top5-acc=87.02%, remaining_time=0:00:14.256384, arrival_time=2021-04-10 02:19:40.701191, cost_time=0:00:22.510083 2021-04-10 02:19:28,288 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=2.08ms, fps=1389 images/s, loss=1.4535, top1-acc=58.76%, top5-acc=87.05%, remaining_time=0:00:12.364110, arrival_time=2021-04-10 02:19:40.652395, cost_time=0:00:24.353556 2021-04-10 02:19:30,196 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.91ms, fps=1342 images/s, loss=1.4558, top1-acc=58.74%, top5-acc=86.97%, remaining_time=0:00:10.504592, arrival_time=2021-04-10 02:19:40.700844, cost_time=0:00:26.261448 2021-04-10 02:19:32,043 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=1.4579, top1-acc=58.67%, top5-acc=86.93%, remaining_time=0:00:08.620170, arrival_time=2021-04-10 02:19:40.664097, cost_time=0:00:28.109193 2021-04-10 02:19:33,894 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.58ms, fps=1384 images/s, loss=1.4569, top1-acc=58.69%, top5-acc=86.94%, remaining_time=0:00:06.740820, arrival_time=2021-04-10 02:19:40.634839, cost_time=0:00:29.959276 2021-04-10 02:19:35,754 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.44ms, fps=1376 images/s, loss=1.4579, top1-acc=58.69%, top5-acc=86.95%, remaining_time=0:00:04.866550, arrival_time=2021-04-10 02:19:40.621078, cost_time=0:00:31.819813 2021-04-10 02:19:37,606 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.43ms, fps=1383 images/s, loss=1.4583, top1-acc=58.65%, top5-acc=86.98%, remaining_time=0:00:02.993056, arrival_time=2021-04-10 02:19:40.599702, cost_time=0:00:33.671870 2021-04-10 02:19:39,468 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.42ms, fps=1376 images/s, loss=1.4599, top1-acc=58.63%, top5-acc=86.94%, remaining_time=0:00:01.122108, arrival_time=2021-04-10 02:19:40.590223, cost_time=0:00:35.533389 2021-04-10 02:19:40,466 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.22ms, fps=1363 images/s, loss=1.4592, top1-acc=58.61%, top5-acc=86.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:40.466694, cost_time=0:00:36.531962 2021-04-10 02:19:40,908 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=2.25ms, fps=5824 images/s, loss=2.0012, top1-acc=46.60%, top5-acc=78.98%, remaining_time=0:00:01.318710, arrival_time=2021-04-10 02:19:42.226858, cost_time=0:00:00.439566 2021-04-10 02:19:41,270 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.74ms, fps=7083 images/s, loss=1.9276, top1-acc=48.46%, top5-acc=79.94%, remaining_time=0:00:00.801440, arrival_time=2021-04-10 02:19:42.071480, cost_time=0:00:00.801444 2021-04-10 02:19:41,629 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.34ms, fps=7130 images/s, loss=1.9418, top1-acc=48.02%, top5-acc=79.90%, remaining_time=0:00:00.387000, arrival_time=2021-04-10 02:19:42.016534, cost_time=0:00:01.160994 2021-04-10 02:19:41,964 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.10ms, fps=6944 images/s, loss=1.9591, top1-acc=47.97%, top5-acc=79.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:41.963975, cost_time=0:00:01.495453 2021-04-10 02:19:42,128 INFO : Epoch=0015 complete, best val top1-acc=47.97%, top5-acc=79.77% (epoch=15), remaining_time=1:57:53.927325, arrival_time=2021-04-10 04:17:36.055429, cost_time=0:09:33.561670 2021-04-10 02:19:42,129 INFO : Train start, epoch=0016, lr=0.098618 2021-04-10 02:19:44,217 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=0.36ms, fps=1226 images/s, loss=1.3993, top1-acc=60.04%, top5-acc=88.52%, remaining_time=0:00:38.848890, arrival_time=2021-04-10 02:20:23.066780, cost_time=0:00:02.088654 2021-04-10 02:19:46,069 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.86ms, fps=1383 images/s, loss=1.3966, top1-acc=59.77%, top5-acc=88.09%, remaining_time=0:00:34.670768, arrival_time=2021-04-10 02:20:20.740047, cost_time=0:00:03.939860 2021-04-10 02:19:47,919 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.42ms, fps=1384 images/s, loss=1.3955, top1-acc=59.93%, top5-acc=87.94%, remaining_time=0:00:32.039162, arrival_time=2021-04-10 02:20:19.958745, cost_time=0:00:05.790221 2021-04-10 02:19:49,776 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.42ms, fps=1379 images/s, loss=1.3899, top1-acc=59.97%, top5-acc=88.04%, remaining_time=0:00:29.824392, arrival_time=2021-04-10 02:20:19.600922, cost_time=0:00:07.647268 2021-04-10 02:19:51,640 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.89ms, fps=1374 images/s, loss=1.4042, top1-acc=59.67%, top5-acc=87.87%, remaining_time=0:00:27.771974, arrival_time=2021-04-10 02:20:19.412246, cost_time=0:00:09.510953 2021-04-10 02:19:53,494 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=2.10ms, fps=1381 images/s, loss=1.3978, top1-acc=59.90%, top5-acc=87.94%, remaining_time=0:00:25.760712, arrival_time=2021-04-10 02:20:19.255002, cost_time=0:00:11.364996 2021-04-10 02:19:55,341 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.30ms, fps=1386 images/s, loss=1.4025, top1-acc=59.76%, top5-acc=87.90%, remaining_time=0:00:23.782626, arrival_time=2021-04-10 02:20:19.124428, cost_time=0:00:13.212584 2021-04-10 02:19:57,197 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.49ms, fps=1380 images/s, loss=1.4049, top1-acc=59.78%, top5-acc=87.94%, remaining_time=0:00:21.849064, arrival_time=2021-04-10 02:20:19.046627, cost_time=0:00:15.068338 2021-04-10 02:19:59,068 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.84ms, fps=1369 images/s, loss=1.4040, top1-acc=59.81%, top5-acc=87.95%, remaining_time=0:00:19.950472, arrival_time=2021-04-10 02:20:19.018901, cost_time=0:00:16.939115 2021-04-10 02:20:00,932 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.62ms, fps=1374 images/s, loss=1.4073, top1-acc=59.76%, top5-acc=87.85%, remaining_time=0:00:18.050880, arrival_time=2021-04-10 02:20:18.983153, cost_time=0:00:18.802962 2021-04-10 02:20:02,801 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.87ms, fps=1370 images/s, loss=1.4092, top1-acc=59.78%, top5-acc=87.76%, remaining_time=0:00:16.161636, arrival_time=2021-04-10 02:20:18.962854, cost_time=0:00:20.671915 2021-04-10 02:20:04,664 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.58ms, fps=1374 images/s, loss=1.4110, top1-acc=59.72%, top5-acc=87.67%, remaining_time=0:00:14.272344, arrival_time=2021-04-10 02:20:18.936820, cost_time=0:00:22.535222 2021-04-10 02:20:06,518 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.74ms, fps=1381 images/s, loss=1.4135, top1-acc=59.65%, top5-acc=87.64%, remaining_time=0:00:12.382260, arrival_time=2021-04-10 02:20:18.900805, cost_time=0:00:24.389241 2021-04-10 02:20:08,376 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.38ms, fps=1378 images/s, loss=1.4138, top1-acc=59.68%, top5-acc=87.63%, remaining_time=0:00:10.498768, arrival_time=2021-04-10 02:20:18.874947, cost_time=0:00:26.246929 2021-04-10 02:20:10,227 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.43ms, fps=1383 images/s, loss=1.4120, top1-acc=59.74%, top5-acc=87.61%, remaining_time=0:00:08.616858, arrival_time=2021-04-10 02:20:18.844588, cost_time=0:00:28.098446 2021-04-10 02:20:12,081 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.34ms, fps=1381 images/s, loss=1.4161, top1-acc=59.62%, top5-acc=87.57%, remaining_time=0:00:06.739272, arrival_time=2021-04-10 02:20:18.820828, cost_time=0:00:29.952254 2021-04-10 02:20:13,932 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.35ms, fps=1384 images/s, loss=1.4164, top1-acc=59.54%, top5-acc=87.62%, remaining_time=0:00:04.863976, arrival_time=2021-04-10 02:20:18.796195, cost_time=0:00:31.802889 2021-04-10 02:20:15,803 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.34ms, fps=1368 images/s, loss=1.4204, top1-acc=59.40%, top5-acc=87.57%, remaining_time=0:00:02.993296, arrival_time=2021-04-10 02:20:18.797136, cost_time=0:00:33.674533 2021-04-10 02:20:17,653 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.46ms, fps=1384 images/s, loss=1.4223, top1-acc=59.38%, top5-acc=87.56%, remaining_time=0:00:01.121826, arrival_time=2021-04-10 02:20:18.775596, cost_time=0:00:35.524532 2021-04-10 02:20:18,650 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.55ms, fps=1365 images/s, loss=1.4225, top1-acc=59.41%, top5-acc=87.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:18.650633, cost_time=0:00:36.521389 2021-04-10 02:20:19,127 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=1.66ms, fps=5390 images/s, loss=2.2578, top1-acc=42.66%, top5-acc=73.95%, remaining_time=0:00:01.424880, arrival_time=2021-04-10 02:20:20.552166, cost_time=0:00:00.474961 2021-04-10 02:20:19,484 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.74ms, fps=7170 images/s, loss=2.2697, top1-acc=43.30%, top5-acc=74.30%, remaining_time=0:00:00.832400, arrival_time=2021-04-10 02:20:20.317150, cost_time=0:00:00.832393 2021-04-10 02:20:19,844 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.40ms, fps=7133 images/s, loss=2.2661, top1-acc=43.39%, top5-acc=74.51%, remaining_time=0:00:00.397260, arrival_time=2021-04-10 02:20:20.241389, cost_time=0:00:01.191785 2021-04-10 02:20:20,176 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.06ms, fps=6980 images/s, loss=2.2301, top1-acc=43.69%, top5-acc=74.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:20.176936, cost_time=0:00:01.524657 2021-04-10 02:20:20,262 INFO : Epoch=0016 complete, best val top1-acc=47.97%, top5-acc=79.77% (epoch=15), remaining_time=1:57:14.506760, arrival_time=2021-04-10 04:17:34.769408, cost_time=0:10:11.696243 2021-04-10 02:20:20,263 INFO : Train start, epoch=0017, lr=0.098429 2021-04-10 02:20:22,302 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.61ms, fps=1256 images/s, loss=1.3862, top1-acc=61.05%, top5-acc=88.79%, remaining_time=0:00:37.920750, arrival_time=2021-04-10 02:21:00.223253, cost_time=0:00:02.038749 2021-04-10 02:20:24,158 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.60ms, fps=1380 images/s, loss=1.3808, top1-acc=61.05%, top5-acc=88.34%, remaining_time=0:00:34.270720, arrival_time=2021-04-10 02:20:58.428886, cost_time=0:00:03.894390 2021-04-10 02:20:26,017 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.39ms, fps=1378 images/s, loss=1.3714, top1-acc=60.65%, top5-acc=88.37%, remaining_time=0:00:31.834318, arrival_time=2021-04-10 02:20:57.851278, cost_time=0:00:05.753190 2021-04-10 02:20:27,861 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.50ms, fps=1388 images/s, loss=1.3757, top1-acc=60.39%, top5-acc=88.26%, remaining_time=0:00:29.629860, arrival_time=2021-04-10 02:20:57.491032, cost_time=0:00:07.597403 2021-04-10 02:20:29,714 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.49ms, fps=1382 images/s, loss=1.3779, top1-acc=60.12%, top5-acc=88.37%, remaining_time=0:00:27.595898, arrival_time=2021-04-10 02:20:57.310350, cost_time=0:00:09.450673 2021-04-10 02:20:31,574 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.55ms, fps=1377 images/s, loss=1.3808, top1-acc=60.14%, top5-acc=88.16%, remaining_time=0:00:25.637360, arrival_time=2021-04-10 02:20:57.211715, cost_time=0:00:11.310582 2021-04-10 02:20:33,428 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.35ms, fps=1381 images/s, loss=1.3764, top1-acc=60.34%, top5-acc=88.23%, remaining_time=0:00:23.695812, arrival_time=2021-04-10 02:20:57.123940, cost_time=0:00:13.164364 2021-04-10 02:20:35,283 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.41ms, fps=1380 images/s, loss=1.3743, top1-acc=60.43%, top5-acc=88.27%, remaining_time=0:00:21.777956, arrival_time=2021-04-10 02:20:57.060992, cost_time=0:00:15.019271 2021-04-10 02:20:37,137 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=2.03ms, fps=1381 images/s, loss=1.3835, top1-acc=60.28%, top5-acc=88.17%, remaining_time=0:00:19.873834, arrival_time=2021-04-10 02:20:57.011637, cost_time=0:00:16.874034 2021-04-10 02:20:38,994 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.41ms, fps=1379 images/s, loss=1.3867, top1-acc=60.21%, top5-acc=88.17%, remaining_time=0:00:17.981664, arrival_time=2021-04-10 02:20:56.976376, cost_time=0:00:18.730946 2021-04-10 02:20:40,841 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.44ms, fps=1387 images/s, loss=1.3845, top1-acc=60.31%, top5-acc=88.15%, remaining_time=0:00:16.087762, arrival_time=2021-04-10 02:20:56.928871, cost_time=0:00:20.577336 2021-04-10 02:20:42,684 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.95ms, fps=1389 images/s, loss=1.3855, top1-acc=60.30%, top5-acc=88.13%, remaining_time=0:00:14.199536, arrival_time=2021-04-10 02:20:56.883641, cost_time=0:00:22.420266 2021-04-10 02:20:44,530 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.45ms, fps=1387 images/s, loss=1.3907, top1-acc=60.17%, top5-acc=88.05%, remaining_time=0:00:12.320022, arrival_time=2021-04-10 02:20:56.850543, cost_time=0:00:24.266751 2021-04-10 02:20:46,410 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=15.68ms, fps=1362 images/s, loss=1.3924, top1-acc=60.11%, top5-acc=87.99%, remaining_time=0:00:10.458728, arrival_time=2021-04-10 02:20:56.869395, cost_time=0:00:26.146848 2021-04-10 02:20:48,268 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.43ms, fps=1378 images/s, loss=1.3930, top1-acc=60.09%, top5-acc=87.99%, remaining_time=0:00:08.588154, arrival_time=2021-04-10 02:20:56.856828, cost_time=0:00:28.004820 2021-04-10 02:20:50,144 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.56ms, fps=1365 images/s, loss=1.3957, top1-acc=60.02%, top5-acc=87.95%, remaining_time=0:00:06.723108, arrival_time=2021-04-10 02:20:56.867366, cost_time=0:00:29.880500 2021-04-10 02:20:51,999 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.34ms, fps=1380 images/s, loss=1.3980, top1-acc=59.97%, top5-acc=87.92%, remaining_time=0:00:04.853654, arrival_time=2021-04-10 02:20:56.852908, cost_time=0:00:31.735487 2021-04-10 02:20:53,858 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.51ms, fps=1377 images/s, loss=1.4010, top1-acc=59.94%, top5-acc=87.85%, remaining_time=0:00:02.986176, arrival_time=2021-04-10 02:20:56.844506, cost_time=0:00:33.594568 2021-04-10 02:20:55,715 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.60ms, fps=1379 images/s, loss=1.3988, top1-acc=60.02%, top5-acc=87.88%, remaining_time=0:00:01.119516, arrival_time=2021-04-10 02:20:56.834599, cost_time=0:00:35.451309 2021-04-10 02:20:56,713 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.23ms, fps=1363 images/s, loss=1.3988, top1-acc=59.96%, top5-acc=87.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:56.713018, cost_time=0:00:36.449206 2021-04-10 02:20:57,157 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=1.99ms, fps=5799 images/s, loss=1.9646, top1-acc=49.77%, top5-acc=80.23%, remaining_time=0:00:01.324410, arrival_time=2021-04-10 02:20:58.481375, cost_time=0:00:00.441466 2021-04-10 02:20:57,511 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.63ms, fps=7235 images/s, loss=1.9821, top1-acc=49.34%, top5-acc=79.43%, remaining_time=0:00:00.795800, arrival_time=2021-04-10 02:20:58.307120, cost_time=0:00:00.795808 2021-04-10 02:20:57,874 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.73ms, fps=7059 images/s, loss=1.9947, top1-acc=49.26%, top5-acc=79.34%, remaining_time=0:00:00.386330, arrival_time=2021-04-10 02:20:58.260832, cost_time=0:00:01.158995 2021-04-10 02:20:58,209 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.07ms, fps=6931 images/s, loss=2.0231, top1-acc=49.26%, top5-acc=79.27%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:58.209670, cost_time=0:00:01.494226 2021-04-10 02:20:58,378 INFO : Epoch=0017 complete, best val top1-acc=49.26%, top5-acc=79.27% (epoch=17), remaining_time=1:56:35.030064, arrival_time=2021-04-10 04:17:33.408032, cost_time=0:10:49.811539 2021-04-10 02:20:58,378 INFO : Train start, epoch=0018, lr=0.098228 2021-04-10 02:21:00,439 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.41ms, fps=1242 images/s, loss=1.3858, top1-acc=59.06%, top5-acc=88.67%, remaining_time=0:00:38.326416, arrival_time=2021-04-10 02:21:38.766201, cost_time=0:00:02.060557 2021-04-10 02:21:02,303 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.37ms, fps=1374 images/s, loss=1.3313, top1-acc=61.29%, top5-acc=89.39%, remaining_time=0:00:34.531904, arrival_time=2021-04-10 02:21:36.835155, cost_time=0:00:03.924085 2021-04-10 02:21:04,159 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.88ms, fps=1380 images/s, loss=1.3224, top1-acc=61.64%, top5-acc=89.37%, remaining_time=0:00:31.983884, arrival_time=2021-04-10 02:21:36.143237, cost_time=0:00:05.780223 2021-04-10 02:21:06,021 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.37ms, fps=1375 images/s, loss=1.3200, top1-acc=61.83%, top5-acc=89.32%, remaining_time=0:00:29.805360, arrival_time=2021-04-10 02:21:35.826938, cost_time=0:00:07.642404 2021-04-10 02:21:07,871 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.99ms, fps=1384 images/s, loss=1.3198, top1-acc=61.84%, top5-acc=89.19%, remaining_time=0:00:27.718684, arrival_time=2021-04-10 02:21:35.590504, cost_time=0:00:09.492696 2021-04-10 02:21:09,728 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.58ms, fps=1380 images/s, loss=1.3255, top1-acc=61.51%, top5-acc=89.23%, remaining_time=0:00:25.724264, arrival_time=2021-04-10 02:21:35.452278, cost_time=0:00:11.348927 2021-04-10 02:21:11,582 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.40ms, fps=1381 images/s, loss=1.3348, top1-acc=61.53%, top5-acc=88.97%, remaining_time=0:00:23.765238, arrival_time=2021-04-10 02:21:35.347361, cost_time=0:00:13.202910 2021-04-10 02:21:13,440 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.36ms, fps=1378 images/s, loss=1.3461, top1-acc=61.01%, top5-acc=88.85%, remaining_time=0:00:21.838740, arrival_time=2021-04-10 02:21:35.279075, cost_time=0:00:15.061235 2021-04-10 02:21:15,299 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.62ms, fps=1377 images/s, loss=1.3466, top1-acc=60.98%, top5-acc=88.78%, remaining_time=0:00:19.928212, arrival_time=2021-04-10 02:21:35.227479, cost_time=0:00:16.920179 2021-04-10 02:21:17,148 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.66ms, fps=1385 images/s, loss=1.3510, top1-acc=60.91%, top5-acc=88.68%, remaining_time=0:00:18.018432, arrival_time=2021-04-10 02:21:35.166800, cost_time=0:00:18.769231 2021-04-10 02:21:19,002 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.50ms, fps=1381 images/s, loss=1.3514, top1-acc=61.02%, top5-acc=88.63%, remaining_time=0:00:16.123710, arrival_time=2021-04-10 02:21:35.126170, cost_time=0:00:20.623315 2021-04-10 02:21:20,864 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.42ms, fps=1376 images/s, loss=1.3527, top1-acc=60.94%, top5-acc=88.62%, remaining_time=0:00:14.240424, arrival_time=2021-04-10 02:21:35.104399, cost_time=0:00:22.484886 2021-04-10 02:21:22,721 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.50ms, fps=1379 images/s, loss=1.3546, top1-acc=60.98%, top5-acc=88.53%, remaining_time=0:00:12.358434, arrival_time=2021-04-10 02:21:35.079882, cost_time=0:00:24.342356 2021-04-10 02:21:24,586 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.42ms, fps=1373 images/s, loss=1.3553, top1-acc=60.99%, top5-acc=88.51%, remaining_time=0:00:10.483032, arrival_time=2021-04-10 02:21:35.069860, cost_time=0:00:26.207591 2021-04-10 02:21:26,440 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.43ms, fps=1382 images/s, loss=1.3618, top1-acc=60.84%, top5-acc=88.42%, remaining_time=0:00:08.605496, arrival_time=2021-04-10 02:21:35.046020, cost_time=0:00:28.061350 2021-04-10 02:21:28,290 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.47ms, fps=1384 images/s, loss=1.3629, top1-acc=60.84%, top5-acc=88.40%, remaining_time=0:00:06.730092, arrival_time=2021-04-10 02:21:35.020771, cost_time=0:00:29.911596 2021-04-10 02:21:30,143 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.77ms, fps=1382 images/s, loss=1.3679, top1-acc=60.75%, top5-acc=88.33%, remaining_time=0:00:04.858074, arrival_time=2021-04-10 02:21:35.001657, cost_time=0:00:31.764413 2021-04-10 02:21:31,989 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.44ms, fps=1387 images/s, loss=1.3667, top1-acc=60.75%, top5-acc=88.32%, remaining_time=0:00:02.987600, arrival_time=2021-04-10 02:21:34.977256, cost_time=0:00:33.610579 2021-04-10 02:21:33,829 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.25ms, fps=1391 images/s, loss=1.3644, top1-acc=60.85%, top5-acc=88.36%, remaining_time=0:00:01.119498, arrival_time=2021-04-10 02:21:34.949420, cost_time=0:00:35.450830 2021-04-10 02:21:34,834 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.42ms, fps=1355 images/s, loss=1.3631, top1-acc=60.89%, top5-acc=88.39%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:34.834129, cost_time=0:00:36.455040 2021-04-10 02:21:35,301 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=0.32ms, fps=5502 images/s, loss=2.2293, top1-acc=47.42%, top5-acc=75.74%, remaining_time=0:00:01.395930, arrival_time=2021-04-10 02:21:36.697096, cost_time=0:00:00.465311 2021-04-10 02:21:35,661 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=0.20ms, fps=7116 images/s, loss=2.2847, top1-acc=45.84%, top5-acc=75.33%, remaining_time=0:00:00.825640, arrival_time=2021-04-10 02:21:36.487070, cost_time=0:00:00.825646 2021-04-10 02:21:36,015 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.33ms, fps=7246 images/s, loss=2.2701, top1-acc=45.98%, top5-acc=75.46%, remaining_time=0:00:00.393100, arrival_time=2021-04-10 02:21:36.408166, cost_time=0:00:01.179290 2021-04-10 02:21:36,348 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.05ms, fps=6959 images/s, loss=2.2775, top1-acc=45.91%, top5-acc=75.54%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:36.348771, cost_time=0:00:01.513017 2021-04-10 02:21:36,435 INFO : Epoch=0018 complete, best val top1-acc=49.26%, top5-acc=79.27% (epoch=17), remaining_time=1:55:55.119808, arrival_time=2021-04-10 04:17:31.555236, cost_time=0:11:27.869001 2021-04-10 02:21:36,436 INFO : Train start, epoch=0019, lr=0.098015 2021-04-10 02:21:38,468 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.51ms, fps=1260 images/s, loss=1.3515, top1-acc=60.98%, top5-acc=88.09%, remaining_time=0:00:37.796874, arrival_time=2021-04-10 02:22:16.265523, cost_time=0:00:02.032090 2021-04-10 02:21:40,330 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.53ms, fps=1375 images/s, loss=1.3376, top1-acc=61.21%, top5-acc=88.59%, remaining_time=0:00:34.264560, arrival_time=2021-04-10 02:22:14.594885, cost_time=0:00:03.893695 2021-04-10 02:21:42,195 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=2.33ms, fps=1373 images/s, loss=1.3060, top1-acc=62.32%, top5-acc=89.19%, remaining_time=0:00:31.864198, arrival_time=2021-04-10 02:22:14.059512, cost_time=0:00:05.758585 2021-04-10 02:21:44,049 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.42ms, fps=1381 images/s, loss=1.2953, top1-acc=62.83%, top5-acc=89.35%, remaining_time=0:00:29.690544, arrival_time=2021-04-10 02:22:13.740143, cost_time=0:00:07.612940 2021-04-10 02:21:45,914 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=2.16ms, fps=1373 images/s, loss=1.3065, top1-acc=62.33%, top5-acc=89.27%, remaining_time=0:00:27.676052, arrival_time=2021-04-10 02:22:13.590763, cost_time=0:00:09.478119 2021-04-10 02:21:47,776 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.29ms, fps=1376 images/s, loss=1.3101, top1-acc=62.14%, top5-acc=89.28%, remaining_time=0:00:25.702368, arrival_time=2021-04-10 02:22:13.478299, cost_time=0:00:11.339272 2021-04-10 02:21:49,621 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=2.09ms, fps=1387 images/s, loss=1.3215, top1-acc=61.86%, top5-acc=89.07%, remaining_time=0:00:23.733486, arrival_time=2021-04-10 02:22:13.355380, cost_time=0:00:13.185255 2021-04-10 02:21:51,481 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.32ms, fps=1377 images/s, loss=1.3281, top1-acc=61.64%, top5-acc=88.98%, remaining_time=0:00:21.814960, arrival_time=2021-04-10 02:22:13.296322, cost_time=0:00:15.044782 2021-04-10 02:21:53,345 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.54ms, fps=1374 images/s, loss=1.3358, top1-acc=61.41%, top5-acc=88.79%, remaining_time=0:00:19.914326, arrival_time=2021-04-10 02:22:13.259403, cost_time=0:00:16.908427 2021-04-10 02:21:55,196 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.44ms, fps=1383 images/s, loss=1.3393, top1-acc=61.37%, top5-acc=88.69%, remaining_time=0:00:18.009696, arrival_time=2021-04-10 02:22:13.206430, cost_time=0:00:18.760109 2021-04-10 02:21:57,043 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.40ms, fps=1387 images/s, loss=1.3418, top1-acc=61.29%, top5-acc=88.62%, remaining_time=0:00:16.110810, arrival_time=2021-04-10 02:22:13.154215, cost_time=0:00:20.606831 2021-04-10 02:21:58,888 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.35ms, fps=1387 images/s, loss=1.3419, top1-acc=61.35%, top5-acc=88.69%, remaining_time=0:00:14.219828, arrival_time=2021-04-10 02:22:13.108744, cost_time=0:00:22.452341 2021-04-10 02:22:00,750 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.38ms, fps=1375 images/s, loss=1.3453, top1-acc=61.27%, top5-acc=88.69%, remaining_time=0:00:12.343980, arrival_time=2021-04-10 02:22:13.094500, cost_time=0:00:24.313889 2021-04-10 02:22:02,618 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.36ms, fps=1371 images/s, loss=1.3441, top1-acc=61.29%, top5-acc=88.70%, remaining_time=0:00:10.472840, arrival_time=2021-04-10 02:22:13.091561, cost_time=0:00:26.182065 2021-04-10 02:22:04,500 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.91ms, fps=1361 images/s, loss=1.3466, top1-acc=61.29%, top5-acc=88.62%, remaining_time=0:00:08.606324, arrival_time=2021-04-10 02:22:13.107142, cost_time=0:00:28.064168 2021-04-10 02:22:06,358 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.34ms, fps=1379 images/s, loss=1.3494, top1-acc=61.24%, top5-acc=88.60%, remaining_time=0:00:06.732288, arrival_time=2021-04-10 02:22:13.090280, cost_time=0:00:29.921336 2021-04-10 02:22:08,212 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.45ms, fps=1381 images/s, loss=1.3518, top1-acc=61.16%, top5-acc=88.55%, remaining_time=0:00:04.859816, arrival_time=2021-04-10 02:22:13.072171, cost_time=0:00:31.775734 2021-04-10 02:22:10,059 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.62ms, fps=1386 images/s, loss=1.3539, top1-acc=61.17%, top5-acc=88.47%, remaining_time=0:00:02.988720, arrival_time=2021-04-10 02:22:13.048534, cost_time=0:00:33.623152 2021-04-10 02:22:11,906 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.65ms, fps=1387 images/s, loss=1.3560, top1-acc=61.11%, top5-acc=88.44%, remaining_time=0:00:01.120104, arrival_time=2021-04-10 02:22:13.026601, cost_time=0:00:35.469929 2021-04-10 02:22:12,907 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.36ms, fps=1360 images/s, loss=1.3572, top1-acc=61.08%, top5-acc=88.43%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:12.907088, cost_time=0:00:36.470515 2021-04-10 02:22:13,366 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=0.43ms, fps=5593 images/s, loss=1.9542, top1-acc=48.40%, top5-acc=79.61%, remaining_time=0:00:01.373100, arrival_time=2021-04-10 02:22:14.739618, cost_time=0:00:00.457698 2021-04-10 02:22:13,724 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.92ms, fps=7157 images/s, loss=1.9292, top1-acc=49.49%, top5-acc=79.67%, remaining_time=0:00:00.815820, arrival_time=2021-04-10 02:22:14.540443, cost_time=0:00:00.815821 2021-04-10 02:22:14,083 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.37ms, fps=7145 images/s, loss=1.9602, top1-acc=49.01%, top5-acc=79.01%, remaining_time=0:00:00.391500, arrival_time=2021-04-10 02:22:14.474825, cost_time=0:00:01.174493 2021-04-10 02:22:14,418 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.06ms, fps=6926 images/s, loss=1.9754, top1-acc=48.64%, top5-acc=79.20%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:14.418724, cost_time=0:00:01.509953 2021-04-10 02:22:14,486 INFO : Epoch=0019 complete, best val top1-acc=49.26%, top5-acc=79.27% (epoch=17), remaining_time=1:55:15.340119, arrival_time=2021-04-10 04:17:29.826219, cost_time=0:12:05.919674 2021-04-10 02:22:14,487 INFO : Train start, epoch=0020, lr=0.097790 2021-04-10 02:22:16,538 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.43ms, fps=1248 images/s, loss=1.3183, top1-acc=62.27%, top5-acc=88.83%, remaining_time=0:00:38.156784, arrival_time=2021-04-10 02:22:54.695448, cost_time=0:00:02.051442 2021-04-10 02:22:18,393 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.66ms, fps=1381 images/s, loss=1.3156, top1-acc=62.19%, top5-acc=89.28%, remaining_time=0:00:34.373504, arrival_time=2021-04-10 02:22:52.766849, cost_time=0:00:03.906081 2021-04-10 02:22:20,248 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=6.76ms, fps=1380 images/s, loss=1.3161, top1-acc=62.50%, top5-acc=89.08%, remaining_time=0:00:31.877644, arrival_time=2021-04-10 02:22:52.125969, cost_time=0:00:05.761012 2021-04-10 02:22:22,103 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.88ms, fps=1380 images/s, loss=1.3079, top1-acc=62.35%, top5-acc=89.29%, remaining_time=0:00:29.704740, arrival_time=2021-04-10 02:22:51.808633, cost_time=0:00:07.616581 2021-04-10 02:22:23,981 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.39ms, fps=1364 images/s, loss=1.3034, top1-acc=62.53%, top5-acc=89.25%, remaining_time=0:00:27.721750, arrival_time=2021-04-10 02:22:51.702736, cost_time=0:00:09.493759 2021-04-10 02:22:25,840 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.34ms, fps=1377 images/s, loss=1.3040, top1-acc=62.43%, top5-acc=89.23%, remaining_time=0:00:25.732832, arrival_time=2021-04-10 02:22:51.572843, cost_time=0:00:11.352717 2021-04-10 02:22:27,688 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.54ms, fps=1385 images/s, loss=1.3085, top1-acc=62.31%, top5-acc=89.12%, remaining_time=0:00:23.762214, arrival_time=2021-04-10 02:22:51.450708, cost_time=0:00:13.201242 2021-04-10 02:22:29,541 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.34ms, fps=1382 images/s, loss=1.3101, top1-acc=62.28%, top5-acc=89.12%, remaining_time=0:00:21.829228, arrival_time=2021-04-10 02:22:51.371093, cost_time=0:00:15.054636 2021-04-10 02:22:31,409 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.45ms, fps=1371 images/s, loss=1.3145, top1-acc=62.13%, top5-acc=89.01%, remaining_time=0:00:19.930438, arrival_time=2021-04-10 02:22:51.339837, cost_time=0:00:16.922090 2021-04-10 02:22:33,266 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.33ms, fps=1379 images/s, loss=1.3176, top1-acc=62.02%, top5-acc=88.97%, remaining_time=0:00:18.028416, arrival_time=2021-04-10 02:22:51.295213, cost_time=0:00:18.779558 2021-04-10 02:22:35,126 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=2.13ms, fps=1377 images/s, loss=1.3191, top1-acc=61.91%, top5-acc=88.98%, remaining_time=0:00:16.135922, arrival_time=2021-04-10 02:22:51.262204, cost_time=0:00:20.638995 2021-04-10 02:22:36,985 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.75ms, fps=1378 images/s, loss=1.3184, top1-acc=61.92%, top5-acc=88.98%, remaining_time=0:00:14.248556, arrival_time=2021-04-10 02:22:51.233541, cost_time=0:00:22.497752 2021-04-10 02:22:38,834 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.33ms, fps=1384 images/s, loss=1.3182, top1-acc=61.96%, top5-acc=88.96%, remaining_time=0:00:12.360942, arrival_time=2021-04-10 02:22:51.195582, cost_time=0:00:24.347369 2021-04-10 02:22:40,689 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.86ms, fps=1381 images/s, loss=1.3182, top1-acc=61.91%, top5-acc=89.00%, remaining_time=0:00:10.480848, arrival_time=2021-04-10 02:22:51.170229, cost_time=0:00:26.202143 2021-04-10 02:22:42,571 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=2.13ms, fps=1361 images/s, loss=1.3185, top1-acc=61.93%, top5-acc=89.01%, remaining_time=0:00:08.612396, arrival_time=2021-04-10 02:22:51.183588, cost_time=0:00:28.083889 2021-04-10 02:22:44,435 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.62ms, fps=1374 images/s, loss=1.3200, top1-acc=61.86%, top5-acc=88.99%, remaining_time=0:00:06.738264, arrival_time=2021-04-10 02:22:51.173332, cost_time=0:00:29.947762 2021-04-10 02:22:46,280 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.85ms, fps=1387 images/s, loss=1.3197, top1-acc=61.87%, top5-acc=89.00%, remaining_time=0:00:04.862546, arrival_time=2021-04-10 02:22:51.143389, cost_time=0:00:31.793577 2021-04-10 02:22:48,150 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.90ms, fps=1370 images/s, loss=1.3223, top1-acc=61.83%, top5-acc=88.90%, remaining_time=0:00:02.992272, arrival_time=2021-04-10 02:22:51.142701, cost_time=0:00:33.663051 2021-04-10 02:22:50,015 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.71ms, fps=1374 images/s, loss=1.3252, top1-acc=61.75%, top5-acc=88.87%, remaining_time=0:00:01.121940, arrival_time=2021-04-10 02:22:51.137354, cost_time=0:00:35.528167 2021-04-10 02:22:51,021 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.34ms, fps=1353 images/s, loss=1.3246, top1-acc=61.78%, top5-acc=88.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:51.021234, cost_time=0:00:36.533993 2021-04-10 02:22:51,480 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=2.21ms, fps=5590 images/s, loss=2.0592, top1-acc=48.12%, top5-acc=77.89%, remaining_time=0:00:01.373730, arrival_time=2021-04-10 02:22:52.854363, cost_time=0:00:00.457906 2021-04-10 02:22:51,835 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.50ms, fps=7219 images/s, loss=2.0432, top1-acc=47.60%, top5-acc=77.95%, remaining_time=0:00:00.812860, arrival_time=2021-04-10 02:22:52.648449, cost_time=0:00:00.812864 2021-04-10 02:22:52,196 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=2.04ms, fps=7093 images/s, loss=2.0173, top1-acc=48.31%, top5-acc=78.44%, remaining_time=0:00:00.391380, arrival_time=2021-04-10 02:22:52.588222, cost_time=0:00:01.174144 2021-04-10 02:22:52,545 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.12ms, fps=6668 images/s, loss=2.0027, top1-acc=48.62%, top5-acc=78.72%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:52.545097, cost_time=0:00:01.522378 2021-04-10 02:22:52,615 INFO : Epoch=0020 complete, best val top1-acc=49.26%, top5-acc=79.27% (epoch=17), remaining_time=1:54:36.443700, arrival_time=2021-04-10 04:17:29.059433, cost_time=0:12:44.049293 2021-04-10 02:22:52,617 INFO : Train start, epoch=0021, lr=0.097553 2021-04-10 02:22:54,683 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=0.24ms, fps=1239 images/s, loss=1.2831, top1-acc=62.85%, top5-acc=89.45%, remaining_time=0:00:38.431320, arrival_time=2021-04-10 02:23:33.114827, cost_time=0:00:02.066201 2021-04-10 02:22:56,537 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.66ms, fps=1381 images/s, loss=1.2821, top1-acc=62.73%, top5-acc=89.49%, remaining_time=0:00:34.495824, arrival_time=2021-04-10 02:23:31.033161, cost_time=0:00:03.919977 2021-04-10 02:22:58,395 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.40ms, fps=1378 images/s, loss=1.2658, top1-acc=63.29%, top5-acc=89.71%, remaining_time=0:00:31.969608, arrival_time=2021-04-10 02:23:30.364648, cost_time=0:00:05.777646 2021-04-10 02:23:00,250 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.85ms, fps=1380 images/s, loss=1.2639, top1-acc=63.01%, top5-acc=89.93%, remaining_time=0:00:29.768232, arrival_time=2021-04-10 02:23:30.018566, cost_time=0:00:07.632889 2021-04-10 02:23:02,114 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=2.07ms, fps=1374 images/s, loss=1.2617, top1-acc=63.22%, top5-acc=89.88%, remaining_time=0:00:27.730364, arrival_time=2021-04-10 02:23:29.844425, cost_time=0:00:09.496705 2021-04-10 02:23:03,988 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.77ms, fps=1366 images/s, loss=1.2681, top1-acc=62.97%, top5-acc=89.90%, remaining_time=0:00:25.774176, arrival_time=2021-04-10 02:23:29.762546, cost_time=0:00:11.370978 2021-04-10 02:23:05,848 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.39ms, fps=1376 images/s, loss=1.2723, top1-acc=62.78%, top5-acc=89.82%, remaining_time=0:00:23.816772, arrival_time=2021-04-10 02:23:29.665596, cost_time=0:00:13.231508 2021-04-10 02:23:07,702 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.36ms, fps=1381 images/s, loss=1.2742, top1-acc=62.88%, top5-acc=89.76%, remaining_time=0:00:21.873192, arrival_time=2021-04-10 02:23:29.575476, cost_time=0:00:15.084977 2021-04-10 02:23:09,568 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.92ms, fps=1372 images/s, loss=1.2797, top1-acc=62.73%, top5-acc=89.72%, remaining_time=0:00:19.964040, arrival_time=2021-04-10 02:23:29.532068, cost_time=0:00:16.950636 2021-04-10 02:23:11,419 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.49ms, fps=1383 images/s, loss=1.2841, top1-acc=62.63%, top5-acc=89.68%, remaining_time=0:00:18.049632, arrival_time=2021-04-10 02:23:29.468662, cost_time=0:00:18.801711 2021-04-10 02:23:13,273 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.45ms, fps=1381 images/s, loss=1.2849, top1-acc=62.55%, top5-acc=89.71%, remaining_time=0:00:16.149166, arrival_time=2021-04-10 02:23:29.422392, cost_time=0:00:20.655875 2021-04-10 02:23:15,125 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.45ms, fps=1383 images/s, loss=1.2861, top1-acc=62.58%, top5-acc=89.69%, remaining_time=0:00:14.254864, arrival_time=2021-04-10 02:23:29.379856, cost_time=0:00:22.507633 2021-04-10 02:23:17,005 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.67ms, fps=1362 images/s, loss=1.2891, top1-acc=62.52%, top5-acc=89.66%, remaining_time=0:00:12.381798, arrival_time=2021-04-10 02:23:29.387511, cost_time=0:00:24.388393 2021-04-10 02:23:18,862 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=2.53ms, fps=1379 images/s, loss=1.2915, top1-acc=62.54%, top5-acc=89.55%, remaining_time=0:00:10.497928, arrival_time=2021-04-10 02:23:29.360057, cost_time=0:00:26.244759 2021-04-10 02:23:20,745 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=2.13ms, fps=1359 images/s, loss=1.2912, top1-acc=62.60%, top5-acc=89.52%, remaining_time=0:00:08.626058, arrival_time=2021-04-10 02:23:29.371750, cost_time=0:00:28.128381 2021-04-10 02:23:22,604 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.41ms, fps=1378 images/s, loss=1.2930, top1-acc=62.55%, top5-acc=89.50%, remaining_time=0:00:06.746976, arrival_time=2021-04-10 02:23:29.350953, cost_time=0:00:29.986588 2021-04-10 02:23:24,457 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.90ms, fps=1381 images/s, loss=1.2946, top1-acc=62.54%, top5-acc=89.47%, remaining_time=0:00:04.869722, arrival_time=2021-04-10 02:23:29.327596, cost_time=0:00:31.840516 2021-04-10 02:23:26,326 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.86ms, fps=1370 images/s, loss=1.2976, top1-acc=62.47%, top5-acc=89.39%, remaining_time=0:00:02.996384, arrival_time=2021-04-10 02:23:29.322976, cost_time=0:00:33.709270 2021-04-10 02:23:28,179 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.49ms, fps=1382 images/s, loss=1.3023, top1-acc=62.38%, top5-acc=89.31%, remaining_time=0:00:01.123008, arrival_time=2021-04-10 02:23:29.302146, cost_time=0:00:35.561830 2021-04-10 02:23:29,176 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.63ms, fps=1364 images/s, loss=1.3041, top1-acc=62.35%, top5-acc=89.27%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:29.176809, cost_time=0:00:36.559506 2021-04-10 02:23:29,650 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=0.20ms, fps=5429 images/s, loss=1.9341, top1-acc=50.66%, top5-acc=79.45%, remaining_time=0:00:01.414650, arrival_time=2021-04-10 02:23:31.064666, cost_time=0:00:00.471552 2021-04-10 02:23:30,009 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.29ms, fps=7123 images/s, loss=1.9557, top1-acc=49.73%, top5-acc=79.28%, remaining_time=0:00:00.831480, arrival_time=2021-04-10 02:23:30.841362, cost_time=0:00:00.831471 2021-04-10 02:23:30,367 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.33ms, fps=7174 images/s, loss=1.9177, top1-acc=50.18%, top5-acc=79.80%, remaining_time=0:00:00.396230, arrival_time=2021-04-10 02:23:30.763373, cost_time=0:00:01.188693 2021-04-10 02:23:30,703 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.08ms, fps=6902 images/s, loss=1.9068, top1-acc=50.06%, top5-acc=79.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:30.703717, cost_time=0:00:01.525343 2021-04-10 02:23:30,878 INFO : Epoch=0021 complete, best val top1-acc=50.06%, top5-acc=79.70% (epoch=21), remaining_time=1:53:58.754965, arrival_time=2021-04-10 04:17:29.633431, cost_time=0:13:22.312041 2021-04-10 02:23:30,879 INFO : Train start, epoch=0022, lr=0.097304 2021-04-10 02:23:32,943 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.56ms, fps=1240 images/s, loss=1.2649, top1-acc=63.20%, top5-acc=90.51%, remaining_time=0:00:38.396166, arrival_time=2021-04-10 02:24:11.340079, cost_time=0:00:02.064310 2021-04-10 02:23:34,789 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.76ms, fps=1387 images/s, loss=1.2571, top1-acc=63.71%, top5-acc=89.92%, remaining_time=0:00:34.408704, arrival_time=2021-04-10 02:24:09.198385, cost_time=0:00:03.910084 2021-04-10 02:23:36,635 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=5.33ms, fps=1387 images/s, loss=1.2679, top1-acc=63.36%, top5-acc=89.83%, remaining_time=0:00:31.850918, arrival_time=2021-04-10 02:24:08.486765, cost_time=0:00:05.756200 2021-04-10 02:23:38,504 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=2.09ms, fps=1371 images/s, loss=1.2739, top1-acc=63.15%, top5-acc=89.84%, remaining_time=0:00:29.735628, arrival_time=2021-04-10 02:24:08.239744, cost_time=0:00:07.624520 2021-04-10 02:23:40,357 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.52ms, fps=1382 images/s, loss=1.2762, top1-acc=63.09%, top5-acc=89.88%, remaining_time=0:00:27.674154, arrival_time=2021-04-10 02:24:08.031218, cost_time=0:00:09.477457 2021-04-10 02:23:42,208 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.38ms, fps=1383 images/s, loss=1.2728, top1-acc=63.17%, top5-acc=89.91%, remaining_time=0:00:25.679248, arrival_time=2021-04-10 02:24:07.887981, cost_time=0:00:11.329085 2021-04-10 02:23:44,066 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.54ms, fps=1378 images/s, loss=1.2649, top1-acc=63.34%, top5-acc=89.96%, remaining_time=0:00:23.736636, arrival_time=2021-04-10 02:24:07.803279, cost_time=0:00:13.187036 2021-04-10 02:23:45,915 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=1.2601, top1-acc=63.47%, top5-acc=89.91%, remaining_time=0:00:21.801852, arrival_time=2021-04-10 02:24:07.717209, cost_time=0:00:15.035752 2021-04-10 02:23:47,777 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.82ms, fps=1375 images/s, loss=1.2596, top1-acc=63.49%, top5-acc=89.90%, remaining_time=0:00:19.902030, arrival_time=2021-04-10 02:24:07.679580, cost_time=0:00:16.897959 2021-04-10 02:23:49,638 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.42ms, fps=1376 images/s, loss=1.2578, top1-acc=63.42%, top5-acc=89.99%, remaining_time=0:00:18.008544, arrival_time=2021-04-10 02:24:07.647038, cost_time=0:00:18.758878 2021-04-10 02:23:51,486 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.55ms, fps=1386 images/s, loss=1.2621, top1-acc=63.23%, top5-acc=89.95%, remaining_time=0:00:16.110638, arrival_time=2021-04-10 02:24:07.596907, cost_time=0:00:20.606660 2021-04-10 02:23:53,340 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.92ms, fps=1381 images/s, loss=1.2664, top1-acc=63.11%, top5-acc=89.87%, remaining_time=0:00:14.225452, arrival_time=2021-04-10 02:24:07.566321, cost_time=0:00:22.461211 2021-04-10 02:23:55,200 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=2.55ms, fps=1377 images/s, loss=1.2706, top1-acc=63.04%, top5-acc=89.83%, remaining_time=0:00:12.347346, arrival_time=2021-04-10 02:24:07.547524, cost_time=0:00:24.320511 2021-04-10 02:23:57,058 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.76ms, fps=1378 images/s, loss=1.2760, top1-acc=62.92%, top5-acc=89.80%, remaining_time=0:00:10.471496, arrival_time=2021-04-10 02:24:07.529858, cost_time=0:00:26.178703 2021-04-10 02:23:58,920 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.32ms, fps=1375 images/s, loss=1.2775, top1-acc=62.87%, top5-acc=89.76%, remaining_time=0:00:08.599056, arrival_time=2021-04-10 02:24:07.519124, cost_time=0:00:28.040470 2021-04-10 02:24:00,782 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.86ms, fps=1375 images/s, loss=1.2826, top1-acc=62.72%, top5-acc=89.69%, remaining_time=0:00:06.728040, arrival_time=2021-04-10 02:24:07.510187, cost_time=0:00:29.902479 2021-04-10 02:24:02,645 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.47ms, fps=1374 images/s, loss=1.2807, top1-acc=62.71%, top5-acc=89.77%, remaining_time=0:00:04.858282, arrival_time=2021-04-10 02:24:07.503617, cost_time=0:00:31.765725 2021-04-10 02:24:04,505 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.87ms, fps=1377 images/s, loss=1.2830, top1-acc=62.70%, top5-acc=89.74%, remaining_time=0:00:02.988944, arrival_time=2021-04-10 02:24:07.494204, cost_time=0:00:33.625660 2021-04-10 02:24:06,361 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.23ms, fps=1379 images/s, loss=1.2823, top1-acc=62.70%, top5-acc=89.74%, remaining_time=0:00:01.120476, arrival_time=2021-04-10 02:24:07.482054, cost_time=0:00:35.481806 2021-04-10 02:24:07,363 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.41ms, fps=1358 images/s, loss=1.2829, top1-acc=62.72%, top5-acc=89.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:07.363871, cost_time=0:00:36.484265 2021-04-10 02:24:07,841 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=0.21ms, fps=5383 images/s, loss=2.0984, top1-acc=47.70%, top5-acc=77.38%, remaining_time=0:00:01.426620, arrival_time=2021-04-10 02:24:09.267799, cost_time=0:00:00.475541 2021-04-10 02:24:08,201 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=2.39ms, fps=7108 images/s, loss=2.1169, top1-acc=48.01%, top5-acc=77.15%, remaining_time=0:00:00.836340, arrival_time=2021-04-10 02:24:09.038217, cost_time=0:00:00.836336 2021-04-10 02:24:08,566 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=0.44ms, fps=7021 images/s, loss=2.1190, top1-acc=47.77%, top5-acc=77.54%, remaining_time=0:00:00.400440, arrival_time=2021-04-10 02:24:08.967342, cost_time=0:00:01.201324 2021-04-10 02:24:08,902 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.06ms, fps=6922 images/s, loss=2.1335, top1-acc=47.62%, top5-acc=77.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:08.902553, cost_time=0:00:01.537046 2021-04-10 02:24:09,019 INFO : Epoch=0022 complete, best val top1-acc=50.06%, top5-acc=79.70% (epoch=21), remaining_time=1:53:20.032006, arrival_time=2021-04-10 04:17:29.051820, cost_time=0:14:00.453385 2021-04-10 02:24:09,020 INFO : Train start, epoch=0023, lr=0.097044 2021-04-10 02:24:11,074 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=2.11ms, fps=1247 images/s, loss=1.2562, top1-acc=64.80%, top5-acc=90.98%, remaining_time=0:00:38.188962, arrival_time=2021-04-10 02:24:49.263186, cost_time=0:00:02.053168 2021-04-10 02:24:12,925 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.43ms, fps=1383 images/s, loss=1.2353, top1-acc=64.96%, top5-acc=90.57%, remaining_time=0:00:34.362064, arrival_time=2021-04-10 02:24:47.287868, cost_time=0:00:03.904786 2021-04-10 02:24:14,793 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.40ms, fps=1371 images/s, loss=1.2201, top1-acc=64.93%, top5-acc=90.73%, remaining_time=0:00:31.940724, arrival_time=2021-04-10 02:24:46.734288, cost_time=0:00:05.772429 2021-04-10 02:24:16,643 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.40ms, fps=1384 images/s, loss=1.2235, top1-acc=64.58%, top5-acc=90.83%, remaining_time=0:00:29.727984, arrival_time=2021-04-10 02:24:46.371651, cost_time=0:00:07.622541 2021-04-10 02:24:18,496 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.56ms, fps=1382 images/s, loss=1.2377, top1-acc=64.18%, top5-acc=90.49%, remaining_time=0:00:27.667438, arrival_time=2021-04-10 02:24:46.163617, cost_time=0:00:09.475140 2021-04-10 02:24:20,350 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.85ms, fps=1381 images/s, loss=1.2397, top1-acc=64.24%, top5-acc=90.39%, remaining_time=0:00:25.680608, arrival_time=2021-04-10 02:24:46.031406, cost_time=0:00:11.329690 2021-04-10 02:24:22,210 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.32ms, fps=1377 images/s, loss=1.2390, top1-acc=64.19%, top5-acc=90.28%, remaining_time=0:00:23.740542, arrival_time=2021-04-10 02:24:45.950780, cost_time=0:00:13.189207 2021-04-10 02:24:24,061 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=2.52ms, fps=1383 images/s, loss=1.2404, top1-acc=64.06%, top5-acc=90.35%, remaining_time=0:00:21.809160, arrival_time=2021-04-10 02:24:45.870973, cost_time=0:00:15.040781 2021-04-10 02:24:25,902 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.84ms, fps=1391 images/s, loss=1.2393, top1-acc=64.20%, top5-acc=90.32%, remaining_time=0:00:19.882738, arrival_time=2021-04-10 02:24:45.785351, cost_time=0:00:16.881540 2021-04-10 02:24:27,753 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.46ms, fps=1384 images/s, loss=1.2417, top1-acc=64.12%, top5-acc=90.30%, remaining_time=0:00:17.982816, arrival_time=2021-04-10 02:24:45.736024, cost_time=0:00:18.732103 2021-04-10 02:24:29,609 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.62ms, fps=1379 images/s, loss=1.2496, top1-acc=63.89%, top5-acc=90.22%, remaining_time=0:00:16.096792, arrival_time=2021-04-10 02:24:45.706702, cost_time=0:00:20.588870 2021-04-10 02:24:31,466 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.73ms, fps=1379 images/s, loss=1.2533, top1-acc=63.80%, top5-acc=90.11%, remaining_time=0:00:14.215648, arrival_time=2021-04-10 02:24:45.682499, cost_time=0:00:22.445800 2021-04-10 02:24:33,331 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=2.07ms, fps=1374 images/s, loss=1.2557, top1-acc=63.77%, top5-acc=90.02%, remaining_time=0:00:12.342000, arrival_time=2021-04-10 02:24:45.673152, cost_time=0:00:24.310027 2021-04-10 02:24:35,190 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.35ms, fps=1377 images/s, loss=1.2597, top1-acc=63.61%, top5-acc=90.00%, remaining_time=0:00:10.467688, arrival_time=2021-04-10 02:24:45.658059, cost_time=0:00:26.169249 2021-04-10 02:24:37,053 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.39ms, fps=1374 images/s, loss=1.2643, top1-acc=63.48%, top5-acc=89.87%, remaining_time=0:00:08.596618, arrival_time=2021-04-10 02:24:45.650201, cost_time=0:00:28.032468 2021-04-10 02:24:38,901 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.40ms, fps=1386 images/s, loss=1.2663, top1-acc=63.34%, top5-acc=89.80%, remaining_time=0:00:06.723144, arrival_time=2021-04-10 02:24:45.625004, cost_time=0:00:29.880662 2021-04-10 02:24:40,760 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.46ms, fps=1378 images/s, loss=1.2702, top1-acc=63.18%, top5-acc=89.77%, remaining_time=0:00:04.854200, arrival_time=2021-04-10 02:24:45.614299, cost_time=0:00:31.739057 2021-04-10 02:24:42,612 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.51ms, fps=1383 images/s, loss=1.2716, top1-acc=63.16%, top5-acc=89.72%, remaining_time=0:00:02.985856, arrival_time=2021-04-10 02:24:45.597832, cost_time=0:00:33.590957 2021-04-10 02:24:44,463 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.21ms, fps=1383 images/s, loss=1.2726, top1-acc=63.13%, top5-acc=89.71%, remaining_time=0:00:01.119228, arrival_time=2021-04-10 02:24:45.582456, cost_time=0:00:35.442200 2021-04-10 02:24:45,463 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.60ms, fps=1360 images/s, loss=1.2741, top1-acc=63.16%, top5-acc=89.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:45.463516, cost_time=0:00:36.442392 2021-04-10 02:24:45,944 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=5.40ms, fps=5348 images/s, loss=2.1958, top1-acc=45.90%, top5-acc=77.73%, remaining_time=0:00:01.436100, arrival_time=2021-04-10 02:24:47.380158, cost_time=0:00:00.478703 2021-04-10 02:24:46,310 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.84ms, fps=6994 images/s, loss=2.2221, top1-acc=45.68%, top5-acc=77.21%, remaining_time=0:00:00.845280, arrival_time=2021-04-10 02:24:47.155912, cost_time=0:00:00.845280 2021-04-10 02:24:46,672 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=2.40ms, fps=7086 images/s, loss=2.2409, top1-acc=45.51%, top5-acc=77.14%, remaining_time=0:00:00.402360, arrival_time=2021-04-10 02:24:47.074823, cost_time=0:00:01.207070 2021-04-10 02:24:47,038 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.06ms, fps=6342 images/s, loss=2.2841, top1-acc=45.52%, top5-acc=76.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:47.038856, cost_time=0:00:01.573509 2021-04-10 02:24:47,126 INFO : Epoch=0023 complete, best val top1-acc=50.06%, top5-acc=79.70% (epoch=21), remaining_time=1:52:41.094675, arrival_time=2021-04-10 04:17:28.221419, cost_time=0:14:38.560322 2021-04-10 02:24:47,127 INFO : Train start, epoch=0024, lr=0.096772 2021-04-10 02:24:49,211 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.41ms, fps=1229 images/s, loss=1.2685, top1-acc=63.05%, top5-acc=89.14%, remaining_time=0:00:38.751240, arrival_time=2021-04-10 02:25:27.962479, cost_time=0:00:02.083395 2021-04-10 02:24:51,064 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.31ms, fps=1382 images/s, loss=1.2194, top1-acc=64.24%, top5-acc=90.27%, remaining_time=0:00:34.638912, arrival_time=2021-04-10 02:25:25.703044, cost_time=0:00:03.936237 2021-04-10 02:24:52,945 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.76ms, fps=1361 images/s, loss=1.2009, top1-acc=64.74%, top5-acc=90.62%, remaining_time=0:00:32.188396, arrival_time=2021-04-10 02:25:25.133555, cost_time=0:00:05.817194 2021-04-10 02:24:54,803 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.59ms, fps=1378 images/s, loss=1.2021, top1-acc=64.63%, top5-acc=90.73%, remaining_time=0:00:29.935776, arrival_time=2021-04-10 02:25:24.739534, cost_time=0:00:07.675824 2021-04-10 02:24:56,653 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=1.1957, top1-acc=64.73%, top5-acc=90.87%, remaining_time=0:00:27.813876, arrival_time=2021-04-10 02:25:24.467055, cost_time=0:00:09.525312 2021-04-10 02:24:58,502 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.46ms, fps=1385 images/s, loss=1.1991, top1-acc=64.79%, top5-acc=90.81%, remaining_time=0:00:25.782200, arrival_time=2021-04-10 02:25:24.284628, cost_time=0:00:11.374486 2021-04-10 02:25:00,351 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.58ms, fps=1385 images/s, loss=1.2069, top1-acc=64.58%, top5-acc=90.74%, remaining_time=0:00:23.801526, arrival_time=2021-04-10 02:25:24.152503, cost_time=0:00:13.223104 2021-04-10 02:25:02,204 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.76ms, fps=1382 images/s, loss=1.2115, top1-acc=64.52%, top5-acc=90.69%, remaining_time=0:00:21.860548, arrival_time=2021-04-10 02:25:24.064609, cost_time=0:00:15.076207 2021-04-10 02:25:04,056 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.52ms, fps=1382 images/s, loss=1.2164, top1-acc=64.31%, top5-acc=90.56%, remaining_time=0:00:19.937858, arrival_time=2021-04-10 02:25:23.994283, cost_time=0:00:16.928383 2021-04-10 02:25:05,910 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.32ms, fps=1382 images/s, loss=1.2253, top1-acc=64.03%, top5-acc=90.53%, remaining_time=0:00:18.030912, arrival_time=2021-04-10 02:25:23.940953, cost_time=0:00:18.782185 2021-04-10 02:25:07,764 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.33ms, fps=1381 images/s, loss=1.2266, top1-acc=63.95%, top5-acc=90.55%, remaining_time=0:00:16.133686, arrival_time=2021-04-10 02:25:23.897700, cost_time=0:00:20.636139 2021-04-10 02:25:09,632 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=2.21ms, fps=1371 images/s, loss=1.2317, top1-acc=63.84%, top5-acc=90.48%, remaining_time=0:00:14.252736, arrival_time=2021-04-10 02:25:23.884985, cost_time=0:00:22.504329 2021-04-10 02:25:11,494 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.34ms, fps=1375 images/s, loss=1.2299, top1-acc=63.88%, top5-acc=90.49%, remaining_time=0:00:12.370644, arrival_time=2021-04-10 02:25:23.864925, cost_time=0:00:24.366431 2021-04-10 02:25:13,342 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=2.16ms, fps=1386 images/s, loss=1.2356, top1-acc=63.75%, top5-acc=90.35%, remaining_time=0:00:10.485720, arrival_time=2021-04-10 02:25:23.827914, cost_time=0:00:26.214299 2021-04-10 02:25:15,203 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.38ms, fps=1376 images/s, loss=1.2408, top1-acc=63.65%, top5-acc=90.28%, remaining_time=0:00:08.609774, arrival_time=2021-04-10 02:25:23.813037, cost_time=0:00:28.075413 2021-04-10 02:25:17,056 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.36ms, fps=1382 images/s, loss=1.2456, top1-acc=63.59%, top5-acc=90.21%, remaining_time=0:00:06.733800, arrival_time=2021-04-10 02:25:23.789808, cost_time=0:00:29.927990 2021-04-10 02:25:18,904 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.39ms, fps=1385 images/s, loss=1.2457, top1-acc=63.61%, top5-acc=90.22%, remaining_time=0:00:04.859972, arrival_time=2021-04-10 02:25:23.764616, cost_time=0:00:31.776771 2021-04-10 02:25:20,765 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.89ms, fps=1376 images/s, loss=1.2468, top1-acc=63.56%, top5-acc=90.21%, remaining_time=0:00:02.989968, arrival_time=2021-04-10 02:25:23.755109, cost_time=0:00:33.637180 2021-04-10 02:25:22,621 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.37ms, fps=1379 images/s, loss=1.2495, top1-acc=63.49%, top5-acc=90.17%, remaining_time=0:00:01.120860, arrival_time=2021-04-10 02:25:23.742724, cost_time=0:00:35.493988 2021-04-10 02:25:23,628 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.52ms, fps=1352 images/s, loss=1.2527, top1-acc=63.45%, top5-acc=90.11%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:23.628399, cost_time=0:00:36.500538 2021-04-10 02:25:24,100 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.30ms, fps=5444 images/s, loss=2.0939, top1-acc=46.87%, top5-acc=77.89%, remaining_time=0:00:01.410750, arrival_time=2021-04-10 02:25:25.511100, cost_time=0:00:00.470247 2021-04-10 02:25:24,462 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.88ms, fps=7073 images/s, loss=2.0427, top1-acc=47.70%, top5-acc=78.46%, remaining_time=0:00:00.832700, arrival_time=2021-04-10 02:25:25.295466, cost_time=0:00:00.832709 2021-04-10 02:25:24,830 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.76ms, fps=6969 images/s, loss=2.0504, top1-acc=47.76%, top5-acc=78.19%, remaining_time=0:00:00.400140, arrival_time=2021-04-10 02:25:25.230589, cost_time=0:00:01.200411 2021-04-10 02:25:25,164 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.07ms, fps=6966 images/s, loss=2.0561, top1-acc=47.59%, top5-acc=78.21%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:25.163972, cost_time=0:00:01.533886 2021-04-10 02:25:25,234 INFO : Epoch=0024 complete, best val top1-acc=50.06%, top5-acc=79.70% (epoch=21), remaining_time=1:52:02.232176, arrival_time=2021-04-10 04:17:27.466620, cost_time=0:15:16.668020 2021-04-10 02:25:25,235 INFO : Train start, epoch=0025, lr=0.096489 2021-04-10 02:25:27,321 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.33ms, fps=1227 images/s, loss=1.1957, top1-acc=65.47%, top5-acc=90.86%, remaining_time=0:00:38.804064, arrival_time=2021-04-10 02:26:06.125856, cost_time=0:00:02.086235 2021-04-10 02:25:29,183 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.38ms, fps=1375 images/s, loss=1.1782, top1-acc=65.84%, top5-acc=90.90%, remaining_time=0:00:34.742048, arrival_time=2021-04-10 02:26:03.925576, cost_time=0:00:03.947960 2021-04-10 02:25:31,030 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.48ms, fps=1387 images/s, loss=1.1837, top1-acc=65.81%, top5-acc=90.99%, remaining_time=0:00:32.062568, arrival_time=2021-04-10 02:26:03.092583, cost_time=0:00:05.794450 2021-04-10 02:25:32,893 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.48ms, fps=1374 images/s, loss=1.1943, top1-acc=65.44%, top5-acc=90.89%, remaining_time=0:00:29.864640, arrival_time=2021-04-10 02:26:02.757809, cost_time=0:00:07.657604 2021-04-10 02:25:34,744 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.42ms, fps=1383 images/s, loss=1.2023, top1-acc=65.09%, top5-acc=90.76%, remaining_time=0:00:27.766426, arrival_time=2021-04-10 02:26:02.511104, cost_time=0:00:09.509041 2021-04-10 02:25:36,593 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.60ms, fps=1385 images/s, loss=1.2153, top1-acc=64.65%, top5-acc=90.59%, remaining_time=0:00:25.744800, arrival_time=2021-04-10 02:26:02.338435, cost_time=0:00:11.358021 2021-04-10 02:25:38,443 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.33ms, fps=1384 images/s, loss=1.2120, top1-acc=64.73%, top5-acc=90.63%, remaining_time=0:00:23.774814, arrival_time=2021-04-10 02:26:02.218585, cost_time=0:00:13.208208 2021-04-10 02:25:40,292 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.58ms, fps=1385 images/s, loss=1.2128, top1-acc=64.71%, top5-acc=90.61%, remaining_time=0:00:21.831780, arrival_time=2021-04-10 02:26:02.123765, cost_time=0:00:15.056382 2021-04-10 02:25:42,148 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.52ms, fps=1380 images/s, loss=1.2176, top1-acc=64.54%, top5-acc=90.55%, remaining_time=0:00:19.919096, arrival_time=2021-04-10 02:26:02.067065, cost_time=0:00:16.912403 2021-04-10 02:25:44,002 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.41ms, fps=1380 images/s, loss=1.2171, top1-acc=64.44%, top5-acc=90.53%, remaining_time=0:00:18.016608, arrival_time=2021-04-10 02:26:02.019512, cost_time=0:00:18.767298 2021-04-10 02:25:45,852 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=1.2215, top1-acc=64.32%, top5-acc=90.44%, remaining_time=0:00:16.118378, arrival_time=2021-04-10 02:26:01.970505, cost_time=0:00:20.616531 2021-04-10 02:25:47,718 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.50ms, fps=1372 images/s, loss=1.2250, top1-acc=64.22%, top5-acc=90.39%, remaining_time=0:00:14.238980, arrival_time=2021-04-10 02:26:01.957219, cost_time=0:00:22.482602 2021-04-10 02:25:49,568 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.37ms, fps=1384 images/s, loss=1.2284, top1-acc=64.26%, top5-acc=90.27%, remaining_time=0:00:12.353616, arrival_time=2021-04-10 02:26:01.922097, cost_time=0:00:24.332918 2021-04-10 02:25:51,417 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=1.2304, top1-acc=64.22%, top5-acc=90.25%, remaining_time=0:00:10.472728, arrival_time=2021-04-10 02:26:01.890115, cost_time=0:00:26.181761 2021-04-10 02:25:53,280 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=2.58ms, fps=1374 images/s, loss=1.2298, top1-acc=64.27%, top5-acc=90.26%, remaining_time=0:00:08.600482, arrival_time=2021-04-10 02:26:01.881178, cost_time=0:00:28.045045 2021-04-10 02:25:55,139 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.40ms, fps=1378 images/s, loss=1.2315, top1-acc=64.21%, top5-acc=90.23%, remaining_time=0:00:06.728364, arrival_time=2021-04-10 02:26:01.867720, cost_time=0:00:29.903791 2021-04-10 02:25:56,988 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.45ms, fps=1385 images/s, loss=1.2327, top1-acc=64.16%, top5-acc=90.24%, remaining_time=0:00:04.856280, arrival_time=2021-04-10 02:26:01.844497, cost_time=0:00:31.752609 2021-04-10 02:25:58,838 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.53ms, fps=1384 images/s, loss=1.2330, top1-acc=64.09%, top5-acc=90.24%, remaining_time=0:00:02.986896, arrival_time=2021-04-10 02:26:01.825028, cost_time=0:00:33.602572 2021-04-10 02:26:00,699 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.66ms, fps=1375 images/s, loss=1.2336, top1-acc=64.07%, top5-acc=90.25%, remaining_time=0:00:01.119924, arrival_time=2021-04-10 02:26:01.819841, cost_time=0:00:35.464347 2021-04-10 02:26:01,698 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.21ms, fps=1362 images/s, loss=1.2347, top1-acc=64.06%, top5-acc=90.23%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:01.698703, cost_time=0:00:36.463137 2021-04-10 02:26:02,151 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=1.76ms, fps=5673 images/s, loss=2.0629, top1-acc=48.32%, top5-acc=77.19%, remaining_time=0:00:01.353780, arrival_time=2021-04-10 02:26:03.505361, cost_time=0:00:00.451262 2021-04-10 02:26:02,508 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.48ms, fps=7188 images/s, loss=2.0760, top1-acc=47.71%, top5-acc=77.34%, remaining_time=0:00:00.807920, arrival_time=2021-04-10 02:26:03.316107, cost_time=0:00:00.807913 2021-04-10 02:26:02,868 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.79ms, fps=7112 images/s, loss=2.0730, top1-acc=47.47%, top5-acc=77.29%, remaining_time=0:00:00.389420, arrival_time=2021-04-10 02:26:03.258005, cost_time=0:00:01.168268 2021-04-10 02:26:03,204 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.08ms, fps=6914 images/s, loss=2.0726, top1-acc=47.44%, top5-acc=76.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:03.204570, cost_time=0:00:01.504317 2021-04-10 02:26:03,278 INFO : Epoch=0025 complete, best val top1-acc=50.06%, top5-acc=79.70% (epoch=21), remaining_time=1:51:22.984700, arrival_time=2021-04-10 04:17:26.263212, cost_time=0:15:54.712101 2021-04-10 02:26:03,279 INFO : Train start, epoch=0026, lr=0.096194 2021-04-10 02:26:05,317 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=0.47ms, fps=1256 images/s, loss=1.1696, top1-acc=64.80%, top5-acc=91.72%, remaining_time=0:00:37.904568, arrival_time=2021-04-10 02:26:43.222113, cost_time=0:00:02.037880 2021-04-10 02:26:07,172 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.81ms, fps=1381 images/s, loss=1.1814, top1-acc=65.18%, top5-acc=91.13%, remaining_time=0:00:34.254000, arrival_time=2021-04-10 02:26:41.426164, cost_time=0:00:03.892498 2021-04-10 02:26:09,034 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.72ms, fps=1375 images/s, loss=1.1764, top1-acc=65.17%, top5-acc=91.12%, remaining_time=0:00:31.843282, arrival_time=2021-04-10 02:26:40.877852, cost_time=0:00:05.754804 2021-04-10 02:26:10,891 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.62ms, fps=1379 images/s, loss=1.1820, top1-acc=65.04%, top5-acc=91.14%, remaining_time=0:00:29.684304, arrival_time=2021-04-10 02:26:40.575498, cost_time=0:00:07.611362 2021-04-10 02:26:12,752 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.68ms, fps=1376 images/s, loss=1.1766, top1-acc=65.29%, top5-acc=91.15%, remaining_time=0:00:27.659846, arrival_time=2021-04-10 02:26:40.412059, cost_time=0:00:09.472532 2021-04-10 02:26:14,606 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.37ms, fps=1381 images/s, loss=1.1805, top1-acc=65.20%, top5-acc=91.07%, remaining_time=0:00:25.672992, arrival_time=2021-04-10 02:26:40.279127, cost_time=0:00:11.326337 2021-04-10 02:26:16,460 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.95ms, fps=1381 images/s, loss=1.1863, top1-acc=65.17%, top5-acc=90.97%, remaining_time=0:00:23.725422, arrival_time=2021-04-10 02:26:40.185895, cost_time=0:00:13.180791 2021-04-10 02:26:18,330 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.70ms, fps=1370 images/s, loss=1.1865, top1-acc=65.25%, top5-acc=90.98%, remaining_time=0:00:21.822732, arrival_time=2021-04-10 02:26:40.152726, cost_time=0:00:15.050150 2021-04-10 02:26:20,189 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.65ms, fps=1378 images/s, loss=1.1913, top1-acc=65.08%, top5-acc=90.92%, remaining_time=0:00:19.915386, arrival_time=2021-04-10 02:26:40.104554, cost_time=0:00:16.909329 2021-04-10 02:26:22,039 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.43ms, fps=1384 images/s, loss=1.1988, top1-acc=64.89%, top5-acc=90.84%, remaining_time=0:00:18.009312, arrival_time=2021-04-10 02:26:40.048768, cost_time=0:00:18.759719 2021-04-10 02:26:23,894 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.41ms, fps=1381 images/s, loss=1.1996, top1-acc=64.87%, top5-acc=90.82%, remaining_time=0:00:16.116658, arrival_time=2021-04-10 02:26:40.010818, cost_time=0:00:20.614314 2021-04-10 02:26:25,764 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.55ms, fps=1369 images/s, loss=1.2047, top1-acc=64.73%, top5-acc=90.67%, remaining_time=0:00:14.240196, arrival_time=2021-04-10 02:26:40.004422, cost_time=0:00:22.484548 2021-04-10 02:26:27,613 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.39ms, fps=1385 images/s, loss=1.2068, top1-acc=64.74%, top5-acc=90.64%, remaining_time=0:00:12.354078, arrival_time=2021-04-10 02:26:39.967564, cost_time=0:00:24.333808 2021-04-10 02:26:29,460 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=2.15ms, fps=1387 images/s, loss=1.2111, top1-acc=64.66%, top5-acc=90.62%, remaining_time=0:00:10.472224, arrival_time=2021-04-10 02:26:39.932568, cost_time=0:00:26.180580 2021-04-10 02:26:31,328 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.35ms, fps=1371 images/s, loss=1.2115, top1-acc=64.64%, top5-acc=90.60%, remaining_time=0:00:08.601632, arrival_time=2021-04-10 02:26:39.930187, cost_time=0:00:28.048834 2021-04-10 02:26:33,188 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.51ms, fps=1377 images/s, loss=1.2148, top1-acc=64.56%, top5-acc=90.59%, remaining_time=0:00:06.729408, arrival_time=2021-04-10 02:26:39.917525, cost_time=0:00:29.908445 2021-04-10 02:26:35,042 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.42ms, fps=1381 images/s, loss=1.2184, top1-acc=64.49%, top5-acc=90.55%, remaining_time=0:00:04.857892, arrival_time=2021-04-10 02:26:39.900759, cost_time=0:00:31.763197 2021-04-10 02:26:36,906 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.45ms, fps=1374 images/s, loss=1.2172, top1-acc=64.53%, top5-acc=90.57%, remaining_time=0:00:02.989040, arrival_time=2021-04-10 02:26:39.895488, cost_time=0:00:33.626783 2021-04-10 02:26:38,757 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.32ms, fps=1383 images/s, loss=1.2193, top1-acc=64.43%, top5-acc=90.50%, remaining_time=0:00:01.120362, arrival_time=2021-04-10 02:26:39.878090, cost_time=0:00:35.478053 2021-04-10 02:26:39,763 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.18ms, fps=1352 images/s, loss=1.2226, top1-acc=64.37%, top5-acc=90.43%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:39.763711, cost_time=0:00:36.484031 2021-04-10 02:26:40,251 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.39ms, fps=5275 images/s, loss=2.0591, top1-acc=47.42%, top5-acc=78.55%, remaining_time=0:00:01.455960, arrival_time=2021-04-10 02:26:41.707400, cost_time=0:00:00.485318 2021-04-10 02:26:40,618 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=0.40ms, fps=6979 images/s, loss=2.0741, top1-acc=46.80%, top5-acc=78.26%, remaining_time=0:00:00.852600, arrival_time=2021-04-10 02:26:41.471344, cost_time=0:00:00.852606 2021-04-10 02:26:40,981 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.52ms, fps=7070 images/s, loss=2.0965, top1-acc=46.72%, top5-acc=77.81%, remaining_time=0:00:00.405080, arrival_time=2021-04-10 02:26:41.386389, cost_time=0:00:01.215231 2021-04-10 02:26:41,318 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.08ms, fps=6882 images/s, loss=2.0889, top1-acc=46.85%, top5-acc=77.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:41.318769, cost_time=0:00:01.552710 2021-04-10 02:26:41,402 INFO : Epoch=0026 complete, best val top1-acc=50.06%, top5-acc=79.70% (epoch=21), remaining_time=1:50:44.365044, arrival_time=2021-04-10 04:17:25.767638, cost_time=0:16:32.836167 2021-04-10 02:26:41,403 INFO : Train start, epoch=0027, lr=0.095888 2021-04-10 02:26:43,467 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.48ms, fps=1240 images/s, loss=1.1549, top1-acc=65.00%, top5-acc=92.23%, remaining_time=0:00:38.385192, arrival_time=2021-04-10 02:27:21.852652, cost_time=0:00:02.063725 2021-04-10 02:26:45,322 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=2.58ms, fps=1380 images/s, loss=1.1596, top1-acc=65.08%, top5-acc=91.93%, remaining_time=0:00:34.484032, arrival_time=2021-04-10 02:27:19.806398, cost_time=0:00:03.918630 2021-04-10 02:26:47,170 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.35ms, fps=1386 images/s, loss=1.1637, top1-acc=65.26%, top5-acc=91.54%, remaining_time=0:00:31.907690, arrival_time=2021-04-10 02:27:19.077977, cost_time=0:00:05.766463 2021-04-10 02:26:49,020 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.40ms, fps=1384 images/s, loss=1.1633, top1-acc=65.62%, top5-acc=91.27%, remaining_time=0:00:29.703336, arrival_time=2021-04-10 02:27:18.723410, cost_time=0:00:07.616251 2021-04-10 02:26:50,866 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.52ms, fps=1387 images/s, loss=1.1730, top1-acc=65.50%, top5-acc=91.34%, remaining_time=0:00:27.630354, arrival_time=2021-04-10 02:27:18.496499, cost_time=0:00:09.462433 2021-04-10 02:26:52,725 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.33ms, fps=1377 images/s, loss=1.1741, top1-acc=65.68%, top5-acc=91.25%, remaining_time=0:00:25.663200, arrival_time=2021-04-10 02:27:18.389057, cost_time=0:00:11.321997 2021-04-10 02:26:54,569 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.51ms, fps=1389 images/s, loss=1.1851, top1-acc=65.47%, top5-acc=91.07%, remaining_time=0:00:23.698584, arrival_time=2021-04-10 02:27:18.268275, cost_time=0:00:13.165908 2021-04-10 02:26:56,419 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.47ms, fps=1384 images/s, loss=1.1894, top1-acc=65.39%, top5-acc=90.98%, remaining_time=0:00:21.773200, arrival_time=2021-04-10 02:27:18.192985, cost_time=0:00:15.016010 2021-04-10 02:26:58,280 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.69ms, fps=1376 images/s, loss=1.1938, top1-acc=65.22%, top5-acc=90.97%, remaining_time=0:00:19.876696, arrival_time=2021-04-10 02:27:18.156969, cost_time=0:00:16.876459 2021-04-10 02:27:00,132 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.30ms, fps=1383 images/s, loss=1.1976, top1-acc=65.16%, top5-acc=90.96%, remaining_time=0:00:17.979552, arrival_time=2021-04-10 02:27:18.112035, cost_time=0:00:18.728726 2021-04-10 02:27:01,989 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.57ms, fps=1379 images/s, loss=1.1974, top1-acc=65.08%, top5-acc=90.93%, remaining_time=0:00:16.094212, arrival_time=2021-04-10 02:27:18.083552, cost_time=0:00:20.585595 2021-04-10 02:27:03,914 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.36ms, fps=1330 images/s, loss=1.1965, top1-acc=65.13%, top5-acc=90.90%, remaining_time=0:00:14.256992, arrival_time=2021-04-10 02:27:18.171894, cost_time=0:00:22.511076 2021-04-10 02:27:05,771 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.62ms, fps=1380 images/s, loss=1.1980, top1-acc=65.04%, top5-acc=90.86%, remaining_time=0:00:12.371106, arrival_time=2021-04-10 02:27:18.142332, cost_time=0:00:24.367323 2021-04-10 02:27:07,629 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=2.31ms, fps=1378 images/s, loss=1.2010, top1-acc=64.98%, top5-acc=90.82%, remaining_time=0:00:10.490480, arrival_time=2021-04-10 02:27:18.120357, cost_time=0:00:26.226139 2021-04-10 02:27:09,504 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=2.05ms, fps=1366 images/s, loss=1.2066, top1-acc=64.87%, top5-acc=90.73%, remaining_time=0:00:08.617456, arrival_time=2021-04-10 02:27:18.121687, cost_time=0:00:28.100410 2021-04-10 02:27:11,364 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.48ms, fps=1377 images/s, loss=1.2067, top1-acc=64.88%, top5-acc=90.70%, remaining_time=0:00:06.741144, arrival_time=2021-04-10 02:27:18.105611, cost_time=0:00:29.960654 2021-04-10 02:27:13,214 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.38ms, fps=1384 images/s, loss=1.2062, top1-acc=64.89%, top5-acc=90.72%, remaining_time=0:00:04.865120, arrival_time=2021-04-10 02:27:18.079334, cost_time=0:00:31.810403 2021-04-10 02:27:15,076 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.38ms, fps=1375 images/s, loss=1.2068, top1-acc=64.85%, top5-acc=90.72%, remaining_time=0:00:02.993152, arrival_time=2021-04-10 02:27:18.069849, cost_time=0:00:33.672926 2021-04-10 02:27:16,937 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.86ms, fps=1376 images/s, loss=1.2089, top1-acc=64.77%, top5-acc=90.69%, remaining_time=0:00:01.122108, arrival_time=2021-04-10 02:27:18.059296, cost_time=0:00:35.533369 2021-04-10 02:27:17,939 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.31ms, fps=1357 images/s, loss=1.2123, top1-acc=64.70%, top5-acc=90.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:17.939602, cost_time=0:00:36.535890 2021-04-10 02:27:18,415 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.29ms, fps=5400 images/s, loss=1.9596, top1-acc=50.66%, top5-acc=80.94%, remaining_time=0:00:01.422030, arrival_time=2021-04-10 02:27:19.837291, cost_time=0:00:00.474012 2021-04-10 02:27:18,777 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.47ms, fps=7084 images/s, loss=1.9563, top1-acc=49.77%, top5-acc=81.27%, remaining_time=0:00:00.835840, arrival_time=2021-04-10 02:27:19.612909, cost_time=0:00:00.835849 2021-04-10 02:27:19,137 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.83ms, fps=7102 images/s, loss=1.9716, top1-acc=50.17%, top5-acc=81.00%, remaining_time=0:00:00.398900, arrival_time=2021-04-10 02:27:19.536836, cost_time=0:00:01.196694 2021-04-10 02:27:19,472 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.06ms, fps=6949 images/s, loss=1.9911, top1-acc=49.92%, top5-acc=80.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:19.472195, cost_time=0:00:01.531011 2021-04-10 02:27:19,650 INFO : Epoch=0027 complete, best val top1-acc=50.06%, top5-acc=79.70% (epoch=21), remaining_time=1:50:06.576938, arrival_time=2021-04-10 04:17:26.227648, cost_time=0:17:11.084254 2021-04-10 02:27:19,652 INFO : Train start, epoch=0028, lr=0.095570 2021-04-10 02:27:21,688 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=2.22ms, fps=1257 images/s, loss=1.2096, top1-acc=64.34%, top5-acc=91.13%, remaining_time=0:00:37.869786, arrival_time=2021-04-10 02:27:59.558404, cost_time=0:00:02.036013 2021-04-10 02:27:23,539 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.38ms, fps=1383 images/s, loss=1.1611, top1-acc=66.13%, top5-acc=91.45%, remaining_time=0:00:34.206128, arrival_time=2021-04-10 02:27:57.745772, cost_time=0:00:03.887056 2021-04-10 02:27:25,407 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=3.72ms, fps=1371 images/s, loss=1.1518, top1-acc=66.41%, top5-acc=91.46%, remaining_time=0:00:31.841124, arrival_time=2021-04-10 02:27:57.248271, cost_time=0:00:05.754434 2021-04-10 02:27:27,270 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.45ms, fps=1375 images/s, loss=1.1407, top1-acc=66.76%, top5-acc=91.63%, remaining_time=0:00:29.708796, arrival_time=2021-04-10 02:27:56.979104, cost_time=0:00:07.617636 2021-04-10 02:27:29,126 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.36ms, fps=1380 images/s, loss=1.1366, top1-acc=66.88%, top5-acc=91.77%, remaining_time=0:00:27.663350, arrival_time=2021-04-10 02:27:56.789796, cost_time=0:00:09.473766 2021-04-10 02:27:30,983 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.38ms, fps=1379 images/s, loss=1.1394, top1-acc=66.78%, top5-acc=91.61%, remaining_time=0:00:25.684008, arrival_time=2021-04-10 02:27:56.667795, cost_time=0:00:11.331189 2021-04-10 02:27:32,850 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.58ms, fps=1371 images/s, loss=1.1500, top1-acc=66.27%, top5-acc=91.32%, remaining_time=0:00:23.756670, arrival_time=2021-04-10 02:27:56.607519, cost_time=0:00:13.198166 2021-04-10 02:27:34,705 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.41ms, fps=1381 images/s, loss=1.1642, top1-acc=65.98%, top5-acc=91.20%, remaining_time=0:00:21.826792, arrival_time=2021-04-10 02:27:56.532318, cost_time=0:00:15.052935 2021-04-10 02:27:36,552 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.34ms, fps=1386 images/s, loss=1.1779, top1-acc=65.68%, top5-acc=91.04%, remaining_time=0:00:19.904256, arrival_time=2021-04-10 02:27:56.456731, cost_time=0:00:16.899885 2021-04-10 02:27:38,408 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.40ms, fps=1379 images/s, loss=1.1834, top1-acc=65.47%, top5-acc=91.02%, remaining_time=0:00:18.005856, arrival_time=2021-04-10 02:27:56.414649, cost_time=0:00:18.756059 2021-04-10 02:27:40,257 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=1.1853, top1-acc=65.34%, top5-acc=91.08%, remaining_time=0:00:16.108918, arrival_time=2021-04-10 02:27:56.365956, cost_time=0:00:20.604442 2021-04-10 02:27:42,105 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.44ms, fps=1385 images/s, loss=1.1873, top1-acc=65.32%, top5-acc=91.05%, remaining_time=0:00:14.219980, arrival_time=2021-04-10 02:27:56.325135, cost_time=0:00:22.452556 2021-04-10 02:27:43,951 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=1.1906, top1-acc=65.21%, top5-acc=90.98%, remaining_time=0:00:12.336192, arrival_time=2021-04-10 02:27:56.287344, cost_time=0:00:24.298561 2021-04-10 02:27:45,809 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.32ms, fps=1378 images/s, loss=1.1912, top1-acc=65.27%, top5-acc=90.93%, remaining_time=0:00:10.462704, arrival_time=2021-04-10 02:27:56.272045, cost_time=0:00:26.156750 2021-04-10 02:27:47,668 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.65ms, fps=1377 images/s, loss=1.1910, top1-acc=65.28%, top5-acc=90.93%, remaining_time=0:00:08.591466, arrival_time=2021-04-10 02:27:56.259621, cost_time=0:00:28.015580 2021-04-10 02:27:49,546 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.44ms, fps=1363 images/s, loss=1.1895, top1-acc=65.32%, top5-acc=90.97%, remaining_time=0:00:06.726132, arrival_time=2021-04-10 02:27:56.272761, cost_time=0:00:29.893955 2021-04-10 02:27:51,398 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.51ms, fps=1383 images/s, loss=1.1906, top1-acc=65.26%, top5-acc=90.99%, remaining_time=0:00:04.855162, arrival_time=2021-04-10 02:27:56.253210, cost_time=0:00:31.745363 2021-04-10 02:27:53,287 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=2.08ms, fps=1355 images/s, loss=1.1878, top1-acc=65.31%, top5-acc=91.03%, remaining_time=0:00:02.989808, arrival_time=2021-04-10 02:27:56.277691, cost_time=0:00:33.635287 2021-04-10 02:27:55,141 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.22ms, fps=1381 images/s, loss=1.1899, top1-acc=65.27%, top5-acc=90.97%, remaining_time=0:00:01.120698, arrival_time=2021-04-10 02:27:56.262218, cost_time=0:00:35.488842 2021-04-10 02:27:56,138 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.39ms, fps=1364 images/s, loss=1.1930, top1-acc=65.23%, top5-acc=90.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:56.138923, cost_time=0:00:36.486321 2021-04-10 02:27:56,594 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=3.09ms, fps=5634 images/s, loss=2.1774, top1-acc=47.62%, top5-acc=77.66%, remaining_time=0:00:01.363050, arrival_time=2021-04-10 02:27:57.957944, cost_time=0:00:00.454349 2021-04-10 02:27:56,951 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.44ms, fps=7188 images/s, loss=2.1619, top1-acc=47.44%, top5-acc=77.77%, remaining_time=0:00:00.810820, arrival_time=2021-04-10 02:27:57.762192, cost_time=0:00:00.810829 2021-04-10 02:27:57,314 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.56ms, fps=7067 images/s, loss=2.1841, top1-acc=46.97%, top5-acc=77.63%, remaining_time=0:00:00.391140, arrival_time=2021-04-10 02:27:57.705106, cost_time=0:00:01.173420 2021-04-10 02:27:57,648 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.10ms, fps=6936 images/s, loss=2.1772, top1-acc=47.02%, top5-acc=77.49%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:57.648760, cost_time=0:00:01.508242 2021-04-10 02:27:57,731 INFO : Epoch=0028 complete, best val top1-acc=50.06%, top5-acc=79.70% (epoch=21), remaining_time=1:49:27.729356, arrival_time=2021-04-10 04:17:25.461072, cost_time=0:17:49.165255 2021-04-10 02:27:57,733 INFO : Train start, epoch=0029, lr=0.095241 2021-04-10 02:27:59,797 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=1.33ms, fps=1241 images/s, loss=1.2216, top1-acc=65.16%, top5-acc=90.82%, remaining_time=0:00:38.380542, arrival_time=2021-04-10 02:28:38.177778, cost_time=0:00:02.063467 2021-04-10 02:28:01,648 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.91ms, fps=1384 images/s, loss=1.1968, top1-acc=65.86%, top5-acc=91.07%, remaining_time=0:00:34.444960, arrival_time=2021-04-10 02:28:36.092974, cost_time=0:00:03.914204 2021-04-10 02:28:03,510 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.47ms, fps=1375 images/s, loss=1.1618, top1-acc=66.34%, top5-acc=91.34%, remaining_time=0:00:31.966952, arrival_time=2021-04-10 02:28:35.477877, cost_time=0:00:05.777146 2021-04-10 02:28:05,357 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.52ms, fps=1386 images/s, loss=1.1670, top1-acc=66.25%, top5-acc=91.22%, remaining_time=0:00:29.733912, arrival_time=2021-04-10 02:28:35.091817, cost_time=0:00:07.624084 2021-04-10 02:28:07,208 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.88ms, fps=1384 images/s, loss=1.1724, top1-acc=66.31%, top5-acc=91.10%, remaining_time=0:00:27.666854, arrival_time=2021-04-10 02:28:34.875603, cost_time=0:00:09.474967 2021-04-10 02:28:09,066 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.34ms, fps=1379 images/s, loss=1.1627, top1-acc=66.31%, top5-acc=91.18%, remaining_time=0:00:25.686456, arrival_time=2021-04-10 02:28:34.752563, cost_time=0:00:11.332263 2021-04-10 02:28:10,923 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=2.36ms, fps=1379 images/s, loss=1.1608, top1-acc=66.37%, top5-acc=91.28%, remaining_time=0:00:23.741802, arrival_time=2021-04-10 02:28:34.665465, cost_time=0:00:13.189875 2021-04-10 02:28:12,780 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=2.46ms, fps=1379 images/s, loss=1.1604, top1-acc=66.25%, top5-acc=91.32%, remaining_time=0:00:21.817396, arrival_time=2021-04-10 02:28:34.597751, cost_time=0:00:15.046510 2021-04-10 02:28:14,634 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=2.01ms, fps=1381 images/s, loss=1.1591, top1-acc=66.21%, top5-acc=91.42%, remaining_time=0:00:19.905316, arrival_time=2021-04-10 02:28:34.539913, cost_time=0:00:16.900737 2021-04-10 02:28:16,491 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=2.11ms, fps=1379 images/s, loss=1.1609, top1-acc=66.09%, top5-acc=91.39%, remaining_time=0:00:18.007488, arrival_time=2021-04-10 02:28:34.499163, cost_time=0:00:18.757838 2021-04-10 02:28:18,356 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.43ms, fps=1374 images/s, loss=1.1712, top1-acc=65.82%, top5-acc=91.30%, remaining_time=0:00:16.122678, arrival_time=2021-04-10 02:28:34.478689, cost_time=0:00:20.622082 2021-04-10 02:28:20,219 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.34ms, fps=1374 images/s, loss=1.1707, top1-acc=65.94%, top5-acc=91.30%, remaining_time=0:00:14.240880, arrival_time=2021-04-10 02:28:34.460312, cost_time=0:00:22.485642 2021-04-10 02:28:22,068 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.63ms, fps=1385 images/s, loss=1.1733, top1-acc=65.81%, top5-acc=91.28%, remaining_time=0:00:12.354540, arrival_time=2021-04-10 02:28:34.423008, cost_time=0:00:24.334693 2021-04-10 02:28:23,923 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.43ms, fps=1380 images/s, loss=1.1775, top1-acc=65.67%, top5-acc=91.22%, remaining_time=0:00:10.475864, arrival_time=2021-04-10 02:28:34.399256, cost_time=0:00:26.189622 2021-04-10 02:28:25,785 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.99ms, fps=1375 images/s, loss=1.1798, top1-acc=65.60%, top5-acc=91.19%, remaining_time=0:00:08.602598, arrival_time=2021-04-10 02:28:34.388449, cost_time=0:00:28.051998 2021-04-10 02:28:27,645 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.37ms, fps=1377 images/s, loss=1.1825, top1-acc=65.52%, top5-acc=91.11%, remaining_time=0:00:06.730020, arrival_time=2021-04-10 02:28:34.375065, cost_time=0:00:29.911259 2021-04-10 02:28:29,492 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=1.1821, top1-acc=65.49%, top5-acc=91.14%, remaining_time=0:00:04.857190, arrival_time=2021-04-10 02:28:34.349478, cost_time=0:00:31.758521 2021-04-10 02:28:31,340 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.35ms, fps=1385 images/s, loss=1.1821, top1-acc=65.52%, top5-acc=91.10%, remaining_time=0:00:02.987280, arrival_time=2021-04-10 02:28:34.327955, cost_time=0:00:33.606911 2021-04-10 02:28:33,218 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.45ms, fps=1364 images/s, loss=1.1847, top1-acc=65.46%, top5-acc=91.04%, remaining_time=0:00:01.120572, arrival_time=2021-04-10 02:28:34.339118, cost_time=0:00:35.484736 2021-04-10 02:28:34,215 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.42ms, fps=1365 images/s, loss=1.1849, top1-acc=65.45%, top5-acc=91.04%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:34.215526, cost_time=0:00:36.481768 2021-04-10 02:28:34,655 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=0.47ms, fps=5836 images/s, loss=1.9799, top1-acc=47.93%, top5-acc=79.84%, remaining_time=0:00:01.315920, arrival_time=2021-04-10 02:28:35.971800, cost_time=0:00:00.438644 2021-04-10 02:28:35,041 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.30ms, fps=6656 images/s, loss=2.0057, top1-acc=47.40%, top5-acc=79.41%, remaining_time=0:00:00.823800, arrival_time=2021-04-10 02:28:35.864831, cost_time=0:00:00.823797 2021-04-10 02:28:35,401 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.39ms, fps=7110 images/s, loss=2.0055, top1-acc=47.51%, top5-acc=79.56%, remaining_time=0:00:00.394790, arrival_time=2021-04-10 02:28:35.796353, cost_time=0:00:01.184380 2021-04-10 02:28:35,735 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.07ms, fps=6945 images/s, loss=1.9824, top1-acc=47.69%, top5-acc=79.62%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:35.735954, cost_time=0:00:01.518808 2021-04-10 02:28:35,846 INFO : Epoch=0029 complete, best val top1-acc=50.06%, top5-acc=79.70% (epoch=21), remaining_time=1:48:49.135167, arrival_time=2021-04-10 04:17:24.981843, cost_time=0:18:27.280243 2021-04-10 02:28:35,847 INFO : Train start, epoch=0030, lr=0.094901 2021-04-10 02:28:37,901 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=1.32ms, fps=1247 images/s, loss=1.1713, top1-acc=65.47%, top5-acc=90.35%, remaining_time=0:00:38.199006, arrival_time=2021-04-10 02:29:16.100604, cost_time=0:00:02.053712 2021-04-10 02:28:39,758 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.45ms, fps=1379 images/s, loss=1.1413, top1-acc=66.27%, top5-acc=90.96%, remaining_time=0:00:34.416272, arrival_time=2021-04-10 02:29:14.175040, cost_time=0:00:03.910936 2021-04-10 02:28:41,619 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.50ms, fps=1376 images/s, loss=1.1540, top1-acc=65.98%, top5-acc=91.02%, remaining_time=0:00:31.936242, arrival_time=2021-04-10 02:29:13.555703, cost_time=0:00:05.771613 2021-04-10 02:28:43,470 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.57ms, fps=1384 images/s, loss=1.1606, top1-acc=65.85%, top5-acc=91.04%, remaining_time=0:00:29.726112, arrival_time=2021-04-10 02:29:13.196083, cost_time=0:00:07.622072 2021-04-10 02:28:45,326 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.51ms, fps=1380 images/s, loss=1.1415, top1-acc=66.34%, top5-acc=91.33%, remaining_time=0:00:27.676198, arrival_time=2021-04-10 02:29:13.002172, cost_time=0:00:09.478146 2021-04-10 02:28:47,180 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.40ms, fps=1381 images/s, loss=1.1433, top1-acc=66.20%, top5-acc=91.32%, remaining_time=0:00:25.686864, arrival_time=2021-04-10 02:29:12.867220, cost_time=0:00:11.332468 2021-04-10 02:28:49,040 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.40ms, fps=1376 images/s, loss=1.1509, top1-acc=66.03%, top5-acc=91.21%, remaining_time=0:00:23.747346, arrival_time=2021-04-10 02:29:12.788167, cost_time=0:00:13.193002 2021-04-10 02:28:50,901 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.44ms, fps=1376 images/s, loss=1.1556, top1-acc=65.95%, top5-acc=91.18%, remaining_time=0:00:21.827836, arrival_time=2021-04-10 02:29:12.729327, cost_time=0:00:15.053655 2021-04-10 02:28:52,763 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.76ms, fps=1375 images/s, loss=1.1493, top1-acc=66.24%, top5-acc=91.24%, remaining_time=0:00:19.923124, arrival_time=2021-04-10 02:29:12.686828, cost_time=0:00:16.915879 2021-04-10 02:28:54,617 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.29ms, fps=1381 images/s, loss=1.1500, top1-acc=66.11%, top5-acc=91.29%, remaining_time=0:00:18.018528, arrival_time=2021-04-10 02:29:12.635705, cost_time=0:00:18.769327 2021-04-10 02:28:56,486 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=2.36ms, fps=1370 images/s, loss=1.1535, top1-acc=66.09%, top5-acc=91.18%, remaining_time=0:00:16.135234, arrival_time=2021-04-10 02:29:12.621203, cost_time=0:00:20.638095 2021-04-10 02:28:58,335 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.69ms, fps=1385 images/s, loss=1.1578, top1-acc=66.02%, top5-acc=91.09%, remaining_time=0:00:14.242020, arrival_time=2021-04-10 02:29:12.577327, cost_time=0:00:22.487373 2021-04-10 02:29:00,195 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=2.03ms, fps=1376 images/s, loss=1.1618, top1-acc=65.93%, top5-acc=91.11%, remaining_time=0:00:12.361206, arrival_time=2021-04-10 02:29:12.557096, cost_time=0:00:24.347843 2021-04-10 02:29:02,046 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.50ms, fps=1384 images/s, loss=1.1660, top1-acc=65.79%, top5-acc=91.08%, remaining_time=0:00:10.479336, arrival_time=2021-04-10 02:29:12.525543, cost_time=0:00:26.198358 2021-04-10 02:29:03,904 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.36ms, fps=1378 images/s, loss=1.1690, top1-acc=65.72%, top5-acc=91.08%, remaining_time=0:00:08.603840, arrival_time=2021-04-10 02:29:12.507810, cost_time=0:00:28.056028 2021-04-10 02:29:05,772 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.33ms, fps=1370 images/s, loss=1.1706, top1-acc=65.62%, top5-acc=91.03%, remaining_time=0:00:06.733080, arrival_time=2021-04-10 02:29:12.505733, cost_time=0:00:29.924726 2021-04-10 02:29:07,629 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=2.46ms, fps=1379 images/s, loss=1.1742, top1-acc=65.58%, top5-acc=90.98%, remaining_time=0:00:04.860752, arrival_time=2021-04-10 02:29:12.490478, cost_time=0:00:31.781829 2021-04-10 02:29:09,486 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.86ms, fps=1379 images/s, loss=1.1737, top1-acc=65.60%, top5-acc=90.99%, remaining_time=0:00:02.990096, arrival_time=2021-04-10 02:29:12.476608, cost_time=0:00:33.638580 2021-04-10 02:29:11,339 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.21ms, fps=1382 images/s, loss=1.1767, top1-acc=65.54%, top5-acc=90.98%, remaining_time=0:00:01.120788, arrival_time=2021-04-10 02:29:12.460309, cost_time=0:00:35.491663 2021-04-10 02:29:12,332 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.31ms, fps=1370 images/s, loss=1.1764, top1-acc=65.56%, top5-acc=91.01%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:12.332419, cost_time=0:00:36.484582 2021-04-10 02:29:12,811 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=1.95ms, fps=5366 images/s, loss=1.8215, top1-acc=52.73%, top5-acc=83.24%, remaining_time=0:00:01.431180, arrival_time=2021-04-10 02:29:14.242160, cost_time=0:00:00.477058 2021-04-10 02:29:13,173 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.79ms, fps=7066 images/s, loss=1.7752, top1-acc=53.26%, top5-acc=83.77%, remaining_time=0:00:00.839880, arrival_time=2021-04-10 02:29:14.013645, cost_time=0:00:00.839889 2021-04-10 02:29:13,531 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.58ms, fps=7169 images/s, loss=1.7748, top1-acc=52.79%, top5-acc=83.79%, remaining_time=0:00:00.399100, arrival_time=2021-04-10 02:29:13.930332, cost_time=0:00:01.197294 2021-04-10 02:29:13,872 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.09ms, fps=6812 images/s, loss=1.7675, top1-acc=52.99%, top5-acc=83.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:13.872249, cost_time=0:00:01.538382 2021-04-10 02:29:14,049 INFO : Epoch=0030 complete, best val top1-acc=52.99%, top5-acc=83.95% (epoch=30), remaining_time=1:48:11.069030, arrival_time=2021-04-10 04:17:25.118220, cost_time=0:19:05.482759 2021-04-10 02:29:14,050 INFO : Train start, epoch=0031, lr=0.094550 2021-04-10 02:29:16,110 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.38ms, fps=1242 images/s, loss=1.1713, top1-acc=65.39%, top5-acc=91.09%, remaining_time=0:00:38.324370, arrival_time=2021-04-10 02:29:54.435156, cost_time=0:00:02.060453 2021-04-10 02:29:17,968 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=2.19ms, fps=1378 images/s, loss=1.1726, top1-acc=65.62%, top5-acc=91.13%, remaining_time=0:00:34.479808, arrival_time=2021-04-10 02:29:52.448255, cost_time=0:00:03.918155 2021-04-10 02:29:19,840 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=4.23ms, fps=1368 images/s, loss=1.1295, top1-acc=66.76%, top5-acc=91.85%, remaining_time=0:00:32.035178, arrival_time=2021-04-10 02:29:51.875134, cost_time=0:00:05.789488 2021-04-10 02:29:21,707 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=2.06ms, fps=1371 images/s, loss=1.1388, top1-acc=66.45%, top5-acc=91.66%, remaining_time=0:00:29.862924, arrival_time=2021-04-10 02:29:51.570571, cost_time=0:00:07.657178 2021-04-10 02:29:23,570 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.52ms, fps=1374 images/s, loss=1.1419, top1-acc=66.36%, top5-acc=91.62%, remaining_time=0:00:27.800006, arrival_time=2021-04-10 02:29:51.370853, cost_time=0:00:09.520543 2021-04-10 02:29:25,437 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=2.51ms, fps=1372 images/s, loss=1.1461, top1-acc=66.28%, top5-acc=91.52%, remaining_time=0:00:25.810896, arrival_time=2021-04-10 02:29:51.248464, cost_time=0:00:11.387175 2021-04-10 02:29:27,294 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.40ms, fps=1379 images/s, loss=1.1409, top1-acc=66.62%, top5-acc=91.48%, remaining_time=0:00:23.839830, arrival_time=2021-04-10 02:29:51.134519, cost_time=0:00:13.244334 2021-04-10 02:29:29,144 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.37ms, fps=1384 images/s, loss=1.1429, top1-acc=66.50%, top5-acc=91.39%, remaining_time=0:00:21.886880, arrival_time=2021-04-10 02:29:51.031619, cost_time=0:00:15.094440 2021-04-10 02:29:30,993 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=2.19ms, fps=1385 images/s, loss=1.1449, top1-acc=66.48%, top5-acc=91.39%, remaining_time=0:00:19.954924, arrival_time=2021-04-10 02:29:50.948261, cost_time=0:00:16.942886 2021-04-10 02:29:32,856 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.36ms, fps=1375 images/s, loss=1.1460, top1-acc=66.38%, top5-acc=91.35%, remaining_time=0:00:18.053760, arrival_time=2021-04-10 02:29:50.910154, cost_time=0:00:18.806035 2021-04-10 02:29:34,705 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.50ms, fps=1385 images/s, loss=1.1506, top1-acc=66.20%, top5-acc=91.32%, remaining_time=0:00:16.148736, arrival_time=2021-04-10 02:29:50.854392, cost_time=0:00:20.655323 2021-04-10 02:29:36,554 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.54ms, fps=1385 images/s, loss=1.1501, top1-acc=66.19%, top5-acc=91.27%, remaining_time=0:00:14.252736, arrival_time=2021-04-10 02:29:50.807378, cost_time=0:00:22.504333 2021-04-10 02:29:38,402 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.53ms, fps=1386 images/s, loss=1.1489, top1-acc=66.26%, top5-acc=91.32%, remaining_time=0:00:12.363318, arrival_time=2021-04-10 02:29:50.765578, cost_time=0:00:24.351956 2021-04-10 02:29:40,255 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.98ms, fps=1382 images/s, loss=1.1483, top1-acc=66.28%, top5-acc=91.31%, remaining_time=0:00:10.482080, arrival_time=2021-04-10 02:29:50.737594, cost_time=0:00:26.205164 2021-04-10 02:29:42,122 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.74ms, fps=1372 images/s, loss=1.1513, top1-acc=66.19%, top5-acc=91.24%, remaining_time=0:00:08.608670, arrival_time=2021-04-10 02:29:50.730736, cost_time=0:00:28.071763 2021-04-10 02:29:43,984 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.50ms, fps=1375 images/s, loss=1.1522, top1-acc=66.17%, top5-acc=91.22%, remaining_time=0:00:06.735168, arrival_time=2021-04-10 02:29:50.719706, cost_time=0:00:29.934131 2021-04-10 02:29:45,839 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.86ms, fps=1381 images/s, loss=1.1509, top1-acc=66.27%, top5-acc=91.24%, remaining_time=0:00:04.861844, arrival_time=2021-04-10 02:29:50.701227, cost_time=0:00:31.788958 2021-04-10 02:29:47,688 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.51ms, fps=1385 images/s, loss=1.1523, top1-acc=66.21%, top5-acc=91.22%, remaining_time=0:00:02.990048, arrival_time=2021-04-10 02:29:50.678623, cost_time=0:00:33.638094 2021-04-10 02:29:49,536 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.57ms, fps=1386 images/s, loss=1.1578, top1-acc=66.13%, top5-acc=91.13%, remaining_time=0:00:01.120608, arrival_time=2021-04-10 02:29:50.656935, cost_time=0:00:35.485856 2021-04-10 02:29:50,534 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.20ms, fps=1364 images/s, loss=1.1604, top1-acc=66.07%, top5-acc=91.12%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:50.533969, cost_time=0:00:36.483670 2021-04-10 02:29:51,009 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=3.38ms, fps=5398 images/s, loss=1.8889, top1-acc=52.54%, top5-acc=81.60%, remaining_time=0:00:01.422750, arrival_time=2021-04-10 02:29:52.432525, cost_time=0:00:00.474254 2021-04-10 02:29:51,367 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.47ms, fps=7160 images/s, loss=1.8741, top1-acc=52.85%, top5-acc=82.07%, remaining_time=0:00:00.832280, arrival_time=2021-04-10 02:29:52.200029, cost_time=0:00:00.832275 2021-04-10 02:29:51,727 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.77ms, fps=7116 images/s, loss=1.8770, top1-acc=52.54%, top5-acc=82.21%, remaining_time=0:00:00.397450, arrival_time=2021-04-10 02:29:52.125278, cost_time=0:00:01.192356 2021-04-10 02:29:52,062 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.07ms, fps=6948 images/s, loss=1.8568, top1-acc=53.04%, top5-acc=82.21%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:52.062076, cost_time=0:00:01.526632 2021-04-10 02:29:52,251 INFO : Epoch=0031 complete, best val top1-acc=53.04%, top5-acc=82.21% (epoch=31), remaining_time=1:47:32.993079, arrival_time=2021-04-10 04:17:25.244644, cost_time=0:19:43.685127 2021-04-10 02:29:52,252 INFO : Train start, epoch=0032, lr=0.094188 2021-04-10 02:29:54,307 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=0.36ms, fps=1246 images/s, loss=1.1284, top1-acc=67.19%, top5-acc=91.60%, remaining_time=0:00:38.226162, arrival_time=2021-04-10 02:30:32.534051, cost_time=0:00:02.055168 2021-04-10 02:29:56,159 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.38ms, fps=1383 images/s, loss=1.1583, top1-acc=66.41%, top5-acc=91.35%, remaining_time=0:00:34.375792, arrival_time=2021-04-10 02:30:30.534839, cost_time=0:00:03.906333 2021-04-10 02:29:58,013 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.77ms, fps=1381 images/s, loss=1.1449, top1-acc=66.84%, top5-acc=91.74%, remaining_time=0:00:31.875486, arrival_time=2021-04-10 02:30:29.888933, cost_time=0:00:05.760644 2021-04-10 02:29:59,864 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.53ms, fps=1384 images/s, loss=1.1249, top1-acc=67.16%, top5-acc=91.87%, remaining_time=0:00:29.685396, arrival_time=2021-04-10 02:30:29.549922, cost_time=0:00:07.611627 2021-04-10 02:30:01,714 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.32ms, fps=1384 images/s, loss=1.1319, top1-acc=67.02%, top5-acc=91.69%, remaining_time=0:00:27.627726, arrival_time=2021-04-10 02:30:29.342021, cost_time=0:00:09.461570 2021-04-10 02:30:03,573 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.63ms, fps=1378 images/s, loss=1.1318, top1-acc=67.10%, top5-acc=91.61%, remaining_time=0:00:25.658984, arrival_time=2021-04-10 02:30:29.232091, cost_time=0:00:11.320138 2021-04-10 02:30:05,462 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.43ms, fps=1356 images/s, loss=1.1413, top1-acc=66.82%, top5-acc=91.45%, remaining_time=0:00:23.776578, arrival_time=2021-04-10 02:30:29.238620, cost_time=0:00:13.209230 2021-04-10 02:30:07,321 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.60ms, fps=1377 images/s, loss=1.1359, top1-acc=66.92%, top5-acc=91.59%, remaining_time=0:00:21.849644, arrival_time=2021-04-10 02:30:29.171276, cost_time=0:00:15.068749 2021-04-10 02:30:09,171 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.35ms, fps=1385 images/s, loss=1.1439, top1-acc=66.67%, top5-acc=91.44%, remaining_time=0:00:19.925986, arrival_time=2021-04-10 02:30:29.097028, cost_time=0:00:16.918280 2021-04-10 02:30:11,024 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.56ms, fps=1382 images/s, loss=1.1429, top1-acc=66.77%, top5-acc=91.50%, remaining_time=0:00:18.020640, arrival_time=2021-04-10 02:30:29.045014, cost_time=0:00:18.771491 2021-04-10 02:30:12,867 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.46ms, fps=1389 images/s, loss=1.1447, top1-acc=66.73%, top5-acc=91.40%, remaining_time=0:00:16.117346, arrival_time=2021-04-10 02:30:28.985251, cost_time=0:00:20.615185 2021-04-10 02:30:14,714 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.44ms, fps=1387 images/s, loss=1.1439, top1-acc=66.70%, top5-acc=91.50%, remaining_time=0:00:14.225604, arrival_time=2021-04-10 02:30:28.939767, cost_time=0:00:22.461441 2021-04-10 02:30:16,583 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=6.60ms, fps=1370 images/s, loss=1.1476, top1-acc=66.60%, top5-acc=91.46%, remaining_time=0:00:12.352362, arrival_time=2021-04-10 02:30:28.935606, cost_time=0:00:24.330444 2021-04-10 02:30:18,445 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.52ms, fps=1375 images/s, loss=1.1515, top1-acc=66.48%, top5-acc=91.39%, remaining_time=0:00:10.476984, arrival_time=2021-04-10 02:30:28.922252, cost_time=0:00:26.192485 2021-04-10 02:30:20,307 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.96ms, fps=1375 images/s, loss=1.1552, top1-acc=66.31%, top5-acc=91.34%, remaining_time=0:00:08.603380, arrival_time=2021-04-10 02:30:28.910692, cost_time=0:00:28.054540 2021-04-10 02:30:22,172 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=2.58ms, fps=1373 images/s, loss=1.1585, top1-acc=66.23%, top5-acc=91.35%, remaining_time=0:00:06.732000, arrival_time=2021-04-10 02:30:28.904752, cost_time=0:00:29.919975 2021-04-10 02:30:24,037 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=2.04ms, fps=1373 images/s, loss=1.1591, top1-acc=66.20%, top5-acc=91.32%, remaining_time=0:00:04.861168, arrival_time=2021-04-10 02:30:28.898527, cost_time=0:00:31.784634 2021-04-10 02:30:25,891 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=2.42ms, fps=1381 images/s, loss=1.1604, top1-acc=66.14%, top5-acc=91.32%, remaining_time=0:00:02.990144, arrival_time=2021-04-10 02:30:28.882063, cost_time=0:00:33.639149 2021-04-10 02:30:27,753 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.39ms, fps=1375 images/s, loss=1.1607, top1-acc=66.08%, top5-acc=91.31%, remaining_time=0:00:01.121082, arrival_time=2021-04-10 02:30:28.874717, cost_time=0:00:35.500877 2021-04-10 02:30:28,749 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.38ms, fps=1366 images/s, loss=1.1615, top1-acc=66.08%, top5-acc=91.32%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:28.749717, cost_time=0:00:36.497001 2021-04-10 02:30:29,197 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.29ms, fps=5739 images/s, loss=2.1764, top1-acc=46.80%, top5-acc=78.20%, remaining_time=0:00:01.338030, arrival_time=2021-04-10 02:30:30.535272, cost_time=0:00:00.446013 2021-04-10 02:30:29,564 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=3.24ms, fps=6991 images/s, loss=2.1445, top1-acc=47.60%, top5-acc=78.18%, remaining_time=0:00:00.812740, arrival_time=2021-04-10 02:30:30.376817, cost_time=0:00:00.812746 2021-04-10 02:30:29,927 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.77ms, fps=7054 images/s, loss=2.1526, top1-acc=47.29%, top5-acc=77.90%, remaining_time=0:00:00.392150, arrival_time=2021-04-10 02:30:30.319814, cost_time=0:00:01.176442 2021-04-10 02:30:30,265 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.07ms, fps=6874 images/s, loss=2.1541, top1-acc=47.21%, top5-acc=77.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:30.265604, cost_time=0:00:01.514461 2021-04-10 02:30:30,393 INFO : Epoch=0032 complete, best val top1-acc=53.04%, top5-acc=82.21% (epoch=31), remaining_time=1:46:54.591120, arrival_time=2021-04-10 04:17:24.984440, cost_time=0:20:21.826883 2021-04-10 02:30:30,394 INFO : Train start, epoch=0033, lr=0.093815 2021-04-10 02:30:32,458 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=2.16ms, fps=1240 images/s, loss=1.1159, top1-acc=66.80%, top5-acc=92.46%, remaining_time=0:00:38.384262, arrival_time=2021-04-10 02:31:10.842445, cost_time=0:00:02.063671 2021-04-10 02:30:34,320 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.67ms, fps=1375 images/s, loss=1.0787, top1-acc=67.89%, top5-acc=92.54%, remaining_time=0:00:34.551440, arrival_time=2021-04-10 02:31:08.872203, cost_time=0:00:03.926299 2021-04-10 02:30:36,182 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.78ms, fps=1376 images/s, loss=1.0846, top1-acc=67.64%, top5-acc=92.59%, remaining_time=0:00:32.025882, arrival_time=2021-04-10 02:31:08.208281, cost_time=0:00:05.787822 2021-04-10 02:30:38,031 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.46ms, fps=1385 images/s, loss=1.0877, top1-acc=67.86%, top5-acc=92.25%, remaining_time=0:00:29.783208, arrival_time=2021-04-10 02:31:07.814470, cost_time=0:00:07.636717 2021-04-10 02:30:39,889 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.54ms, fps=1378 images/s, loss=1.0832, top1-acc=67.93%, top5-acc=92.19%, remaining_time=0:00:27.724086, arrival_time=2021-04-10 02:31:07.613156, cost_time=0:00:09.494546 2021-04-10 02:30:41,740 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.40ms, fps=1383 images/s, loss=1.0870, top1-acc=67.82%, top5-acc=92.15%, remaining_time=0:00:25.718416, arrival_time=2021-04-10 02:31:07.459274, cost_time=0:00:11.346331 2021-04-10 02:30:43,588 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.56ms, fps=1386 images/s, loss=1.0960, top1-acc=67.56%, top5-acc=91.93%, remaining_time=0:00:23.749740, arrival_time=2021-04-10 02:31:07.338567, cost_time=0:00:13.194324 2021-04-10 02:30:45,448 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.44ms, fps=1377 images/s, loss=1.0966, top1-acc=67.55%, top5-acc=91.92%, remaining_time=0:00:21.827488, arrival_time=2021-04-10 02:31:07.275434, cost_time=0:00:15.053437 2021-04-10 02:30:47,325 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.42ms, fps=1364 images/s, loss=1.1062, top1-acc=67.23%, top5-acc=91.82%, remaining_time=0:00:19.940402, arrival_time=2021-04-10 02:31:07.265582, cost_time=0:00:16.930523 2021-04-10 02:30:49,178 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.39ms, fps=1382 images/s, loss=1.1074, top1-acc=67.15%, top5-acc=91.81%, remaining_time=0:00:18.032832, arrival_time=2021-04-10 02:31:07.211499, cost_time=0:00:18.784151 2021-04-10 02:30:51,032 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.58ms, fps=1381 images/s, loss=1.1127, top1-acc=67.10%, top5-acc=91.76%, remaining_time=0:00:16.135492, arrival_time=2021-04-10 02:31:07.168415, cost_time=0:00:20.638472 2021-04-10 02:30:52,888 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=2.03ms, fps=1380 images/s, loss=1.1133, top1-acc=67.05%, top5-acc=91.71%, remaining_time=0:00:14.246352, arrival_time=2021-04-10 02:31:07.135127, cost_time=0:00:22.494268 2021-04-10 02:30:54,748 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.70ms, fps=1377 images/s, loss=1.1156, top1-acc=67.00%, top5-acc=91.65%, remaining_time=0:00:12.364572, arrival_time=2021-04-10 02:31:07.113484, cost_time=0:00:24.354411 2021-04-10 02:30:56,604 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.38ms, fps=1380 images/s, loss=1.1129, top1-acc=67.06%, top5-acc=91.70%, remaining_time=0:00:10.483816, arrival_time=2021-04-10 02:31:07.087809, cost_time=0:00:26.209551 2021-04-10 02:30:58,452 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.92ms, fps=1385 images/s, loss=1.1190, top1-acc=66.89%, top5-acc=91.61%, remaining_time=0:00:08.604392, arrival_time=2021-04-10 02:31:07.056731, cost_time=0:00:28.057824 2021-04-10 02:31:00,312 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=2.10ms, fps=1376 images/s, loss=1.1237, top1-acc=66.77%, top5-acc=91.57%, remaining_time=0:00:06.731604, arrival_time=2021-04-10 02:31:07.044425, cost_time=0:00:29.918285 2021-04-10 02:31:02,157 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.37ms, fps=1388 images/s, loss=1.1281, top1-acc=66.70%, top5-acc=91.52%, remaining_time=0:00:04.857944, arrival_time=2021-04-10 02:31:07.015881, cost_time=0:00:31.763470 2021-04-10 02:31:04,008 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.60ms, fps=1383 images/s, loss=1.1304, top1-acc=66.68%, top5-acc=91.53%, remaining_time=0:00:02.987952, arrival_time=2021-04-10 02:31:06.996859, cost_time=0:00:33.614440 2021-04-10 02:31:05,855 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.26ms, fps=1387 images/s, loss=1.1342, top1-acc=66.63%, top5-acc=91.47%, remaining_time=0:00:01.119822, arrival_time=2021-04-10 02:31:06.975226, cost_time=0:00:35.460946 2021-04-10 02:31:06,851 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.23ms, fps=1365 images/s, loss=1.1342, top1-acc=66.60%, top5-acc=91.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:06.851779, cost_time=0:00:36.457332 2021-04-10 02:31:07,330 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=1.44ms, fps=5369 images/s, loss=1.8930, top1-acc=52.07%, top5-acc=80.27%, remaining_time=0:00:01.430400, arrival_time=2021-04-10 02:31:08.760853, cost_time=0:00:00.476796 2021-04-10 02:31:07,689 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.84ms, fps=7145 images/s, loss=1.9355, top1-acc=51.78%, top5-acc=79.86%, remaining_time=0:00:00.835480, arrival_time=2021-04-10 02:31:08.524615, cost_time=0:00:00.835489 2021-04-10 02:31:08,044 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.41ms, fps=7217 images/s, loss=1.9377, top1-acc=51.85%, top5-acc=80.20%, remaining_time=0:00:00.396850, arrival_time=2021-04-10 02:31:08.441062, cost_time=0:00:01.190553 2021-04-10 02:31:08,379 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.07ms, fps=6931 images/s, loss=1.9809, top1-acc=51.36%, top5-acc=79.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:08.379340, cost_time=0:00:01.525687 2021-04-10 02:31:08,445 INFO : Epoch=0033 complete, best val top1-acc=53.04%, top5-acc=82.21% (epoch=31), remaining_time=1:46:15.752720, arrival_time=2021-04-10 04:17:24.198423, cost_time=0:20:59.879276 2021-04-10 02:31:08,446 INFO : Train start, epoch=0034, lr=0.093432 2021-04-10 02:31:10,473 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=0.35ms, fps=1263 images/s, loss=1.0944, top1-acc=67.54%, top5-acc=91.91%, remaining_time=0:00:37.691970, arrival_time=2021-04-10 02:31:48.165275, cost_time=0:00:02.026451 2021-04-10 02:31:12,356 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.31ms, fps=1359 images/s, loss=1.0976, top1-acc=67.68%, top5-acc=91.64%, remaining_time=0:00:34.409056, arrival_time=2021-04-10 02:31:46.765989, cost_time=0:00:03.910119 2021-04-10 02:31:14,219 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.99ms, fps=1375 images/s, loss=1.0886, top1-acc=67.92%, top5-acc=91.94%, remaining_time=0:00:31.940724, arrival_time=2021-04-10 02:31:46.159959, cost_time=0:00:05.772435 2021-04-10 02:31:16,076 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.34ms, fps=1379 images/s, loss=1.0861, top1-acc=68.16%, top5-acc=92.20%, remaining_time=0:00:29.754036, arrival_time=2021-04-10 02:31:45.830067, cost_time=0:00:07.629226 2021-04-10 02:31:17,953 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.87ms, fps=1364 images/s, loss=1.0913, top1-acc=67.80%, top5-acc=92.05%, remaining_time=0:00:27.759856, arrival_time=2021-04-10 02:31:45.713498, cost_time=0:00:09.506781 2021-04-10 02:31:19,811 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.71ms, fps=1378 images/s, loss=1.0966, top1-acc=67.69%, top5-acc=91.92%, remaining_time=0:00:25.760984, arrival_time=2021-04-10 02:31:45.572915, cost_time=0:00:11.365121 2021-04-10 02:31:21,674 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.52ms, fps=1375 images/s, loss=1.0973, top1-acc=67.66%, top5-acc=91.93%, remaining_time=0:00:23.809842, arrival_time=2021-04-10 02:31:45.484374, cost_time=0:00:13.227712 2021-04-10 02:31:23,525 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.43ms, fps=1384 images/s, loss=1.1005, top1-acc=67.61%, top5-acc=91.90%, remaining_time=0:00:21.863680, arrival_time=2021-04-10 02:31:45.388944, cost_time=0:00:15.078385 2021-04-10 02:31:25,387 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.36ms, fps=1375 images/s, loss=1.1080, top1-acc=67.43%, top5-acc=91.80%, remaining_time=0:00:19.951956, arrival_time=2021-04-10 02:31:45.339072, cost_time=0:00:16.940303 2021-04-10 02:31:27,234 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.44ms, fps=1386 images/s, loss=1.1089, top1-acc=67.37%, top5-acc=91.81%, remaining_time=0:00:18.035904, arrival_time=2021-04-10 02:31:45.270101, cost_time=0:00:18.787376 2021-04-10 02:31:29,094 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.69ms, fps=1377 images/s, loss=1.1087, top1-acc=67.37%, top5-acc=91.79%, remaining_time=0:00:16.142544, arrival_time=2021-04-10 02:31:45.236854, cost_time=0:00:20.647489 2021-04-10 02:31:30,942 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.47ms, fps=1386 images/s, loss=1.1129, top1-acc=67.23%, top5-acc=91.68%, remaining_time=0:00:14.247112, arrival_time=2021-04-10 02:31:45.189333, cost_time=0:00:22.495419 2021-04-10 02:31:32,790 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.40ms, fps=1386 images/s, loss=1.1165, top1-acc=67.15%, top5-acc=91.60%, remaining_time=0:00:12.358962, arrival_time=2021-04-10 02:31:45.149140, cost_time=0:00:24.343384 2021-04-10 02:31:34,653 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.45ms, fps=1374 images/s, loss=1.1214, top1-acc=67.07%, top5-acc=91.53%, remaining_time=0:00:10.482696, arrival_time=2021-04-10 02:31:45.136296, cost_time=0:00:26.206788 2021-04-10 02:31:36,509 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=2.49ms, fps=1379 images/s, loss=1.1221, top1-acc=66.99%, top5-acc=91.60%, remaining_time=0:00:08.606002, arrival_time=2021-04-10 02:31:45.115861, cost_time=0:00:28.062998 2021-04-10 02:31:38,395 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=2.59ms, fps=1358 images/s, loss=1.1255, top1-acc=66.97%, top5-acc=91.54%, remaining_time=0:00:06.738444, arrival_time=2021-04-10 02:31:45.133942, cost_time=0:00:29.948688 2021-04-10 02:31:40,260 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=2.20ms, fps=1373 images/s, loss=1.1282, top1-acc=66.89%, top5-acc=91.51%, remaining_time=0:00:04.865640, arrival_time=2021-04-10 02:31:45.126352, cost_time=0:00:31.813781 2021-04-10 02:31:42,117 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.54ms, fps=1379 images/s, loss=1.1290, top1-acc=66.85%, top5-acc=91.55%, remaining_time=0:00:02.992976, arrival_time=2021-04-10 02:31:45.110851, cost_time=0:00:33.670988 2021-04-10 02:31:43,981 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.37ms, fps=1374 images/s, loss=1.1323, top1-acc=66.79%, top5-acc=91.49%, remaining_time=0:00:01.122144, arrival_time=2021-04-10 02:31:45.103433, cost_time=0:00:35.534476 2021-04-10 02:31:45,001 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.48ms, fps=1334 images/s, loss=1.1351, top1-acc=66.72%, top5-acc=91.46%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:45.001476, cost_time=0:00:36.554538 2021-04-10 02:31:45,443 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=1.62ms, fps=5828 images/s, loss=1.8173, top1-acc=53.87%, top5-acc=82.70%, remaining_time=0:00:01.317720, arrival_time=2021-04-10 02:31:46.760820, cost_time=0:00:00.439244 2021-04-10 02:31:45,805 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.52ms, fps=7064 images/s, loss=1.8527, top1-acc=52.44%, top5-acc=82.52%, remaining_time=0:00:00.802000, arrival_time=2021-04-10 02:31:46.607909, cost_time=0:00:00.802006 2021-04-10 02:31:46,166 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.54ms, fps=7114 images/s, loss=1.8213, top1-acc=53.16%, top5-acc=82.70%, remaining_time=0:00:00.387470, arrival_time=2021-04-10 02:31:46.553782, cost_time=0:00:01.162399 2021-04-10 02:31:46,510 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.11ms, fps=6759 images/s, loss=1.7869, top1-acc=53.63%, top5-acc=82.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:46.509996, cost_time=0:00:01.506175 2021-04-10 02:31:46,696 INFO : Epoch=0034 complete, best val top1-acc=53.63%, top5-acc=82.93% (epoch=34), remaining_time=1:45:37.927974, arrival_time=2021-04-10 04:17:24.624231, cost_time=0:21:38.129828 2021-04-10 02:31:46,697 INFO : Train start, epoch=0035, lr=0.093037 2021-04-10 02:31:48,799 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=1.37ms, fps=1218 images/s, loss=1.0935, top1-acc=67.81%, top5-acc=91.64%, remaining_time=0:00:39.088644, arrival_time=2021-04-10 02:32:27.887617, cost_time=0:00:02.101544 2021-04-10 02:31:50,643 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.42ms, fps=1388 images/s, loss=1.0656, top1-acc=68.40%, top5-acc=92.44%, remaining_time=0:00:34.726560, arrival_time=2021-04-10 02:32:25.370140, cost_time=0:00:03.946191 2021-04-10 02:31:52,484 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.38ms, fps=1391 images/s, loss=1.0652, top1-acc=68.55%, top5-acc=92.45%, remaining_time=0:00:32.018412, arrival_time=2021-04-10 02:32:24.502334, cost_time=0:00:05.786460 2021-04-10 02:31:54,344 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.45ms, fps=1376 images/s, loss=1.0744, top1-acc=68.24%, top5-acc=92.49%, remaining_time=0:00:29.824548, arrival_time=2021-04-10 02:32:24.169289, cost_time=0:00:07.647335 2021-04-10 02:31:56,193 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=2.05ms, fps=1385 images/s, loss=1.0741, top1-acc=68.15%, top5-acc=92.47%, remaining_time=0:00:27.728466, arrival_time=2021-04-10 02:32:23.921921, cost_time=0:00:09.496029 2021-04-10 02:31:58,086 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.94ms, fps=1352 images/s, loss=1.0819, top1-acc=67.90%, top5-acc=92.28%, remaining_time=0:00:25.816064, arrival_time=2021-04-10 02:32:23.902866, cost_time=0:00:11.389418 2021-04-10 02:31:59,944 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.41ms, fps=1378 images/s, loss=1.0886, top1-acc=67.82%, top5-acc=92.22%, remaining_time=0:00:23.845122, arrival_time=2021-04-10 02:32:23.789880, cost_time=0:00:13.247307 2021-04-10 02:32:01,801 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.62ms, fps=1379 images/s, loss=1.0940, top1-acc=67.78%, top5-acc=92.09%, remaining_time=0:00:21.900916, arrival_time=2021-04-10 02:32:23.702512, cost_time=0:00:15.104079 2021-04-10 02:32:03,657 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.70ms, fps=1380 images/s, loss=1.0944, top1-acc=67.79%, top5-acc=92.08%, remaining_time=0:00:19.974852, arrival_time=2021-04-10 02:32:23.632197, cost_time=0:00:16.959817 2021-04-10 02:32:05,504 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.45ms, fps=1386 images/s, loss=1.0972, top1-acc=67.62%, top5-acc=92.08%, remaining_time=0:00:18.054912, arrival_time=2021-04-10 02:32:23.559499, cost_time=0:00:18.807174 2021-04-10 02:32:07,363 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.96ms, fps=1377 images/s, loss=1.0999, top1-acc=67.56%, top5-acc=92.02%, remaining_time=0:00:16.157422, arrival_time=2021-04-10 02:32:23.521324, cost_time=0:00:20.666431 2021-04-10 02:32:09,222 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.40ms, fps=1378 images/s, loss=1.1065, top1-acc=67.38%, top5-acc=91.94%, remaining_time=0:00:14.266112, arrival_time=2021-04-10 02:32:23.488982, cost_time=0:00:22.525462 2021-04-10 02:32:11,072 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.55ms, fps=1385 images/s, loss=1.1155, top1-acc=67.22%, top5-acc=91.79%, remaining_time=0:00:12.374868, arrival_time=2021-04-10 02:32:23.446944, cost_time=0:00:24.374686 2021-04-10 02:32:12,926 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.42ms, fps=1381 images/s, loss=1.1177, top1-acc=67.24%, top5-acc=91.77%, remaining_time=0:00:10.491544, arrival_time=2021-04-10 02:32:23.417799, cost_time=0:00:26.228863 2021-04-10 02:32:14,778 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.40ms, fps=1383 images/s, loss=1.1151, top1-acc=67.38%, top5-acc=91.78%, remaining_time=0:00:08.611384, arrival_time=2021-04-10 02:32:23.389537, cost_time=0:00:28.080629 2021-04-10 02:32:16,649 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=2.28ms, fps=1368 images/s, loss=1.1160, top1-acc=67.31%, top5-acc=91.77%, remaining_time=0:00:06.739272, arrival_time=2021-04-10 02:32:23.389026, cost_time=0:00:29.952293 2021-04-10 02:32:18,517 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.36ms, fps=1372 images/s, loss=1.1160, top1-acc=67.29%, top5-acc=91.84%, remaining_time=0:00:04.866498, arrival_time=2021-04-10 02:32:23.383446, cost_time=0:00:31.819462 2021-04-10 02:32:20,410 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.87ms, fps=1353 images/s, loss=1.1172, top1-acc=67.27%, top5-acc=91.83%, remaining_time=0:00:02.996672, arrival_time=2021-04-10 02:32:23.406766, cost_time=0:00:33.712556 2021-04-10 02:32:22,268 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.39ms, fps=1378 images/s, loss=1.1179, top1-acc=67.25%, top5-acc=91.81%, remaining_time=0:00:01.123284, arrival_time=2021-04-10 02:32:23.391485, cost_time=0:00:35.570733 2021-04-10 02:32:23,278 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.42ms, fps=1347 images/s, loss=1.1199, top1-acc=67.19%, top5-acc=91.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:23.278736, cost_time=0:00:36.581290 2021-04-10 02:32:23,748 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=1.85ms, fps=5474 images/s, loss=2.1091, top1-acc=49.22%, top5-acc=78.52%, remaining_time=0:00:01.402830, arrival_time=2021-04-10 02:32:25.150841, cost_time=0:00:00.467611 2021-04-10 02:32:24,128 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.49ms, fps=6737 images/s, loss=2.1163, top1-acc=48.65%, top5-acc=78.42%, remaining_time=0:00:00.848120, arrival_time=2021-04-10 02:32:24.976640, cost_time=0:00:00.848113 2021-04-10 02:32:24,500 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.85ms, fps=6899 images/s, loss=2.1306, top1-acc=48.39%, top5-acc=78.52%, remaining_time=0:00:00.406570, arrival_time=2021-04-10 02:32:24.906672, cost_time=0:00:01.219701 2021-04-10 02:32:24,841 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.07ms, fps=6803 images/s, loss=2.0986, top1-acc=48.40%, top5-acc=78.45%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:24.841682, cost_time=0:00:01.561245 2021-04-10 02:32:24,976 INFO : Epoch=0035 complete, best val top1-acc=53.63%, top5-acc=82.93% (epoch=34), remaining_time=1:45:00.216615, arrival_time=2021-04-10 04:17:25.192658, cost_time=0:22:16.409582 2021-04-10 02:32:24,977 INFO : Train start, epoch=0036, lr=0.092632 2021-04-10 02:32:27,011 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.51ms, fps=1259 images/s, loss=1.0768, top1-acc=69.14%, top5-acc=92.50%, remaining_time=0:00:37.828122, arrival_time=2021-04-10 02:33:04.839917, cost_time=0:00:02.033771 2021-04-10 02:32:28,860 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.73ms, fps=1385 images/s, loss=1.0788, top1-acc=68.48%, top5-acc=92.40%, remaining_time=0:00:34.169520, arrival_time=2021-04-10 02:33:03.030406, cost_time=0:00:03.882904 2021-04-10 02:32:30,722 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.50ms, fps=1376 images/s, loss=1.0698, top1-acc=69.00%, top5-acc=92.59%, remaining_time=0:00:31.785514, arrival_time=2021-04-10 02:33:02.507863, cost_time=0:00:05.744363 2021-04-10 02:32:32,585 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.48ms, fps=1375 images/s, loss=1.0616, top1-acc=69.27%, top5-acc=92.49%, remaining_time=0:00:29.667144, arrival_time=2021-04-10 02:33:02.252186, cost_time=0:00:07.606968 2021-04-10 02:32:34,446 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.56ms, fps=1376 images/s, loss=1.0573, top1-acc=69.09%, top5-acc=92.64%, remaining_time=0:00:27.648312, arrival_time=2021-04-10 02:33:02.094939, cost_time=0:00:09.468586 2021-04-10 02:32:36,304 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.32ms, fps=1378 images/s, loss=1.0550, top1-acc=69.12%, top5-acc=92.66%, remaining_time=0:00:25.673808, arrival_time=2021-04-10 02:33:01.978569, cost_time=0:00:11.326683 2021-04-10 02:32:38,159 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.50ms, fps=1381 images/s, loss=1.0674, top1-acc=68.82%, top5-acc=92.48%, remaining_time=0:00:23.726808, arrival_time=2021-04-10 02:33:01.886405, cost_time=0:00:13.181559 2021-04-10 02:32:40,013 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.48ms, fps=1381 images/s, loss=1.0738, top1-acc=68.60%, top5-acc=92.36%, remaining_time=0:00:21.801968, arrival_time=2021-04-10 02:33:01.815791, cost_time=0:00:15.035831 2021-04-10 02:32:41,877 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.88ms, fps=1374 images/s, loss=1.0837, top1-acc=68.18%, top5-acc=92.29%, remaining_time=0:00:19.903090, arrival_time=2021-04-10 02:33:01.780016, cost_time=0:00:16.898847 2021-04-10 02:32:43,751 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.75ms, fps=1366 images/s, loss=1.0862, top1-acc=68.13%, top5-acc=92.30%, remaining_time=0:00:18.022944, arrival_time=2021-04-10 02:33:01.774823, cost_time=0:00:18.773877 2021-04-10 02:32:45,608 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.51ms, fps=1379 images/s, loss=1.0841, top1-acc=68.12%, top5-acc=92.35%, remaining_time=0:00:16.129128, arrival_time=2021-04-10 02:33:01.737441, cost_time=0:00:20.630318 2021-04-10 02:32:47,460 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.37ms, fps=1382 images/s, loss=1.0877, top1-acc=68.05%, top5-acc=92.29%, remaining_time=0:00:14.238980, arrival_time=2021-04-10 02:33:01.699567, cost_time=0:00:22.482577 2021-04-10 02:32:49,326 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.33ms, fps=1373 images/s, loss=1.0895, top1-acc=68.08%, top5-acc=92.27%, remaining_time=0:00:12.361338, arrival_time=2021-04-10 02:33:01.687416, cost_time=0:00:24.348087 2021-04-10 02:32:51,182 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.43ms, fps=1379 images/s, loss=1.0931, top1-acc=67.89%, top5-acc=92.27%, remaining_time=0:00:10.481856, arrival_time=2021-04-10 02:33:01.664529, cost_time=0:00:26.204644 2021-04-10 02:32:53,029 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.36ms, fps=1387 images/s, loss=1.0980, top1-acc=67.77%, top5-acc=92.17%, remaining_time=0:00:08.602276, arrival_time=2021-04-10 02:33:01.631233, cost_time=0:00:28.050958 2021-04-10 02:32:54,904 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=3.43ms, fps=1365 images/s, loss=1.0995, top1-acc=67.72%, top5-acc=92.12%, remaining_time=0:00:06.733476, arrival_time=2021-04-10 02:33:01.638067, cost_time=0:00:29.926492 2021-04-10 02:32:56,762 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.45ms, fps=1379 images/s, loss=1.1000, top1-acc=67.68%, top5-acc=92.12%, remaining_time=0:00:04.861116, arrival_time=2021-04-10 02:33:01.623256, cost_time=0:00:31.784144 2021-04-10 02:32:58,619 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=2.18ms, fps=1379 images/s, loss=1.1010, top1-acc=67.67%, top5-acc=92.13%, remaining_time=0:00:02.990368, arrival_time=2021-04-10 02:33:01.610053, cost_time=0:00:33.641581 2021-04-10 02:33:00,474 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.24ms, fps=1381 images/s, loss=1.1012, top1-acc=67.58%, top5-acc=92.12%, remaining_time=0:00:01.120938, arrival_time=2021-04-10 02:33:01.595383, cost_time=0:00:35.496331 2021-04-10 02:33:01,476 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.25ms, fps=1358 images/s, loss=1.1047, top1-acc=67.50%, top5-acc=92.07%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:01.476786, cost_time=0:00:36.498802 2021-04-10 02:33:01,925 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=4.87ms, fps=5730 images/s, loss=1.9529, top1-acc=50.00%, top5-acc=80.43%, remaining_time=0:00:01.340340, arrival_time=2021-04-10 02:33:03.265579, cost_time=0:00:00.446780 2021-04-10 02:33:02,286 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.38ms, fps=7101 images/s, loss=1.9071, top1-acc=50.55%, top5-acc=81.07%, remaining_time=0:00:00.807800, arrival_time=2021-04-10 02:33:03.093987, cost_time=0:00:00.807801 2021-04-10 02:33:02,645 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.30ms, fps=7125 images/s, loss=1.9035, top1-acc=50.43%, top5-acc=80.78%, remaining_time=0:00:00.389130, arrival_time=2021-04-10 02:33:03.034944, cost_time=0:00:01.167402 2021-04-10 02:33:02,982 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.06ms, fps=6905 images/s, loss=1.9090, top1-acc=50.31%, top5-acc=80.53%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:02.982156, cost_time=0:00:01.503777 2021-04-10 02:33:03,091 INFO : Epoch=0036 complete, best val top1-acc=53.63%, top5-acc=82.93% (epoch=34), remaining_time=1:44:21.725984, arrival_time=2021-04-10 04:17:24.817619, cost_time=0:22:54.525202 2021-04-10 02:33:03,092 INFO : Train start, epoch=0037, lr=0.092216 2021-04-10 02:33:05,145 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=2.25ms, fps=1247 images/s, loss=1.1001, top1-acc=67.07%, top5-acc=92.62%, remaining_time=0:00:38.171106, arrival_time=2021-04-10 02:33:43.316152, cost_time=0:00:02.052207 2021-04-10 02:33:06,992 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.44ms, fps=1386 images/s, loss=1.0799, top1-acc=68.32%, top5-acc=92.19%, remaining_time=0:00:34.314896, arrival_time=2021-04-10 02:33:41.307107, cost_time=0:00:03.899422 2021-04-10 02:33:08,870 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.49ms, fps=1363 images/s, loss=1.0542, top1-acc=68.84%, top5-acc=92.59%, remaining_time=0:00:31.970770, arrival_time=2021-04-10 02:33:40.841574, cost_time=0:00:05.777850 2021-04-10 02:33:10,725 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.69ms, fps=1381 images/s, loss=1.0599, top1-acc=68.69%, top5-acc=92.43%, remaining_time=0:00:29.764644, arrival_time=2021-04-10 02:33:40.489568, cost_time=0:00:07.631969 2021-04-10 02:33:12,580 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.49ms, fps=1380 images/s, loss=1.0691, top1-acc=68.37%, top5-acc=92.24%, remaining_time=0:00:27.703208, arrival_time=2021-04-10 02:33:40.283402, cost_time=0:00:09.487397 2021-04-10 02:33:14,431 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.41ms, fps=1383 images/s, loss=1.0764, top1-acc=68.27%, top5-acc=92.11%, remaining_time=0:00:25.700464, arrival_time=2021-04-10 02:33:40.131784, cost_time=0:00:11.338436 2021-04-10 02:33:16,289 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=3.82ms, fps=1378 images/s, loss=1.0767, top1-acc=68.18%, top5-acc=92.20%, remaining_time=0:00:23.753394, arrival_time=2021-04-10 02:33:40.042755, cost_time=0:00:13.196364 2021-04-10 02:33:18,152 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=2.19ms, fps=1375 images/s, loss=1.0790, top1-acc=68.21%, top5-acc=92.26%, remaining_time=0:00:21.835956, arrival_time=2021-04-10 02:33:39.988103, cost_time=0:00:15.059261 2021-04-10 02:33:20,014 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.30ms, fps=1375 images/s, loss=1.0820, top1-acc=68.11%, top5-acc=92.21%, remaining_time=0:00:19.930226, arrival_time=2021-04-10 02:33:39.944890, cost_time=0:00:16.921847 2021-04-10 02:33:21,869 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.51ms, fps=1380 images/s, loss=1.0814, top1-acc=68.12%, top5-acc=92.23%, remaining_time=0:00:18.025728, arrival_time=2021-04-10 02:33:39.895412, cost_time=0:00:18.776806 2021-04-10 02:33:23,722 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.41ms, fps=1382 images/s, loss=1.0855, top1-acc=67.94%, top5-acc=92.23%, remaining_time=0:00:16.128354, arrival_time=2021-04-10 02:33:39.850401, cost_time=0:00:20.629245 2021-04-10 02:33:25,575 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.51ms, fps=1382 images/s, loss=1.0867, top1-acc=67.83%, top5-acc=92.30%, remaining_time=0:00:14.238752, arrival_time=2021-04-10 02:33:39.813806, cost_time=0:00:22.482225 2021-04-10 02:33:27,437 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.87ms, fps=1375 images/s, loss=1.0924, top1-acc=67.73%, top5-acc=92.26%, remaining_time=0:00:12.359556, arrival_time=2021-04-10 02:33:39.796895, cost_time=0:00:24.344552 2021-04-10 02:33:29,304 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.59ms, fps=1372 images/s, loss=1.0955, top1-acc=67.71%, top5-acc=92.15%, remaining_time=0:00:10.484432, arrival_time=2021-04-10 02:33:39.788360, cost_time=0:00:26.211056 2021-04-10 02:33:31,156 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.40ms, fps=1382 images/s, loss=1.0987, top1-acc=67.62%, top5-acc=92.12%, remaining_time=0:00:08.606232, arrival_time=2021-04-10 02:33:39.762886, cost_time=0:00:28.063832 2021-04-10 02:33:33,014 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.47ms, fps=1379 images/s, loss=1.0995, top1-acc=67.58%, top5-acc=92.07%, remaining_time=0:00:06.732288, arrival_time=2021-04-10 02:33:39.746375, cost_time=0:00:29.921234 2021-04-10 02:33:34,888 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.39ms, fps=1366 images/s, loss=1.1022, top1-acc=67.53%, top5-acc=92.02%, remaining_time=0:00:04.862884, arrival_time=2021-04-10 02:33:39.751696, cost_time=0:00:31.795864 2021-04-10 02:33:36,747 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.93ms, fps=1378 images/s, loss=1.1020, top1-acc=67.58%, top5-acc=92.01%, remaining_time=0:00:02.991552, arrival_time=2021-04-10 02:33:39.739363, cost_time=0:00:33.654924 2021-04-10 02:33:38,603 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.50ms, fps=1380 images/s, loss=1.1050, top1-acc=67.51%, top5-acc=91.98%, remaining_time=0:00:01.121382, arrival_time=2021-04-10 02:33:39.724564, cost_time=0:00:35.510365 2021-04-10 02:33:39,613 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.61ms, fps=1347 images/s, loss=1.1065, top1-acc=67.46%, top5-acc=91.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:39.613317, cost_time=0:00:36.520437 2021-04-10 02:33:40,089 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=0.43ms, fps=5404 images/s, loss=2.3545, top1-acc=44.53%, top5-acc=74.26%, remaining_time=0:00:01.421160, arrival_time=2021-04-10 02:33:41.510265, cost_time=0:00:00.473718 2021-04-10 02:33:40,443 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.76ms, fps=7225 images/s, loss=2.2842, top1-acc=44.80%, top5-acc=74.90%, remaining_time=0:00:00.828460, arrival_time=2021-04-10 02:33:41.272301, cost_time=0:00:00.828454 2021-04-10 02:33:40,819 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=2.80ms, fps=6831 images/s, loss=2.3174, top1-acc=44.28%, top5-acc=74.41%, remaining_time=0:00:00.401210, arrival_time=2021-04-10 02:33:41.220263, cost_time=0:00:01.203638 2021-04-10 02:33:41,153 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.09ms, fps=6953 images/s, loss=2.2944, top1-acc=44.04%, top5-acc=74.86%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:41.153160, cost_time=0:00:01.537808 2021-04-10 02:33:41,227 INFO : Epoch=0037 complete, best val top1-acc=53.63%, top5-acc=82.93% (epoch=34), remaining_time=1:43:43.346031, arrival_time=2021-04-10 04:17:24.573827, cost_time=0:23:32.661366 2021-04-10 02:33:41,228 INFO : Train start, epoch=0038, lr=0.091790 2021-04-10 02:33:43,339 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.34ms, fps=1213 images/s, loss=1.1106, top1-acc=68.01%, top5-acc=91.95%, remaining_time=0:00:39.263112, arrival_time=2021-04-10 02:34:22.602963, cost_time=0:00:02.110917 2021-04-10 02:33:45,192 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.92ms, fps=1382 images/s, loss=1.0789, top1-acc=68.52%, top5-acc=92.23%, remaining_time=0:00:34.877392, arrival_time=2021-04-10 02:34:20.069661, cost_time=0:00:03.963344 2021-04-10 02:33:47,045 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.41ms, fps=1382 images/s, loss=1.0575, top1-acc=68.83%, top5-acc=92.53%, remaining_time=0:00:32.186072, arrival_time=2021-04-10 02:34:19.231812, cost_time=0:00:05.816755 2021-04-10 02:33:48,900 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.38ms, fps=1381 images/s, loss=1.0620, top1-acc=68.47%, top5-acc=92.57%, remaining_time=0:00:29.917056, arrival_time=2021-04-10 02:34:18.817011, cost_time=0:00:07.671020 2021-04-10 02:33:50,760 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.31ms, fps=1377 images/s, loss=1.0696, top1-acc=68.23%, top5-acc=92.37%, remaining_time=0:00:27.831104, arrival_time=2021-04-10 02:34:18.591281, cost_time=0:00:09.531192 2021-04-10 02:33:52,609 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.38ms, fps=1384 images/s, loss=1.0689, top1-acc=68.22%, top5-acc=92.44%, remaining_time=0:00:25.796480, arrival_time=2021-04-10 02:34:18.406301, cost_time=0:00:11.380815 2021-04-10 02:33:54,460 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.53ms, fps=1383 images/s, loss=1.0671, top1-acc=68.10%, top5-acc=92.51%, remaining_time=0:00:23.817402, arrival_time=2021-04-10 02:34:18.278195, cost_time=0:00:13.231863 2021-04-10 02:33:56,314 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=2.51ms, fps=1381 images/s, loss=1.0693, top1-acc=68.25%, top5-acc=92.45%, remaining_time=0:00:21.874700, arrival_time=2021-04-10 02:34:18.189607, cost_time=0:00:15.085972 2021-04-10 02:33:58,167 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.57ms, fps=1382 images/s, loss=1.0767, top1-acc=68.09%, top5-acc=92.39%, remaining_time=0:00:19.950260, arrival_time=2021-04-10 02:34:18.118066, cost_time=0:00:16.938872 2021-04-10 02:34:00,027 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.38ms, fps=1377 images/s, loss=1.0796, top1-acc=68.00%, top5-acc=92.39%, remaining_time=0:00:18.046272, arrival_time=2021-04-10 02:34:18.073513, cost_time=0:00:18.798218 2021-04-10 02:34:01,897 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.40ms, fps=1370 images/s, loss=1.0848, top1-acc=67.82%, top5-acc=92.36%, remaining_time=0:00:16.158540, arrival_time=2021-04-10 02:34:18.055490, cost_time=0:00:20.667918 2021-04-10 02:34:03,760 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.67ms, fps=1374 images/s, loss=1.0874, top1-acc=67.76%, top5-acc=92.38%, remaining_time=0:00:14.269760, arrival_time=2021-04-10 02:34:18.029944, cost_time=0:00:22.531197 2021-04-10 02:34:05,618 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.43ms, fps=1378 images/s, loss=1.0879, top1-acc=67.78%, top5-acc=92.36%, remaining_time=0:00:12.382260, arrival_time=2021-04-10 02:34:18.000514, cost_time=0:00:24.389303 2021-04-10 02:34:07,473 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.42ms, fps=1380 images/s, loss=1.0887, top1-acc=67.76%, top5-acc=92.37%, remaining_time=0:00:10.497704, arrival_time=2021-04-10 02:34:17.970863, cost_time=0:00:26.244225 2021-04-10 02:34:09,323 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.49ms, fps=1384 images/s, loss=1.0906, top1-acc=67.76%, top5-acc=92.30%, remaining_time=0:00:08.615708, arrival_time=2021-04-10 02:34:17.939310, cost_time=0:00:28.094674 2021-04-10 02:34:11,192 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.46ms, fps=1370 images/s, loss=1.0936, top1-acc=67.70%, top5-acc=92.26%, remaining_time=0:00:06.741864, arrival_time=2021-04-10 02:34:17.934580, cost_time=0:00:29.963762 2021-04-10 02:34:13,051 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=2.31ms, fps=1378 images/s, loss=1.0950, top1-acc=67.69%, top5-acc=92.24%, remaining_time=0:00:04.866966, arrival_time=2021-04-10 02:34:17.918410, cost_time=0:00:31.822499 2021-04-10 02:34:14,908 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.40ms, fps=1379 images/s, loss=1.0952, top1-acc=67.66%, top5-acc=92.25%, remaining_time=0:00:02.993712, arrival_time=2021-04-10 02:34:17.902160, cost_time=0:00:33.679296 2021-04-10 02:34:16,754 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.39ms, fps=1387 images/s, loss=1.0973, top1-acc=67.54%, top5-acc=92.21%, remaining_time=0:00:01.121850, arrival_time=2021-04-10 02:34:17.876083, cost_time=0:00:35.525305 2021-04-10 02:34:17,748 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.44ms, fps=1368 images/s, loss=1.0983, top1-acc=67.57%, top5-acc=92.22%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:17.748884, cost_time=0:00:36.519965 2021-04-10 02:34:18,221 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=5.00ms, fps=5441 images/s, loss=2.0359, top1-acc=50.62%, top5-acc=81.48%, remaining_time=0:00:01.411500, arrival_time=2021-04-10 02:34:19.632489, cost_time=0:00:00.470502 2021-04-10 02:34:18,579 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.41ms, fps=7158 images/s, loss=2.1042, top1-acc=49.67%, top5-acc=80.37%, remaining_time=0:00:00.828540, arrival_time=2021-04-10 02:34:19.407557, cost_time=0:00:00.828537 2021-04-10 02:34:18,947 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.78ms, fps=6953 images/s, loss=2.1288, top1-acc=49.39%, top5-acc=79.90%, remaining_time=0:00:00.399030, arrival_time=2021-04-10 02:34:19.346617, cost_time=0:00:01.197091 2021-04-10 02:34:19,282 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.07ms, fps=6943 images/s, loss=2.1138, top1-acc=49.52%, top5-acc=79.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:19.282085, cost_time=0:00:01.531627 2021-04-10 02:34:19,372 INFO : Epoch=0038 complete, best val top1-acc=53.63%, top5-acc=82.93% (epoch=34), remaining_time=1:43:05.014686, arrival_time=2021-04-10 04:17:24.387049, cost_time=0:24:10.805932 2021-04-10 02:34:19,373 INFO : Train start, epoch=0039, lr=0.091354 2021-04-10 02:34:21,405 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=1.31ms, fps=1260 images/s, loss=1.1133, top1-acc=66.68%, top5-acc=91.95%, remaining_time=0:00:37.787388, arrival_time=2021-04-10 02:34:59.192471, cost_time=0:00:02.031580 2021-04-10 02:34:23,254 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.98ms, fps=1384 images/s, loss=1.0837, top1-acc=67.48%, top5-acc=92.19%, remaining_time=0:00:34.154912, arrival_time=2021-04-10 02:34:57.409657, cost_time=0:00:03.881250 2021-04-10 02:34:25,107 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.43ms, fps=1382 images/s, loss=1.0891, top1-acc=67.75%, top5-acc=92.04%, remaining_time=0:00:31.726584, arrival_time=2021-04-10 02:34:56.834018, cost_time=0:00:05.733719 2021-04-10 02:34:26,965 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=2.21ms, fps=1378 images/s, loss=1.0808, top1-acc=67.92%, top5-acc=92.28%, remaining_time=0:00:29.608644, arrival_time=2021-04-10 02:34:56.574264, cost_time=0:00:07.591946 2021-04-10 02:34:28,828 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=2.58ms, fps=1375 images/s, loss=1.0700, top1-acc=68.15%, top5-acc=92.45%, remaining_time=0:00:27.608454, arrival_time=2021-04-10 02:34:56.437022, cost_time=0:00:09.454965 2021-04-10 02:34:30,680 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.42ms, fps=1383 images/s, loss=1.0702, top1-acc=68.12%, top5-acc=92.42%, remaining_time=0:00:25.627704, arrival_time=2021-04-10 02:34:56.307738, cost_time=0:00:11.306360 2021-04-10 02:34:32,543 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.38ms, fps=1374 images/s, loss=1.0701, top1-acc=68.18%, top5-acc=92.49%, remaining_time=0:00:23.706144, arrival_time=2021-04-10 02:34:56.249726, cost_time=0:00:13.170055 2021-04-10 02:34:34,403 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.65ms, fps=1377 images/s, loss=1.0745, top1-acc=68.05%, top5-acc=92.49%, remaining_time=0:00:21.792804, arrival_time=2021-04-10 02:34:56.195865, cost_time=0:00:15.029535 2021-04-10 02:34:36,264 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.39ms, fps=1375 images/s, loss=1.0721, top1-acc=68.16%, top5-acc=92.51%, remaining_time=0:00:19.894080, arrival_time=2021-04-10 02:34:56.158777, cost_time=0:00:16.891187 2021-04-10 02:34:38,115 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.33ms, fps=1384 images/s, loss=1.0794, top1-acc=68.09%, top5-acc=92.41%, remaining_time=0:00:17.992032, arrival_time=2021-04-10 02:34:56.107274, cost_time=0:00:18.741657 2021-04-10 02:34:39,973 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.86ms, fps=1378 images/s, loss=1.0851, top1-acc=67.95%, top5-acc=92.26%, remaining_time=0:00:16.105650, arrival_time=2021-04-10 02:34:56.079405, cost_time=0:00:20.600220 2021-04-10 02:34:41,829 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=2.07ms, fps=1380 images/s, loss=1.0904, top1-acc=67.74%, top5-acc=92.22%, remaining_time=0:00:14.221804, arrival_time=2021-04-10 02:34:56.050856, cost_time=0:00:22.455538 2021-04-10 02:34:43,680 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.46ms, fps=1383 images/s, loss=1.0897, top1-acc=67.79%, top5-acc=92.23%, remaining_time=0:00:12.340284, arrival_time=2021-04-10 02:34:56.020415, cost_time=0:00:24.306614 2021-04-10 02:34:45,525 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.40ms, fps=1387 images/s, loss=1.0877, top1-acc=67.87%, top5-acc=92.23%, remaining_time=0:00:10.460856, arrival_time=2021-04-10 02:34:55.986533, cost_time=0:00:26.152120 2021-04-10 02:34:47,377 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.58ms, fps=1383 images/s, loss=1.0856, top1-acc=67.90%, top5-acc=92.26%, remaining_time=0:00:08.587786, arrival_time=2021-04-10 02:34:55.965002, cost_time=0:00:28.003654 2021-04-10 02:34:49,244 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.35ms, fps=1371 images/s, loss=1.0869, top1-acc=67.85%, top5-acc=92.23%, remaining_time=0:00:06.721056, arrival_time=2021-04-10 02:34:55.965971, cost_time=0:00:29.871412 2021-04-10 02:34:51,105 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.77ms, fps=1376 images/s, loss=1.0896, top1-acc=67.77%, top5-acc=92.17%, remaining_time=0:00:04.853160, arrival_time=2021-04-10 02:34:55.958987, cost_time=0:00:31.732229 2021-04-10 02:34:52,956 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.48ms, fps=1384 images/s, loss=1.0903, top1-acc=67.74%, top5-acc=92.19%, remaining_time=0:00:02.985152, arrival_time=2021-04-10 02:34:55.941704, cost_time=0:00:33.583032 2021-04-10 02:34:54,836 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.44ms, fps=1362 images/s, loss=1.0914, top1-acc=67.72%, top5-acc=92.16%, remaining_time=0:00:01.119876, arrival_time=2021-04-10 02:34:55.956237, cost_time=0:00:35.462722 2021-04-10 02:34:55,831 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.28ms, fps=1368 images/s, loss=1.0926, top1-acc=67.71%, top5-acc=92.14%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:55.831028, cost_time=0:00:36.457531 2021-04-10 02:34:56,304 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=5.11ms, fps=5427 images/s, loss=2.2167, top1-acc=46.91%, top5-acc=76.21%, remaining_time=0:00:01.415070, arrival_time=2021-04-10 02:34:57.719263, cost_time=0:00:00.471687 2021-04-10 02:34:56,664 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.42ms, fps=7113 images/s, loss=2.2117, top1-acc=47.23%, top5-acc=76.29%, remaining_time=0:00:00.831940, arrival_time=2021-04-10 02:34:57.496462, cost_time=0:00:00.831931 2021-04-10 02:34:57,020 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.56ms, fps=7214 images/s, loss=2.2049, top1-acc=47.76%, top5-acc=76.26%, remaining_time=0:00:00.395780, arrival_time=2021-04-10 02:34:57.415716, cost_time=0:00:01.187353 2021-04-10 02:34:57,372 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.12ms, fps=6598 images/s, loss=2.1600, top1-acc=48.23%, top5-acc=76.56%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:57.372107, cost_time=0:00:01.539551 2021-04-10 02:34:57,458 INFO : Epoch=0039 complete, best val top1-acc=53.63%, top5-acc=82.93% (epoch=34), remaining_time=1:42:26.450954, arrival_time=2021-04-10 04:17:23.909279, cost_time=0:24:48.891854 2021-04-10 02:34:57,460 INFO : Train start, epoch=0040, lr=0.090907 2021-04-10 02:34:59,564 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.81ms, fps=1217 images/s, loss=1.0021, top1-acc=69.69%, top5-acc=93.91%, remaining_time=0:00:39.125658, arrival_time=2021-04-10 02:35:38.689744, cost_time=0:00:02.103530 2021-04-10 02:35:01,416 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.47ms, fps=1383 images/s, loss=1.0013, top1-acc=69.90%, top5-acc=93.75%, remaining_time=0:00:34.811744, arrival_time=2021-04-10 02:35:36.228109, cost_time=0:00:03.955877 2021-04-10 02:35:03,265 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=1.0157, top1-acc=69.44%, top5-acc=93.45%, remaining_time=0:00:32.118510, arrival_time=2021-04-10 02:35:35.383468, cost_time=0:00:05.804553 2021-04-10 02:35:05,129 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.33ms, fps=1374 images/s, loss=1.0251, top1-acc=69.20%, top5-acc=93.36%, remaining_time=0:00:29.907696, arrival_time=2021-04-10 02:35:35.036841, cost_time=0:00:07.668645 2021-04-10 02:35:06,979 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.59ms, fps=1384 images/s, loss=1.0403, top1-acc=68.97%, top5-acc=93.05%, remaining_time=0:00:27.796356, arrival_time=2021-04-10 02:35:34.776083, cost_time=0:00:09.519325 2021-04-10 02:35:08,837 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=2.09ms, fps=1379 images/s, loss=1.0441, top1-acc=68.95%, top5-acc=92.99%, remaining_time=0:00:25.786824, arrival_time=2021-04-10 02:35:34.623840, cost_time=0:00:11.376550 2021-04-10 02:35:10,681 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.49ms, fps=1388 images/s, loss=1.0450, top1-acc=68.98%, top5-acc=92.89%, remaining_time=0:00:23.798376, arrival_time=2021-04-10 02:35:34.480179, cost_time=0:00:13.221310 2021-04-10 02:35:12,522 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.67ms, fps=1392 images/s, loss=1.0521, top1-acc=68.78%, top5-acc=92.82%, remaining_time=0:00:21.839436, arrival_time=2021-04-10 02:35:34.361513, cost_time=0:00:15.061651 2021-04-10 02:35:14,371 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.36ms, fps=1384 images/s, loss=1.0464, top1-acc=68.95%, top5-acc=92.89%, remaining_time=0:00:19.917718, arrival_time=2021-04-10 02:35:34.289411, cost_time=0:00:16.911283 2021-04-10 02:35:16,220 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.59ms, fps=1385 images/s, loss=1.0470, top1-acc=68.91%, top5-acc=92.88%, remaining_time=0:00:18.009792, arrival_time=2021-04-10 02:35:34.230422, cost_time=0:00:18.760210 2021-04-10 02:35:18,076 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.39ms, fps=1380 images/s, loss=1.0559, top1-acc=68.71%, top5-acc=92.77%, remaining_time=0:00:16.117776, arrival_time=2021-04-10 02:35:34.193918, cost_time=0:00:20.615734 2021-04-10 02:35:19,933 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=4.86ms, fps=1378 images/s, loss=1.0606, top1-acc=68.58%, top5-acc=92.71%, remaining_time=0:00:14.233052, arrival_time=2021-04-10 02:35:34.166716, cost_time=0:00:22.473249 2021-04-10 02:35:21,795 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.41ms, fps=1376 images/s, loss=1.0618, top1-acc=68.55%, top5-acc=92.71%, remaining_time=0:00:12.354474, arrival_time=2021-04-10 02:35:34.149469, cost_time=0:00:24.334545 2021-04-10 02:35:23,646 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.42ms, fps=1383 images/s, loss=1.0635, top1-acc=68.54%, top5-acc=92.71%, remaining_time=0:00:10.474408, arrival_time=2021-04-10 02:35:34.120889, cost_time=0:00:26.186004 2021-04-10 02:35:25,498 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.88ms, fps=1382 images/s, loss=1.0710, top1-acc=68.35%, top5-acc=92.58%, remaining_time=0:00:08.598458, arrival_time=2021-04-10 02:35:34.097331, cost_time=0:00:28.038414 2021-04-10 02:35:27,363 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.99ms, fps=1373 images/s, loss=1.0724, top1-acc=68.32%, top5-acc=92.52%, remaining_time=0:00:06.728184, arrival_time=2021-04-10 02:35:34.091690, cost_time=0:00:29.903066 2021-04-10 02:35:29,232 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.43ms, fps=1370 images/s, loss=1.0757, top1-acc=68.31%, top5-acc=92.43%, remaining_time=0:00:04.859244, arrival_time=2021-04-10 02:35:34.091664, cost_time=0:00:31.772024 2021-04-10 02:35:31,089 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.50ms, fps=1379 images/s, loss=1.0786, top1-acc=68.27%, top5-acc=92.36%, remaining_time=0:00:02.989216, arrival_time=2021-04-10 02:35:34.078357, cost_time=0:00:33.628736 2021-04-10 02:35:32,936 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.48ms, fps=1386 images/s, loss=1.0785, top1-acc=68.32%, top5-acc=92.32%, remaining_time=0:00:01.120308, arrival_time=2021-04-10 02:35:34.057067, cost_time=0:00:35.476351 2021-04-10 02:35:33,935 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.45ms, fps=1363 images/s, loss=1.0792, top1-acc=68.34%, top5-acc=92.31%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:33.935182, cost_time=0:00:36.474780 2021-04-10 02:35:34,393 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=0.29ms, fps=5604 images/s, loss=2.0977, top1-acc=48.95%, top5-acc=78.63%, remaining_time=0:00:01.370310, arrival_time=2021-04-10 02:35:35.763901, cost_time=0:00:00.456767 2021-04-10 02:35:34,757 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=2.02ms, fps=7044 images/s, loss=2.1220, top1-acc=49.00%, top5-acc=78.69%, remaining_time=0:00:00.820720, arrival_time=2021-04-10 02:35:35.578220, cost_time=0:00:00.820719 2021-04-10 02:35:35,116 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.55ms, fps=7148 images/s, loss=2.0995, top1-acc=48.93%, top5-acc=78.92%, remaining_time=0:00:00.393080, arrival_time=2021-04-10 02:35:35.509118, cost_time=0:00:01.179233 2021-04-10 02:35:35,450 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.06ms, fps=6936 images/s, loss=2.1098, top1-acc=48.97%, top5-acc=79.21%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:35.450951, cost_time=0:00:01.514207 2021-04-10 02:35:35,516 INFO : Epoch=0040 complete, best val top1-acc=53.63%, top5-acc=82.93% (epoch=34), remaining_time=1:41:47.799680, arrival_time=2021-04-10 04:17:23.316000, cost_time=0:25:26.949900 2021-04-10 02:35:35,517 INFO : Train start, epoch=0041, lr=0.090451 2021-04-10 02:35:37,598 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.32ms, fps=1230 images/s, loss=1.0787, top1-acc=68.52%, top5-acc=92.15%, remaining_time=0:00:38.714040, arrival_time=2021-04-10 02:36:16.312891, cost_time=0:00:02.081400 2021-04-10 02:35:39,461 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=2.10ms, fps=1375 images/s, loss=1.0429, top1-acc=68.91%, top5-acc=92.52%, remaining_time=0:00:34.703152, arrival_time=2021-04-10 02:36:14.164147, cost_time=0:00:03.943536 2021-04-10 02:35:41,341 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.70ms, fps=1364 images/s, loss=1.0241, top1-acc=69.83%, top5-acc=92.76%, remaining_time=0:00:32.226078, arrival_time=2021-04-10 02:36:13.567590, cost_time=0:00:05.823980 2021-04-10 02:35:43,196 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.62ms, fps=1381 images/s, loss=1.0238, top1-acc=69.83%, top5-acc=92.71%, remaining_time=0:00:29.945916, arrival_time=2021-04-10 02:36:13.141885, cost_time=0:00:07.678431 2021-04-10 02:35:45,049 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.74ms, fps=1382 images/s, loss=1.0281, top1-acc=69.73%, top5-acc=92.66%, remaining_time=0:00:27.832272, arrival_time=2021-04-10 02:36:12.881345, cost_time=0:00:09.531624 2021-04-10 02:35:46,900 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.34ms, fps=1383 images/s, loss=1.0337, top1-acc=69.38%, top5-acc=92.66%, remaining_time=0:00:25.800560, arrival_time=2021-04-10 02:36:12.700811, cost_time=0:00:11.382628 2021-04-10 02:35:48,755 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.68ms, fps=1381 images/s, loss=1.0412, top1-acc=69.12%, top5-acc=92.64%, remaining_time=0:00:23.828742, arrival_time=2021-04-10 02:36:12.584378, cost_time=0:00:13.238182 2021-04-10 02:35:50,609 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.39ms, fps=1381 images/s, loss=1.0432, top1-acc=69.15%, top5-acc=92.60%, remaining_time=0:00:21.883632, arrival_time=2021-04-10 02:36:12.493254, cost_time=0:00:15.092178 2021-04-10 02:35:52,468 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.50ms, fps=1378 images/s, loss=1.0499, top1-acc=68.95%, top5-acc=92.57%, remaining_time=0:00:19.963828, arrival_time=2021-04-10 02:36:12.431820, cost_time=0:00:16.950389 2021-04-10 02:35:54,326 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.59ms, fps=1378 images/s, loss=1.0497, top1-acc=68.90%, top5-acc=92.59%, remaining_time=0:00:18.056640, arrival_time=2021-04-10 02:36:12.383119, cost_time=0:00:18.809021 2021-04-10 02:35:56,180 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.75ms, fps=1381 images/s, loss=1.0482, top1-acc=68.86%, top5-acc=92.67%, remaining_time=0:00:16.154498, arrival_time=2021-04-10 02:36:12.334717, cost_time=0:00:20.662780 2021-04-10 02:35:58,041 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.86ms, fps=1376 images/s, loss=1.0499, top1-acc=68.79%, top5-acc=92.67%, remaining_time=0:00:14.265200, arrival_time=2021-04-10 02:36:12.306745, cost_time=0:00:22.524048 2021-04-10 02:35:59,917 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=4.09ms, fps=1365 images/s, loss=1.0512, top1-acc=68.79%, top5-acc=92.62%, remaining_time=0:00:12.387474, arrival_time=2021-04-10 02:36:12.304470, cost_time=0:00:24.399544 2021-04-10 02:36:01,777 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=2.10ms, fps=1377 images/s, loss=1.0521, top1-acc=68.75%, top5-acc=92.64%, remaining_time=0:00:10.503864, arrival_time=2021-04-10 02:36:12.281066, cost_time=0:00:26.259718 2021-04-10 02:36:03,633 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.44ms, fps=1380 images/s, loss=1.0550, top1-acc=68.74%, top5-acc=92.60%, remaining_time=0:00:08.622148, arrival_time=2021-04-10 02:36:12.255271, cost_time=0:00:28.115670 2021-04-10 02:36:05,500 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.42ms, fps=1371 images/s, loss=1.0587, top1-acc=68.61%, top5-acc=92.55%, remaining_time=0:00:06.746220, arrival_time=2021-04-10 02:36:12.247076, cost_time=0:00:29.983276 2021-04-10 02:36:07,374 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.54ms, fps=1367 images/s, loss=1.0638, top1-acc=68.47%, top5-acc=92.49%, remaining_time=0:00:04.872218, arrival_time=2021-04-10 02:36:12.246476, cost_time=0:00:31.856780 2021-04-10 02:36:09,229 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.44ms, fps=1380 images/s, loss=1.0662, top1-acc=68.43%, top5-acc=92.45%, remaining_time=0:00:02.996608, arrival_time=2021-04-10 02:36:12.225940, cost_time=0:00:33.711797 2021-04-10 02:36:11,089 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.29ms, fps=1377 images/s, loss=1.0691, top1-acc=68.35%, top5-acc=92.44%, remaining_time=0:00:01.123326, arrival_time=2021-04-10 02:36:12.212835, cost_time=0:00:35.572052 2021-04-10 02:36:12,133 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.38ms, fps=1303 images/s, loss=1.0716, top1-acc=68.32%, top5-acc=92.41%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:12.133487, cost_time=0:00:36.615906 2021-04-10 02:36:12,615 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=1.81ms, fps=5343 images/s, loss=1.9506, top1-acc=50.55%, top5-acc=81.05%, remaining_time=0:00:01.437390, arrival_time=2021-04-10 02:36:14.052598, cost_time=0:00:00.479131 2021-04-10 02:36:12,977 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.45ms, fps=7080 images/s, loss=1.9551, top1-acc=50.53%, top5-acc=81.46%, remaining_time=0:00:00.841260, arrival_time=2021-04-10 02:36:13.818565, cost_time=0:00:00.841251 2021-04-10 02:36:13,334 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.77ms, fps=7169 images/s, loss=1.9459, top1-acc=51.00%, top5-acc=81.60%, remaining_time=0:00:00.399600, arrival_time=2021-04-10 02:36:13.734472, cost_time=0:00:01.198809 2021-04-10 02:36:13,671 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.07ms, fps=6907 images/s, loss=1.9426, top1-acc=50.90%, top5-acc=81.39%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:13.671203, cost_time=0:00:01.535207 2021-04-10 02:36:13,737 INFO : Epoch=0041 complete, best val top1-acc=53.63%, top5-acc=82.93% (epoch=34), remaining_time=1:41:09.810531, arrival_time=2021-04-10 04:17:23.548219, cost_time=0:26:05.171258 2021-04-10 02:36:13,738 INFO : Train start, epoch=0042, lr=0.089984 2021-04-10 02:36:15,793 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=1.39ms, fps=1246 images/s, loss=1.0640, top1-acc=68.71%, top5-acc=93.24%, remaining_time=0:00:38.208306, arrival_time=2021-04-10 02:36:54.001506, cost_time=0:00:02.054206 2021-04-10 02:36:17,641 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=1.0470, top1-acc=69.16%, top5-acc=93.38%, remaining_time=0:00:34.342176, arrival_time=2021-04-10 02:36:51.983710, cost_time=0:00:03.902522 2021-04-10 02:36:19,505 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.74ms, fps=1374 images/s, loss=1.0380, top1-acc=69.49%, top5-acc=93.36%, remaining_time=0:00:31.908188, arrival_time=2021-04-10 02:36:51.413754, cost_time=0:00:05.766528 2021-04-10 02:36:21,366 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.38ms, fps=1377 images/s, loss=1.0307, top1-acc=69.82%, top5-acc=93.35%, remaining_time=0:00:29.744988, arrival_time=2021-04-10 02:36:51.110995, cost_time=0:00:07.626929 2021-04-10 02:36:23,215 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.66ms, fps=1384 images/s, loss=1.0289, top1-acc=69.99%, top5-acc=93.27%, remaining_time=0:00:27.672840, arrival_time=2021-04-10 02:36:50.888780, cost_time=0:00:09.476995 2021-04-10 02:36:25,070 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.49ms, fps=1380 images/s, loss=1.0331, top1-acc=69.71%, top5-acc=93.17%, remaining_time=0:00:25.685504, arrival_time=2021-04-10 02:36:50.756339, cost_time=0:00:11.331828 2021-04-10 02:36:26,922 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.41ms, fps=1383 images/s, loss=1.0251, top1-acc=69.77%, top5-acc=93.28%, remaining_time=0:00:23.730084, arrival_time=2021-04-10 02:36:50.652442, cost_time=0:00:13.183410 2021-04-10 02:36:28,780 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=2.41ms, fps=1378 images/s, loss=1.0285, top1-acc=69.72%, top5-acc=93.16%, remaining_time=0:00:21.810436, arrival_time=2021-04-10 02:36:50.591103, cost_time=0:00:15.041689 2021-04-10 02:36:30,642 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.92ms, fps=1375 images/s, loss=1.0301, top1-acc=69.66%, top5-acc=93.06%, remaining_time=0:00:19.908920, arrival_time=2021-04-10 02:36:50.551681, cost_time=0:00:16.903836 2021-04-10 02:36:32,495 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.36ms, fps=1382 images/s, loss=1.0351, top1-acc=69.48%, top5-acc=92.91%, remaining_time=0:00:18.006144, arrival_time=2021-04-10 02:36:50.501509, cost_time=0:00:18.756351 2021-04-10 02:36:34,337 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.32ms, fps=1390 images/s, loss=1.0439, top1-acc=69.18%, top5-acc=92.84%, remaining_time=0:00:16.104446, arrival_time=2021-04-10 02:36:50.442207, cost_time=0:00:20.598744 2021-04-10 02:36:36,210 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.43ms, fps=1368 images/s, loss=1.0443, top1-acc=69.25%, top5-acc=92.79%, remaining_time=0:00:14.231836, arrival_time=2021-04-10 02:36:50.442129, cost_time=0:00:22.471347 2021-04-10 02:36:38,062 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.55ms, fps=1383 images/s, loss=1.0465, top1-acc=69.18%, top5-acc=92.76%, remaining_time=0:00:12.348732, arrival_time=2021-04-10 02:36:50.410955, cost_time=0:00:24.323274 2021-04-10 02:36:39,913 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.35ms, fps=1383 images/s, loss=1.0503, top1-acc=69.05%, top5-acc=92.73%, remaining_time=0:00:10.469928, arrival_time=2021-04-10 02:36:50.383637, cost_time=0:00:26.174773 2021-04-10 02:36:41,765 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.43ms, fps=1382 images/s, loss=1.0521, top1-acc=68.96%, top5-acc=92.72%, remaining_time=0:00:08.594962, arrival_time=2021-04-10 02:36:50.360907, cost_time=0:00:28.027004 2021-04-10 02:36:43,631 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.70ms, fps=1373 images/s, loss=1.0556, top1-acc=68.91%, top5-acc=92.65%, remaining_time=0:00:06.725844, arrival_time=2021-04-10 02:36:50.357382, cost_time=0:00:29.892570 2021-04-10 02:36:45,493 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.73ms, fps=1375 images/s, loss=1.0568, top1-acc=68.90%, top5-acc=92.61%, remaining_time=0:00:04.856592, arrival_time=2021-04-10 02:36:50.350326, cost_time=0:00:31.754711 2021-04-10 02:36:47,345 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.49ms, fps=1383 images/s, loss=1.0589, top1-acc=68.86%, top5-acc=92.60%, remaining_time=0:00:02.987280, arrival_time=2021-04-10 02:36:50.333177, cost_time=0:00:33.606925 2021-04-10 02:36:49,198 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.28ms, fps=1382 images/s, loss=1.0597, top1-acc=68.81%, top5-acc=92.58%, remaining_time=0:00:01.119780, arrival_time=2021-04-10 02:36:50.318584, cost_time=0:00:35.459692 2021-04-10 02:36:50,199 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.24ms, fps=1360 images/s, loss=1.0616, top1-acc=68.75%, top5-acc=92.57%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:50.199629, cost_time=0:00:36.460618 2021-04-10 02:36:50,683 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.50ms, fps=5315 images/s, loss=1.7962, top1-acc=54.26%, top5-acc=82.73%, remaining_time=0:00:01.444920, arrival_time=2021-04-10 02:36:52.127862, cost_time=0:00:00.481641 2021-04-10 02:36:51,050 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=2.04ms, fps=6986 images/s, loss=1.7745, top1-acc=54.84%, top5-acc=83.30%, remaining_time=0:00:00.848580, arrival_time=2021-04-10 02:36:51.898509, cost_time=0:00:00.848589 2021-04-10 02:36:51,415 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=2.43ms, fps=7011 images/s, loss=1.7539, top1-acc=55.01%, top5-acc=83.83%, remaining_time=0:00:00.404760, arrival_time=2021-04-10 02:36:51.820406, cost_time=0:00:01.214292 2021-04-10 02:36:51,796 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.08ms, fps=6095 images/s, loss=1.7440, top1-acc=55.32%, top5-acc=83.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:51.796821, cost_time=0:00:01.595582 2021-04-10 02:36:51,925 INFO : Epoch=0042 complete, best val top1-acc=55.32%, top5-acc=83.80% (epoch=42), remaining_time=1:40:31.685076, arrival_time=2021-04-10 04:17:23.610839, cost_time=0:26:43.359326 2021-04-10 02:36:51,926 INFO : Train start, epoch=0043, lr=0.089508 2021-04-10 02:36:53,944 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.52ms, fps=1269 images/s, loss=1.0524, top1-acc=68.67%, top5-acc=92.30%, remaining_time=0:00:37.521780, arrival_time=2021-04-10 02:37:31.465966, cost_time=0:00:02.017302 2021-04-10 02:36:55,799 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.61ms, fps=1380 images/s, loss=1.0271, top1-acc=69.37%, top5-acc=92.93%, remaining_time=0:00:34.075888, arrival_time=2021-04-10 02:37:29.875049, cost_time=0:00:03.872259 2021-04-10 02:36:57,658 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=2.01ms, fps=1378 images/s, loss=1.0356, top1-acc=69.11%, top5-acc=92.86%, remaining_time=0:00:31.711478, arrival_time=2021-04-10 02:37:29.369445, cost_time=0:00:05.730983 2021-04-10 02:36:59,517 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.96ms, fps=1378 images/s, loss=1.0335, top1-acc=69.23%, top5-acc=92.97%, remaining_time=0:00:29.601156, arrival_time=2021-04-10 02:37:29.118152, cost_time=0:00:07.590033 2021-04-10 02:37:01,376 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.34ms, fps=1377 images/s, loss=1.0327, top1-acc=69.48%, top5-acc=92.84%, remaining_time=0:00:27.591664, arrival_time=2021-04-10 02:37:28.967808, cost_time=0:00:09.449210 2021-04-10 02:37:03,243 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.87ms, fps=1372 images/s, loss=1.0368, top1-acc=69.32%, top5-acc=92.81%, remaining_time=0:00:25.649736, arrival_time=2021-04-10 02:37:28.892864, cost_time=0:00:11.316084 2021-04-10 02:37:05,095 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.42ms, fps=1382 images/s, loss=1.0295, top1-acc=69.63%, top5-acc=92.85%, remaining_time=0:00:23.703750, arrival_time=2021-04-10 02:37:28.799405, cost_time=0:00:13.168779 2021-04-10 02:37:06,958 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.62ms, fps=1374 images/s, loss=1.0312, top1-acc=69.53%, top5-acc=92.80%, remaining_time=0:00:21.796284, arrival_time=2021-04-10 02:37:28.755107, cost_time=0:00:15.031951 2021-04-10 02:37:08,819 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.41ms, fps=1376 images/s, loss=1.0293, top1-acc=69.49%, top5-acc=92.85%, remaining_time=0:00:19.895246, arrival_time=2021-04-10 02:37:28.714379, cost_time=0:00:16.892176 2021-04-10 02:37:10,668 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.83ms, fps=1384 images/s, loss=1.0310, top1-acc=69.37%, top5-acc=92.87%, remaining_time=0:00:17.992128, arrival_time=2021-04-10 02:37:28.660842, cost_time=0:00:18.741815 2021-04-10 02:37:12,519 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.42ms, fps=1384 images/s, loss=1.0303, top1-acc=69.38%, top5-acc=92.91%, remaining_time=0:00:16.099630, arrival_time=2021-04-10 02:37:28.619081, cost_time=0:00:20.592582 2021-04-10 02:37:14,375 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.87ms, fps=1380 images/s, loss=1.0359, top1-acc=69.24%, top5-acc=92.82%, remaining_time=0:00:14.217396, arrival_time=2021-04-10 02:37:28.592795, cost_time=0:00:22.448517 2021-04-10 02:37:16,224 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.51ms, fps=1385 images/s, loss=1.0329, top1-acc=69.31%, top5-acc=92.88%, remaining_time=0:00:12.335796, arrival_time=2021-04-10 02:37:28.560427, cost_time=0:00:24.297745 2021-04-10 02:37:18,075 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.45ms, fps=1384 images/s, loss=1.0321, top1-acc=69.30%, top5-acc=92.90%, remaining_time=0:00:10.459232, arrival_time=2021-04-10 02:37:28.534187, cost_time=0:00:26.148077 2021-04-10 02:37:19,922 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=1.0350, top1-acc=69.23%, top5-acc=92.86%, remaining_time=0:00:08.585256, arrival_time=2021-04-10 02:37:28.507540, cost_time=0:00:27.995411 2021-04-10 02:37:21,779 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.90ms, fps=1379 images/s, loss=1.0427, top1-acc=69.02%, top5-acc=92.80%, remaining_time=0:00:06.716700, arrival_time=2021-04-10 02:37:28.495730, cost_time=0:00:29.851986 2021-04-10 02:37:23,641 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.42ms, fps=1375 images/s, loss=1.0461, top1-acc=68.93%, top5-acc=92.81%, remaining_time=0:00:04.850404, arrival_time=2021-04-10 02:37:28.491399, cost_time=0:00:31.714119 2021-04-10 02:37:25,498 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.36ms, fps=1379 images/s, loss=1.0502, top1-acc=68.79%, top5-acc=92.75%, remaining_time=0:00:02.984112, arrival_time=2021-04-10 02:37:28.482249, cost_time=0:00:33.571244 2021-04-10 02:37:27,374 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.72ms, fps=1364 images/s, loss=1.0537, top1-acc=68.74%, top5-acc=92.76%, remaining_time=0:00:01.119414, arrival_time=2021-04-10 02:37:28.494359, cost_time=0:00:35.448067 2021-04-10 02:37:28,375 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.46ms, fps=1360 images/s, loss=1.0552, top1-acc=68.71%, top5-acc=92.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:28.375207, cost_time=0:00:36.448334 2021-04-10 02:37:28,843 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=4.67ms, fps=5490 images/s, loss=2.0046, top1-acc=51.17%, top5-acc=81.29%, remaining_time=0:00:01.398810, arrival_time=2021-04-10 02:37:30.242384, cost_time=0:00:00.466274 2021-04-10 02:37:29,203 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.57ms, fps=7119 images/s, loss=1.9561, top1-acc=51.89%, top5-acc=82.23%, remaining_time=0:00:00.826420, arrival_time=2021-04-10 02:37:30.030147, cost_time=0:00:00.826422 2021-04-10 02:37:29,576 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=2.15ms, fps=6881 images/s, loss=1.9563, top1-acc=51.68%, top5-acc=82.08%, remaining_time=0:00:00.399680, arrival_time=2021-04-10 02:37:29.976012, cost_time=0:00:01.199047 2021-04-10 02:37:29,914 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.08ms, fps=6880 images/s, loss=1.9591, top1-acc=51.84%, top5-acc=81.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:29.913986, cost_time=0:00:01.536779 2021-04-10 02:37:30,001 INFO : Epoch=0043 complete, best val top1-acc=55.32%, top5-acc=83.80% (epoch=42), remaining_time=1:39:53.144829, arrival_time=2021-04-10 04:17:23.145813, cost_time=0:27:21.434563 2021-04-10 02:37:30,002 INFO : Train start, epoch=0044, lr=0.089022 2021-04-10 02:37:32,117 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.86ms, fps=1210 images/s, loss=0.9708, top1-acc=70.98%, top5-acc=94.49%, remaining_time=0:00:39.341604, arrival_time=2021-04-10 02:38:11.458916, cost_time=0:00:02.115140 2021-04-10 02:37:33,968 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.33ms, fps=1383 images/s, loss=0.9919, top1-acc=70.20%, top5-acc=93.87%, remaining_time=0:00:34.900448, arrival_time=2021-04-10 02:38:08.868594, cost_time=0:00:03.965952 2021-04-10 02:37:35,824 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.79ms, fps=1379 images/s, loss=0.9971, top1-acc=70.30%, top5-acc=93.49%, remaining_time=0:00:32.217280, arrival_time=2021-04-10 02:38:08.041956, cost_time=0:00:05.822391 2021-04-10 02:37:37,695 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.44ms, fps=1369 images/s, loss=0.9963, top1-acc=70.15%, top5-acc=93.50%, remaining_time=0:00:30.004104, arrival_time=2021-04-10 02:38:07.699641, cost_time=0:00:07.693349 2021-04-10 02:37:39,544 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.50ms, fps=1385 images/s, loss=1.0121, top1-acc=69.77%, top5-acc=93.20%, remaining_time=0:00:27.862056, arrival_time=2021-04-10 02:38:07.406181, cost_time=0:00:09.541811 2021-04-10 02:37:41,387 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.45ms, fps=1389 images/s, loss=1.0193, top1-acc=69.70%, top5-acc=93.11%, remaining_time=0:00:25.806408, arrival_time=2021-04-10 02:38:07.193773, cost_time=0:00:11.385170 2021-04-10 02:37:43,245 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=2.49ms, fps=1378 images/s, loss=1.0179, top1-acc=69.81%, top5-acc=93.12%, remaining_time=0:00:23.838570, arrival_time=2021-04-10 02:38:07.084453, cost_time=0:00:13.243642 2021-04-10 02:37:45,105 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.47ms, fps=1377 images/s, loss=1.0179, top1-acc=69.79%, top5-acc=93.08%, remaining_time=0:00:21.899640, arrival_time=2021-04-10 02:38:07.005242, cost_time=0:00:15.103224 2021-04-10 02:37:46,954 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.37ms, fps=1385 images/s, loss=1.0170, top1-acc=69.77%, top5-acc=93.16%, remaining_time=0:00:19.965736, arrival_time=2021-04-10 02:38:06.920066, cost_time=0:00:16.952047 2021-04-10 02:37:48,807 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.49ms, fps=1382 images/s, loss=1.0218, top1-acc=69.67%, top5-acc=93.14%, remaining_time=0:00:18.053472, arrival_time=2021-04-10 02:38:06.861338, cost_time=0:00:18.805677 2021-04-10 02:37:50,669 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.48ms, fps=1376 images/s, loss=1.0241, top1-acc=69.63%, top5-acc=93.05%, remaining_time=0:00:16.157938, arrival_time=2021-04-10 02:38:06.827292, cost_time=0:00:20.667160 2021-04-10 02:37:52,549 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=2.01ms, fps=1362 images/s, loss=1.0272, top1-acc=69.58%, top5-acc=92.99%, remaining_time=0:00:14.279792, arrival_time=2021-04-10 02:38:06.829004, cost_time=0:00:22.547021 2021-04-10 02:37:54,406 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.34ms, fps=1379 images/s, loss=1.0280, top1-acc=69.53%, top5-acc=92.99%, remaining_time=0:00:12.389718, arrival_time=2021-04-10 02:38:06.795957, cost_time=0:00:24.404054 2021-04-10 02:37:56,261 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.32ms, fps=1380 images/s, loss=1.0329, top1-acc=69.41%, top5-acc=92.91%, remaining_time=0:00:10.503696, arrival_time=2021-04-10 02:38:06.765104, cost_time=0:00:26.259220 2021-04-10 02:37:58,114 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=2.08ms, fps=1382 images/s, loss=1.0390, top1-acc=69.27%, top5-acc=92.84%, remaining_time=0:00:08.620906, arrival_time=2021-04-10 02:38:06.734821, cost_time=0:00:28.111661 2021-04-10 02:37:59,968 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.99ms, fps=1381 images/s, loss=1.0426, top1-acc=69.11%, top5-acc=92.83%, remaining_time=0:00:06.742440, arrival_time=2021-04-10 02:38:06.711068, cost_time=0:00:29.966377 2021-04-10 02:38:01,859 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=2.10ms, fps=1355 images/s, loss=1.0484, top1-acc=69.03%, top5-acc=92.75%, remaining_time=0:00:04.872270, arrival_time=2021-04-10 02:38:06.731655, cost_time=0:00:31.857180 2021-04-10 02:38:03,710 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.56ms, fps=1383 images/s, loss=1.0464, top1-acc=69.07%, top5-acc=92.78%, remaining_time=0:00:02.996272, arrival_time=2021-04-10 02:38:06.706593, cost_time=0:00:33.708130 2021-04-10 02:38:05,564 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.49ms, fps=1381 images/s, loss=1.0468, top1-acc=69.07%, top5-acc=92.78%, remaining_time=0:00:01.123002, arrival_time=2021-04-10 02:38:06.686983, cost_time=0:00:35.561798 2021-04-10 02:38:06,566 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.26ms, fps=1358 images/s, loss=1.0502, top1-acc=68.98%, top5-acc=92.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:06.566048, cost_time=0:00:36.563858 2021-04-10 02:38:07,017 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=8.53ms, fps=5690 images/s, loss=1.9462, top1-acc=52.23%, top5-acc=81.87%, remaining_time=0:00:01.349580, arrival_time=2021-04-10 02:38:08.367169, cost_time=0:00:00.449860 2021-04-10 02:38:07,373 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=0.31ms, fps=7202 images/s, loss=2.0056, top1-acc=51.76%, top5-acc=80.94%, remaining_time=0:00:00.805640, arrival_time=2021-04-10 02:38:08.179057, cost_time=0:00:00.805650 2021-04-10 02:38:07,738 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.47ms, fps=7025 images/s, loss=1.9842, top1-acc=51.80%, top5-acc=81.52%, remaining_time=0:00:00.390180, arrival_time=2021-04-10 02:38:08.128485, cost_time=0:00:01.170541 2021-04-10 02:38:08,077 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.07ms, fps=6841 images/s, loss=2.0016, top1-acc=51.84%, top5-acc=81.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:08.077890, cost_time=0:00:01.510190 2021-04-10 02:38:08,144 INFO : Epoch=0044 complete, best val top1-acc=55.32%, top5-acc=83.80% (epoch=42), remaining_time=1:39:14.867568, arrival_time=2021-04-10 04:17:23.012042, cost_time=0:27:59.578018 2021-04-10 02:38:08,146 INFO : Train start, epoch=0045, lr=0.088526 2021-04-10 02:38:10,266 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=0.23ms, fps=1208 images/s, loss=1.0238, top1-acc=69.49%, top5-acc=93.44%, remaining_time=0:00:39.428652, arrival_time=2021-04-10 02:38:49.694801, cost_time=0:00:02.119823 2021-04-10 02:38:12,130 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.87ms, fps=1373 images/s, loss=1.0057, top1-acc=69.65%, top5-acc=93.34%, remaining_time=0:00:35.060784, arrival_time=2021-04-10 02:38:47.191343, cost_time=0:00:03.984181 2021-04-10 02:38:13,992 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.39ms, fps=1376 images/s, loss=0.9943, top1-acc=70.00%, top5-acc=93.42%, remaining_time=0:00:32.346926, arrival_time=2021-04-10 02:38:46.339143, cost_time=0:00:05.845825 2021-04-10 02:38:15,851 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=2.12ms, fps=1377 images/s, loss=1.0114, top1-acc=69.59%, top5-acc=93.21%, remaining_time=0:00:30.050592, arrival_time=2021-04-10 02:38:45.902243, cost_time=0:00:07.705277 2021-04-10 02:38:17,721 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.38ms, fps=1370 images/s, loss=1.0179, top1-acc=69.37%, top5-acc=93.23%, remaining_time=0:00:27.959000, arrival_time=2021-04-10 02:38:45.680335, cost_time=0:00:09.575004 2021-04-10 02:38:19,573 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.87ms, fps=1382 images/s, loss=1.0216, top1-acc=69.23%, top5-acc=93.20%, remaining_time=0:00:25.901744, arrival_time=2021-04-10 02:38:45.475358, cost_time=0:00:11.427234 2021-04-10 02:38:21,432 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.88ms, fps=1378 images/s, loss=1.0224, top1-acc=69.24%, top5-acc=93.16%, remaining_time=0:00:23.914422, arrival_time=2021-04-10 02:38:45.346560, cost_time=0:00:13.285762 2021-04-10 02:38:23,282 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.49ms, fps=1384 images/s, loss=1.0230, top1-acc=69.29%, top5-acc=93.12%, remaining_time=0:00:21.947780, arrival_time=2021-04-10 02:38:45.230534, cost_time=0:00:15.136435 2021-04-10 02:38:25,140 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.49ms, fps=1378 images/s, loss=1.0294, top1-acc=69.21%, top5-acc=92.97%, remaining_time=0:00:20.015556, arrival_time=2021-04-10 02:38:45.156235, cost_time=0:00:16.994372 2021-04-10 02:38:26,995 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.89ms, fps=1380 images/s, loss=1.0298, top1-acc=69.25%, top5-acc=92.94%, remaining_time=0:00:18.095232, arrival_time=2021-04-10 02:38:45.090813, cost_time=0:00:18.849250 2021-04-10 02:38:28,847 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=2.05ms, fps=1383 images/s, loss=1.0264, top1-acc=69.38%, top5-acc=92.97%, remaining_time=0:00:16.184426, arrival_time=2021-04-10 02:38:45.031713, cost_time=0:00:20.700974 2021-04-10 02:38:30,690 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.41ms, fps=1389 images/s, loss=1.0278, top1-acc=69.39%, top5-acc=92.97%, remaining_time=0:00:14.278044, arrival_time=2021-04-10 02:38:44.968694, cost_time=0:00:22.544329 2021-04-10 02:38:32,536 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=2.17ms, fps=1388 images/s, loss=1.0282, top1-acc=69.44%, top5-acc=92.92%, remaining_time=0:00:12.382458, arrival_time=2021-04-10 02:38:44.918540, cost_time=0:00:24.389754 2021-04-10 02:38:34,391 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=3.34ms, fps=1380 images/s, loss=1.0339, top1-acc=69.31%, top5-acc=92.82%, remaining_time=0:00:10.497984, arrival_time=2021-04-10 02:38:44.889300, cost_time=0:00:26.244939 2021-04-10 02:38:36,240 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=1.0370, top1-acc=69.21%, top5-acc=92.78%, remaining_time=0:00:08.615432, arrival_time=2021-04-10 02:38:44.855733, cost_time=0:00:28.093811 2021-04-10 02:38:38,085 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.50ms, fps=1388 images/s, loss=1.0393, top1-acc=69.19%, top5-acc=92.78%, remaining_time=0:00:06.736248, arrival_time=2021-04-10 02:38:44.821520, cost_time=0:00:29.938909 2021-04-10 02:38:39,943 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.60ms, fps=1378 images/s, loss=1.0387, top1-acc=69.22%, top5-acc=92.78%, remaining_time=0:00:04.863014, arrival_time=2021-04-10 02:38:44.805973, cost_time=0:00:31.796634 2021-04-10 02:38:41,792 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.52ms, fps=1385 images/s, loss=1.0409, top1-acc=69.08%, top5-acc=92.76%, remaining_time=0:00:02.990752, arrival_time=2021-04-10 02:38:44.783155, cost_time=0:00:33.645997 2021-04-10 02:38:43,640 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.36ms, fps=1386 images/s, loss=1.0455, top1-acc=68.96%, top5-acc=92.72%, remaining_time=0:00:01.120848, arrival_time=2021-04-10 02:38:44.760755, cost_time=0:00:35.493434 2021-04-10 02:38:44,644 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.52ms, fps=1354 images/s, loss=1.0490, top1-acc=68.91%, top5-acc=92.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:44.644711, cost_time=0:00:36.498388 2021-04-10 02:38:45,119 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=0.31ms, fps=5414 images/s, loss=2.1137, top1-acc=47.81%, top5-acc=77.11%, remaining_time=0:00:01.418550, arrival_time=2021-04-10 02:38:46.537646, cost_time=0:00:00.472848 2021-04-10 02:38:45,475 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=2.73ms, fps=7185 images/s, loss=2.0848, top1-acc=48.28%, top5-acc=77.85%, remaining_time=0:00:00.829460, arrival_time=2021-04-10 02:38:46.305323, cost_time=0:00:00.829460 2021-04-10 02:38:45,836 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=0.40ms, fps=7108 images/s, loss=2.0817, top1-acc=48.31%, top5-acc=77.97%, remaining_time=0:00:00.396790, arrival_time=2021-04-10 02:38:46.233474, cost_time=0:00:01.190375 2021-04-10 02:38:46,171 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.08ms, fps=6936 images/s, loss=2.0803, top1-acc=48.65%, top5-acc=78.22%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:46.171611, cost_time=0:00:01.525386 2021-04-10 02:38:46,237 INFO : Epoch=0045 complete, best val top1-acc=55.32%, top5-acc=83.80% (epoch=42), remaining_time=1:38:36.421610, arrival_time=2021-04-10 04:17:22.658820, cost_time=0:28:37.670784 2021-04-10 02:38:46,238 INFO : Train start, epoch=0046, lr=0.088020 2021-04-10 02:38:48,334 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.52ms, fps=1221 images/s, loss=1.0467, top1-acc=69.53%, top5-acc=92.38%, remaining_time=0:00:38.985414, arrival_time=2021-04-10 02:39:27.319733, cost_time=0:00:02.095992 2021-04-10 02:38:50,177 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.52ms, fps=1390 images/s, loss=1.0206, top1-acc=69.53%, top5-acc=92.95%, remaining_time=0:00:34.660736, arrival_time=2021-04-10 02:39:24.837841, cost_time=0:00:03.938728 2021-04-10 02:38:52,041 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.33ms, fps=1374 images/s, loss=1.0071, top1-acc=70.13%, top5-acc=93.10%, remaining_time=0:00:32.109214, arrival_time=2021-04-10 02:39:24.150648, cost_time=0:00:05.802875 2021-04-10 02:38:53,889 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=2.14ms, fps=1386 images/s, loss=1.0025, top1-acc=70.28%, top5-acc=93.16%, remaining_time=0:00:29.840616, arrival_time=2021-04-10 02:39:23.730457, cost_time=0:00:07.651432 2021-04-10 02:38:55,735 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.62ms, fps=1388 images/s, loss=0.9966, top1-acc=70.49%, top5-acc=93.30%, remaining_time=0:00:27.730656, arrival_time=2021-04-10 02:39:23.465786, cost_time=0:00:09.496793 2021-04-10 02:38:57,593 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.92ms, fps=1378 images/s, loss=1.0066, top1-acc=70.21%, top5-acc=93.33%, remaining_time=0:00:25.738680, arrival_time=2021-04-10 02:39:23.332371, cost_time=0:00:11.355288 2021-04-10 02:38:59,447 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.95ms, fps=1382 images/s, loss=1.0090, top1-acc=70.08%, top5-acc=93.38%, remaining_time=0:00:23.775696, arrival_time=2021-04-10 02:39:23.222789, cost_time=0:00:13.208755 2021-04-10 02:39:01,307 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.56ms, fps=1376 images/s, loss=1.0079, top1-acc=70.04%, top5-acc=93.35%, remaining_time=0:00:21.850572, arrival_time=2021-04-10 02:39:23.158235, cost_time=0:00:15.069338 2021-04-10 02:39:03,155 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=2.50ms, fps=1386 images/s, loss=1.0113, top1-acc=70.04%, top5-acc=93.23%, remaining_time=0:00:19.924714, arrival_time=2021-04-10 02:39:23.080247, cost_time=0:00:16.917200 2021-04-10 02:39:05,007 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.44ms, fps=1383 images/s, loss=1.0143, top1-acc=69.85%, top5-acc=93.21%, remaining_time=0:00:18.018144, arrival_time=2021-04-10 02:39:23.025543, cost_time=0:00:18.768940 2021-04-10 02:39:06,857 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.40ms, fps=1384 images/s, loss=1.0131, top1-acc=69.90%, top5-acc=93.22%, remaining_time=0:00:16.120098, arrival_time=2021-04-10 02:39:22.977208, cost_time=0:00:20.618768 2021-04-10 02:39:08,702 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.31ms, fps=1387 images/s, loss=1.0138, top1-acc=69.90%, top5-acc=93.15%, remaining_time=0:00:14.227580, arrival_time=2021-04-10 02:39:22.930479, cost_time=0:00:22.464576 2021-04-10 02:39:10,546 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.67ms, fps=1389 images/s, loss=1.0169, top1-acc=69.80%, top5-acc=93.11%, remaining_time=0:00:12.341010, arrival_time=2021-04-10 02:39:22.887383, cost_time=0:00:24.308046 2021-04-10 02:39:12,393 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.65ms, fps=1386 images/s, loss=1.0208, top1-acc=69.72%, top5-acc=93.07%, remaining_time=0:00:10.461920, arrival_time=2021-04-10 02:39:22.855142, cost_time=0:00:26.154824 2021-04-10 02:39:14,247 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.65ms, fps=1381 images/s, loss=1.0266, top1-acc=69.58%, top5-acc=92.94%, remaining_time=0:00:08.589396, arrival_time=2021-04-10 02:39:22.836698, cost_time=0:00:28.008975 2021-04-10 02:39:16,086 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.50ms, fps=1392 images/s, loss=1.0304, top1-acc=69.47%, top5-acc=92.92%, remaining_time=0:00:06.715872, arrival_time=2021-04-10 02:39:22.802541, cost_time=0:00:29.848283 2021-04-10 02:39:17,940 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.33ms, fps=1382 images/s, loss=1.0347, top1-acc=69.35%, top5-acc=92.87%, remaining_time=0:00:04.848532, arrival_time=2021-04-10 02:39:22.788833, cost_time=0:00:31.701907 2021-04-10 02:39:19,788 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.52ms, fps=1386 images/s, loss=1.0382, top1-acc=69.25%, top5-acc=92.84%, remaining_time=0:00:02.982224, arrival_time=2021-04-10 02:39:22.770527, cost_time=0:00:33.549975 2021-04-10 02:39:21,641 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.22ms, fps=1382 images/s, loss=1.0407, top1-acc=69.20%, top5-acc=92.79%, remaining_time=0:00:01.117992, arrival_time=2021-04-10 02:39:22.759447, cost_time=0:00:35.403108 2021-04-10 02:39:22,632 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.25ms, fps=1373 images/s, loss=1.0422, top1-acc=69.23%, top5-acc=92.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:22.632469, cost_time=0:00:36.394151 2021-04-10 02:39:23,112 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=1.87ms, fps=5350 images/s, loss=1.9736, top1-acc=50.70%, top5-acc=79.80%, remaining_time=0:00:01.435500, arrival_time=2021-04-10 02:39:24.548062, cost_time=0:00:00.478496 2021-04-10 02:39:23,471 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=0.18ms, fps=7133 images/s, loss=1.9509, top1-acc=50.86%, top5-acc=80.27%, remaining_time=0:00:00.837880, arrival_time=2021-04-10 02:39:24.309768, cost_time=0:00:00.837876 2021-04-10 02:39:23,832 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.42ms, fps=7103 images/s, loss=1.9397, top1-acc=50.60%, top5-acc=80.76%, remaining_time=0:00:00.399550, arrival_time=2021-04-10 02:39:24.232208, cost_time=0:00:01.198649 2021-04-10 02:39:24,165 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.06ms, fps=6975 images/s, loss=1.9878, top1-acc=50.26%, top5-acc=80.53%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:24.165619, cost_time=0:00:01.531642 2021-04-10 02:39:24,234 INFO : Epoch=0046 complete, best val top1-acc=55.32%, top5-acc=83.80% (epoch=42), remaining_time=1:37:57.669644, arrival_time=2021-04-10 04:17:21.903619, cost_time=0:29:15.667562 2021-04-10 02:39:24,234 INFO : Train start, epoch=0047, lr=0.087506 2021-04-10 02:39:26,281 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=0.36ms, fps=1251 images/s, loss=1.0396, top1-acc=68.09%, top5-acc=93.63%, remaining_time=0:00:38.058204, arrival_time=2021-04-10 02:40:04.339414, cost_time=0:00:02.046141 2021-04-10 02:39:28,123 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.31ms, fps=1390 images/s, loss=1.0235, top1-acc=69.49%, top5-acc=93.54%, remaining_time=0:00:34.216336, arrival_time=2021-04-10 02:40:02.339616, cost_time=0:00:03.888226 2021-04-10 02:39:29,985 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.68ms, fps=1375 images/s, loss=1.0174, top1-acc=69.70%, top5-acc=93.53%, remaining_time=0:00:31.818216, arrival_time=2021-04-10 02:40:01.803644, cost_time=0:00:05.750294 2021-04-10 02:39:31,857 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.84ms, fps=1368 images/s, loss=1.0138, top1-acc=69.79%, top5-acc=93.48%, remaining_time=0:00:29.727672, arrival_time=2021-04-10 02:40:01.585412, cost_time=0:00:07.622479 2021-04-10 02:39:33,743 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.38ms, fps=1358 images/s, loss=1.0069, top1-acc=70.09%, top5-acc=93.41%, remaining_time=0:00:27.763214, arrival_time=2021-04-10 02:40:01.506254, cost_time=0:00:09.507932 2021-04-10 02:39:35,593 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.47ms, fps=1384 images/s, loss=1.0058, top1-acc=70.07%, top5-acc=93.44%, remaining_time=0:00:25.746296, arrival_time=2021-04-10 02:40:01.340078, cost_time=0:00:11.358637 2021-04-10 02:39:37,433 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.52ms, fps=1392 images/s, loss=1.0009, top1-acc=70.22%, top5-acc=93.46%, remaining_time=0:00:23.757552, arrival_time=2021-04-10 02:40:01.191236, cost_time=0:00:13.198608 2021-04-10 02:39:39,282 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.45ms, fps=1385 images/s, loss=0.9950, top1-acc=70.37%, top5-acc=93.55%, remaining_time=0:00:21.818440, arrival_time=2021-04-10 02:40:01.100698, cost_time=0:00:15.047195 2021-04-10 02:39:41,122 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.39ms, fps=1391 images/s, loss=0.9970, top1-acc=70.39%, top5-acc=93.47%, remaining_time=0:00:19.890052, arrival_time=2021-04-10 02:40:01.012847, cost_time=0:00:16.887751 2021-04-10 02:39:42,969 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=1.0019, top1-acc=70.23%, top5-acc=93.37%, remaining_time=0:00:17.985408, arrival_time=2021-04-10 02:40:00.955227, cost_time=0:00:18.734761 2021-04-10 02:39:44,806 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.74ms, fps=1394 images/s, loss=1.0066, top1-acc=70.09%, top5-acc=93.26%, remaining_time=0:00:16.083462, arrival_time=2021-04-10 02:40:00.890354, cost_time=0:00:20.571831 2021-04-10 02:39:46,666 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.75ms, fps=1377 images/s, loss=1.0095, top1-acc=69.96%, top5-acc=93.21%, remaining_time=0:00:14.206300, arrival_time=2021-04-10 02:40:00.872550, cost_time=0:00:22.431052 2021-04-10 02:39:48,521 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.44ms, fps=1381 images/s, loss=1.0126, top1-acc=69.91%, top5-acc=93.19%, remaining_time=0:00:12.329790, arrival_time=2021-04-10 02:40:00.850829, cost_time=0:00:24.285891 2021-04-10 02:39:50,375 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.40ms, fps=1381 images/s, loss=1.0129, top1-acc=69.89%, top5-acc=93.17%, remaining_time=0:00:10.456264, arrival_time=2021-04-10 02:40:00.832065, cost_time=0:00:26.140711 2021-04-10 02:39:52,226 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.68ms, fps=1384 images/s, loss=1.0139, top1-acc=69.85%, top5-acc=93.19%, remaining_time=0:00:08.583876, arrival_time=2021-04-10 02:40:00.809875, cost_time=0:00:27.990931 2021-04-10 02:39:54,080 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=2.15ms, fps=1380 images/s, loss=1.0186, top1-acc=69.77%, top5-acc=93.14%, remaining_time=0:00:06.715296, arrival_time=2021-04-10 02:40:00.796149, cost_time=0:00:29.845726 2021-04-10 02:39:55,943 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.86ms, fps=1375 images/s, loss=1.0221, top1-acc=69.67%, top5-acc=93.10%, remaining_time=0:00:04.849468, arrival_time=2021-04-10 02:40:00.792535, cost_time=0:00:31.708009 2021-04-10 02:39:57,781 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.40ms, fps=1393 images/s, loss=1.0223, top1-acc=69.69%, top5-acc=93.09%, remaining_time=0:00:02.981904, arrival_time=2021-04-10 02:40:00.763427, cost_time=0:00:33.546461 2021-04-10 02:39:59,626 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.34ms, fps=1388 images/s, loss=1.0228, top1-acc=69.68%, top5-acc=93.08%, remaining_time=0:00:01.117626, arrival_time=2021-04-10 02:40:00.744299, cost_time=0:00:35.391477 2021-04-10 02:40:00,659 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=2.28ms, fps=1318 images/s, loss=1.0236, top1-acc=69.68%, top5-acc=93.07%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:00.659060, cost_time=0:00:36.424002 2021-04-10 02:40:01,097 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.43ms, fps=5867 images/s, loss=2.1427, top1-acc=49.80%, top5-acc=78.83%, remaining_time=0:00:01.308840, arrival_time=2021-04-10 02:40:02.405847, cost_time=0:00:00.436279 2021-04-10 02:40:01,460 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.65ms, fps=7046 images/s, loss=2.1374, top1-acc=49.73%, top5-acc=78.32%, remaining_time=0:00:00.800120, arrival_time=2021-04-10 02:40:02.260966, cost_time=0:00:00.800116 2021-04-10 02:40:01,822 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.52ms, fps=7086 images/s, loss=2.1448, top1-acc=49.10%, top5-acc=77.79%, remaining_time=0:00:00.387290, arrival_time=2021-04-10 02:40:02.209854, cost_time=0:00:01.161862 2021-04-10 02:40:02,165 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.10ms, fps=6765 images/s, loss=2.1430, top1-acc=48.57%, top5-acc=77.62%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:02.165924, cost_time=0:00:01.505197 2021-04-10 02:40:02,255 INFO : Epoch=0047 complete, best val top1-acc=55.32%, top5-acc=83.80% (epoch=42), remaining_time=1:37:19.020702, arrival_time=2021-04-10 04:17:21.276178, cost_time=0:29:53.686103 2021-04-10 02:40:02,256 INFO : Train start, epoch=0048, lr=0.086982 2021-04-10 02:40:04,286 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.54ms, fps=1261 images/s, loss=0.9528, top1-acc=71.48%, top5-acc=93.98%, remaining_time=0:00:37.752978, arrival_time=2021-04-10 02:40:42.039567, cost_time=0:00:02.029727 2021-04-10 02:40:06,133 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.37ms, fps=1386 images/s, loss=0.9797, top1-acc=70.86%, top5-acc=93.69%, remaining_time=0:00:34.115488, arrival_time=2021-04-10 02:40:40.249100, cost_time=0:00:03.876766 2021-04-10 02:40:07,980 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.36ms, fps=1386 images/s, loss=0.9768, top1-acc=71.02%, top5-acc=93.59%, remaining_time=0:00:31.671804, arrival_time=2021-04-10 02:40:39.652469, cost_time=0:00:05.723832 2021-04-10 02:40:09,824 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.50ms, fps=1389 images/s, loss=0.9778, top1-acc=70.83%, top5-acc=93.61%, remaining_time=0:00:29.511924, arrival_time=2021-04-10 02:40:39.335985, cost_time=0:00:07.567171 2021-04-10 02:40:11,668 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.87ms, fps=1388 images/s, loss=0.9742, top1-acc=70.95%, top5-acc=93.51%, remaining_time=0:00:27.482310, arrival_time=2021-04-10 02:40:39.150932, cost_time=0:00:09.411767 2021-04-10 02:40:13,508 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.41ms, fps=1392 images/s, loss=0.9791, top1-acc=70.62%, top5-acc=93.53%, remaining_time=0:00:25.502584, arrival_time=2021-04-10 02:40:39.010569, cost_time=0:00:11.251144 2021-04-10 02:40:15,355 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.97ms, fps=1386 images/s, loss=0.9796, top1-acc=70.59%, top5-acc=93.49%, remaining_time=0:00:23.577372, arrival_time=2021-04-10 02:40:38.932792, cost_time=0:00:13.098572 2021-04-10 02:40:17,212 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.57ms, fps=1379 images/s, loss=0.9820, top1-acc=70.47%, top5-acc=93.51%, remaining_time=0:00:21.685388, arrival_time=2021-04-10 02:40:38.897636, cost_time=0:00:14.955408 2021-04-10 02:40:19,058 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.63ms, fps=1387 images/s, loss=0.9883, top1-acc=70.20%, top5-acc=93.51%, remaining_time=0:00:19.788186, arrival_time=2021-04-10 02:40:38.846394, cost_time=0:00:16.801304 2021-04-10 02:40:20,924 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.45ms, fps=1372 images/s, loss=0.9962, top1-acc=70.01%, top5-acc=93.45%, remaining_time=0:00:17.920800, arrival_time=2021-04-10 02:40:38.845356, cost_time=0:00:18.667536 2021-04-10 02:40:22,779 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=2.02ms, fps=1380 images/s, loss=1.0034, top1-acc=69.89%, top5-acc=93.30%, remaining_time=0:00:16.045192, arrival_time=2021-04-10 02:40:38.825033, cost_time=0:00:20.522883 2021-04-10 02:40:24,635 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.52ms, fps=1380 images/s, loss=1.0060, top1-acc=69.84%, top5-acc=93.24%, remaining_time=0:00:14.172860, arrival_time=2021-04-10 02:40:38.807952, cost_time=0:00:22.378254 2021-04-10 02:40:26,489 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.37ms, fps=1381 images/s, loss=1.0108, top1-acc=69.74%, top5-acc=93.17%, remaining_time=0:00:12.302796, arrival_time=2021-04-10 02:40:38.792473, cost_time=0:00:24.232717 2021-04-10 02:40:28,345 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=2.08ms, fps=1380 images/s, loss=1.0127, top1-acc=69.69%, top5-acc=93.14%, remaining_time=0:00:10.435376, arrival_time=2021-04-10 02:40:38.780642, cost_time=0:00:26.088418 2021-04-10 02:40:30,195 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.74ms, fps=1384 images/s, loss=1.0148, top1-acc=69.70%, top5-acc=93.07%, remaining_time=0:00:08.568006, arrival_time=2021-04-10 02:40:38.763946, cost_time=0:00:27.939088 2021-04-10 02:40:32,044 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=1.0147, top1-acc=69.70%, top5-acc=93.04%, remaining_time=0:00:06.702156, arrival_time=2021-04-10 02:40:38.746352, cost_time=0:00:29.787297 2021-04-10 02:40:33,909 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=2.31ms, fps=1373 images/s, loss=1.0160, top1-acc=69.60%, top5-acc=93.06%, remaining_time=0:00:04.840940, arrival_time=2021-04-10 02:40:38.750157, cost_time=0:00:31.652291 2021-04-10 02:40:35,754 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.41ms, fps=1388 images/s, loss=1.0169, top1-acc=69.65%, top5-acc=93.03%, remaining_time=0:00:02.977552, arrival_time=2021-04-10 02:40:38.731798, cost_time=0:00:33.497385 2021-04-10 02:40:37,592 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.31ms, fps=1393 images/s, loss=1.0160, top1-acc=69.68%, top5-acc=93.04%, remaining_time=0:00:01.115868, arrival_time=2021-04-10 02:40:38.708522, cost_time=0:00:35.335807 2021-04-10 02:40:38,582 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.21ms, fps=1375 images/s, loss=1.0172, top1-acc=69.68%, top5-acc=93.03%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:38.582290, cost_time=0:00:36.325460 2021-04-10 02:40:39,021 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=0.30ms, fps=5851 images/s, loss=2.0036, top1-acc=51.21%, top5-acc=81.17%, remaining_time=0:00:01.312560, arrival_time=2021-04-10 02:40:40.333813, cost_time=0:00:00.437522 2021-04-10 02:40:39,382 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=0.20ms, fps=7102 images/s, loss=1.9747, top1-acc=51.68%, top5-acc=81.45%, remaining_time=0:00:00.798320, arrival_time=2021-04-10 02:40:40.180401, cost_time=0:00:00.798321 2021-04-10 02:40:39,744 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.44ms, fps=7081 images/s, loss=1.9866, top1-acc=51.72%, top5-acc=81.25%, remaining_time=0:00:00.386740, arrival_time=2021-04-10 02:40:40.130708, cost_time=0:00:01.160233 2021-04-10 02:40:40,076 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.07ms, fps=6993 images/s, loss=2.0028, top1-acc=51.92%, top5-acc=81.28%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:40.076064, cost_time=0:00:01.492353 2021-04-10 02:40:40,200 INFO : Epoch=0048 complete, best val top1-acc=55.32%, top5-acc=83.80% (epoch=42), remaining_time=1:36:40.174688, arrival_time=2021-04-10 04:17:20.375227, cost_time=0:30:31.634096 2021-04-10 02:40:40,201 INFO : Train start, epoch=0049, lr=0.086448 2021-04-10 02:40:42,229 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=0.44ms, fps=1262 images/s, loss=0.9673, top1-acc=71.80%, top5-acc=93.71%, remaining_time=0:00:37.724520, arrival_time=2021-04-10 02:41:19.954392, cost_time=0:00:02.028202 2021-04-10 02:40:44,078 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.39ms, fps=1385 images/s, loss=0.9898, top1-acc=70.25%, top5-acc=93.81%, remaining_time=0:00:34.114256, arrival_time=2021-04-10 02:41:18.192576, cost_time=0:00:03.876620 2021-04-10 02:40:45,928 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.43ms, fps=1384 images/s, loss=0.9794, top1-acc=70.38%, top5-acc=93.87%, remaining_time=0:00:31.685582, arrival_time=2021-04-10 02:41:17.613625, cost_time=0:00:05.726301 2021-04-10 02:40:47,767 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.40ms, fps=1392 images/s, loss=0.9768, top1-acc=70.57%, top5-acc=93.75%, remaining_time=0:00:29.506152, arrival_time=2021-04-10 02:41:17.273524, cost_time=0:00:07.565694 2021-04-10 02:40:49,630 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.33ms, fps=1374 images/s, loss=0.9793, top1-acc=70.39%, top5-acc=93.74%, remaining_time=0:00:27.532972, arrival_time=2021-04-10 02:41:17.163768, cost_time=0:00:09.429112 2021-04-10 02:40:51,471 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.41ms, fps=1391 images/s, loss=0.9804, top1-acc=70.48%, top5-acc=93.74%, remaining_time=0:00:25.543928, arrival_time=2021-04-10 02:41:17.014992, cost_time=0:00:11.269390 2021-04-10 02:40:53,348 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.36ms, fps=1364 images/s, loss=0.9857, top1-acc=70.32%, top5-acc=93.66%, remaining_time=0:00:23.663430, arrival_time=2021-04-10 02:41:17.011555, cost_time=0:00:13.146364 2021-04-10 02:40:55,190 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.57ms, fps=1390 images/s, loss=0.9894, top1-acc=70.27%, top5-acc=93.47%, remaining_time=0:00:21.733760, arrival_time=2021-04-10 02:41:16.924310, cost_time=0:00:14.988798 2021-04-10 02:40:57,028 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.47ms, fps=1393 images/s, loss=0.9871, top1-acc=70.32%, top5-acc=93.54%, remaining_time=0:00:19.818608, arrival_time=2021-04-10 02:41:16.847432, cost_time=0:00:16.827145 2021-04-10 02:40:58,874 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.41ms, fps=1387 images/s, loss=0.9897, top1-acc=70.37%, top5-acc=93.56%, remaining_time=0:00:17.925888, arrival_time=2021-04-10 02:41:16.800498, cost_time=0:00:18.672783 2021-04-10 02:41:00,758 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=2.00ms, fps=1360 images/s, loss=0.9963, top1-acc=70.22%, top5-acc=93.45%, remaining_time=0:00:16.071422, arrival_time=2021-04-10 02:41:16.829536, cost_time=0:00:20.556418 2021-04-10 02:41:02,601 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.43ms, fps=1389 images/s, loss=0.9997, top1-acc=70.15%, top5-acc=93.37%, remaining_time=0:00:14.186844, arrival_time=2021-04-10 02:41:16.788780, cost_time=0:00:22.400259 2021-04-10 02:41:04,449 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.43ms, fps=1386 images/s, loss=1.0048, top1-acc=69.99%, top5-acc=93.35%, remaining_time=0:00:12.310320, arrival_time=2021-04-10 02:41:16.759703, cost_time=0:00:24.247628 2021-04-10 02:41:06,288 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.43ms, fps=1393 images/s, loss=1.0044, top1-acc=70.02%, top5-acc=93.38%, remaining_time=0:00:10.434648, arrival_time=2021-04-10 02:41:16.722975, cost_time=0:00:26.086651 2021-04-10 02:41:08,135 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.59ms, fps=1386 images/s, loss=1.0068, top1-acc=70.01%, top5-acc=93.31%, remaining_time=0:00:08.566258, arrival_time=2021-04-10 02:41:16.701455, cost_time=0:00:27.933522 2021-04-10 02:41:09,982 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.55ms, fps=1386 images/s, loss=1.0102, top1-acc=69.90%, top5-acc=93.26%, remaining_time=0:00:06.700716, arrival_time=2021-04-10 02:41:16.683364, cost_time=0:00:29.780984 2021-04-10 02:41:11,835 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=2.18ms, fps=1382 images/s, loss=1.0127, top1-acc=69.88%, top5-acc=93.23%, remaining_time=0:00:04.838028, arrival_time=2021-04-10 02:41:16.673050, cost_time=0:00:31.633301 2021-04-10 02:41:13,684 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.50ms, fps=1385 images/s, loss=1.0169, top1-acc=69.78%, top5-acc=93.19%, remaining_time=0:00:02.976240, arrival_time=2021-04-10 02:41:16.660613, cost_time=0:00:33.482710 2021-04-10 02:41:15,522 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.22ms, fps=1393 images/s, loss=1.0172, top1-acc=69.74%, top5-acc=93.18%, remaining_time=0:00:01.115382, arrival_time=2021-04-10 02:41:16.637555, cost_time=0:00:35.320506 2021-04-10 02:41:16,520 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.29ms, fps=1363 images/s, loss=1.0181, top1-acc=69.69%, top5-acc=93.17%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:16.520346, cost_time=0:00:36.318675 2021-04-10 02:41:16,960 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=5.36ms, fps=5834 images/s, loss=1.9074, top1-acc=53.16%, top5-acc=82.85%, remaining_time=0:00:01.316340, arrival_time=2021-04-10 02:41:18.277206, cost_time=0:00:00.438780 2021-04-10 02:41:17,317 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=2.48ms, fps=7200 images/s, loss=1.9531, top1-acc=52.48%, top5-acc=82.48%, remaining_time=0:00:00.795120, arrival_time=2021-04-10 02:41:18.112185, cost_time=0:00:00.795126 2021-04-10 02:41:17,674 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.36ms, fps=7172 images/s, loss=1.9914, top1-acc=51.77%, top5-acc=81.94%, remaining_time=0:00:00.384140, arrival_time=2021-04-10 02:41:18.058497, cost_time=0:00:01.152425 2021-04-10 02:41:18,009 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.07ms, fps=6936 images/s, loss=2.0109, top1-acc=51.53%, top5-acc=81.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:18.009191, cost_time=0:00:01.487277 2021-04-10 02:41:18,125 INFO : Epoch=0049 complete, best val top1-acc=55.32%, top5-acc=83.80% (epoch=42), remaining_time=1:36:01.295525, arrival_time=2021-04-10 04:17:19.421429, cost_time=0:31:09.559469 2021-04-10 02:41:18,127 INFO : Train start, epoch=0050, lr=0.085906 2021-04-10 02:41:20,162 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=0.26ms, fps=1258 images/s, loss=0.9834, top1-acc=70.70%, top5-acc=93.52%, remaining_time=0:00:37.863090, arrival_time=2021-04-10 02:41:58.025847, cost_time=0:00:02.035652 2021-04-10 02:41:22,005 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.42ms, fps=1390 images/s, loss=0.9951, top1-acc=70.98%, top5-acc=93.34%, remaining_time=0:00:34.129568, arrival_time=2021-04-10 02:41:56.135069, cost_time=0:00:03.878370 2021-04-10 02:41:23,853 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.38ms, fps=1386 images/s, loss=0.9861, top1-acc=71.13%, top5-acc=93.23%, remaining_time=0:00:31.683092, arrival_time=2021-04-10 02:41:55.536054, cost_time=0:00:05.725845 2021-04-10 02:41:25,699 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.89ms, fps=1386 images/s, loss=0.9806, top1-acc=71.19%, top5-acc=93.27%, remaining_time=0:00:29.533452, arrival_time=2021-04-10 02:41:55.233251, cost_time=0:00:07.572680 2021-04-10 02:41:27,548 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.36ms, fps=1385 images/s, loss=0.9837, top1-acc=70.89%, top5-acc=93.30%, remaining_time=0:00:27.510780, arrival_time=2021-04-10 02:41:55.059423, cost_time=0:00:09.421513 2021-04-10 02:41:29,401 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.49ms, fps=1382 images/s, loss=0.9775, top1-acc=71.06%, top5-acc=93.35%, remaining_time=0:00:25.555624, arrival_time=2021-04-10 02:41:54.957282, cost_time=0:00:11.274547 2021-04-10 02:41:31,248 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.53ms, fps=1386 images/s, loss=0.9785, top1-acc=71.05%, top5-acc=93.36%, remaining_time=0:00:23.618700, arrival_time=2021-04-10 02:41:54.867296, cost_time=0:00:13.121483 2021-04-10 02:41:33,093 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.48ms, fps=1393 images/s, loss=0.9857, top1-acc=70.79%, top5-acc=93.36%, remaining_time=0:00:21.701628, arrival_time=2021-04-10 02:41:54.795382, cost_time=0:00:14.966658 2021-04-10 02:41:34,946 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.40ms, fps=1382 images/s, loss=0.9914, top1-acc=70.52%, top5-acc=93.26%, remaining_time=0:00:19.809598, arrival_time=2021-04-10 02:41:54.756163, cost_time=0:00:16.819452 2021-04-10 02:41:36,788 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.41ms, fps=1390 images/s, loss=0.9990, top1-acc=70.31%, top5-acc=93.18%, remaining_time=0:00:17.915136, arrival_time=2021-04-10 02:41:54.703919, cost_time=0:00:18.661643 2021-04-10 02:41:38,639 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.49ms, fps=1383 images/s, loss=0.9977, top1-acc=70.38%, top5-acc=93.22%, remaining_time=0:00:16.037108, arrival_time=2021-04-10 02:41:54.676835, cost_time=0:00:20.512608 2021-04-10 02:41:40,487 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.27ms, fps=1386 images/s, loss=1.0013, top1-acc=70.24%, top5-acc=93.23%, remaining_time=0:00:14.161308, arrival_time=2021-04-10 02:41:54.648403, cost_time=0:00:22.359981 2021-04-10 02:41:42,336 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.33ms, fps=1385 images/s, loss=1.0066, top1-acc=70.07%, top5-acc=93.24%, remaining_time=0:00:12.290652, arrival_time=2021-04-10 02:41:54.626664, cost_time=0:00:24.208880 2021-04-10 02:41:44,184 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=1.0093, top1-acc=69.97%, top5-acc=93.24%, remaining_time=0:00:10.423112, arrival_time=2021-04-10 02:41:54.608048, cost_time=0:00:26.057824 2021-04-10 02:41:46,025 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.84ms, fps=1392 images/s, loss=1.0113, top1-acc=69.87%, top5-acc=93.21%, remaining_time=0:00:08.555356, arrival_time=2021-04-10 02:41:54.580431, cost_time=0:00:27.897895 2021-04-10 02:41:47,868 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.76ms, fps=1389 images/s, loss=1.0134, top1-acc=69.83%, top5-acc=93.14%, remaining_time=0:00:06.691752, arrival_time=2021-04-10 02:41:54.560060, cost_time=0:00:29.741200 2021-04-10 02:41:49,725 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.36ms, fps=1379 images/s, loss=1.0161, top1-acc=69.79%, top5-acc=93.08%, remaining_time=0:00:04.832672, arrival_time=2021-04-10 02:41:54.558025, cost_time=0:00:31.598185 2021-04-10 02:41:51,605 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.69ms, fps=1362 images/s, loss=1.0185, top1-acc=69.74%, top5-acc=93.05%, remaining_time=0:00:02.975824, arrival_time=2021-04-10 02:41:54.581057, cost_time=0:00:33.478098 2021-04-10 02:41:53,452 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.20ms, fps=1386 images/s, loss=1.0168, top1-acc=69.80%, top5-acc=93.07%, remaining_time=0:00:01.115532, arrival_time=2021-04-10 02:41:54.567902, cost_time=0:00:35.325260 2021-04-10 02:41:54,447 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.25ms, fps=1367 images/s, loss=1.0168, top1-acc=69.77%, top5-acc=93.06%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:54.447715, cost_time=0:00:36.320589 2021-04-10 02:41:54,935 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.34ms, fps=5271 images/s, loss=1.5718, top1-acc=56.45%, top5-acc=85.31%, remaining_time=0:00:01.456860, arrival_time=2021-04-10 02:41:56.392541, cost_time=0:00:00.485615 2021-04-10 02:41:55,297 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=2.44ms, fps=7081 images/s, loss=1.6411, top1-acc=55.78%, top5-acc=84.73%, remaining_time=0:00:00.847640, arrival_time=2021-04-10 02:41:56.145300, cost_time=0:00:00.847630 2021-04-10 02:41:55,652 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.32ms, fps=7215 images/s, loss=1.6233, top1-acc=56.64%, top5-acc=84.96%, remaining_time=0:00:00.400930, arrival_time=2021-04-10 02:41:56.053723, cost_time=0:00:01.202789 2021-04-10 02:41:55,987 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.07ms, fps=6948 images/s, loss=1.6042, top1-acc=57.03%, top5-acc=85.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:55.987013, cost_time=0:00:01.537017 2021-04-10 02:41:56,335 INFO : Epoch=0050 complete, best val top1-acc=57.03%, top5-acc=85.26% (epoch=50), remaining_time=1:35:23.307150, arrival_time=2021-04-10 04:17:19.642675, cost_time=0:31:47.769072 2021-04-10 02:41:56,337 INFO : Train start, epoch=0051, lr=0.085355 2021-04-10 02:41:58,376 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.50ms, fps=1256 images/s, loss=0.9418, top1-acc=72.03%, top5-acc=94.53%, remaining_time=0:00:37.919448, arrival_time=2021-04-10 02:42:36.295699, cost_time=0:00:02.038681 2021-04-10 02:42:00,245 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=2.17ms, fps=1370 images/s, loss=0.9515, top1-acc=71.37%, top5-acc=94.16%, remaining_time=0:00:34.387936, arrival_time=2021-04-10 02:42:34.633182, cost_time=0:00:03.907719 2021-04-10 02:42:02,100 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.52ms, fps=1380 images/s, loss=0.9532, top1-acc=71.39%, top5-acc=94.06%, remaining_time=0:00:31.891256, arrival_time=2021-04-10 02:42:33.992181, cost_time=0:00:05.763465 2021-04-10 02:42:03,949 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.56ms, fps=1385 images/s, loss=0.9515, top1-acc=71.38%, top5-acc=93.94%, remaining_time=0:00:29.686020, arrival_time=2021-04-10 02:42:33.635350, cost_time=0:00:07.611795 2021-04-10 02:42:05,809 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.58ms, fps=1377 images/s, loss=0.9636, top1-acc=71.45%, top5-acc=93.69%, remaining_time=0:00:27.657510, arrival_time=2021-04-10 02:42:33.466711, cost_time=0:00:09.471729 2021-04-10 02:42:07,663 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.62ms, fps=1381 images/s, loss=0.9659, top1-acc=71.31%, top5-acc=93.69%, remaining_time=0:00:25.672312, arrival_time=2021-04-10 02:42:33.335761, cost_time=0:00:11.325999 2021-04-10 02:42:09,523 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.79ms, fps=1377 images/s, loss=0.9650, top1-acc=71.43%, top5-acc=93.70%, remaining_time=0:00:23.733990, arrival_time=2021-04-10 02:42:33.257021, cost_time=0:00:13.185576 2021-04-10 02:42:11,365 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.62ms, fps=1390 images/s, loss=0.9700, top1-acc=71.22%, top5-acc=93.58%, remaining_time=0:00:21.789788, arrival_time=2021-04-10 02:42:33.154792, cost_time=0:00:15.027423 2021-04-10 02:42:13,218 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.38ms, fps=1382 images/s, loss=0.9703, top1-acc=71.20%, top5-acc=93.65%, remaining_time=0:00:19.882314, arrival_time=2021-04-10 02:42:33.100964, cost_time=0:00:16.881189 2021-04-10 02:42:15,070 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=2.06ms, fps=1383 images/s, loss=0.9734, top1-acc=71.12%, top5-acc=93.61%, remaining_time=0:00:17.983872, arrival_time=2021-04-10 02:42:33.054496, cost_time=0:00:18.733164 2021-04-10 02:42:16,917 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.70ms, fps=1386 images/s, loss=0.9797, top1-acc=71.01%, top5-acc=93.50%, remaining_time=0:00:16.089998, arrival_time=2021-04-10 02:42:33.007728, cost_time=0:00:20.580278 2021-04-10 02:42:18,755 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.62ms, fps=1393 images/s, loss=0.9804, top1-acc=70.95%, top5-acc=93.48%, remaining_time=0:00:14.198320, arrival_time=2021-04-10 02:42:32.954203, cost_time=0:00:22.418433 2021-04-10 02:42:20,598 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.38ms, fps=1390 images/s, loss=0.9868, top1-acc=70.84%, top5-acc=93.37%, remaining_time=0:00:12.316920, arrival_time=2021-04-10 02:42:32.915034, cost_time=0:00:24.260661 2021-04-10 02:42:22,444 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.75ms, fps=1387 images/s, loss=0.9881, top1-acc=70.84%, top5-acc=93.33%, remaining_time=0:00:10.442880, arrival_time=2021-04-10 02:42:32.887585, cost_time=0:00:26.107256 2021-04-10 02:42:24,290 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=2.45ms, fps=1387 images/s, loss=0.9902, top1-acc=70.82%, top5-acc=93.33%, remaining_time=0:00:08.572330, arrival_time=2021-04-10 02:42:32.863148, cost_time=0:00:27.953255 2021-04-10 02:42:26,130 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.32ms, fps=1392 images/s, loss=0.9920, top1-acc=70.75%, top5-acc=93.34%, remaining_time=0:00:06.703488, arrival_time=2021-04-10 02:42:32.834349, cost_time=0:00:29.793353 2021-04-10 02:42:28,028 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=2.58ms, fps=1350 images/s, loss=0.9945, top1-acc=70.63%, top5-acc=93.34%, remaining_time=0:00:04.846842, arrival_time=2021-04-10 02:42:32.875209, cost_time=0:00:31.690887 2021-04-10 02:42:29,882 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=2.14ms, fps=1381 images/s, loss=0.9999, top1-acc=70.46%, top5-acc=93.29%, remaining_time=0:00:02.981808, arrival_time=2021-04-10 02:42:32.864603, cost_time=0:00:33.545307 2021-04-10 02:42:31,741 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.60ms, fps=1378 images/s, loss=1.0016, top1-acc=70.38%, top5-acc=93.27%, remaining_time=0:00:01.118016, arrival_time=2021-04-10 02:42:32.859211, cost_time=0:00:35.403752 2021-04-10 02:42:32,742 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.25ms, fps=1360 images/s, loss=1.0054, top1-acc=70.27%, top5-acc=93.22%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:32.741965, cost_time=0:00:36.404455 2021-04-10 02:42:33,190 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=3.82ms, fps=5738 images/s, loss=1.8126, top1-acc=53.12%, top5-acc=82.50%, remaining_time=0:00:01.338390, arrival_time=2021-04-10 02:42:34.529187, cost_time=0:00:00.446130 2021-04-10 02:42:33,550 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=0.31ms, fps=7130 images/s, loss=1.8094, top1-acc=52.44%, top5-acc=82.40%, remaining_time=0:00:00.805520, arrival_time=2021-04-10 02:42:34.355730, cost_time=0:00:00.805528 2021-04-10 02:42:33,911 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.86ms, fps=7096 images/s, loss=1.8111, top1-acc=52.33%, top5-acc=82.42%, remaining_time=0:00:00.388890, arrival_time=2021-04-10 02:42:34.300294, cost_time=0:00:01.166682 2021-04-10 02:42:34,247 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.07ms, fps=6906 images/s, loss=1.8094, top1-acc=52.28%, top5-acc=82.60%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:34.247778, cost_time=0:00:01.503131 2021-04-10 02:42:34,361 INFO : Epoch=0051 complete, best val top1-acc=57.03%, top5-acc=85.26% (epoch=50), remaining_time=1:34:44.772415, arrival_time=2021-04-10 04:17:19.133454, cost_time=0:32:25.794573 2021-04-10 02:42:34,362 INFO : Train start, epoch=0052, lr=0.084796 2021-04-10 02:42:36,424 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=1.49ms, fps=1242 images/s, loss=0.9822, top1-acc=71.21%, top5-acc=93.59%, remaining_time=0:00:38.338878, arrival_time=2021-04-10 02:43:14.763100, cost_time=0:00:02.061232 2021-04-10 02:42:38,288 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.42ms, fps=1374 images/s, loss=0.9867, top1-acc=71.15%, top5-acc=93.52%, remaining_time=0:00:34.541760, arrival_time=2021-04-10 02:43:12.829980, cost_time=0:00:03.925196 2021-04-10 02:42:40,141 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.38ms, fps=1382 images/s, loss=0.9617, top1-acc=71.46%, top5-acc=93.80%, remaining_time=0:00:31.973426, arrival_time=2021-04-10 02:43:12.114859, cost_time=0:00:05.778334 2021-04-10 02:42:41,984 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.93ms, fps=1390 images/s, loss=0.9568, top1-acc=71.48%, top5-acc=93.91%, remaining_time=0:00:29.723148, arrival_time=2021-04-10 02:43:11.707509, cost_time=0:00:07.621325 2021-04-10 02:42:43,829 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.50ms, fps=1388 images/s, loss=0.9571, top1-acc=71.43%, top5-acc=93.88%, remaining_time=0:00:27.641450, arrival_time=2021-04-10 02:43:11.470694, cost_time=0:00:09.466240 2021-04-10 02:42:45,680 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.37ms, fps=1384 images/s, loss=0.9550, top1-acc=71.55%, top5-acc=94.00%, remaining_time=0:00:25.652184, arrival_time=2021-04-10 02:43:11.332283, cost_time=0:00:11.317152 2021-04-10 02:42:47,523 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.40ms, fps=1389 images/s, loss=0.9665, top1-acc=71.26%, top5-acc=93.88%, remaining_time=0:00:23.688756, arrival_time=2021-04-10 02:43:11.212093, cost_time=0:00:13.160387 2021-04-10 02:42:49,375 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.86ms, fps=1382 images/s, loss=0.9687, top1-acc=71.13%, top5-acc=93.82%, remaining_time=0:00:21.768444, arrival_time=2021-04-10 02:43:11.144265, cost_time=0:00:15.012732 2021-04-10 02:42:51,230 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.58ms, fps=1381 images/s, loss=0.9691, top1-acc=71.17%, top5-acc=93.80%, remaining_time=0:00:19.865566, arrival_time=2021-04-10 02:43:11.095536, cost_time=0:00:16.866996 2021-04-10 02:42:53,077 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.62ms, fps=1386 images/s, loss=0.9684, top1-acc=71.20%, top5-acc=93.79%, remaining_time=0:00:17.966112, arrival_time=2021-04-10 02:43:11.043761, cost_time=0:00:18.714700 2021-04-10 02:42:54,918 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.51ms, fps=1391 images/s, loss=0.9703, top1-acc=71.17%, top5-acc=93.73%, remaining_time=0:00:16.070734, arrival_time=2021-04-10 02:43:10.989267, cost_time=0:00:20.555586 2021-04-10 02:42:56,764 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.45ms, fps=1387 images/s, loss=0.9734, top1-acc=71.04%, top5-acc=93.72%, remaining_time=0:00:14.187528, arrival_time=2021-04-10 02:43:10.951874, cost_time=0:00:22.401392 2021-04-10 02:42:58,609 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.83ms, fps=1388 images/s, loss=0.9761, top1-acc=70.99%, top5-acc=93.67%, remaining_time=0:00:12.309594, arrival_time=2021-04-10 02:43:10.918719, cost_time=0:00:24.246119 2021-04-10 02:43:00,468 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.84ms, fps=1377 images/s, loss=0.9768, top1-acc=70.97%, top5-acc=93.69%, remaining_time=0:00:10.442376, arrival_time=2021-04-10 02:43:10.911265, cost_time=0:00:26.105885 2021-04-10 02:43:02,309 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.98ms, fps=1391 images/s, loss=0.9797, top1-acc=70.89%, top5-acc=93.63%, remaining_time=0:00:08.570214, arrival_time=2021-04-10 02:43:10.879721, cost_time=0:00:27.946402 2021-04-10 02:43:04,181 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.95ms, fps=1378 images/s, loss=0.9827, top1-acc=70.78%, top5-acc=93.57%, remaining_time=0:00:06.709248, arrival_time=2021-04-10 02:43:10.891026, cost_time=0:00:29.818841 2021-04-10 02:43:06,046 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.38ms, fps=1373 images/s, loss=0.9882, top1-acc=70.65%, top5-acc=93.49%, remaining_time=0:00:04.845724, arrival_time=2021-04-10 02:43:10.892275, cost_time=0:00:31.683543 2021-04-10 02:43:07,910 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.52ms, fps=1374 images/s, loss=0.9915, top1-acc=70.48%, top5-acc=93.45%, remaining_time=0:00:02.982016, arrival_time=2021-04-10 02:43:10.892690, cost_time=0:00:33.547738 2021-04-10 02:43:09,752 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.21ms, fps=1390 images/s, loss=0.9949, top1-acc=70.37%, top5-acc=93.43%, remaining_time=0:00:01.117572, arrival_time=2021-04-10 02:43:10.870378, cost_time=0:00:35.389795 2021-04-10 02:43:10,744 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.39ms, fps=1373 images/s, loss=0.9984, top1-acc=70.30%, top5-acc=93.41%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:10.743974, cost_time=0:00:36.380942 2021-04-10 02:43:11,213 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=2.77ms, fps=5477 images/s, loss=1.9650, top1-acc=52.89%, top5-acc=81.29%, remaining_time=0:00:01.402140, arrival_time=2021-04-10 02:43:12.615270, cost_time=0:00:00.467385 2021-04-10 02:43:11,567 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.51ms, fps=7232 images/s, loss=1.9740, top1-acc=52.50%, top5-acc=81.39%, remaining_time=0:00:00.821780, arrival_time=2021-04-10 02:43:12.389280, cost_time=0:00:00.821780 2021-04-10 02:43:11,921 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.43ms, fps=7233 images/s, loss=1.9657, top1-acc=52.70%, top5-acc=81.34%, remaining_time=0:00:00.392020, arrival_time=2021-04-10 02:43:12.313806, cost_time=0:00:01.176061 2021-04-10 02:43:12,254 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.08ms, fps=6971 images/s, loss=1.9568, top1-acc=52.23%, top5-acc=81.23%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:12.254941, cost_time=0:00:01.509233 2021-04-10 02:43:12,322 INFO : Epoch=0052 complete, best val top1-acc=57.03%, top5-acc=85.26% (epoch=50), remaining_time=1:34:06.073756, arrival_time=2021-04-10 04:17:18.395795, cost_time=0:33:03.755620 2021-04-10 02:43:12,323 INFO : Train start, epoch=0053, lr=0.084227 2021-04-10 02:43:14,412 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=12.75ms, fps=1225 images/s, loss=1.0020, top1-acc=69.84%, top5-acc=93.95%, remaining_time=0:00:38.862654, arrival_time=2021-04-10 02:43:53.275304, cost_time=0:00:02.089389 2021-04-10 02:43:16,266 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.96ms, fps=1382 images/s, loss=0.9719, top1-acc=70.66%, top5-acc=93.89%, remaining_time=0:00:34.699808, arrival_time=2021-04-10 02:43:50.966214, cost_time=0:00:03.943167 2021-04-10 02:43:18,107 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.36ms, fps=1391 images/s, loss=0.9644, top1-acc=71.08%, top5-acc=93.82%, remaining_time=0:00:32.006294, arrival_time=2021-04-10 02:43:50.113798, cost_time=0:00:05.784266 2021-04-10 02:43:19,963 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.39ms, fps=1380 images/s, loss=0.9650, top1-acc=71.06%, top5-acc=93.76%, remaining_time=0:00:29.796468, arrival_time=2021-04-10 02:43:49.759766, cost_time=0:00:07.640134 2021-04-10 02:43:21,803 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.37ms, fps=1391 images/s, loss=0.9674, top1-acc=71.20%, top5-acc=93.68%, remaining_time=0:00:27.682914, arrival_time=2021-04-10 02:43:49.486571, cost_time=0:00:09.480428 2021-04-10 02:43:23,651 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.51ms, fps=1386 images/s, loss=0.9712, top1-acc=71.05%, top5-acc=93.74%, remaining_time=0:00:25.678024, arrival_time=2021-04-10 02:43:49.329726, cost_time=0:00:11.328538 2021-04-10 02:43:25,517 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.47ms, fps=1372 images/s, loss=0.9693, top1-acc=71.07%, top5-acc=93.78%, remaining_time=0:00:23.749866, arrival_time=2021-04-10 02:43:49.267455, cost_time=0:00:13.194381 2021-04-10 02:43:27,362 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.45ms, fps=1388 images/s, loss=0.9679, top1-acc=71.17%, top5-acc=93.77%, remaining_time=0:00:21.807072, arrival_time=2021-04-10 02:43:49.169601, cost_time=0:00:15.039327 2021-04-10 02:43:29,221 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.52ms, fps=1378 images/s, loss=0.9716, top1-acc=71.04%, top5-acc=93.74%, remaining_time=0:00:19.902242, arrival_time=2021-04-10 02:43:49.123602, cost_time=0:00:16.898133 2021-04-10 02:43:31,067 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.9741, top1-acc=70.91%, top5-acc=93.73%, remaining_time=0:00:17.994528, arrival_time=2021-04-10 02:43:49.061988, cost_time=0:00:18.744293 2021-04-10 02:43:32,944 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=12.05ms, fps=1364 images/s, loss=0.9707, top1-acc=70.96%, top5-acc=93.80%, remaining_time=0:00:16.121904, arrival_time=2021-04-10 02:43:49.066124, cost_time=0:00:20.621068 2021-04-10 02:43:34,792 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.39ms, fps=1386 images/s, loss=0.9704, top1-acc=70.94%, top5-acc=93.83%, remaining_time=0:00:14.230392, arrival_time=2021-04-10 02:43:49.022550, cost_time=0:00:22.468994 2021-04-10 02:43:36,637 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.31ms, fps=1387 images/s, loss=0.9740, top1-acc=70.85%, top5-acc=93.78%, remaining_time=0:00:12.344376, arrival_time=2021-04-10 02:43:48.982160, cost_time=0:00:24.314636 2021-04-10 02:43:38,488 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.44ms, fps=1384 images/s, loss=0.9791, top1-acc=70.73%, top5-acc=93.68%, remaining_time=0:00:10.466064, arrival_time=2021-04-10 02:43:48.954391, cost_time=0:00:26.165180 2021-04-10 02:43:40,337 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.29ms, fps=1385 images/s, loss=0.9818, top1-acc=70.65%, top5-acc=93.67%, remaining_time=0:00:08.590868, arrival_time=2021-04-10 02:43:48.928029, cost_time=0:00:28.013728 2021-04-10 02:43:42,180 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.53ms, fps=1389 images/s, loss=0.9827, top1-acc=70.60%, top5-acc=93.65%, remaining_time=0:00:06.717960, arrival_time=2021-04-10 02:43:48.898705, cost_time=0:00:29.857594 2021-04-10 02:43:44,033 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.32ms, fps=1382 images/s, loss=0.9858, top1-acc=70.52%, top5-acc=93.60%, remaining_time=0:00:04.849832, arrival_time=2021-04-10 02:43:48.883528, cost_time=0:00:31.710486 2021-04-10 02:43:45,893 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.51ms, fps=1377 images/s, loss=0.9900, top1-acc=70.40%, top5-acc=93.53%, remaining_time=0:00:02.984032, arrival_time=2021-04-10 02:43:48.877570, cost_time=0:00:33.570374 2021-04-10 02:43:47,738 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.35ms, fps=1388 images/s, loss=0.9940, top1-acc=70.28%, top5-acc=93.50%, remaining_time=0:00:01.118364, arrival_time=2021-04-10 02:43:48.856453, cost_time=0:00:35.414892 2021-04-10 02:43:48,737 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.37ms, fps=1362 images/s, loss=0.9958, top1-acc=70.23%, top5-acc=93.48%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:48.737195, cost_time=0:00:36.414042 2021-04-10 02:43:49,211 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=0.21ms, fps=5416 images/s, loss=1.9290, top1-acc=51.84%, top5-acc=82.42%, remaining_time=0:00:01.418100, arrival_time=2021-04-10 02:43:50.629506, cost_time=0:00:00.472695 2021-04-10 02:43:49,571 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=2.08ms, fps=7129 images/s, loss=1.9036, top1-acc=51.82%, top5-acc=82.64%, remaining_time=0:00:00.832160, arrival_time=2021-04-10 02:43:50.403096, cost_time=0:00:00.832169 2021-04-10 02:43:49,933 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.93ms, fps=7066 images/s, loss=1.9068, top1-acc=51.65%, top5-acc=82.45%, remaining_time=0:00:00.398330, arrival_time=2021-04-10 02:43:50.332022, cost_time=0:00:01.194989 2021-04-10 02:43:50,267 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.07ms, fps=6957 images/s, loss=1.8689, top1-acc=52.60%, top5-acc=82.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:50.267500, cost_time=0:00:01.528825 2021-04-10 02:43:50,354 INFO : Epoch=0053 complete, best val top1-acc=57.03%, top5-acc=85.26% (epoch=50), remaining_time=1:33:27.600915, arrival_time=2021-04-10 04:17:17.955410, cost_time=0:33:41.788070 2021-04-10 02:43:50,355 INFO : Train start, epoch=0054, lr=0.083651 2021-04-10 02:43:52,400 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=0.24ms, fps=1252 images/s, loss=0.9483, top1-acc=72.54%, top5-acc=93.16%, remaining_time=0:00:38.037186, arrival_time=2021-04-10 02:44:30.437915, cost_time=0:00:02.045011 2021-04-10 02:43:54,249 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.99ms, fps=1386 images/s, loss=0.9378, top1-acc=72.40%, top5-acc=93.40%, remaining_time=0:00:34.261216, arrival_time=2021-04-10 02:44:28.510279, cost_time=0:00:03.893328 2021-04-10 02:43:56,093 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.35ms, fps=1388 images/s, loss=0.9306, top1-acc=72.88%, top5-acc=93.52%, remaining_time=0:00:31.751152, arrival_time=2021-04-10 02:44:27.845018, cost_time=0:00:05.738175 2021-04-10 02:43:57,941 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.36ms, fps=1386 images/s, loss=0.9391, top1-acc=72.71%, top5-acc=93.40%, remaining_time=0:00:29.584776, arrival_time=2021-04-10 02:44:27.526369, cost_time=0:00:07.585852 2021-04-10 02:43:59,793 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.37ms, fps=1383 images/s, loss=0.9418, top1-acc=72.57%, top5-acc=93.55%, remaining_time=0:00:27.559544, arrival_time=2021-04-10 02:44:27.353374, cost_time=0:00:09.438180 2021-04-10 02:44:01,634 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.71ms, fps=1391 images/s, loss=0.9475, top1-acc=72.32%, top5-acc=93.53%, remaining_time=0:00:25.564192, arrival_time=2021-04-10 02:44:27.198226, cost_time=0:00:11.278346 2021-04-10 02:44:03,506 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.42ms, fps=1368 images/s, loss=0.9509, top1-acc=72.15%, top5-acc=93.65%, remaining_time=0:00:23.671494, arrival_time=2021-04-10 02:44:27.178083, cost_time=0:00:13.150845 2021-04-10 02:44:05,359 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.41ms, fps=1382 images/s, loss=0.9487, top1-acc=72.31%, top5-acc=93.74%, remaining_time=0:00:21.755684, arrival_time=2021-04-10 02:44:27.115252, cost_time=0:00:15.003888 2021-04-10 02:44:07,209 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.38ms, fps=1384 images/s, loss=0.9574, top1-acc=71.94%, top5-acc=93.73%, remaining_time=0:00:19.850090, arrival_time=2021-04-10 02:44:27.059608, cost_time=0:00:16.853850 2021-04-10 02:44:09,056 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=0.9634, top1-acc=71.72%, top5-acc=93.65%, remaining_time=0:00:17.953056, arrival_time=2021-04-10 02:44:27.009781, cost_time=0:00:18.701072 2021-04-10 02:44:10,904 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.77ms, fps=1386 images/s, loss=0.9658, top1-acc=71.65%, top5-acc=93.63%, remaining_time=0:00:16.065660, arrival_time=2021-04-10 02:44:26.970468, cost_time=0:00:20.549154 2021-04-10 02:44:12,743 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.34ms, fps=1392 images/s, loss=0.9699, top1-acc=71.57%, top5-acc=93.53%, remaining_time=0:00:14.179244, arrival_time=2021-04-10 02:44:26.923145, cost_time=0:00:22.388245 2021-04-10 02:44:14,590 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.40ms, fps=1387 images/s, loss=0.9722, top1-acc=71.48%, top5-acc=93.50%, remaining_time=0:00:12.303720, arrival_time=2021-04-10 02:44:26.894106, cost_time=0:00:24.234663 2021-04-10 02:44:16,437 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.88ms, fps=1386 images/s, loss=0.9738, top1-acc=71.36%, top5-acc=93.49%, remaining_time=0:00:10.432688, arrival_time=2021-04-10 02:44:26.870109, cost_time=0:00:26.081768 2021-04-10 02:44:18,285 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.63ms, fps=1386 images/s, loss=0.9786, top1-acc=71.24%, top5-acc=93.47%, remaining_time=0:00:08.564970, arrival_time=2021-04-10 02:44:26.849993, cost_time=0:00:27.929285 2021-04-10 02:44:20,135 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.39ms, fps=1384 images/s, loss=0.9805, top1-acc=71.19%, top5-acc=93.47%, remaining_time=0:00:06.700392, arrival_time=2021-04-10 02:44:26.835564, cost_time=0:00:29.779535 2021-04-10 02:44:21,994 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.33ms, fps=1377 images/s, loss=0.9806, top1-acc=71.13%, top5-acc=93.46%, remaining_time=0:00:04.838834, arrival_time=2021-04-10 02:44:26.832980, cost_time=0:00:31.638464 2021-04-10 02:44:23,850 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=2.21ms, fps=1380 images/s, loss=0.9824, top1-acc=71.09%, top5-acc=93.41%, remaining_time=0:00:02.977264, arrival_time=2021-04-10 02:44:26.827267, cost_time=0:00:33.494299 2021-04-10 02:44:25,710 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.21ms, fps=1377 images/s, loss=0.9832, top1-acc=71.06%, top5-acc=93.41%, remaining_time=0:00:01.116462, arrival_time=2021-04-10 02:44:26.826666, cost_time=0:00:35.354559 2021-04-10 02:44:26,719 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.87ms, fps=1347 images/s, loss=0.9823, top1-acc=71.06%, top5-acc=93.41%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:26.719888, cost_time=0:00:36.364232 2021-04-10 02:44:27,196 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=1.90ms, fps=5390 images/s, loss=1.9040, top1-acc=52.38%, top5-acc=81.17%, remaining_time=0:00:01.424760, arrival_time=2021-04-10 02:44:28.621244, cost_time=0:00:00.474916 2021-04-10 02:44:27,557 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.42ms, fps=7111 images/s, loss=1.8666, top1-acc=53.59%, top5-acc=81.87%, remaining_time=0:00:00.835440, arrival_time=2021-04-10 02:44:28.392409, cost_time=0:00:00.835448 2021-04-10 02:44:27,914 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.47ms, fps=7160 images/s, loss=1.8938, top1-acc=53.01%, top5-acc=81.90%, remaining_time=0:00:00.397790, arrival_time=2021-04-10 02:44:28.312690, cost_time=0:00:01.193364 2021-04-10 02:44:28,245 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.05ms, fps=7021 images/s, loss=1.9023, top1-acc=52.53%, top5-acc=82.01%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:28.245655, cost_time=0:00:01.524161 2021-04-10 02:44:28,332 INFO : Epoch=0054 complete, best val top1-acc=57.03%, top5-acc=85.26% (epoch=50), remaining_time=1:32:48.997136, arrival_time=2021-04-10 04:17:17.329624, cost_time=0:34:19.766044 2021-04-10 02:44:28,334 INFO : Train start, epoch=0055, lr=0.083066 2021-04-10 02:44:30,437 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=0.25ms, fps=1217 images/s, loss=0.9366, top1-acc=71.91%, top5-acc=94.80%, remaining_time=0:00:39.128076, arrival_time=2021-04-10 02:45:09.565920, cost_time=0:00:02.103656 2021-04-10 02:44:32,293 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.93ms, fps=1380 images/s, loss=0.9285, top1-acc=72.25%, top5-acc=94.59%, remaining_time=0:00:34.840608, arrival_time=2021-04-10 02:45:07.134042, cost_time=0:00:03.959169 2021-04-10 02:44:34,149 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.48ms, fps=1380 images/s, loss=0.9258, top1-acc=72.38%, top5-acc=94.45%, remaining_time=0:00:32.178768, arrival_time=2021-04-10 02:45:06.328385, cost_time=0:00:05.815426 2021-04-10 02:44:36,002 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.42ms, fps=1382 images/s, loss=0.9327, top1-acc=72.28%, top5-acc=94.29%, remaining_time=0:00:29.904732, arrival_time=2021-04-10 02:45:05.906821, cost_time=0:00:07.667894 2021-04-10 02:44:37,850 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.63ms, fps=1385 images/s, loss=0.9375, top1-acc=72.15%, top5-acc=94.08%, remaining_time=0:00:27.788034, arrival_time=2021-04-10 02:45:05.638675, cost_time=0:00:09.516432 2021-04-10 02:44:39,693 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.55ms, fps=1390 images/s, loss=0.9353, top1-acc=72.17%, top5-acc=94.06%, remaining_time=0:00:25.747520, arrival_time=2021-04-10 02:45:05.440888, cost_time=0:00:11.359175 2021-04-10 02:44:41,545 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.66ms, fps=1382 images/s, loss=0.9358, top1-acc=72.27%, top5-acc=94.04%, remaining_time=0:00:23.780484, arrival_time=2021-04-10 02:45:05.326095, cost_time=0:00:13.211345 2021-04-10 02:44:43,385 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.40ms, fps=1392 images/s, loss=0.9351, top1-acc=72.23%, top5-acc=94.06%, remaining_time=0:00:21.824704, arrival_time=2021-04-10 02:45:05.210419, cost_time=0:00:15.051529 2021-04-10 02:44:45,227 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.64ms, fps=1391 images/s, loss=0.9350, top1-acc=72.18%, top5-acc=94.08%, remaining_time=0:00:19.896094, arrival_time=2021-04-10 02:45:05.123226, cost_time=0:00:16.892894 2021-04-10 02:44:47,068 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.71ms, fps=1391 images/s, loss=0.9402, top1-acc=72.02%, top5-acc=94.04%, remaining_time=0:00:17.984544, arrival_time=2021-04-10 02:45:05.052600, cost_time=0:00:18.733866 2021-04-10 02:44:48,911 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.52ms, fps=1389 images/s, loss=0.9443, top1-acc=71.90%, top5-acc=94.04%, remaining_time=0:00:16.087504, arrival_time=2021-04-10 02:45:04.998704, cost_time=0:00:20.576999 2021-04-10 02:44:50,758 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.53ms, fps=1386 images/s, loss=0.9527, top1-acc=71.68%, top5-acc=93.89%, remaining_time=0:00:14.201816, arrival_time=2021-04-10 02:45:04.959929, cost_time=0:00:22.423932 2021-04-10 02:44:52,615 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.40ms, fps=1378 images/s, loss=0.9570, top1-acc=71.53%, top5-acc=93.89%, remaining_time=0:00:12.327480, arrival_time=2021-04-10 02:45:04.943107, cost_time=0:00:24.281442 2021-04-10 02:44:54,470 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.51ms, fps=1381 images/s, loss=0.9625, top1-acc=71.43%, top5-acc=93.84%, remaining_time=0:00:10.454416, arrival_time=2021-04-10 02:45:04.924728, cost_time=0:00:26.136066 2021-04-10 02:44:56,327 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.54ms, fps=1379 images/s, loss=0.9624, top1-acc=71.45%, top5-acc=93.82%, remaining_time=0:00:08.584566, arrival_time=2021-04-10 02:45:04.911926, cost_time=0:00:27.993117 2021-04-10 02:44:58,166 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.49ms, fps=1392 images/s, loss=0.9674, top1-acc=71.29%, top5-acc=93.77%, remaining_time=0:00:06.712200, arrival_time=2021-04-10 02:45:04.878443, cost_time=0:00:29.832041 2021-04-10 02:45:00,020 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.60ms, fps=1381 images/s, loss=0.9704, top1-acc=71.22%, top5-acc=93.71%, remaining_time=0:00:04.846114, arrival_time=2021-04-10 02:45:04.866557, cost_time=0:00:31.686052 2021-04-10 02:45:01,881 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=2.12ms, fps=1376 images/s, loss=0.9722, top1-acc=71.17%, top5-acc=93.67%, remaining_time=0:00:02.982016, arrival_time=2021-04-10 02:45:04.863936, cost_time=0:00:33.547669 2021-04-10 02:45:03,728 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.73ms, fps=1387 images/s, loss=0.9765, top1-acc=71.02%, top5-acc=93.61%, remaining_time=0:00:01.117698, arrival_time=2021-04-10 02:45:04.845655, cost_time=0:00:35.393766 2021-04-10 02:45:04,718 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.19ms, fps=1374 images/s, loss=0.9776, top1-acc=70.99%, top5-acc=93.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:04.718453, cost_time=0:00:36.384261 2021-04-10 02:45:05,180 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.31ms, fps=5565 images/s, loss=1.6509, top1-acc=56.95%, top5-acc=85.20%, remaining_time=0:00:01.380000, arrival_time=2021-04-10 02:45:06.560187, cost_time=0:00:00.460001 2021-04-10 02:45:05,541 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.96ms, fps=7103 images/s, loss=1.6367, top1-acc=56.48%, top5-acc=85.61%, remaining_time=0:00:00.821220, arrival_time=2021-04-10 02:45:06.362521, cost_time=0:00:00.821212 2021-04-10 02:45:05,905 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.35ms, fps=7040 images/s, loss=1.6661, top1-acc=55.90%, top5-acc=85.20%, remaining_time=0:00:00.395110, arrival_time=2021-04-10 02:45:06.300493, cost_time=0:00:01.185339 2021-04-10 02:45:06,239 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.08ms, fps=6951 images/s, loss=1.6726, top1-acc=55.65%, top5-acc=84.85%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:06.239538, cost_time=0:00:01.519445 2021-04-10 02:45:06,311 INFO : Epoch=0055 complete, best val top1-acc=57.03%, top5-acc=85.26% (epoch=50), remaining_time=1:32:10.418900, arrival_time=2021-04-10 04:17:16.730405, cost_time=0:34:57.745078 2021-04-10 02:45:06,312 INFO : Train start, epoch=0056, lr=0.082472 2021-04-10 02:45:08,379 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.44ms, fps=1239 images/s, loss=0.9043, top1-acc=73.05%, top5-acc=94.53%, remaining_time=0:00:38.441178, arrival_time=2021-04-10 02:45:46.820721, cost_time=0:00:02.066728 2021-04-10 02:45:10,224 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.51ms, fps=1388 images/s, loss=0.8926, top1-acc=73.61%, top5-acc=94.57%, remaining_time=0:00:34.423136, arrival_time=2021-04-10 02:45:44.647598, cost_time=0:00:03.911711 2021-04-10 02:45:12,073 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=0.9157, top1-acc=73.09%, top5-acc=94.41%, remaining_time=0:00:31.877478, arrival_time=2021-04-10 02:45:43.951261, cost_time=0:00:05.760977 2021-04-10 02:45:13,927 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=2.03ms, fps=1381 images/s, loss=0.9115, top1-acc=73.11%, top5-acc=94.43%, remaining_time=0:00:29.698344, arrival_time=2021-04-10 02:45:43.626037, cost_time=0:00:07.614946 2021-04-10 02:45:15,765 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.41ms, fps=1393 images/s, loss=0.9266, top1-acc=72.83%, top5-acc=94.19%, remaining_time=0:00:27.602030, arrival_time=2021-04-10 02:45:43.367499, cost_time=0:00:09.452730 2021-04-10 02:45:17,609 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.39ms, fps=1389 images/s, loss=0.9372, top1-acc=72.36%, top5-acc=94.13%, remaining_time=0:00:25.604992, arrival_time=2021-04-10 02:45:43.214053, cost_time=0:00:11.296336 2021-04-10 02:45:19,466 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.95ms, fps=1379 images/s, loss=0.9362, top1-acc=72.35%, top5-acc=94.18%, remaining_time=0:00:23.676156, arrival_time=2021-04-10 02:45:43.142357, cost_time=0:00:13.153399 2021-04-10 02:45:21,306 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.48ms, fps=1391 images/s, loss=0.9376, top1-acc=72.38%, top5-acc=94.11%, remaining_time=0:00:21.741532, arrival_time=2021-04-10 02:45:43.048464, cost_time=0:00:14.994176 2021-04-10 02:45:23,145 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.53ms, fps=1393 images/s, loss=0.9394, top1-acc=72.31%, top5-acc=94.13%, remaining_time=0:00:19.824862, arrival_time=2021-04-10 02:45:42.970050, cost_time=0:00:16.832461 2021-04-10 02:45:24,989 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.47ms, fps=1388 images/s, loss=0.9423, top1-acc=72.27%, top5-acc=94.15%, remaining_time=0:00:17.930016, arrival_time=2021-04-10 02:45:42.919894, cost_time=0:00:18.677134 2021-04-10 02:45:26,831 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.41ms, fps=1390 images/s, loss=0.9485, top1-acc=72.11%, top5-acc=94.00%, remaining_time=0:00:16.042096, arrival_time=2021-04-10 02:45:42.873757, cost_time=0:00:20.518927 2021-04-10 02:45:28,670 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.34ms, fps=1393 images/s, loss=0.9509, top1-acc=72.00%, top5-acc=93.97%, remaining_time=0:00:14.159788, arrival_time=2021-04-10 02:45:42.830121, cost_time=0:00:22.357551 2021-04-10 02:45:30,516 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=2.07ms, fps=1387 images/s, loss=0.9501, top1-acc=72.03%, top5-acc=93.95%, remaining_time=0:00:12.287814, arrival_time=2021-04-10 02:45:42.803895, cost_time=0:00:24.203261 2021-04-10 02:45:32,367 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.43ms, fps=1383 images/s, loss=0.9510, top1-acc=71.94%, top5-acc=93.92%, remaining_time=0:00:10.422048, arrival_time=2021-04-10 02:45:42.789903, cost_time=0:00:26.055124 2021-04-10 02:45:34,224 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.51ms, fps=1379 images/s, loss=0.9543, top1-acc=71.84%, top5-acc=93.85%, remaining_time=0:00:08.559496, arrival_time=2021-04-10 02:45:42.783644, cost_time=0:00:27.911409 2021-04-10 02:45:36,069 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.36ms, fps=1388 images/s, loss=0.9613, top1-acc=71.66%, top5-acc=93.77%, remaining_time=0:00:06.695280, arrival_time=2021-04-10 02:45:42.764816, cost_time=0:00:29.756805 2021-04-10 02:45:37,920 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.39ms, fps=1383 images/s, loss=0.9649, top1-acc=71.50%, top5-acc=93.74%, remaining_time=0:00:04.834102, arrival_time=2021-04-10 02:45:42.754461, cost_time=0:00:31.607649 2021-04-10 02:45:39,816 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.42ms, fps=1350 images/s, loss=0.9649, top1-acc=71.48%, top5-acc=93.80%, remaining_time=0:00:02.978128, arrival_time=2021-04-10 02:45:42.794778, cost_time=0:00:33.503921 2021-04-10 02:45:41,664 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.25ms, fps=1386 images/s, loss=0.9659, top1-acc=71.40%, top5-acc=93.82%, remaining_time=0:00:01.116366, arrival_time=2021-04-10 02:45:42.780663, cost_time=0:00:35.351571 2021-04-10 02:45:42,660 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.40ms, fps=1366 images/s, loss=0.9662, top1-acc=71.39%, top5-acc=93.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:42.660249, cost_time=0:00:36.347362 2021-04-10 02:45:43,138 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.43ms, fps=5377 images/s, loss=1.6623, top1-acc=55.27%, top5-acc=84.61%, remaining_time=0:00:01.428300, arrival_time=2021-04-10 02:45:44.566495, cost_time=0:00:00.476105 2021-04-10 02:45:43,498 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.39ms, fps=7111 images/s, loss=1.6283, top1-acc=56.68%, top5-acc=84.59%, remaining_time=0:00:00.836500, arrival_time=2021-04-10 02:45:44.335150, cost_time=0:00:00.836500 2021-04-10 02:45:43,856 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.54ms, fps=7169 images/s, loss=1.6412, top1-acc=56.86%, top5-acc=84.80%, remaining_time=0:00:00.398060, arrival_time=2021-04-10 02:45:44.254318, cost_time=0:00:01.194166 2021-04-10 02:45:44,192 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.08ms, fps=6919 images/s, loss=1.6570, top1-acc=56.87%, top5-acc=84.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:44.191962, cost_time=0:00:01.529879 2021-04-10 02:45:44,258 INFO : Epoch=0056 complete, best val top1-acc=57.03%, top5-acc=85.26% (epoch=50), remaining_time=1:31:31.780704, arrival_time=2021-04-10 04:17:16.039638, cost_time=0:35:35.692500 2021-04-10 02:45:44,259 INFO : Train start, epoch=0057, lr=0.081871 2021-04-10 02:45:46,284 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.31ms, fps=1265 images/s, loss=0.9160, top1-acc=73.20%, top5-acc=93.95%, remaining_time=0:00:37.648260, arrival_time=2021-04-10 02:46:23.932630, cost_time=0:00:02.024102 2021-04-10 02:45:48,142 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.36ms, fps=1378 images/s, loss=0.9165, top1-acc=73.32%, top5-acc=94.02%, remaining_time=0:00:34.162656, arrival_time=2021-04-10 02:46:22.304863, cost_time=0:00:03.882126 2021-04-10 02:45:49,985 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.53ms, fps=1389 images/s, loss=0.9252, top1-acc=73.09%, top5-acc=94.04%, remaining_time=0:00:31.681432, arrival_time=2021-04-10 02:46:21.667197, cost_time=0:00:05.725551 2021-04-10 02:45:51,824 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.61ms, fps=1392 images/s, loss=0.9227, top1-acc=73.09%, top5-acc=94.07%, remaining_time=0:00:29.502564, arrival_time=2021-04-10 02:46:21.327399, cost_time=0:00:07.564751 2021-04-10 02:45:53,666 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.52ms, fps=1390 images/s, loss=0.9243, top1-acc=72.95%, top5-acc=94.00%, remaining_time=0:00:27.467126, arrival_time=2021-04-10 02:46:21.133742, cost_time=0:00:09.406535 2021-04-10 02:45:55,515 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.52ms, fps=1385 images/s, loss=0.9327, top1-acc=72.64%, top5-acc=93.95%, remaining_time=0:00:25.511152, arrival_time=2021-04-10 02:46:21.026307, cost_time=0:00:11.254893 2021-04-10 02:45:57,356 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.45ms, fps=1391 images/s, loss=0.9401, top1-acc=72.35%, top5-acc=93.79%, remaining_time=0:00:23.573970, arrival_time=2021-04-10 02:46:20.930758, cost_time=0:00:13.096667 2021-04-10 02:45:59,212 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=2.08ms, fps=1380 images/s, loss=0.9421, top1-acc=72.35%, top5-acc=93.81%, remaining_time=0:00:21.680168, arrival_time=2021-04-10 02:46:20.892140, cost_time=0:00:14.951830 2021-04-10 02:46:01,062 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.81ms, fps=1384 images/s, loss=0.9394, top1-acc=72.36%, top5-acc=93.80%, remaining_time=0:00:19.788928, arrival_time=2021-04-10 02:46:20.850989, cost_time=0:00:16.801958 2021-04-10 02:46:02,905 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.41ms, fps=1389 images/s, loss=0.9397, top1-acc=72.30%, top5-acc=93.85%, remaining_time=0:00:17.899872, arrival_time=2021-04-10 02:46:20.805619, cost_time=0:00:18.645659 2021-04-10 02:46:04,762 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.67ms, fps=1379 images/s, loss=0.9401, top1-acc=72.18%, top5-acc=93.88%, remaining_time=0:00:16.028766, arrival_time=2021-04-10 02:46:20.790745, cost_time=0:00:20.501896 2021-04-10 02:46:06,632 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.68ms, fps=1369 images/s, loss=0.9492, top1-acc=71.79%, top5-acc=93.81%, remaining_time=0:00:14.169060, arrival_time=2021-04-10 02:46:20.801435, cost_time=0:00:22.372239 2021-04-10 02:46:08,488 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=2.02ms, fps=1380 images/s, loss=0.9499, top1-acc=71.76%, top5-acc=93.82%, remaining_time=0:00:12.300552, arrival_time=2021-04-10 02:46:20.789121, cost_time=0:00:24.228421 2021-04-10 02:46:10,330 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.59ms, fps=1390 images/s, loss=0.9560, top1-acc=71.61%, top5-acc=93.76%, remaining_time=0:00:10.428208, arrival_time=2021-04-10 02:46:20.758861, cost_time=0:00:26.070537 2021-04-10 02:46:12,170 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.32ms, fps=1392 images/s, loss=0.9577, top1-acc=71.55%, top5-acc=93.75%, remaining_time=0:00:08.559128, arrival_time=2021-04-10 02:46:20.729477, cost_time=0:00:27.910203 2021-04-10 02:46:14,014 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.64ms, fps=1389 images/s, loss=0.9605, top1-acc=71.49%, top5-acc=93.71%, remaining_time=0:00:06.694668, arrival_time=2021-04-10 02:46:20.708867, cost_time=0:00:29.754110 2021-04-10 02:46:15,873 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=2.10ms, fps=1377 images/s, loss=0.9647, top1-acc=71.39%, top5-acc=93.65%, remaining_time=0:00:04.834986, arrival_time=2021-04-10 02:46:20.708484, cost_time=0:00:31.613424 2021-04-10 02:46:17,724 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.51ms, fps=1383 images/s, loss=0.9673, top1-acc=71.27%, top5-acc=93.66%, remaining_time=0:00:02.974608, arrival_time=2021-04-10 02:46:20.699024, cost_time=0:00:33.464338 2021-04-10 02:46:19,562 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.42ms, fps=1393 images/s, loss=0.9696, top1-acc=71.18%, top5-acc=93.66%, remaining_time=0:00:01.114806, arrival_time=2021-04-10 02:46:20.677094, cost_time=0:00:35.302205 2021-04-10 02:46:20,558 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.87ms, fps=1366 images/s, loss=0.9703, top1-acc=71.19%, top5-acc=93.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:20.558155, cost_time=0:00:36.298021 2021-04-10 02:46:21,041 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=1.80ms, fps=5326 images/s, loss=2.1057, top1-acc=49.65%, top5-acc=77.34%, remaining_time=0:00:01.442070, arrival_time=2021-04-10 02:46:22.483437, cost_time=0:00:00.480687 2021-04-10 02:46:21,404 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=3.28ms, fps=7061 images/s, loss=2.0866, top1-acc=49.49%, top5-acc=77.77%, remaining_time=0:00:00.843580, arrival_time=2021-04-10 02:46:22.247911, cost_time=0:00:00.843580 2021-04-10 02:46:21,764 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.29ms, fps=7108 images/s, loss=2.0751, top1-acc=49.66%, top5-acc=78.18%, remaining_time=0:00:00.401420, arrival_time=2021-04-10 02:46:22.166345, cost_time=0:00:01.204254 2021-04-10 02:46:22,108 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.07ms, fps=6758 images/s, loss=2.0644, top1-acc=49.50%, top5-acc=78.64%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:22.108602, cost_time=0:00:01.547867 2021-04-10 02:46:22,228 INFO : Epoch=0057 complete, best val top1-acc=57.03%, top5-acc=85.26% (epoch=50), remaining_time=1:30:53.222775, arrival_time=2021-04-10 04:17:15.451459, cost_time=0:36:13.662237 2021-04-10 02:46:22,230 INFO : Train start, epoch=0058, lr=0.081262 2021-04-10 02:46:24,248 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.47ms, fps=1269 images/s, loss=0.9750, top1-acc=70.78%, top5-acc=93.83%, remaining_time=0:00:37.532940, arrival_time=2021-04-10 02:47:01.781480, cost_time=0:00:02.017900 2021-04-10 02:46:26,097 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.49ms, fps=1385 images/s, loss=0.9345, top1-acc=71.78%, top5-acc=94.41%, remaining_time=0:00:34.026608, arrival_time=2021-04-10 02:47:00.123927, cost_time=0:00:03.866658 2021-04-10 02:46:27,944 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.41ms, fps=1392 images/s, loss=0.9230, top1-acc=72.12%, top5-acc=94.51%, remaining_time=0:00:31.616028, arrival_time=2021-04-10 02:46:59.560326, cost_time=0:00:05.713749 2021-04-10 02:46:29,784 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.41ms, fps=1392 images/s, loss=0.9249, top1-acc=72.11%, top5-acc=94.47%, remaining_time=0:00:29.459196, arrival_time=2021-04-10 02:46:59.243456, cost_time=0:00:07.553635 2021-04-10 02:46:31,643 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.43ms, fps=1378 images/s, loss=0.9344, top1-acc=71.98%, top5-acc=94.19%, remaining_time=0:00:27.484208, arrival_time=2021-04-10 02:46:59.127179, cost_time=0:00:09.412407 2021-04-10 02:46:33,493 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=2.53ms, fps=1384 images/s, loss=0.9372, top1-acc=71.88%, top5-acc=94.14%, remaining_time=0:00:25.528016, arrival_time=2021-04-10 02:46:59.020990, cost_time=0:00:11.262365 2021-04-10 02:46:35,346 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.49ms, fps=1381 images/s, loss=0.9399, top1-acc=71.82%, top5-acc=94.12%, remaining_time=0:00:23.609124, arrival_time=2021-04-10 02:46:58.955829, cost_time=0:00:13.116158 2021-04-10 02:46:37,196 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.54ms, fps=1384 images/s, loss=0.9415, top1-acc=71.80%, top5-acc=94.11%, remaining_time=0:00:21.700468, arrival_time=2021-04-10 02:46:58.896963, cost_time=0:00:14.965858 2021-04-10 02:46:39,040 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.37ms, fps=1389 images/s, loss=0.9514, top1-acc=71.54%, top5-acc=94.05%, remaining_time=0:00:19.797938, arrival_time=2021-04-10 02:46:58.838101, cost_time=0:00:16.809594 2021-04-10 02:46:40,883 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.65ms, fps=1389 images/s, loss=0.9531, top1-acc=71.49%, top5-acc=94.04%, remaining_time=0:00:17.906784, arrival_time=2021-04-10 02:46:58.790302, cost_time=0:00:18.652928 2021-04-10 02:46:42,727 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.41ms, fps=1388 images/s, loss=0.9562, top1-acc=71.49%, top5-acc=93.98%, remaining_time=0:00:16.025154, arrival_time=2021-04-10 02:46:58.752966, cost_time=0:00:20.497266 2021-04-10 02:46:44,568 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.51ms, fps=1391 images/s, loss=0.9593, top1-acc=71.42%, top5-acc=93.94%, remaining_time=0:00:14.147476, arrival_time=2021-04-10 02:46:58.716167, cost_time=0:00:22.338142 2021-04-10 02:46:46,410 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.53ms, fps=1390 images/s, loss=0.9595, top1-acc=71.43%, top5-acc=93.89%, remaining_time=0:00:12.276132, arrival_time=2021-04-10 02:46:58.686927, cost_time=0:00:24.180248 2021-04-10 02:46:48,269 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.44ms, fps=1377 images/s, loss=0.9619, top1-acc=71.33%, top5-acc=93.89%, remaining_time=0:00:10.415720, arrival_time=2021-04-10 02:46:58.685544, cost_time=0:00:26.039276 2021-04-10 02:46:50,117 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.44ms, fps=1386 images/s, loss=0.9671, top1-acc=71.18%, top5-acc=93.79%, remaining_time=0:00:08.551860, arrival_time=2021-04-10 02:46:58.669035, cost_time=0:00:27.886527 2021-04-10 02:46:51,961 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.47ms, fps=1388 images/s, loss=0.9669, top1-acc=71.16%, top5-acc=93.80%, remaining_time=0:00:06.689556, arrival_time=2021-04-10 02:46:58.651447, cost_time=0:00:29.731346 2021-04-10 02:46:53,823 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.81ms, fps=1376 images/s, loss=0.9675, top1-acc=71.16%, top5-acc=93.77%, remaining_time=0:00:04.831840, arrival_time=2021-04-10 02:46:58.655250, cost_time=0:00:31.592849 2021-04-10 02:46:55,670 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.36ms, fps=1387 images/s, loss=0.9683, top1-acc=71.15%, top5-acc=93.72%, remaining_time=0:00:02.972400, arrival_time=2021-04-10 02:46:58.642537, cost_time=0:00:33.439583 2021-04-10 02:46:57,523 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.76ms, fps=1382 images/s, loss=0.9677, top1-acc=71.15%, top5-acc=93.74%, remaining_time=0:00:01.114500, arrival_time=2021-04-10 02:46:58.637608, cost_time=0:00:35.292556 2021-04-10 02:46:58,518 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.27ms, fps=1366 images/s, loss=0.9697, top1-acc=71.09%, top5-acc=93.72%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:58.518753, cost_time=0:00:36.288206 2021-04-10 02:46:58,974 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=0.21ms, fps=5641 images/s, loss=2.1222, top1-acc=49.92%, top5-acc=80.62%, remaining_time=0:00:01.361520, arrival_time=2021-04-10 02:47:00.335776, cost_time=0:00:00.453836 2021-04-10 02:46:59,330 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.51ms, fps=7188 images/s, loss=2.1775, top1-acc=49.98%, top5-acc=79.53%, remaining_time=0:00:00.810360, arrival_time=2021-04-10 02:47:00.141207, cost_time=0:00:00.810358 2021-04-10 02:46:59,692 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.89ms, fps=7098 images/s, loss=2.1622, top1-acc=50.23%, top5-acc=79.49%, remaining_time=0:00:00.390530, arrival_time=2021-04-10 02:47:00.082667, cost_time=0:00:01.171576 2021-04-10 02:47:00,047 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.26ms, fps=6543 images/s, loss=2.1616, top1-acc=50.37%, top5-acc=79.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:00.047353, cost_time=0:00:01.526931 2021-04-10 02:47:00,168 INFO : Epoch=0058 complete, best val top1-acc=57.03%, top5-acc=85.26% (epoch=50), remaining_time=1:30:14.610662, arrival_time=2021-04-10 04:17:14.778663, cost_time=0:36:51.601537 2021-04-10 02:47:00,169 INFO : Train start, epoch=0059, lr=0.080645 2021-04-10 02:47:02,188 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=0.24ms, fps=1268 images/s, loss=0.9743, top1-acc=71.45%, top5-acc=93.32%, remaining_time=0:00:37.540380, arrival_time=2021-04-10 02:47:39.728598, cost_time=0:00:02.018298 2021-04-10 02:47:04,068 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.96ms, fps=1362 images/s, loss=0.9414, top1-acc=72.07%, top5-acc=93.91%, remaining_time=0:00:34.303808, arrival_time=2021-04-10 02:47:38.372121, cost_time=0:00:03.898167 2021-04-10 02:47:05,924 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.90ms, fps=1380 images/s, loss=0.9347, top1-acc=72.30%, top5-acc=93.93%, remaining_time=0:00:31.843282, arrival_time=2021-04-10 02:47:37.768038, cost_time=0:00:05.754813 2021-04-10 02:47:07,773 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.54ms, fps=1385 images/s, loss=0.9239, top1-acc=72.41%, top5-acc=94.04%, remaining_time=0:00:29.651544, arrival_time=2021-04-10 02:47:37.424485, cost_time=0:00:07.602946 2021-04-10 02:47:09,613 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.74ms, fps=1391 images/s, loss=0.9141, top1-acc=72.71%, top5-acc=94.20%, remaining_time=0:00:27.575604, arrival_time=2021-04-10 02:47:37.189227, cost_time=0:00:09.443683 2021-04-10 02:47:11,467 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.97ms, fps=1381 images/s, loss=0.9252, top1-acc=72.36%, top5-acc=94.13%, remaining_time=0:00:25.608528, arrival_time=2021-04-10 02:47:37.076341, cost_time=0:00:11.297875 2021-04-10 02:47:13,321 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.97ms, fps=1382 images/s, loss=0.9275, top1-acc=72.22%, top5-acc=94.08%, remaining_time=0:00:23.672250, arrival_time=2021-04-10 02:47:36.993378, cost_time=0:00:13.151219 2021-04-10 02:47:15,173 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.44ms, fps=1383 images/s, loss=0.9361, top1-acc=72.05%, top5-acc=93.88%, remaining_time=0:00:21.754292, arrival_time=2021-04-10 02:47:36.927312, cost_time=0:00:15.002983 2021-04-10 02:47:17,029 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.46ms, fps=1379 images/s, loss=0.9413, top1-acc=71.91%, top5-acc=93.91%, remaining_time=0:00:19.857192, arrival_time=2021-04-10 02:47:36.887056, cost_time=0:00:16.859922 2021-04-10 02:47:18,871 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.50ms, fps=1390 images/s, loss=0.9416, top1-acc=71.91%, top5-acc=93.85%, remaining_time=0:00:17.953440, arrival_time=2021-04-10 02:47:36.824816, cost_time=0:00:18.701452 2021-04-10 02:47:20,716 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.44ms, fps=1388 images/s, loss=0.9416, top1-acc=71.89%, top5-acc=93.96%, remaining_time=0:00:16.063338, arrival_time=2021-04-10 02:47:36.779374, cost_time=0:00:20.546099 2021-04-10 02:47:22,570 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.47ms, fps=1381 images/s, loss=0.9453, top1-acc=71.79%, top5-acc=93.88%, remaining_time=0:00:14.186996, arrival_time=2021-04-10 02:47:36.757416, cost_time=0:00:22.400501 2021-04-10 02:47:24,417 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.40ms, fps=1386 images/s, loss=0.9494, top1-acc=71.65%, top5-acc=93.82%, remaining_time=0:00:12.310254, arrival_time=2021-04-10 02:47:36.727649, cost_time=0:00:24.247453 2021-04-10 02:47:26,258 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=2.25ms, fps=1390 images/s, loss=0.9520, top1-acc=71.51%, top5-acc=93.82%, remaining_time=0:00:10.435600, arrival_time=2021-04-10 02:47:36.694494, cost_time=0:00:26.088951 2021-04-10 02:47:28,119 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=2.00ms, fps=1377 images/s, loss=0.9540, top1-acc=71.45%, top5-acc=93.76%, remaining_time=0:00:08.570996, arrival_time=2021-04-10 02:47:36.689926, cost_time=0:00:27.948851 2021-04-10 02:47:29,964 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.33ms, fps=1388 images/s, loss=0.9544, top1-acc=71.40%, top5-acc=93.80%, remaining_time=0:00:06.703668, arrival_time=2021-04-10 02:47:36.667758, cost_time=0:00:29.794158 2021-04-10 02:47:31,817 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.46ms, fps=1381 images/s, loss=0.9560, top1-acc=71.36%, top5-acc=93.80%, remaining_time=0:00:04.840238, arrival_time=2021-04-10 02:47:36.657814, cost_time=0:00:31.647636 2021-04-10 02:47:33,671 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.79ms, fps=1381 images/s, loss=0.9581, top1-acc=71.28%, top5-acc=93.79%, remaining_time=0:00:02.977888, arrival_time=2021-04-10 02:47:36.649092, cost_time=0:00:33.501247 2021-04-10 02:47:35,503 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.64ms, fps=1398 images/s, loss=0.9616, top1-acc=71.20%, top5-acc=93.77%, remaining_time=0:00:01.115796, arrival_time=2021-04-10 02:47:36.619230, cost_time=0:00:35.333505 2021-04-10 02:47:36,495 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.26ms, fps=1371 images/s, loss=0.9635, top1-acc=71.17%, top5-acc=93.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:36.495839, cost_time=0:00:36.325909 2021-04-10 02:47:36,937 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=2.46ms, fps=5816 images/s, loss=1.9120, top1-acc=52.07%, top5-acc=81.72%, remaining_time=0:00:01.320360, arrival_time=2021-04-10 02:47:38.257898, cost_time=0:00:00.440116 2021-04-10 02:47:37,292 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.82ms, fps=7222 images/s, loss=1.9167, top1-acc=52.48%, top5-acc=81.64%, remaining_time=0:00:00.794940, arrival_time=2021-04-10 02:47:38.087358, cost_time=0:00:00.794948 2021-04-10 02:47:37,656 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.72ms, fps=7042 images/s, loss=1.9060, top1-acc=52.47%, top5-acc=81.94%, remaining_time=0:00:00.386330, arrival_time=2021-04-10 02:47:38.042772, cost_time=0:00:01.158976 2021-04-10 02:47:37,997 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.06ms, fps=6817 images/s, loss=1.9021, top1-acc=51.93%, top5-acc=81.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:37.997176, cost_time=0:00:01.499809 2021-04-10 02:47:38,063 INFO : Epoch=0059 complete, best val top1-acc=57.03%, top5-acc=85.26% (epoch=50), remaining_time=1:29:35.916165, arrival_time=2021-04-10 04:17:13.979413, cost_time=0:37:29.496831 2021-04-10 02:47:38,064 INFO : Train start, epoch=0060, lr=0.080021 2021-04-10 02:47:40,107 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=1.60ms, fps=1253 images/s, loss=0.9697, top1-acc=71.02%, top5-acc=93.95%, remaining_time=0:00:37.993476, arrival_time=2021-04-10 02:48:18.100477, cost_time=0:00:02.042655 2021-04-10 02:47:41,965 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=2.09ms, fps=1378 images/s, loss=0.9311, top1-acc=72.42%, top5-acc=94.34%, remaining_time=0:00:34.325808, arrival_time=2021-04-10 02:48:16.290823, cost_time=0:00:03.900666 2021-04-10 02:47:43,808 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.31ms, fps=1389 images/s, loss=0.9162, top1-acc=73.11%, top5-acc=94.43%, remaining_time=0:00:31.782858, arrival_time=2021-04-10 02:48:15.591112, cost_time=0:00:05.743882 2021-04-10 02:47:45,677 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=2.06ms, fps=1370 images/s, loss=0.9119, top1-acc=73.18%, top5-acc=94.29%, remaining_time=0:00:29.691792, arrival_time=2021-04-10 02:48:15.369413, cost_time=0:00:07.613283 2021-04-10 02:47:47,525 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.90ms, fps=1386 images/s, loss=0.9120, top1-acc=72.97%, top5-acc=94.40%, remaining_time=0:00:27.626266, arrival_time=2021-04-10 02:48:15.151680, cost_time=0:00:09.461063 2021-04-10 02:47:49,368 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.35ms, fps=1389 images/s, loss=0.9085, top1-acc=72.96%, top5-acc=94.50%, remaining_time=0:00:25.623352, arrival_time=2021-04-10 02:48:14.992102, cost_time=0:00:11.304394 2021-04-10 02:47:51,216 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.87ms, fps=1386 images/s, loss=0.9158, top1-acc=72.82%, top5-acc=94.45%, remaining_time=0:00:23.673384, arrival_time=2021-04-10 02:48:14.889630, cost_time=0:00:13.151902 2021-04-10 02:47:53,073 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.87ms, fps=1379 images/s, loss=0.9212, top1-acc=72.68%, top5-acc=94.36%, remaining_time=0:00:21.763108, arrival_time=2021-04-10 02:48:14.836596, cost_time=0:00:15.009067 2021-04-10 02:47:54,910 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.31ms, fps=1394 images/s, loss=0.9216, top1-acc=72.56%, top5-acc=94.37%, remaining_time=0:00:19.840656, arrival_time=2021-04-10 02:48:14.750868, cost_time=0:00:16.845864 2021-04-10 02:47:56,763 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.38ms, fps=1382 images/s, loss=0.9227, top1-acc=72.58%, top5-acc=94.37%, remaining_time=0:00:17.951328, arrival_time=2021-04-10 02:48:14.714932, cost_time=0:00:18.699253 2021-04-10 02:47:58,607 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.35ms, fps=1388 images/s, loss=0.9246, top1-acc=72.49%, top5-acc=94.33%, remaining_time=0:00:16.061274, arrival_time=2021-04-10 02:48:14.669103, cost_time=0:00:20.543465 2021-04-10 02:48:00,451 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.58ms, fps=1389 images/s, loss=0.9261, top1-acc=72.46%, top5-acc=94.32%, remaining_time=0:00:14.178484, arrival_time=2021-04-10 02:48:14.629944, cost_time=0:00:22.387072 2021-04-10 02:48:02,299 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.80ms, fps=1385 images/s, loss=0.9309, top1-acc=72.32%, top5-acc=94.27%, remaining_time=0:00:12.304182, arrival_time=2021-04-10 02:48:14.603996, cost_time=0:00:24.235472 2021-04-10 02:48:04,180 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.67ms, fps=1361 images/s, loss=0.9336, top1-acc=72.28%, top5-acc=94.23%, remaining_time=0:00:10.446576, arrival_time=2021-04-10 02:48:14.627402, cost_time=0:00:26.116477 2021-04-10 02:48:06,032 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.50ms, fps=1383 images/s, loss=0.9361, top1-acc=72.15%, top5-acc=94.21%, remaining_time=0:00:08.576838, arrival_time=2021-04-10 02:48:14.609120, cost_time=0:00:27.967935 2021-04-10 02:48:07,873 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.44ms, fps=1391 images/s, loss=0.9419, top1-acc=72.00%, top5-acc=94.12%, remaining_time=0:00:06.707088, arrival_time=2021-04-10 02:48:14.580664, cost_time=0:00:29.809225 2021-04-10 02:48:09,727 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=2.08ms, fps=1382 images/s, loss=0.9441, top1-acc=71.94%, top5-acc=94.07%, remaining_time=0:00:04.842526, arrival_time=2021-04-10 02:48:14.569497, cost_time=0:00:31.662627 2021-04-10 02:48:11,572 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.59ms, fps=1387 images/s, loss=0.9454, top1-acc=71.93%, top5-acc=94.04%, remaining_time=0:00:02.978512, arrival_time=2021-04-10 02:48:14.551041, cost_time=0:00:33.508172 2021-04-10 02:48:13,422 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.23ms, fps=1384 images/s, loss=0.9489, top1-acc=71.83%, top5-acc=93.98%, remaining_time=0:00:01.116588, arrival_time=2021-04-10 02:48:14.539485, cost_time=0:00:35.358540 2021-04-10 02:48:14,413 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.37ms, fps=1374 images/s, loss=0.9513, top1-acc=71.77%, top5-acc=93.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:14.413142, cost_time=0:00:36.348802 2021-04-10 02:48:14,852 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=0.20ms, fps=5852 images/s, loss=2.1134, top1-acc=48.16%, top5-acc=80.23%, remaining_time=0:00:01.312350, arrival_time=2021-04-10 02:48:16.165106, cost_time=0:00:00.437453 2021-04-10 02:48:15,207 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.51ms, fps=7221 images/s, loss=2.0497, top1-acc=49.55%, top5-acc=80.74%, remaining_time=0:00:00.792280, arrival_time=2021-04-10 02:48:15.999934, cost_time=0:00:00.792283 2021-04-10 02:48:15,569 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.39ms, fps=7082 images/s, loss=2.0734, top1-acc=49.34%, top5-acc=80.25%, remaining_time=0:00:00.384770, arrival_time=2021-04-10 02:48:15.954426, cost_time=0:00:01.154304 2021-04-10 02:48:15,903 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.06ms, fps=6954 images/s, loss=2.0534, top1-acc=49.70%, top5-acc=80.22%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:15.903676, cost_time=0:00:01.488375 2021-04-10 02:48:16,036 INFO : Epoch=0060 complete, best val top1-acc=57.03%, top5-acc=85.26% (epoch=50), remaining_time=1:28:57.430700, arrival_time=2021-04-10 04:17:13.467480, cost_time=0:38:07.470319 2021-04-10 02:48:16,038 INFO : Train start, epoch=0061, lr=0.079389 2021-04-10 02:48:18,113 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=1.80ms, fps=1234 images/s, loss=0.9292, top1-acc=72.19%, top5-acc=93.98%, remaining_time=0:00:38.593884, arrival_time=2021-04-10 02:48:56.707496, cost_time=0:00:02.074942 2021-04-10 02:48:19,963 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.60ms, fps=1385 images/s, loss=0.9165, top1-acc=72.79%, top5-acc=94.18%, remaining_time=0:00:34.534016, arrival_time=2021-04-10 02:48:54.497011, cost_time=0:00:03.924317 2021-04-10 02:48:21,821 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.54ms, fps=1378 images/s, loss=0.9195, top1-acc=72.63%, top5-acc=94.27%, remaining_time=0:00:31.994840, arrival_time=2021-04-10 02:48:53.815804, cost_time=0:00:05.782191 2021-04-10 02:48:23,672 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.70ms, fps=1383 images/s, loss=0.9164, top1-acc=72.54%, top5-acc=94.47%, remaining_time=0:00:29.769636, arrival_time=2021-04-10 02:48:53.441649, cost_time=0:00:07.633249 2021-04-10 02:48:25,524 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.49ms, fps=1382 images/s, loss=0.9141, top1-acc=72.49%, top5-acc=94.48%, remaining_time=0:00:27.698828, arrival_time=2021-04-10 02:48:53.223393, cost_time=0:00:09.485876 2021-04-10 02:48:27,367 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.39ms, fps=1390 images/s, loss=0.9136, top1-acc=72.55%, top5-acc=94.49%, remaining_time=0:00:25.678024, arrival_time=2021-04-10 02:48:53.045343, cost_time=0:00:11.328562 2021-04-10 02:48:29,215 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.45ms, fps=1386 images/s, loss=0.9167, top1-acc=72.60%, top5-acc=94.39%, remaining_time=0:00:23.717736, arrival_time=2021-04-10 02:48:52.932895, cost_time=0:00:13.176489 2021-04-10 02:48:31,059 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.54ms, fps=1388 images/s, loss=0.9217, top1-acc=72.49%, top5-acc=94.24%, remaining_time=0:00:21.780160, arrival_time=2021-04-10 02:48:52.839663, cost_time=0:00:15.020828 2021-04-10 02:48:32,911 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=2.21ms, fps=1383 images/s, loss=0.9247, top1-acc=72.43%, top5-acc=94.22%, remaining_time=0:00:19.872032, arrival_time=2021-04-10 02:48:52.783310, cost_time=0:00:16.872447 2021-04-10 02:48:34,771 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.52ms, fps=1377 images/s, loss=0.9285, top1-acc=72.30%, top5-acc=94.14%, remaining_time=0:00:17.983680, arrival_time=2021-04-10 02:48:52.755440, cost_time=0:00:18.733022 2021-04-10 02:48:36,626 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.67ms, fps=1381 images/s, loss=0.9305, top1-acc=72.17%, top5-acc=94.11%, remaining_time=0:00:16.095588, arrival_time=2021-04-10 02:48:52.721644, cost_time=0:00:20.587335 2021-04-10 02:48:38,487 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=4.90ms, fps=1376 images/s, loss=0.9346, top1-acc=72.09%, top5-acc=94.09%, remaining_time=0:00:14.217396, arrival_time=2021-04-10 02:48:52.704708, cost_time=0:00:22.448544 2021-04-10 02:48:40,333 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.86ms, fps=1387 images/s, loss=0.9338, top1-acc=72.08%, top5-acc=94.11%, remaining_time=0:00:12.334146, arrival_time=2021-04-10 02:48:52.667348, cost_time=0:00:24.294512 2021-04-10 02:48:42,181 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.61ms, fps=1386 images/s, loss=0.9349, top1-acc=72.03%, top5-acc=94.09%, remaining_time=0:00:10.456880, arrival_time=2021-04-10 02:48:52.637829, cost_time=0:00:26.142175 2021-04-10 02:48:44,028 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.44ms, fps=1386 images/s, loss=0.9400, top1-acc=71.88%, top5-acc=94.07%, remaining_time=0:00:08.583508, arrival_time=2021-04-10 02:48:52.611872, cost_time=0:00:27.989676 2021-04-10 02:48:45,876 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.30ms, fps=1386 images/s, loss=0.9422, top1-acc=71.85%, top5-acc=94.02%, remaining_time=0:00:06.713460, arrival_time=2021-04-10 02:48:52.589739, cost_time=0:00:29.837606 2021-04-10 02:48:47,714 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.61ms, fps=1393 images/s, loss=0.9421, top1-acc=71.86%, top5-acc=94.06%, remaining_time=0:00:04.844502, arrival_time=2021-04-10 02:48:52.558765, cost_time=0:00:31.675587 2021-04-10 02:48:49,552 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.40ms, fps=1393 images/s, loss=0.9436, top1-acc=71.82%, top5-acc=94.01%, remaining_time=0:00:02.978976, arrival_time=2021-04-10 02:48:52.531260, cost_time=0:00:33.513458 2021-04-10 02:48:51,401 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=0.9474, top1-acc=71.74%, top5-acc=93.94%, remaining_time=0:00:01.116702, arrival_time=2021-04-10 02:48:52.517698, cost_time=0:00:35.362257 2021-04-10 02:48:52,400 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.22ms, fps=1361 images/s, loss=0.9471, top1-acc=71.77%, top5-acc=93.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:52.400479, cost_time=0:00:36.361831 2021-04-10 02:48:52,865 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=0.23ms, fps=5527 images/s, loss=1.8549, top1-acc=53.91%, top5-acc=82.73%, remaining_time=0:00:01.389600, arrival_time=2021-04-10 02:48:54.254818, cost_time=0:00:00.463196 2021-04-10 02:48:53,223 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.87ms, fps=7158 images/s, loss=1.8535, top1-acc=53.77%, top5-acc=82.79%, remaining_time=0:00:00.821180, arrival_time=2021-04-10 02:48:54.044370, cost_time=0:00:00.821177 2021-04-10 02:48:53,577 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.70ms, fps=7236 images/s, loss=1.8582, top1-acc=53.54%, top5-acc=82.83%, remaining_time=0:00:00.391770, arrival_time=2021-04-10 02:48:53.969091, cost_time=0:00:01.175308 2021-04-10 02:48:53,909 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.06ms, fps=6989 images/s, loss=1.8973, top1-acc=53.70%, top5-acc=82.46%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:53.909613, cost_time=0:00:01.507631 2021-04-10 02:48:54,023 INFO : Epoch=0061 complete, best val top1-acc=57.03%, top5-acc=85.26% (epoch=50), remaining_time=1:28:18.992194, arrival_time=2021-04-10 04:17:13.015681, cost_time=0:38:45.457024 2021-04-10 02:48:54,024 INFO : Train start, epoch=0062, lr=0.078750 2021-04-10 02:48:56,042 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=0.24ms, fps=1269 images/s, loss=0.9233, top1-acc=71.87%, top5-acc=94.10%, remaining_time=0:00:37.520292, arrival_time=2021-04-10 02:49:33.562480, cost_time=0:00:02.017218 2021-04-10 02:48:57,884 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.40ms, fps=1390 images/s, loss=0.9047, top1-acc=73.11%, top5-acc=94.18%, remaining_time=0:00:33.964656, arrival_time=2021-04-10 02:49:31.849253, cost_time=0:00:03.859614 2021-04-10 02:48:59,728 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=2.14ms, fps=1389 images/s, loss=0.8978, top1-acc=73.28%, top5-acc=94.47%, remaining_time=0:00:31.559090, arrival_time=2021-04-10 02:49:31.287522, cost_time=0:00:05.703449 2021-04-10 02:49:01,581 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.76ms, fps=1382 images/s, loss=0.8941, top1-acc=73.44%, top5-acc=94.41%, remaining_time=0:00:29.471832, arrival_time=2021-04-10 02:49:31.053710, cost_time=0:00:07.556899 2021-04-10 02:49:03,429 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.38ms, fps=1386 images/s, loss=0.8978, top1-acc=73.39%, top5-acc=94.39%, remaining_time=0:00:27.461578, arrival_time=2021-04-10 02:49:30.891279, cost_time=0:00:09.404648 2021-04-10 02:49:05,284 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.62ms, fps=1381 images/s, loss=0.8966, top1-acc=73.26%, top5-acc=94.45%, remaining_time=0:00:25.521760, arrival_time=2021-04-10 02:49:30.806414, cost_time=0:00:11.259599 2021-04-10 02:49:07,131 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.57ms, fps=1386 images/s, loss=0.9070, top1-acc=72.97%, top5-acc=94.31%, remaining_time=0:00:23.591988, arrival_time=2021-04-10 02:49:30.723643, cost_time=0:00:13.106684 2021-04-10 02:49:08,986 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.57ms, fps=1381 images/s, loss=0.9046, top1-acc=73.16%, top5-acc=94.30%, remaining_time=0:00:21.693508, arrival_time=2021-04-10 02:49:30.679718, cost_time=0:00:14.961061 2021-04-10 02:49:10,833 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.50ms, fps=1387 images/s, loss=0.9035, top1-acc=73.20%, top5-acc=94.36%, remaining_time=0:00:19.796136, arrival_time=2021-04-10 02:49:30.629167, cost_time=0:00:16.808005 2021-04-10 02:49:12,678 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.39ms, fps=1388 images/s, loss=0.9081, top1-acc=73.13%, top5-acc=94.30%, remaining_time=0:00:17.906976, arrival_time=2021-04-10 02:49:30.585059, cost_time=0:00:18.653121 2021-04-10 02:49:14,533 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.90ms, fps=1380 images/s, loss=0.9115, top1-acc=73.01%, top5-acc=94.25%, remaining_time=0:00:16.034012, arrival_time=2021-04-10 02:49:30.567814, cost_time=0:00:20.508580 2021-04-10 02:49:16,377 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.47ms, fps=1389 images/s, loss=0.9175, top1-acc=72.86%, top5-acc=94.18%, remaining_time=0:00:14.156444, arrival_time=2021-04-10 02:49:30.533742, cost_time=0:00:22.352254 2021-04-10 02:49:18,222 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.39ms, fps=1388 images/s, loss=0.9215, top1-acc=72.74%, top5-acc=94.12%, remaining_time=0:00:12.284976, arrival_time=2021-04-10 02:49:30.507628, cost_time=0:00:24.197676 2021-04-10 02:49:20,072 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.31ms, fps=1384 images/s, loss=0.9296, top1-acc=72.58%, top5-acc=94.01%, remaining_time=0:00:10.419136, arrival_time=2021-04-10 02:49:30.491883, cost_time=0:00:26.047777 2021-04-10 02:49:21,915 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.36ms, fps=1390 images/s, loss=0.9361, top1-acc=72.42%, top5-acc=93.90%, remaining_time=0:00:08.553102, arrival_time=2021-04-10 02:49:30.468665, cost_time=0:00:27.890591 2021-04-10 02:49:23,757 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.46ms, fps=1390 images/s, loss=0.9382, top1-acc=72.38%, top5-acc=93.89%, remaining_time=0:00:06.689808, arrival_time=2021-04-10 02:49:30.447244, cost_time=0:00:29.732429 2021-04-10 02:49:25,597 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.48ms, fps=1391 images/s, loss=0.9385, top1-acc=72.35%, top5-acc=93.88%, remaining_time=0:00:04.828798, arrival_time=2021-04-10 02:49:30.426659, cost_time=0:00:31.572886 2021-04-10 02:49:27,468 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=5.61ms, fps=1369 images/s, loss=0.9386, top1-acc=72.30%, top5-acc=93.87%, remaining_time=0:00:02.972736, arrival_time=2021-04-10 02:49:30.441132, cost_time=0:00:33.443326 2021-04-10 02:49:29,312 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.38ms, fps=1388 images/s, loss=0.9387, top1-acc=72.29%, top5-acc=93.88%, remaining_time=0:00:01.114356, arrival_time=2021-04-10 02:49:30.427245, cost_time=0:00:35.287916 2021-04-10 02:49:30,305 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.27ms, fps=1371 images/s, loss=0.9393, top1-acc=72.27%, top5-acc=93.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:30.305635, cost_time=0:00:36.280668 2021-04-10 02:49:30,783 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.22ms, fps=5372 images/s, loss=1.5237, top1-acc=59.30%, top5-acc=86.95%, remaining_time=0:00:01.429560, arrival_time=2021-04-10 02:49:32.213283, cost_time=0:00:00.476515 2021-04-10 02:49:31,138 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.69ms, fps=7227 images/s, loss=1.5463, top1-acc=58.87%, top5-acc=86.50%, remaining_time=0:00:00.831120, arrival_time=2021-04-10 02:49:31.969497, cost_time=0:00:00.831115 2021-04-10 02:49:31,495 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.34ms, fps=7178 images/s, loss=1.5415, top1-acc=58.91%, top5-acc=86.47%, remaining_time=0:00:00.396100, arrival_time=2021-04-10 02:49:31.891588, cost_time=0:00:01.188297 2021-04-10 02:49:31,826 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.07ms, fps=7026 images/s, loss=1.5470, top1-acc=58.88%, top5-acc=86.47%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:31.825989, cost_time=0:00:01.518818 2021-04-10 02:49:31,994 INFO : Epoch=0062 complete, best val top1-acc=58.88%, top5-acc=86.47% (epoch=62), remaining_time=1:27:40.532814, arrival_time=2021-04-10 04:17:12.527025, cost_time=0:39:23.427777 2021-04-10 02:49:31,995 INFO : Train start, epoch=0063, lr=0.078104 2021-04-10 02:49:34,095 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.54ms, fps=1219 images/s, loss=0.8747, top1-acc=73.71%, top5-acc=95.31%, remaining_time=0:00:39.052188, arrival_time=2021-04-10 02:50:13.147277, cost_time=0:00:02.099580 2021-04-10 02:49:35,952 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=2.09ms, fps=1379 images/s, loss=0.8740, top1-acc=73.93%, top5-acc=95.27%, remaining_time=0:00:34.823536, arrival_time=2021-04-10 02:50:10.776225, cost_time=0:00:03.957224 2021-04-10 02:49:37,808 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.43ms, fps=1380 images/s, loss=0.8776, top1-acc=73.35%, top5-acc=95.23%, remaining_time=0:00:32.164658, arrival_time=2021-04-10 02:50:09.972908, cost_time=0:00:05.812887 2021-04-10 02:49:39,663 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=5.07ms, fps=1380 images/s, loss=0.8767, top1-acc=73.48%, top5-acc=95.16%, remaining_time=0:00:29.906604, arrival_time=2021-04-10 02:50:09.570452, cost_time=0:00:07.668370 2021-04-10 02:49:41,506 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.32ms, fps=1390 images/s, loss=0.8828, top1-acc=73.33%, top5-acc=95.01%, remaining_time=0:00:27.772266, arrival_time=2021-04-10 02:50:09.278698, cost_time=0:00:09.511067 2021-04-10 02:49:43,357 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=2.25ms, fps=1384 images/s, loss=0.8847, top1-acc=73.27%, top5-acc=94.95%, remaining_time=0:00:25.753368, arrival_time=2021-04-10 02:50:09.110541, cost_time=0:00:11.361796 2021-04-10 02:49:45,205 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.57ms, fps=1386 images/s, loss=0.8897, top1-acc=72.95%, top5-acc=94.88%, remaining_time=0:00:23.777208, arrival_time=2021-04-10 02:50:08.982266, cost_time=0:00:13.209527 2021-04-10 02:49:47,060 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.92ms, fps=1381 images/s, loss=0.8957, top1-acc=72.79%, top5-acc=94.72%, remaining_time=0:00:21.843728, arrival_time=2021-04-10 02:50:08.903759, cost_time=0:00:15.064643 2021-04-10 02:49:48,900 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.52ms, fps=1391 images/s, loss=0.9020, top1-acc=72.66%, top5-acc=94.60%, remaining_time=0:00:19.910616, arrival_time=2021-04-10 02:50:08.811273, cost_time=0:00:16.905198 2021-04-10 02:49:50,749 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.47ms, fps=1385 images/s, loss=0.9058, top1-acc=72.66%, top5-acc=94.50%, remaining_time=0:00:18.003552, arrival_time=2021-04-10 02:50:08.752680, cost_time=0:00:18.753731 2021-04-10 02:49:52,605 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=2.00ms, fps=1380 images/s, loss=0.9113, top1-acc=72.58%, top5-acc=94.47%, remaining_time=0:00:16.113046, arrival_time=2021-04-10 02:50:08.718310, cost_time=0:00:20.609683 2021-04-10 02:49:54,446 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.56ms, fps=1391 images/s, loss=0.9140, top1-acc=72.52%, top5-acc=94.45%, remaining_time=0:00:14.218536, arrival_time=2021-04-10 02:50:08.664433, cost_time=0:00:22.450331 2021-04-10 02:49:56,293 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.39ms, fps=1386 images/s, loss=0.9175, top1-acc=72.52%, top5-acc=94.38%, remaining_time=0:00:12.335730, arrival_time=2021-04-10 02:50:08.628880, cost_time=0:00:24.297706 2021-04-10 02:49:58,152 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=2.00ms, fps=1377 images/s, loss=0.9196, top1-acc=72.47%, top5-acc=94.37%, remaining_time=0:00:10.462704, arrival_time=2021-04-10 02:50:08.614970, cost_time=0:00:26.156741 2021-04-10 02:50:00,007 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=2.01ms, fps=1380 images/s, loss=0.9240, top1-acc=72.37%, top5-acc=94.30%, remaining_time=0:00:08.590408, arrival_time=2021-04-10 02:50:08.598008, cost_time=0:00:28.012201 2021-04-10 02:50:01,868 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.55ms, fps=1376 images/s, loss=0.9241, top1-acc=72.32%, top5-acc=94.29%, remaining_time=0:00:06.721380, arrival_time=2021-04-10 02:50:08.589534, cost_time=0:00:29.872768 2021-04-10 02:50:03,713 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=2.05ms, fps=1388 images/s, loss=0.9298, top1-acc=72.12%, top5-acc=94.21%, remaining_time=0:00:04.850950, arrival_time=2021-04-10 02:50:08.564107, cost_time=0:00:31.717793 2021-04-10 02:50:05,563 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.45ms, fps=1384 images/s, loss=0.9333, top1-acc=72.05%, top5-acc=94.17%, remaining_time=0:00:02.983824, arrival_time=2021-04-10 02:50:08.547235, cost_time=0:00:33.567959 2021-04-10 02:50:07,425 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.23ms, fps=1375 images/s, loss=0.9357, top1-acc=71.96%, top5-acc=94.14%, remaining_time=0:00:01.118844, arrival_time=2021-04-10 02:50:08.544252, cost_time=0:00:35.429988 2021-04-10 02:50:08,424 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.31ms, fps=1362 images/s, loss=0.9374, top1-acc=71.97%, top5-acc=94.11%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:08.424745, cost_time=0:00:36.429373 2021-04-10 02:50:08,885 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=2.03ms, fps=5572 images/s, loss=1.7438, top1-acc=56.02%, top5-acc=82.89%, remaining_time=0:00:01.378260, arrival_time=2021-04-10 02:50:10.263992, cost_time=0:00:00.459423 2021-04-10 02:50:09,245 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.95ms, fps=7134 images/s, loss=1.7334, top1-acc=55.23%, top5-acc=83.54%, remaining_time=0:00:00.818720, arrival_time=2021-04-10 02:50:10.063751, cost_time=0:00:00.818729 2021-04-10 02:50:09,604 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.38ms, fps=7132 images/s, loss=1.7469, top1-acc=54.97%, top5-acc=83.83%, remaining_time=0:00:00.392730, arrival_time=2021-04-10 02:50:09.997169, cost_time=0:00:01.178184 2021-04-10 02:50:09,936 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.06ms, fps=6999 images/s, loss=1.7892, top1-acc=54.95%, top5-acc=83.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:09.936288, cost_time=0:00:01.510058 2021-04-10 02:50:10,075 INFO : Epoch=0063 complete, best val top1-acc=58.88%, top5-acc=86.47% (epoch=62), remaining_time=1:27:02.329715, arrival_time=2021-04-10 04:17:12.405479, cost_time=0:40:01.509297 2021-04-10 02:50:10,077 INFO : Train start, epoch=0064, lr=0.077451 2021-04-10 02:50:12,144 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.78ms, fps=1238 images/s, loss=0.9224, top1-acc=71.76%, top5-acc=94.06%, remaining_time=0:00:38.452152, arrival_time=2021-04-10 02:50:50.596865, cost_time=0:00:02.067317 2021-04-10 02:50:13,992 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.56ms, fps=1386 images/s, loss=0.8960, top1-acc=72.89%, top5-acc=94.43%, remaining_time=0:00:34.450416, arrival_time=2021-04-10 02:50:48.442637, cost_time=0:00:03.914815 2021-04-10 02:50:15,839 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=2.27ms, fps=1386 images/s, loss=0.8899, top1-acc=72.98%, top5-acc=94.60%, remaining_time=0:00:31.885280, arrival_time=2021-04-10 02:50:47.724889, cost_time=0:00:05.762388 2021-04-10 02:50:17,687 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.55ms, fps=1386 images/s, loss=0.8859, top1-acc=73.26%, top5-acc=94.71%, remaining_time=0:00:29.680872, arrival_time=2021-04-10 02:50:47.368673, cost_time=0:00:07.610498 2021-04-10 02:50:19,526 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.38ms, fps=1393 images/s, loss=0.8802, top1-acc=73.43%, top5-acc=94.84%, remaining_time=0:00:27.592540, arrival_time=2021-04-10 02:50:47.119277, cost_time=0:00:09.449510 2021-04-10 02:50:21,365 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.36ms, fps=1393 images/s, loss=0.8812, top1-acc=73.40%, top5-acc=94.84%, remaining_time=0:00:25.586768, arrival_time=2021-04-10 02:50:46.952247, cost_time=0:00:11.288257 2021-04-10 02:50:23,220 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.90ms, fps=1381 images/s, loss=0.8797, top1-acc=73.48%, top5-acc=94.80%, remaining_time=0:00:23.657130, arrival_time=2021-04-10 02:50:46.877264, cost_time=0:00:13.142830 2021-04-10 02:50:25,067 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.47ms, fps=1386 images/s, loss=0.8839, top1-acc=73.35%, top5-acc=94.81%, remaining_time=0:00:21.735500, arrival_time=2021-04-10 02:50:46.802714, cost_time=0:00:14.989962 2021-04-10 02:50:26,906 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.43ms, fps=1393 images/s, loss=0.8899, top1-acc=73.32%, top5-acc=94.67%, remaining_time=0:00:19.820622, arrival_time=2021-04-10 02:50:46.726626, cost_time=0:00:16.828787 2021-04-10 02:50:28,745 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.34ms, fps=1392 images/s, loss=0.8929, top1-acc=73.26%, top5-acc=94.55%, remaining_time=0:00:17.921088, arrival_time=2021-04-10 02:50:46.666090, cost_time=0:00:18.667778 2021-04-10 02:50:30,593 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.48ms, fps=1385 images/s, loss=0.8993, top1-acc=73.10%, top5-acc=94.45%, remaining_time=0:00:16.040290, arrival_time=2021-04-10 02:50:46.634132, cost_time=0:00:20.516608 2021-04-10 02:50:32,444 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.52ms, fps=1384 images/s, loss=0.9017, top1-acc=73.05%, top5-acc=94.43%, remaining_time=0:00:14.166020, arrival_time=2021-04-10 02:50:46.610601, cost_time=0:00:22.367358 2021-04-10 02:50:34,315 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.56ms, fps=1369 images/s, loss=0.9049, top1-acc=72.96%, top5-acc=94.39%, remaining_time=0:00:12.305502, arrival_time=2021-04-10 02:50:46.620976, cost_time=0:00:24.238168 2021-04-10 02:50:36,184 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.53ms, fps=1370 images/s, loss=0.9087, top1-acc=72.93%, top5-acc=94.35%, remaining_time=0:00:10.442824, arrival_time=2021-04-10 02:50:46.627196, cost_time=0:00:26.107070 2021-04-10 02:50:38,029 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.74ms, fps=1388 images/s, loss=0.9137, top1-acc=72.81%, top5-acc=94.31%, remaining_time=0:00:08.572100, arrival_time=2021-04-10 02:50:46.601814, cost_time=0:00:27.952495 2021-04-10 02:50:39,886 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.45ms, fps=1379 images/s, loss=0.9130, top1-acc=72.84%, top5-acc=94.32%, remaining_time=0:00:06.707088, arrival_time=2021-04-10 02:50:46.593613, cost_time=0:00:29.809278 2021-04-10 02:50:41,730 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.83ms, fps=1389 images/s, loss=0.9189, top1-acc=72.66%, top5-acc=94.22%, remaining_time=0:00:04.841070, arrival_time=2021-04-10 02:50:46.571533, cost_time=0:00:31.653192 2021-04-10 02:50:43,592 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.71ms, fps=1375 images/s, loss=0.9230, top1-acc=72.51%, top5-acc=94.17%, remaining_time=0:00:02.979120, arrival_time=2021-04-10 02:50:46.571367, cost_time=0:00:33.515025 2021-04-10 02:50:45,435 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.25ms, fps=1389 images/s, loss=0.9239, top1-acc=72.48%, top5-acc=94.17%, remaining_time=0:00:01.116582, arrival_time=2021-04-10 02:50:46.552297, cost_time=0:00:35.358491 2021-04-10 02:50:46,436 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.28ms, fps=1359 images/s, loss=0.9258, top1-acc=72.46%, top5-acc=94.17%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:46.436878, cost_time=0:00:36.359525 2021-04-10 02:50:46,868 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=3.16ms, fps=5952 images/s, loss=1.9846, top1-acc=53.63%, top5-acc=81.48%, remaining_time=0:00:01.290180, arrival_time=2021-04-10 02:50:48.158925, cost_time=0:00:00.430063 2021-04-10 02:50:47,225 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.71ms, fps=7185 images/s, loss=1.9521, top1-acc=53.98%, top5-acc=82.11%, remaining_time=0:00:00.786780, arrival_time=2021-04-10 02:50:48.012192, cost_time=0:00:00.786782 2021-04-10 02:50:47,583 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.43ms, fps=7149 images/s, loss=1.9809, top1-acc=53.39%, top5-acc=81.80%, remaining_time=0:00:00.381740, arrival_time=2021-04-10 02:50:47.965589, cost_time=0:00:01.145223 2021-04-10 02:50:47,924 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.07ms, fps=6822 images/s, loss=1.9575, top1-acc=53.52%, top5-acc=81.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:47.924280, cost_time=0:00:01.485670 2021-04-10 02:50:48,018 INFO : Epoch=0064 complete, best val top1-acc=58.88%, top5-acc=86.47% (epoch=62), remaining_time=1:26:23.835976, arrival_time=2021-04-10 04:17:11.854657, cost_time=0:40:39.452245 2021-04-10 02:50:48,020 INFO : Train start, epoch=0065, lr=0.076791 2021-04-10 02:50:50,068 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.44ms, fps=1250 images/s, loss=0.9138, top1-acc=72.70%, top5-acc=94.65%, remaining_time=0:00:38.101728, arrival_time=2021-04-10 02:51:28.170448, cost_time=0:00:02.048481 2021-04-10 02:50:51,922 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.44ms, fps=1381 images/s, loss=0.9126, top1-acc=72.77%, top5-acc=94.55%, remaining_time=0:00:34.341824, arrival_time=2021-04-10 02:51:26.264498, cost_time=0:00:03.902485 2021-04-10 02:50:53,762 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.37ms, fps=1392 images/s, loss=0.8803, top1-acc=73.87%, top5-acc=94.66%, remaining_time=0:00:31.770740, arrival_time=2021-04-10 02:51:25.532728, cost_time=0:00:05.741691 2021-04-10 02:50:55,610 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.33ms, fps=1386 images/s, loss=0.8881, top1-acc=73.48%, top5-acc=94.55%, remaining_time=0:00:29.601000, arrival_time=2021-04-10 02:51:25.211197, cost_time=0:00:07.590001 2021-04-10 02:50:57,468 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.54ms, fps=1378 images/s, loss=0.8880, top1-acc=73.33%, top5-acc=94.52%, remaining_time=0:00:27.588452, arrival_time=2021-04-10 02:51:25.056730, cost_time=0:00:09.448097 2021-04-10 02:50:59,315 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.84ms, fps=1387 images/s, loss=0.8855, top1-acc=73.49%, top5-acc=94.58%, remaining_time=0:00:25.600912, arrival_time=2021-04-10 02:51:24.915811, cost_time=0:00:11.294541 2021-04-10 02:51:01,174 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.61ms, fps=1377 images/s, loss=0.8849, top1-acc=73.52%, top5-acc=94.54%, remaining_time=0:00:23.678046, arrival_time=2021-04-10 02:51:24.852724, cost_time=0:00:13.154446 2021-04-10 02:51:03,019 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.53ms, fps=1388 images/s, loss=0.8823, top1-acc=73.62%, top5-acc=94.54%, remaining_time=0:00:21.749304, arrival_time=2021-04-10 02:51:24.768983, cost_time=0:00:14.999488 2021-04-10 02:51:04,876 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.52ms, fps=1379 images/s, loss=0.8864, top1-acc=73.47%, top5-acc=94.51%, remaining_time=0:00:19.852528, arrival_time=2021-04-10 02:51:24.728643, cost_time=0:00:16.855884 2021-04-10 02:51:06,722 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.49ms, fps=1387 images/s, loss=0.8883, top1-acc=73.49%, top5-acc=94.49%, remaining_time=0:00:17.953632, arrival_time=2021-04-10 02:51:24.675583, cost_time=0:00:18.701727 2021-04-10 02:51:08,563 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.40ms, fps=1391 images/s, loss=0.8888, top1-acc=73.44%, top5-acc=94.54%, remaining_time=0:00:16.061016, arrival_time=2021-04-10 02:51:24.624391, cost_time=0:00:20.543155 2021-04-10 02:51:10,414 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.51ms, fps=1384 images/s, loss=0.8891, top1-acc=73.34%, top5-acc=94.56%, remaining_time=0:00:14.182740, arrival_time=2021-04-10 02:51:24.596729, cost_time=0:00:22.393799 2021-04-10 02:51:12,297 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.45ms, fps=1359 images/s, loss=0.8914, top1-acc=73.27%, top5-acc=94.50%, remaining_time=0:00:12.325368, arrival_time=2021-04-10 02:51:24.622845, cost_time=0:00:24.277289 2021-04-10 02:51:14,146 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.33ms, fps=1385 images/s, loss=0.8978, top1-acc=73.11%, top5-acc=94.53%, remaining_time=0:00:10.450496, arrival_time=2021-04-10 02:51:24.596989, cost_time=0:00:26.126236 2021-04-10 02:51:15,996 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.78ms, fps=1384 images/s, loss=0.9011, top1-acc=73.03%, top5-acc=94.49%, remaining_time=0:00:08.579414, arrival_time=2021-04-10 02:51:24.576036, cost_time=0:00:27.976387 2021-04-10 02:51:17,846 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.50ms, fps=1384 images/s, loss=0.9064, top1-acc=72.86%, top5-acc=94.42%, remaining_time=0:00:06.710904, arrival_time=2021-04-10 02:51:24.557365, cost_time=0:00:29.826283 2021-04-10 02:51:19,700 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.41ms, fps=1381 images/s, loss=0.9084, top1-acc=72.82%, top5-acc=94.40%, remaining_time=0:00:04.845256, arrival_time=2021-04-10 02:51:24.545909, cost_time=0:00:31.680466 2021-04-10 02:51:21,551 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.43ms, fps=1384 images/s, loss=0.9110, top1-acc=72.71%, top5-acc=94.34%, remaining_time=0:00:02.980560, arrival_time=2021-04-10 02:51:24.531972, cost_time=0:00:33.531233 2021-04-10 02:51:23,393 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.63ms, fps=1390 images/s, loss=0.9113, top1-acc=72.71%, top5-acc=94.31%, remaining_time=0:00:01.117038, arrival_time=2021-04-10 02:51:24.510225, cost_time=0:00:35.372964 2021-04-10 02:51:24,384 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.32ms, fps=1372 images/s, loss=0.9126, top1-acc=72.70%, top5-acc=94.29%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:24.384745, cost_time=0:00:36.364530 2021-04-10 02:51:24,829 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=3.84ms, fps=5789 images/s, loss=2.0189, top1-acc=51.64%, top5-acc=80.16%, remaining_time=0:00:01.326600, arrival_time=2021-04-10 02:51:26.155866, cost_time=0:00:00.442195 2021-04-10 02:51:25,184 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.79ms, fps=7216 images/s, loss=2.0217, top1-acc=51.05%, top5-acc=80.39%, remaining_time=0:00:00.797300, arrival_time=2021-04-10 02:51:25.981739, cost_time=0:00:00.797299 2021-04-10 02:51:25,539 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.49ms, fps=7214 images/s, loss=2.0116, top1-acc=51.22%, top5-acc=80.64%, remaining_time=0:00:00.384240, arrival_time=2021-04-10 02:51:25.924061, cost_time=0:00:01.152727 2021-04-10 02:51:25,874 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.06ms, fps=6946 images/s, loss=2.0231, top1-acc=51.20%, top5-acc=80.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:25.874250, cost_time=0:00:01.487191 2021-04-10 02:51:25,962 INFO : Epoch=0065 complete, best val top1-acc=58.88%, top5-acc=86.47% (epoch=62), remaining_time=1:25:45.361515, arrival_time=2021-04-10 04:17:11.324228, cost_time=0:41:17.396284 2021-04-10 02:51:25,963 INFO : Train start, epoch=0066, lr=0.076125 2021-04-10 02:51:27,992 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=0.44ms, fps=1262 images/s, loss=0.9294, top1-acc=72.46%, top5-acc=94.14%, remaining_time=0:00:37.721916, arrival_time=2021-04-10 02:52:05.713888, cost_time=0:00:02.028056 2021-04-10 02:51:29,846 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.42ms, fps=1381 images/s, loss=0.9191, top1-acc=72.30%, top5-acc=94.39%, remaining_time=0:00:34.168112, arrival_time=2021-04-10 02:52:04.014735, cost_time=0:00:03.882732 2021-04-10 02:51:31,704 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=2.34ms, fps=1378 images/s, loss=0.9163, top1-acc=72.12%, top5-acc=94.52%, remaining_time=0:00:31.766922, arrival_time=2021-04-10 02:52:03.471811, cost_time=0:00:05.741002 2021-04-10 02:51:33,554 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.46ms, fps=1385 images/s, loss=0.9080, top1-acc=72.47%, top5-acc=94.66%, remaining_time=0:00:29.602560, arrival_time=2021-04-10 02:52:03.156882, cost_time=0:00:07.590389 2021-04-10 02:51:35,401 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.66ms, fps=1386 images/s, loss=0.9017, top1-acc=72.90%, top5-acc=94.64%, remaining_time=0:00:27.558814, arrival_time=2021-04-10 02:52:02.960624, cost_time=0:00:09.437927 2021-04-10 02:51:37,255 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.43ms, fps=1381 images/s, loss=0.8938, top1-acc=73.18%, top5-acc=94.72%, remaining_time=0:00:25.594656, arrival_time=2021-04-10 02:52:02.850315, cost_time=0:00:11.291730 2021-04-10 02:51:39,097 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.39ms, fps=1391 images/s, loss=0.8935, top1-acc=73.19%, top5-acc=94.67%, remaining_time=0:00:23.639868, arrival_time=2021-04-10 02:52:02.736988, cost_time=0:00:13.133231 2021-04-10 02:51:40,938 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.91ms, fps=1391 images/s, loss=0.8913, top1-acc=73.19%, top5-acc=94.73%, remaining_time=0:00:21.712300, arrival_time=2021-04-10 02:52:02.650251, cost_time=0:00:14.974020 2021-04-10 02:51:42,786 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=0.8908, top1-acc=73.20%, top5-acc=94.70%, remaining_time=0:00:19.813414, arrival_time=2021-04-10 02:52:02.600062, cost_time=0:00:16.822700 2021-04-10 02:51:44,642 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.83ms, fps=1380 images/s, loss=0.8895, top1-acc=73.22%, top5-acc=94.68%, remaining_time=0:00:17.931072, arrival_time=2021-04-10 02:52:02.573135, cost_time=0:00:18.678188 2021-04-10 02:51:46,487 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.8935, top1-acc=73.03%, top5-acc=94.67%, remaining_time=0:00:16.045794, arrival_time=2021-04-10 02:52:02.533417, cost_time=0:00:20.523685 2021-04-10 02:51:48,336 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.95ms, fps=1385 images/s, loss=0.8933, top1-acc=73.14%, top5-acc=94.71%, remaining_time=0:00:14.169592, arrival_time=2021-04-10 02:52:02.506478, cost_time=0:00:22.372983 2021-04-10 02:51:50,185 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.39ms, fps=1385 images/s, loss=0.8955, top1-acc=73.05%, top5-acc=94.66%, remaining_time=0:00:12.297186, arrival_time=2021-04-10 02:52:02.482802, cost_time=0:00:24.221740 2021-04-10 02:51:52,033 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.40ms, fps=1386 images/s, loss=0.8965, top1-acc=73.07%, top5-acc=94.67%, remaining_time=0:00:10.427816, arrival_time=2021-04-10 02:52:02.461250, cost_time=0:00:26.069568 2021-04-10 02:51:53,884 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.56ms, fps=1383 images/s, loss=0.8970, top1-acc=73.01%, top5-acc=94.62%, remaining_time=0:00:08.562256, arrival_time=2021-04-10 02:52:02.446485, cost_time=0:00:27.920354 2021-04-10 02:51:55,742 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.46ms, fps=1378 images/s, loss=0.9019, top1-acc=72.85%, top5-acc=94.57%, remaining_time=0:00:06.700104, arrival_time=2021-04-10 02:52:02.442222, cost_time=0:00:29.778243 2021-04-10 02:51:57,581 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=2.17ms, fps=1392 images/s, loss=0.9013, top1-acc=72.86%, top5-acc=94.53%, remaining_time=0:00:04.835610, arrival_time=2021-04-10 02:52:02.417095, cost_time=0:00:31.617457 2021-04-10 02:51:59,444 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.39ms, fps=1375 images/s, loss=0.9034, top1-acc=72.83%, top5-acc=94.50%, remaining_time=0:00:02.976016, arrival_time=2021-04-10 02:52:02.420232, cost_time=0:00:33.480259 2021-04-10 02:52:01,308 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.36ms, fps=1374 images/s, loss=0.9074, top1-acc=72.77%, top5-acc=94.44%, remaining_time=0:00:01.116150, arrival_time=2021-04-10 02:52:02.424781, cost_time=0:00:35.344728 2021-04-10 02:52:02,317 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.63ms, fps=1349 images/s, loss=0.9101, top1-acc=72.72%, top5-acc=94.41%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:02.317150, cost_time=0:00:36.353278 2021-04-10 02:52:02,771 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=3.64ms, fps=5654 images/s, loss=1.8352, top1-acc=54.84%, top5-acc=83.12%, remaining_time=0:00:01.358190, arrival_time=2021-04-10 02:52:04.129692, cost_time=0:00:00.452730 2021-04-10 02:52:03,127 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.37ms, fps=7209 images/s, loss=1.8245, top1-acc=54.88%, top5-acc=83.12%, remaining_time=0:00:00.808280, arrival_time=2021-04-10 02:52:03.935340, cost_time=0:00:00.808281 2021-04-10 02:52:03,488 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=2.09ms, fps=7094 images/s, loss=1.8136, top1-acc=55.55%, top5-acc=83.54%, remaining_time=0:00:00.389920, arrival_time=2021-04-10 02:52:03.878392, cost_time=0:00:01.169767 2021-04-10 02:52:03,835 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.10ms, fps=6687 images/s, loss=1.8104, top1-acc=55.28%, top5-acc=83.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:03.835828, cost_time=0:00:01.517087 2021-04-10 02:52:03,930 INFO : Epoch=0066 complete, best val top1-acc=58.88%, top5-acc=86.47% (epoch=62), remaining_time=1:25:06.951988, arrival_time=2021-04-10 04:17:10.882902, cost_time=0:41:55.364440 2021-04-10 02:52:03,932 INFO : Train start, epoch=0067, lr=0.075452 2021-04-10 02:52:06,041 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=0.24ms, fps=1214 images/s, loss=0.9039, top1-acc=72.11%, top5-acc=94.53%, remaining_time=0:00:39.224610, arrival_time=2021-04-10 02:52:45.266371, cost_time=0:00:02.108850 2021-04-10 02:52:07,885 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.43ms, fps=1389 images/s, loss=0.8690, top1-acc=73.50%, top5-acc=94.69%, remaining_time=0:00:34.779360, arrival_time=2021-04-10 02:52:42.664470, cost_time=0:00:03.952201 2021-04-10 02:52:09,733 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.55ms, fps=1385 images/s, loss=0.8754, top1-acc=73.40%, top5-acc=94.78%, remaining_time=0:00:32.098258, arrival_time=2021-04-10 02:52:41.832047, cost_time=0:00:05.800885 2021-04-10 02:52:11,575 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.47ms, fps=1390 images/s, loss=0.8670, top1-acc=73.45%, top5-acc=94.97%, remaining_time=0:00:29.805204, arrival_time=2021-04-10 02:52:41.380724, cost_time=0:00:07.642342 2021-04-10 02:52:13,427 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.43ms, fps=1383 images/s, loss=0.8668, top1-acc=73.51%, top5-acc=94.95%, remaining_time=0:00:27.722918, arrival_time=2021-04-10 02:52:41.150013, cost_time=0:00:09.494135 2021-04-10 02:52:15,283 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.55ms, fps=1379 images/s, loss=0.8725, top1-acc=73.52%, top5-acc=94.86%, remaining_time=0:00:25.728344, arrival_time=2021-04-10 02:52:41.012008, cost_time=0:00:11.350735 2021-04-10 02:52:17,135 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.36ms, fps=1382 images/s, loss=0.8673, top1-acc=73.57%, top5-acc=94.91%, remaining_time=0:00:23.765490, arrival_time=2021-04-10 02:52:40.901420, cost_time=0:00:13.203021 2021-04-10 02:52:18,987 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.37ms, fps=1383 images/s, loss=0.8713, top1-acc=73.56%, top5-acc=94.83%, remaining_time=0:00:21.829344, arrival_time=2021-04-10 02:52:40.816929, cost_time=0:00:15.054681 2021-04-10 02:52:20,834 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.43ms, fps=1386 images/s, loss=0.8812, top1-acc=73.29%, top5-acc=94.71%, remaining_time=0:00:19.906270, arrival_time=2021-04-10 02:52:40.740738, cost_time=0:00:16.901519 2021-04-10 02:52:22,681 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.95ms, fps=1387 images/s, loss=0.8814, top1-acc=73.40%, top5-acc=94.74%, remaining_time=0:00:17.998176, arrival_time=2021-04-10 02:52:40.679237, cost_time=0:00:18.748109 2021-04-10 02:52:24,524 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.94ms, fps=1389 images/s, loss=0.8862, top1-acc=73.36%, top5-acc=94.71%, remaining_time=0:00:16.099114, arrival_time=2021-04-10 02:52:40.623930, cost_time=0:00:20.591851 2021-04-10 02:52:26,374 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.42ms, fps=1384 images/s, loss=0.8908, top1-acc=73.24%, top5-acc=94.62%, remaining_time=0:00:14.213140, arrival_time=2021-04-10 02:52:40.587908, cost_time=0:00:22.441790 2021-04-10 02:52:28,221 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.49ms, fps=1386 images/s, loss=0.8934, top1-acc=73.16%, top5-acc=94.58%, remaining_time=0:00:12.331308, arrival_time=2021-04-10 02:52:40.553186, cost_time=0:00:24.288913 2021-04-10 02:52:30,074 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.46ms, fps=1383 images/s, loss=0.8969, top1-acc=73.05%, top5-acc=94.54%, remaining_time=0:00:10.456488, arrival_time=2021-04-10 02:52:40.530589, cost_time=0:00:26.141174 2021-04-10 02:52:31,910 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.85ms, fps=1394 images/s, loss=0.8988, top1-acc=72.95%, top5-acc=94.53%, remaining_time=0:00:08.579782, arrival_time=2021-04-10 02:52:40.490243, cost_time=0:00:27.977545 2021-04-10 02:52:33,755 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.43ms, fps=1388 images/s, loss=0.9015, top1-acc=72.89%, top5-acc=94.47%, remaining_time=0:00:06.710148, arrival_time=2021-04-10 02:52:40.466009, cost_time=0:00:29.822947 2021-04-10 02:52:35,610 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.80ms, fps=1381 images/s, loss=0.9031, top1-acc=72.84%, top5-acc=94.44%, remaining_time=0:00:04.844710, arrival_time=2021-04-10 02:52:40.454692, cost_time=0:00:31.677016 2021-04-10 02:52:37,470 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=2.15ms, fps=1377 images/s, loss=0.9039, top1-acc=72.80%, top5-acc=94.45%, remaining_time=0:00:02.981072, arrival_time=2021-04-10 02:52:40.451294, cost_time=0:00:33.536982 2021-04-10 02:52:39,319 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.49ms, fps=1385 images/s, loss=0.9067, top1-acc=72.71%, top5-acc=94.44%, remaining_time=0:00:01.117470, arrival_time=2021-04-10 02:52:40.437141, cost_time=0:00:35.386604 2021-04-10 02:52:40,320 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.23ms, fps=1360 images/s, loss=0.9085, top1-acc=72.67%, top5-acc=94.42%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:40.320710, cost_time=0:00:36.387795 2021-04-10 02:52:40,777 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=2.82ms, fps=5622 images/s, loss=1.8557, top1-acc=54.06%, top5-acc=82.89%, remaining_time=0:00:01.366080, arrival_time=2021-04-10 02:52:42.143717, cost_time=0:00:00.455363 2021-04-10 02:52:41,135 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.44ms, fps=7154 images/s, loss=1.8922, top1-acc=53.75%, top5-acc=81.89%, remaining_time=0:00:00.813560, arrival_time=2021-04-10 02:52:41.949389, cost_time=0:00:00.813555 2021-04-10 02:52:41,496 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.43ms, fps=7107 images/s, loss=1.9146, top1-acc=53.53%, top5-acc=81.78%, remaining_time=0:00:00.391370, arrival_time=2021-04-10 02:52:41.887776, cost_time=0:00:01.174097 2021-04-10 02:52:41,829 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.05ms, fps=6970 images/s, loss=1.9171, top1-acc=53.44%, top5-acc=82.09%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:41.829716, cost_time=0:00:01.507479 2021-04-10 02:52:41,920 INFO : Epoch=0067 complete, best val top1-acc=58.88%, top5-acc=86.47% (epoch=62), remaining_time=1:24:28.598878, arrival_time=2021-04-10 04:17:10.519636, cost_time=0:42:33.354334 2021-04-10 02:52:41,921 INFO : Train start, epoch=0068, lr=0.074773 2021-04-10 02:52:43,970 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.33ms, fps=1250 images/s, loss=0.9204, top1-acc=72.62%, top5-acc=94.53%, remaining_time=0:00:38.093358, arrival_time=2021-04-10 02:53:22.063352, cost_time=0:00:02.048027 2021-04-10 02:52:45,822 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=3.72ms, fps=1382 images/s, loss=0.9088, top1-acc=72.81%, top5-acc=94.51%, remaining_time=0:00:34.324400, arrival_time=2021-04-10 02:53:20.146792, cost_time=0:00:03.900498 2021-04-10 02:52:47,667 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.65ms, fps=1388 images/s, loss=0.9088, top1-acc=72.79%, top5-acc=94.56%, remaining_time=0:00:31.793150, arrival_time=2021-04-10 02:53:19.460834, cost_time=0:00:05.745741 2021-04-10 02:52:49,532 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=2.03ms, fps=1373 images/s, loss=0.9071, top1-acc=72.89%, top5-acc=94.59%, remaining_time=0:00:29.681808, arrival_time=2021-04-10 02:53:19.214512, cost_time=0:00:07.610716 2021-04-10 02:52:51,384 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=2.25ms, fps=1383 images/s, loss=0.8961, top1-acc=73.20%, top5-acc=94.64%, remaining_time=0:00:27.630646, arrival_time=2021-04-10 02:53:19.015113, cost_time=0:00:09.462564 2021-04-10 02:52:53,235 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.35ms, fps=1383 images/s, loss=0.8915, top1-acc=73.34%, top5-acc=94.72%, remaining_time=0:00:25.643752, arrival_time=2021-04-10 02:53:18.879101, cost_time=0:00:11.313444 2021-04-10 02:52:55,082 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.84ms, fps=1386 images/s, loss=0.8876, top1-acc=73.47%, top5-acc=94.77%, remaining_time=0:00:23.689890, arrival_time=2021-04-10 02:53:18.772805, cost_time=0:00:13.161019 2021-04-10 02:52:56,919 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.73ms, fps=1394 images/s, loss=0.8901, top1-acc=73.35%, top5-acc=94.78%, remaining_time=0:00:21.745940, arrival_time=2021-04-10 02:53:18.665100, cost_time=0:00:14.997223 2021-04-10 02:52:58,773 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.33ms, fps=1381 images/s, loss=0.8879, top1-acc=73.29%, top5-acc=94.85%, remaining_time=0:00:19.847228, arrival_time=2021-04-10 02:53:18.620627, cost_time=0:00:16.851460 2021-04-10 02:53:00,622 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.45ms, fps=1385 images/s, loss=0.8935, top1-acc=73.22%, top5-acc=94.75%, remaining_time=0:00:17.952672, arrival_time=2021-04-10 02:53:18.575286, cost_time=0:00:18.700732 2021-04-10 02:53:02,471 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.96ms, fps=1385 images/s, loss=0.8935, top1-acc=73.17%, top5-acc=94.76%, remaining_time=0:00:16.065574, arrival_time=2021-04-10 02:53:18.536488, cost_time=0:00:20.548954 2021-04-10 02:53:04,316 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.58ms, fps=1387 images/s, loss=0.8974, top1-acc=73.11%, top5-acc=94.67%, remaining_time=0:00:14.183348, arrival_time=2021-04-10 02:53:18.500003, cost_time=0:00:22.394713 2021-04-10 02:53:06,172 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.91ms, fps=1380 images/s, loss=0.9027, top1-acc=72.98%, top5-acc=94.59%, remaining_time=0:00:12.312036, arrival_time=2021-04-10 02:53:18.484879, cost_time=0:00:24.250951 2021-04-10 02:53:08,017 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.51ms, fps=1388 images/s, loss=0.9045, top1-acc=72.96%, top5-acc=94.55%, remaining_time=0:00:10.438288, arrival_time=2021-04-10 02:53:18.455842, cost_time=0:00:26.095655 2021-04-10 02:53:09,897 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.79ms, fps=1363 images/s, loss=0.9048, top1-acc=72.97%, top5-acc=94.51%, remaining_time=0:00:08.578954, arrival_time=2021-04-10 02:53:18.475925, cost_time=0:00:27.974847 2021-04-10 02:53:11,745 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.39ms, fps=1385 images/s, loss=0.9059, top1-acc=72.96%, top5-acc=94.44%, remaining_time=0:00:06.710328, arrival_time=2021-04-10 02:53:18.456154, cost_time=0:00:29.823742 2021-04-10 02:53:13,590 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.55ms, fps=1388 images/s, loss=0.9076, top1-acc=72.90%, top5-acc=94.40%, remaining_time=0:00:04.843462, arrival_time=2021-04-10 02:53:18.434162, cost_time=0:00:31.668747 2021-04-10 02:53:15,455 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.54ms, fps=1374 images/s, loss=0.9093, top1-acc=72.88%, top5-acc=94.39%, remaining_time=0:00:02.980704, arrival_time=2021-04-10 02:53:18.435702, cost_time=0:00:33.532999 2021-04-10 02:53:17,302 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.72ms, fps=1386 images/s, loss=0.9087, top1-acc=72.88%, top5-acc=94.37%, remaining_time=0:00:01.117290, arrival_time=2021-04-10 02:53:18.420147, cost_time=0:00:35.380877 2021-04-10 02:53:18,296 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.28ms, fps=1370 images/s, loss=0.9082, top1-acc=72.87%, top5-acc=94.37%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:18.296371, cost_time=0:00:36.374484 2021-04-10 02:53:18,735 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.23ms, fps=5844 images/s, loss=1.7240, top1-acc=56.09%, top5-acc=84.92%, remaining_time=0:00:01.314120, arrival_time=2021-04-10 02:53:20.050061, cost_time=0:00:00.438042 2021-04-10 02:53:19,087 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.26ms, fps=7288 images/s, loss=1.6983, top1-acc=56.78%, top5-acc=85.31%, remaining_time=0:00:00.789680, arrival_time=2021-04-10 02:53:19.877249, cost_time=0:00:00.789679 2021-04-10 02:53:19,439 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.28ms, fps=7279 images/s, loss=1.7260, top1-acc=56.20%, top5-acc=84.77%, remaining_time=0:00:00.380560, arrival_time=2021-04-10 02:53:19.820140, cost_time=0:00:01.141692 2021-04-10 02:53:19,773 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.10ms, fps=6953 images/s, loss=1.7334, top1-acc=55.89%, top5-acc=84.47%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:19.773593, cost_time=0:00:01.475692 2021-04-10 02:53:19,845 INFO : Epoch=0068 complete, best val top1-acc=58.88%, top5-acc=86.47% (epoch=62), remaining_time=1:23:50.128884, arrival_time=2021-04-10 04:17:09.973831, cost_time=0:43:11.278505 2021-04-10 02:53:19,846 INFO : Train start, epoch=0069, lr=0.074088 2021-04-10 02:53:21,892 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.50ms, fps=1251 images/s, loss=0.8322, top1-acc=74.96%, top5-acc=95.43%, remaining_time=0:00:38.058576, arrival_time=2021-04-10 02:53:59.950920, cost_time=0:00:02.046159 2021-04-10 02:53:23,741 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.38ms, fps=1385 images/s, loss=0.8502, top1-acc=74.28%, top5-acc=95.00%, remaining_time=0:00:34.275472, arrival_time=2021-04-10 02:53:58.016613, cost_time=0:00:03.894939 2021-04-10 02:53:25,594 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.33ms, fps=1382 images/s, loss=0.8500, top1-acc=74.39%, top5-acc=94.84%, remaining_time=0:00:31.807758, arrival_time=2021-04-10 02:53:57.402331, cost_time=0:00:05.748392 2021-04-10 02:53:27,446 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.40ms, fps=1383 images/s, loss=0.8395, top1-acc=74.53%, top5-acc=94.97%, remaining_time=0:00:29.641560, arrival_time=2021-04-10 02:53:57.088089, cost_time=0:00:07.600396 2021-04-10 02:53:29,296 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.50ms, fps=1384 images/s, loss=0.8456, top1-acc=74.20%, top5-acc=94.90%, remaining_time=0:00:27.593854, arrival_time=2021-04-10 02:53:56.889996, cost_time=0:00:09.449934 2021-04-10 02:53:31,149 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.29ms, fps=1382 images/s, loss=0.8517, top1-acc=74.17%, top5-acc=94.89%, remaining_time=0:00:25.620360, arrival_time=2021-04-10 02:53:56.769585, cost_time=0:00:11.303080 2021-04-10 02:53:32,990 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.61ms, fps=1390 images/s, loss=0.8598, top1-acc=74.00%, top5-acc=94.76%, remaining_time=0:00:23.660280, arrival_time=2021-04-10 02:53:56.651026, cost_time=0:00:13.144617 2021-04-10 02:53:34,841 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.78ms, fps=1383 images/s, loss=0.8573, top1-acc=74.12%, top5-acc=94.77%, remaining_time=0:00:21.743504, arrival_time=2021-04-10 02:53:56.585215, cost_time=0:00:14.995496 2021-04-10 02:53:36,691 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.67ms, fps=1384 images/s, loss=0.8640, top1-acc=73.91%, top5-acc=94.70%, remaining_time=0:00:19.840338, arrival_time=2021-04-10 02:53:56.532092, cost_time=0:00:16.845535 2021-04-10 02:53:38,539 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.37ms, fps=1386 images/s, loss=0.8642, top1-acc=73.89%, top5-acc=94.77%, remaining_time=0:00:17.945472, arrival_time=2021-04-10 02:53:56.484812, cost_time=0:00:18.693214 2021-04-10 02:53:40,385 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.44ms, fps=1387 images/s, loss=0.8679, top1-acc=73.82%, top5-acc=94.72%, remaining_time=0:00:16.057920, arrival_time=2021-04-10 02:53:56.443314, cost_time=0:00:20.539174 2021-04-10 02:53:42,243 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.34ms, fps=1378 images/s, loss=0.8708, top1-acc=73.77%, top5-acc=94.73%, remaining_time=0:00:14.184868, arrival_time=2021-04-10 02:53:56.428138, cost_time=0:00:22.397138 2021-04-10 02:53:44,088 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.56ms, fps=1388 images/s, loss=0.8731, top1-acc=73.68%, top5-acc=94.71%, remaining_time=0:00:12.307482, arrival_time=2021-04-10 02:53:56.395663, cost_time=0:00:24.242007 2021-04-10 02:53:45,937 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.36ms, fps=1385 images/s, loss=0.8795, top1-acc=73.53%, top5-acc=94.64%, remaining_time=0:00:10.436608, arrival_time=2021-04-10 02:53:56.374372, cost_time=0:00:26.091483 2021-04-10 02:53:47,788 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.57ms, fps=1384 images/s, loss=0.8807, top1-acc=73.52%, top5-acc=94.66%, remaining_time=0:00:08.569064, arrival_time=2021-04-10 02:53:56.357831, cost_time=0:00:27.942618 2021-04-10 02:53:49,633 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.94ms, fps=1388 images/s, loss=0.8817, top1-acc=73.52%, top5-acc=94.66%, remaining_time=0:00:06.702192, arrival_time=2021-04-10 02:53:56.335900, cost_time=0:00:29.787575 2021-04-10 02:53:51,479 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.50ms, fps=1387 images/s, loss=0.8856, top1-acc=73.41%, top5-acc=94.60%, remaining_time=0:00:04.838002, arrival_time=2021-04-10 02:53:56.317246, cost_time=0:00:31.633041 2021-04-10 02:53:53,333 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=2.21ms, fps=1381 images/s, loss=0.8868, top1-acc=73.35%, top5-acc=94.59%, remaining_time=0:00:02.976688, arrival_time=2021-04-10 02:53:56.310564, cost_time=0:00:33.487689 2021-04-10 02:53:55,185 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.23ms, fps=1383 images/s, loss=0.8906, top1-acc=73.25%, top5-acc=94.56%, remaining_time=0:00:01.115988, arrival_time=2021-04-10 02:53:56.301780, cost_time=0:00:35.339675 2021-04-10 02:53:56,180 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.22ms, fps=1369 images/s, loss=0.8920, top1-acc=73.21%, top5-acc=94.54%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:56.179976, cost_time=0:00:36.333813 2021-04-10 02:53:56,662 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.43ms, fps=5332 images/s, loss=1.7997, top1-acc=55.00%, top5-acc=83.87%, remaining_time=0:00:01.440300, arrival_time=2021-04-10 02:53:58.102442, cost_time=0:00:00.480105 2021-04-10 02:53:57,022 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.83ms, fps=7110 images/s, loss=1.8489, top1-acc=54.32%, top5-acc=83.05%, remaining_time=0:00:00.840500, arrival_time=2021-04-10 02:53:57.863075, cost_time=0:00:00.840495 2021-04-10 02:53:57,383 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.65ms, fps=7109 images/s, loss=1.8175, top1-acc=54.44%, top5-acc=83.61%, remaining_time=0:00:00.400360, arrival_time=2021-04-10 02:53:57.783492, cost_time=0:00:01.201090 2021-04-10 02:53:57,718 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.08ms, fps=6935 images/s, loss=1.8168, top1-acc=54.25%, top5-acc=83.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:57.718009, cost_time=0:00:01.535996 2021-04-10 02:53:57,821 INFO : Epoch=0069 complete, best val top1-acc=58.88%, top5-acc=86.47% (epoch=62), remaining_time=1:23:11.774519, arrival_time=2021-04-10 04:17:09.596272, cost_time=0:43:49.255295 2021-04-10 02:53:57,823 INFO : Train start, epoch=0070, lr=0.073396 2021-04-10 02:53:59,861 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.63ms, fps=1257 images/s, loss=0.8613, top1-acc=74.53%, top5-acc=95.12%, remaining_time=0:00:37.892106, arrival_time=2021-04-10 02:54:37.753039, cost_time=0:00:02.037213 2021-04-10 02:54:01,727 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.50ms, fps=1372 images/s, loss=0.8733, top1-acc=74.28%, top5-acc=94.79%, remaining_time=0:00:34.355552, arrival_time=2021-04-10 02:54:36.083316, cost_time=0:00:03.904043 2021-04-10 02:54:03,580 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.48ms, fps=1382 images/s, loss=0.8663, top1-acc=74.30%, top5-acc=94.82%, remaining_time=0:00:31.852246, arrival_time=2021-04-10 02:54:35.432358, cost_time=0:00:05.756425 2021-04-10 02:54:05,439 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.48ms, fps=1377 images/s, loss=0.8692, top1-acc=74.35%, top5-acc=94.81%, remaining_time=0:00:29.701152, arrival_time=2021-04-10 02:54:35.140545, cost_time=0:00:07.615660 2021-04-10 02:54:07,289 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.37ms, fps=1384 images/s, loss=0.8624, top1-acc=74.52%, top5-acc=94.84%, remaining_time=0:00:27.638968, arrival_time=2021-04-10 02:54:34.928003, cost_time=0:00:09.465390 2021-04-10 02:54:09,133 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.48ms, fps=1388 images/s, loss=0.8570, top1-acc=74.57%, top5-acc=94.89%, remaining_time=0:00:25.636136, arrival_time=2021-04-10 02:54:34.769894, cost_time=0:00:11.310079 2021-04-10 02:54:10,977 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.88ms, fps=1389 images/s, loss=0.8569, top1-acc=74.67%, top5-acc=94.91%, remaining_time=0:00:23.677164, arrival_time=2021-04-10 02:54:34.654846, cost_time=0:00:13.153953 2021-04-10 02:54:12,822 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.50ms, fps=1388 images/s, loss=0.8557, top1-acc=74.74%, top5-acc=94.90%, remaining_time=0:00:21.748608, arrival_time=2021-04-10 02:54:34.571262, cost_time=0:00:14.999000 2021-04-10 02:54:14,667 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.53ms, fps=1388 images/s, loss=0.8517, top1-acc=74.71%, top5-acc=94.92%, remaining_time=0:00:19.838748, arrival_time=2021-04-10 02:54:34.506628, cost_time=0:00:16.844261 2021-04-10 02:54:16,514 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.52ms, fps=1387 images/s, loss=0.8569, top1-acc=74.54%, top5-acc=94.85%, remaining_time=0:00:17.942976, arrival_time=2021-04-10 02:54:34.457298, cost_time=0:00:18.690640 2021-04-10 02:54:18,368 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.61ms, fps=1381 images/s, loss=0.8609, top1-acc=74.47%, top5-acc=94.83%, remaining_time=0:00:16.062650, arrival_time=2021-04-10 02:54:34.431510, cost_time=0:00:20.545216 2021-04-10 02:54:20,218 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.88ms, fps=1385 images/s, loss=0.8656, top1-acc=74.24%, top5-acc=94.81%, remaining_time=0:00:14.183196, arrival_time=2021-04-10 02:54:34.401348, cost_time=0:00:22.394509 2021-04-10 02:54:22,087 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=2.41ms, fps=1369 images/s, loss=0.8695, top1-acc=74.07%, top5-acc=94.73%, remaining_time=0:00:12.318768, arrival_time=2021-04-10 02:54:34.406654, cost_time=0:00:24.264254 2021-04-10 02:54:23,954 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.90ms, fps=1372 images/s, loss=0.8699, top1-acc=74.02%, top5-acc=94.76%, remaining_time=0:00:10.452120, arrival_time=2021-04-10 02:54:34.406181, cost_time=0:00:26.130341 2021-04-10 02:54:25,809 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=2.16ms, fps=1380 images/s, loss=0.8732, top1-acc=73.89%, top5-acc=94.73%, remaining_time=0:00:08.582450, arrival_time=2021-04-10 02:54:34.392357, cost_time=0:00:27.986268 2021-04-10 02:54:27,659 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.48ms, fps=1384 images/s, loss=0.8768, top1-acc=73.80%, top5-acc=94.65%, remaining_time=0:00:06.713028, arrival_time=2021-04-10 02:54:34.372427, cost_time=0:00:29.835740 2021-04-10 02:54:29,507 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.79ms, fps=1385 images/s, loss=0.8795, top1-acc=73.69%, top5-acc=94.63%, remaining_time=0:00:04.845828, arrival_time=2021-04-10 02:54:34.353763, cost_time=0:00:31.684298 2021-04-10 02:54:31,366 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=2.37ms, fps=1378 images/s, loss=0.8829, top1-acc=73.59%, top5-acc=94.60%, remaining_time=0:00:02.981600, arrival_time=2021-04-10 02:54:34.348267, cost_time=0:00:33.543027 2021-04-10 02:54:33,212 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.8851, top1-acc=73.58%, top5-acc=94.56%, remaining_time=0:00:01.117554, arrival_time=2021-04-10 02:54:34.330492, cost_time=0:00:35.389303 2021-04-10 02:54:34,203 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.29ms, fps=1374 images/s, loss=0.8884, top1-acc=73.48%, top5-acc=94.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:34.203255, cost_time=0:00:36.379624 2021-04-10 02:54:34,678 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=2.07ms, fps=5410 images/s, loss=1.8917, top1-acc=52.19%, top5-acc=81.68%, remaining_time=0:00:01.419600, arrival_time=2021-04-10 02:54:36.097738, cost_time=0:00:00.473202 2021-04-10 02:54:35,035 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.47ms, fps=7172 images/s, loss=1.8817, top1-acc=52.23%, top5-acc=81.86%, remaining_time=0:00:00.830900, arrival_time=2021-04-10 02:54:35.866615, cost_time=0:00:00.830895 2021-04-10 02:54:35,391 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.80ms, fps=7205 images/s, loss=1.8839, top1-acc=52.14%, top5-acc=81.82%, remaining_time=0:00:00.395520, arrival_time=2021-04-10 02:54:35.786931, cost_time=0:00:01.186565 2021-04-10 02:54:35,768 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.11ms, fps=6165 images/s, loss=1.8907, top1-acc=52.15%, top5-acc=81.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:35.768144, cost_time=0:00:01.563320 2021-04-10 02:54:35,872 INFO : Epoch=0070 complete, best val top1-acc=58.88%, top5-acc=86.47% (epoch=62), remaining_time=1:22:33.568490, arrival_time=2021-04-10 04:17:09.441022, cost_time=0:44:27.306096 2021-04-10 02:54:35,873 INFO : Train start, epoch=0071, lr=0.072700 2021-04-10 02:54:37,916 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.54ms, fps=1253 images/s, loss=0.8806, top1-acc=74.61%, top5-acc=95.00%, remaining_time=0:00:37.991244, arrival_time=2021-04-10 02:55:15.907464, cost_time=0:00:02.042536 2021-04-10 02:54:39,762 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.56ms, fps=1387 images/s, loss=0.8845, top1-acc=74.10%, top5-acc=94.98%, remaining_time=0:00:34.222496, arrival_time=2021-04-10 02:55:13.985151, cost_time=0:00:03.888911 2021-04-10 02:54:41,613 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.53ms, fps=1384 images/s, loss=0.8620, top1-acc=74.37%, top5-acc=95.25%, remaining_time=0:00:31.758788, arrival_time=2021-04-10 02:55:13.372083, cost_time=0:00:05.739536 2021-04-10 02:54:43,459 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.43ms, fps=1387 images/s, loss=0.8532, top1-acc=74.55%, top5-acc=95.44%, remaining_time=0:00:29.585556, arrival_time=2021-04-10 02:55:13.045279, cost_time=0:00:07.586034 2021-04-10 02:54:45,310 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=2.07ms, fps=1383 images/s, loss=0.8449, top1-acc=74.64%, top5-acc=95.47%, remaining_time=0:00:27.556624, arrival_time=2021-04-10 02:55:12.867517, cost_time=0:00:09.437213 2021-04-10 02:54:47,151 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.37ms, fps=1391 images/s, loss=0.8458, top1-acc=74.65%, top5-acc=95.52%, remaining_time=0:00:25.562560, arrival_time=2021-04-10 02:55:12.713873, cost_time=0:00:11.277585 2021-04-10 02:54:48,996 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.50ms, fps=1388 images/s, loss=0.8496, top1-acc=74.58%, top5-acc=95.43%, remaining_time=0:00:23.620716, arrival_time=2021-04-10 02:55:12.617109, cost_time=0:00:13.122635 2021-04-10 02:54:50,850 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.42ms, fps=1381 images/s, loss=0.8554, top1-acc=74.38%, top5-acc=95.28%, remaining_time=0:00:21.715896, arrival_time=2021-04-10 02:55:12.566107, cost_time=0:00:14.976517 2021-04-10 02:54:52,690 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.59ms, fps=1392 images/s, loss=0.8564, top1-acc=74.36%, top5-acc=95.32%, remaining_time=0:00:19.805994, arrival_time=2021-04-10 02:55:12.496055, cost_time=0:00:16.816392 2021-04-10 02:54:54,539 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.93ms, fps=1385 images/s, loss=0.8594, top1-acc=74.27%, top5-acc=95.23%, remaining_time=0:00:17.918688, arrival_time=2021-04-10 02:55:12.457708, cost_time=0:00:18.665340 2021-04-10 02:54:56,393 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.49ms, fps=1381 images/s, loss=0.8615, top1-acc=74.17%, top5-acc=95.19%, remaining_time=0:00:16.042612, arrival_time=2021-04-10 02:55:12.435957, cost_time=0:00:20.519618 2021-04-10 02:54:58,249 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.83ms, fps=1380 images/s, loss=0.8678, top1-acc=74.03%, top5-acc=95.11%, remaining_time=0:00:14.171188, arrival_time=2021-04-10 02:55:12.420403, cost_time=0:00:22.375539 2021-04-10 02:55:00,090 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.41ms, fps=1391 images/s, loss=0.8701, top1-acc=74.08%, top5-acc=95.02%, remaining_time=0:00:12.294480, arrival_time=2021-04-10 02:55:12.384540, cost_time=0:00:24.216341 2021-04-10 02:55:01,937 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.47ms, fps=1386 images/s, loss=0.8728, top1-acc=73.96%, top5-acc=94.98%, remaining_time=0:00:10.425464, arrival_time=2021-04-10 02:55:12.362878, cost_time=0:00:26.063672 2021-04-10 02:55:03,784 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.39ms, fps=1386 images/s, loss=0.8763, top1-acc=73.83%, top5-acc=94.91%, remaining_time=0:00:08.559404, arrival_time=2021-04-10 02:55:12.344209, cost_time=0:00:27.911098 2021-04-10 02:55:05,643 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=2.56ms, fps=1378 images/s, loss=0.8771, top1-acc=73.82%, top5-acc=94.88%, remaining_time=0:00:06.698232, arrival_time=2021-04-10 02:55:12.341953, cost_time=0:00:29.769978 2021-04-10 02:55:07,487 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.41ms, fps=1389 images/s, loss=0.8801, top1-acc=73.72%, top5-acc=94.86%, remaining_time=0:00:04.835038, arrival_time=2021-04-10 02:55:12.322384, cost_time=0:00:31.613671 2021-04-10 02:55:09,346 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=5.81ms, fps=1377 images/s, loss=0.8822, top1-acc=73.70%, top5-acc=94.84%, remaining_time=0:00:02.975328, arrival_time=2021-04-10 02:55:12.321615, cost_time=0:00:33.472516 2021-04-10 02:55:11,203 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.47ms, fps=1379 images/s, loss=0.8834, top1-acc=73.68%, top5-acc=94.81%, remaining_time=0:00:01.115670, arrival_time=2021-04-10 02:55:12.318957, cost_time=0:00:35.329615 2021-04-10 02:55:12,204 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.46ms, fps=1359 images/s, loss=0.8850, top1-acc=73.66%, top5-acc=94.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:12.204726, cost_time=0:00:36.330889 2021-04-10 02:55:12,654 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=0.44ms, fps=5714 images/s, loss=1.6296, top1-acc=58.55%, top5-acc=85.20%, remaining_time=0:00:01.344030, arrival_time=2021-04-10 02:55:13.998887, cost_time=0:00:00.448009 2021-04-10 02:55:13,022 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=0.56ms, fps=6974 images/s, loss=1.6429, top1-acc=58.24%, top5-acc=85.41%, remaining_time=0:00:00.815440, arrival_time=2021-04-10 02:55:13.837776, cost_time=0:00:00.815432 2021-04-10 02:55:13,384 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.66ms, fps=7071 images/s, loss=1.6489, top1-acc=58.09%, top5-acc=85.46%, remaining_time=0:00:00.392680, arrival_time=2021-04-10 02:55:13.777567, cost_time=0:00:01.178046 2021-04-10 02:55:13,719 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.11ms, fps=6942 images/s, loss=1.6733, top1-acc=57.66%, top5-acc=85.19%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:13.719546, cost_time=0:00:01.512635 2021-04-10 02:55:13,832 INFO : Epoch=0071 complete, best val top1-acc=58.88%, top5-acc=86.47% (epoch=62), remaining_time=1:21:55.201215, arrival_time=2021-04-10 04:17:09.033409, cost_time=0:45:05.265753 2021-04-10 02:55:13,833 INFO : Train start, epoch=0072, lr=0.071997 2021-04-10 02:55:15,873 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=3.13ms, fps=1255 images/s, loss=0.8840, top1-acc=73.20%, top5-acc=94.22%, remaining_time=0:00:37.941210, arrival_time=2021-04-10 02:55:53.814554, cost_time=0:00:02.039847 2021-04-10 02:55:17,722 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.45ms, fps=1385 images/s, loss=0.8702, top1-acc=73.63%, top5-acc=94.80%, remaining_time=0:00:34.220384, arrival_time=2021-04-10 02:55:51.942506, cost_time=0:00:03.888683 2021-04-10 02:55:19,577 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.47ms, fps=1380 images/s, loss=0.8616, top1-acc=73.85%, top5-acc=94.91%, remaining_time=0:00:31.780700, arrival_time=2021-04-10 02:55:51.357748, cost_time=0:00:05.743515 2021-04-10 02:55:21,442 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.61ms, fps=1373 images/s, loss=0.8470, top1-acc=74.37%, top5-acc=95.16%, remaining_time=0:00:29.676036, arrival_time=2021-04-10 02:55:51.118705, cost_time=0:00:07.609235 2021-04-10 02:55:23,291 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.47ms, fps=1385 images/s, loss=0.8520, top1-acc=74.37%, top5-acc=95.01%, remaining_time=0:00:27.616630, arrival_time=2021-04-10 02:55:50.907928, cost_time=0:00:09.457773 2021-04-10 02:55:25,164 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=2.05ms, fps=1367 images/s, loss=0.8548, top1-acc=74.14%, top5-acc=94.97%, remaining_time=0:00:25.684688, arrival_time=2021-04-10 02:55:50.849606, cost_time=0:00:11.331486 2021-04-10 02:55:27,015 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.55ms, fps=1383 images/s, loss=0.8557, top1-acc=74.08%, top5-acc=94.94%, remaining_time=0:00:23.728194, arrival_time=2021-04-10 02:55:50.743939, cost_time=0:00:13.182312 2021-04-10 02:55:28,862 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.37ms, fps=1386 images/s, loss=0.8506, top1-acc=74.31%, top5-acc=94.95%, remaining_time=0:00:21.792224, arrival_time=2021-04-10 02:55:50.654837, cost_time=0:00:15.029091 2021-04-10 02:55:30,721 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.59ms, fps=1378 images/s, loss=0.8517, top1-acc=74.24%, top5-acc=94.94%, remaining_time=0:00:19.889946, arrival_time=2021-04-10 02:55:50.611130, cost_time=0:00:16.887728 2021-04-10 02:55:32,570 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.57ms, fps=1385 images/s, loss=0.8541, top1-acc=74.23%, top5-acc=94.92%, remaining_time=0:00:17.987616, arrival_time=2021-04-10 02:55:50.558159, cost_time=0:00:18.737109 2021-04-10 02:55:34,425 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.49ms, fps=1380 images/s, loss=0.8551, top1-acc=74.17%, top5-acc=94.96%, remaining_time=0:00:16.099286, arrival_time=2021-04-10 02:55:50.524809, cost_time=0:00:20.592090 2021-04-10 02:55:36,335 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.51ms, fps=1341 images/s, loss=0.8598, top1-acc=73.96%, top5-acc=94.94%, remaining_time=0:00:14.251140, arrival_time=2021-04-10 02:55:50.586447, cost_time=0:00:22.501824 2021-04-10 02:55:38,185 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.53ms, fps=1384 images/s, loss=0.8599, top1-acc=74.00%, top5-acc=94.95%, remaining_time=0:00:12.363582, arrival_time=2021-04-10 02:55:50.549503, cost_time=0:00:24.352485 2021-04-10 02:55:40,033 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.33ms, fps=1386 images/s, loss=0.8626, top1-acc=73.98%, top5-acc=94.91%, remaining_time=0:00:10.479896, arrival_time=2021-04-10 02:55:50.513026, cost_time=0:00:26.199706 2021-04-10 02:55:41,877 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.53ms, fps=1388 images/s, loss=0.8651, top1-acc=73.89%, top5-acc=94.93%, remaining_time=0:00:08.600252, arrival_time=2021-04-10 02:55:50.478088, cost_time=0:00:28.044316 2021-04-10 02:55:43,718 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.41ms, fps=1391 images/s, loss=0.8698, top1-acc=73.81%, top5-acc=94.83%, remaining_time=0:00:06.724044, arrival_time=2021-04-10 02:55:50.442161, cost_time=0:00:29.884682 2021-04-10 02:55:45,559 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.37ms, fps=1391 images/s, loss=0.8744, top1-acc=73.71%, top5-acc=94.77%, remaining_time=0:00:04.852146, arrival_time=2021-04-10 02:55:50.411216, cost_time=0:00:31.725563 2021-04-10 02:55:47,410 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.41ms, fps=1383 images/s, loss=0.8775, top1-acc=73.62%, top5-acc=94.74%, remaining_time=0:00:02.984640, arrival_time=2021-04-10 02:55:50.395347, cost_time=0:00:33.577243 2021-04-10 02:55:49,260 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.22ms, fps=1384 images/s, loss=0.8811, top1-acc=73.53%, top5-acc=94.71%, remaining_time=0:00:01.118742, arrival_time=2021-04-10 02:55:50.379076, cost_time=0:00:35.426893 2021-04-10 02:55:50,257 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.46ms, fps=1365 images/s, loss=0.8803, top1-acc=73.55%, top5-acc=94.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:50.257009, cost_time=0:00:36.423584 2021-04-10 02:55:50,733 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=0.21ms, fps=5393 images/s, loss=1.6920, top1-acc=56.45%, top5-acc=85.35%, remaining_time=0:00:01.424130, arrival_time=2021-04-10 02:55:52.157396, cost_time=0:00:00.474714 2021-04-10 02:55:51,093 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.77ms, fps=7119 images/s, loss=1.6941, top1-acc=56.56%, top5-acc=84.80%, remaining_time=0:00:00.834700, arrival_time=2021-04-10 02:55:51.927951, cost_time=0:00:00.834694 2021-04-10 02:55:51,452 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.34ms, fps=7126 images/s, loss=1.7049, top1-acc=56.04%, top5-acc=84.83%, remaining_time=0:00:00.398090, arrival_time=2021-04-10 02:55:51.850981, cost_time=0:00:01.194284 2021-04-10 02:55:51,789 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.08ms, fps=6906 images/s, loss=1.7327, top1-acc=55.81%, top5-acc=84.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:51.789292, cost_time=0:00:01.530775 2021-04-10 02:55:51,893 INFO : Epoch=0072 complete, best val top1-acc=58.88%, top5-acc=86.47% (epoch=62), remaining_time=1:21:17.026560, arrival_time=2021-04-10 04:17:08.920427, cost_time=0:45:43.327440 2021-04-10 02:55:51,895 INFO : Train start, epoch=0073, lr=0.071289 2021-04-10 02:55:53,953 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.43ms, fps=1244 images/s, loss=0.8047, top1-acc=75.23%, top5-acc=96.37%, remaining_time=0:00:38.280846, arrival_time=2021-04-10 02:56:32.234085, cost_time=0:00:02.058110 2021-04-10 02:55:55,800 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.61ms, fps=1386 images/s, loss=0.8088, top1-acc=75.51%, top5-acc=95.98%, remaining_time=0:00:34.367872, arrival_time=2021-04-10 02:56:30.168444, cost_time=0:00:03.905432 2021-04-10 02:55:57,647 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.53ms, fps=1386 images/s, loss=0.8159, top1-acc=75.00%, top5-acc=95.86%, remaining_time=0:00:31.832326, arrival_time=2021-04-10 02:56:29.480271, cost_time=0:00:05.752818 2021-04-10 02:55:59,501 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.55ms, fps=1381 images/s, loss=0.8148, top1-acc=75.04%, top5-acc=95.64%, remaining_time=0:00:29.665428, arrival_time=2021-04-10 02:56:29.167054, cost_time=0:00:07.606513 2021-04-10 02:56:01,346 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=2.25ms, fps=1388 images/s, loss=0.8209, top1-acc=74.90%, top5-acc=95.55%, remaining_time=0:00:27.598526, arrival_time=2021-04-10 02:56:28.945244, cost_time=0:00:09.451537 2021-04-10 02:56:03,196 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.49ms, fps=1384 images/s, loss=0.8236, top1-acc=74.93%, top5-acc=95.59%, remaining_time=0:00:25.616688, arrival_time=2021-04-10 02:56:28.813328, cost_time=0:00:11.301498 2021-04-10 02:56:05,069 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=16.77ms, fps=1368 images/s, loss=0.8224, top1-acc=75.02%, top5-acc=95.59%, remaining_time=0:00:23.712948, arrival_time=2021-04-10 02:56:28.782015, cost_time=0:00:13.173876 2021-04-10 02:56:06,924 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=2.22ms, fps=1380 images/s, loss=0.8288, top1-acc=74.86%, top5-acc=95.44%, remaining_time=0:00:21.792572, arrival_time=2021-04-10 02:56:28.717101, cost_time=0:00:15.029371 2021-04-10 02:56:08,776 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.59ms, fps=1382 images/s, loss=0.8327, top1-acc=74.76%, top5-acc=95.38%, remaining_time=0:00:19.882950, arrival_time=2021-04-10 02:56:28.659884, cost_time=0:00:16.881790 2021-04-10 02:56:10,635 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.94ms, fps=1378 images/s, loss=0.8380, top1-acc=74.63%, top5-acc=95.23%, remaining_time=0:00:17.990688, arrival_time=2021-04-10 02:56:28.626200, cost_time=0:00:18.740256 2021-04-10 02:56:12,478 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.61ms, fps=1390 images/s, loss=0.8420, top1-acc=74.50%, top5-acc=95.28%, remaining_time=0:00:16.092234, arrival_time=2021-04-10 02:56:28.570493, cost_time=0:00:20.583134 2021-04-10 02:56:14,321 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.84ms, fps=1389 images/s, loss=0.8454, top1-acc=74.37%, top5-acc=95.23%, remaining_time=0:00:14.203184, arrival_time=2021-04-10 02:56:28.524412, cost_time=0:00:22.426083 2021-04-10 02:56:16,170 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.69ms, fps=1385 images/s, loss=0.8503, top1-acc=74.23%, top5-acc=95.20%, remaining_time=0:00:12.324510, arrival_time=2021-04-10 02:56:28.495220, cost_time=0:00:24.275508 2021-04-10 02:56:18,025 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.40ms, fps=1381 images/s, loss=0.8573, top1-acc=74.09%, top5-acc=95.12%, remaining_time=0:00:10.452176, arrival_time=2021-04-10 02:56:28.477803, cost_time=0:00:26.130403 2021-04-10 02:56:19,867 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.59ms, fps=1390 images/s, loss=0.8623, top1-acc=73.94%, top5-acc=95.06%, remaining_time=0:00:08.578218, arrival_time=2021-04-10 02:56:28.445939, cost_time=0:00:27.972501 2021-04-10 02:56:21,712 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.51ms, fps=1389 images/s, loss=0.8621, top1-acc=73.94%, top5-acc=95.05%, remaining_time=0:00:06.708780, arrival_time=2021-04-10 02:56:28.420907, cost_time=0:00:29.816782 2021-04-10 02:56:23,566 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.44ms, fps=1381 images/s, loss=0.8645, top1-acc=73.86%, top5-acc=95.02%, remaining_time=0:00:04.843878, arrival_time=2021-04-10 02:56:28.410477, cost_time=0:00:31.671458 2021-04-10 02:56:25,416 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.51ms, fps=1384 images/s, loss=0.8667, top1-acc=73.77%, top5-acc=94.98%, remaining_time=0:00:02.979696, arrival_time=2021-04-10 02:56:28.396458, cost_time=0:00:33.521636 2021-04-10 02:56:27,269 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.47ms, fps=1382 images/s, loss=0.8696, top1-acc=73.67%, top5-acc=94.93%, remaining_time=0:00:01.117074, arrival_time=2021-04-10 02:56:28.386305, cost_time=0:00:35.374046 2021-04-10 02:56:28,271 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.25ms, fps=1359 images/s, loss=0.8712, top1-acc=73.62%, top5-acc=94.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:28.270988, cost_time=0:00:36.375571 2021-04-10 02:56:28,704 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=4.29ms, fps=5946 images/s, loss=1.7809, top1-acc=55.16%, top5-acc=83.44%, remaining_time=0:00:01.291650, arrival_time=2021-04-10 02:56:29.996479, cost_time=0:00:00.430552 2021-04-10 02:56:29,062 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.46ms, fps=7173 images/s, loss=1.8234, top1-acc=54.26%, top5-acc=82.75%, remaining_time=0:00:00.787780, arrival_time=2021-04-10 02:56:29.849845, cost_time=0:00:00.787785 2021-04-10 02:56:29,420 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.35ms, fps=7155 images/s, loss=1.7948, top1-acc=54.87%, top5-acc=82.88%, remaining_time=0:00:00.382000, arrival_time=2021-04-10 02:56:29.802282, cost_time=0:00:01.146009 2021-04-10 02:56:29,753 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.08ms, fps=6971 images/s, loss=1.8325, top1-acc=54.65%, top5-acc=82.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:29.753420, cost_time=0:00:01.479158 2021-04-10 02:56:29,864 INFO : Epoch=0073 complete, best val top1-acc=58.88%, top5-acc=86.47% (epoch=62), remaining_time=1:20:38.695682, arrival_time=2021-04-10 04:17:08.559649, cost_time=0:46:21.297512 2021-04-10 02:56:29,865 INFO : Train start, epoch=0074, lr=0.070576 2021-04-10 02:56:31,921 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.42ms, fps=1245 images/s, loss=0.8603, top1-acc=74.49%, top5-acc=94.34%, remaining_time=0:00:38.241600, arrival_time=2021-04-10 02:57:10.163172, cost_time=0:00:02.055995 2021-04-10 02:56:33,764 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.48ms, fps=1390 images/s, loss=0.8172, top1-acc=75.70%, top5-acc=94.98%, remaining_time=0:00:34.308208, arrival_time=2021-04-10 02:57:08.072448, cost_time=0:00:03.898668 2021-04-10 02:56:35,628 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.81ms, fps=1373 images/s, loss=0.8194, top1-acc=75.38%, top5-acc=94.93%, remaining_time=0:00:31.888600, arrival_time=2021-04-10 02:57:07.517362, cost_time=0:00:05.762993 2021-04-10 02:56:37,474 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.41ms, fps=1388 images/s, loss=0.8240, top1-acc=75.36%, top5-acc=95.09%, remaining_time=0:00:29.673384, arrival_time=2021-04-10 02:57:07.147727, cost_time=0:00:07.608557 2021-04-10 02:56:39,322 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=0.8169, top1-acc=75.53%, top5-acc=94.99%, remaining_time=0:00:27.615316, arrival_time=2021-04-10 02:57:06.938195, cost_time=0:00:09.457282 2021-04-10 02:56:41,176 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.50ms, fps=1381 images/s, loss=0.8227, top1-acc=75.26%, top5-acc=95.06%, remaining_time=0:00:25.638720, arrival_time=2021-04-10 02:57:06.815583, cost_time=0:00:11.311202 2021-04-10 02:56:43,025 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=0.8282, top1-acc=75.12%, top5-acc=95.03%, remaining_time=0:00:23.688504, arrival_time=2021-04-10 02:57:06.714377, cost_time=0:00:13.160280 2021-04-10 02:56:44,874 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.82ms, fps=1385 images/s, loss=0.8354, top1-acc=75.01%, top5-acc=95.00%, remaining_time=0:00:21.763340, arrival_time=2021-04-10 02:57:06.638123, cost_time=0:00:15.009194 2021-04-10 02:56:46,735 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.58ms, fps=1376 images/s, loss=0.8379, top1-acc=74.82%, top5-acc=95.03%, remaining_time=0:00:19.869170, arrival_time=2021-04-10 02:57:06.604835, cost_time=0:00:16.870081 2021-04-10 02:56:48,581 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.48ms, fps=1387 images/s, loss=0.8428, top1-acc=74.68%, top5-acc=95.05%, remaining_time=0:00:17.967552, arrival_time=2021-04-10 02:57:06.549386, cost_time=0:00:18.716175 2021-04-10 02:56:50,430 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.98ms, fps=1386 images/s, loss=0.8454, top1-acc=74.58%, top5-acc=95.06%, remaining_time=0:00:16.077614, arrival_time=2021-04-10 02:57:06.507577, cost_time=0:00:20.564377 2021-04-10 02:56:52,282 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.42ms, fps=1383 images/s, loss=0.8454, top1-acc=74.63%, top5-acc=95.00%, remaining_time=0:00:14.197028, arrival_time=2021-04-10 02:57:06.479003, cost_time=0:00:22.416396 2021-04-10 02:56:54,122 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.33ms, fps=1391 images/s, loss=0.8448, top1-acc=74.69%, top5-acc=95.05%, remaining_time=0:00:12.314940, arrival_time=2021-04-10 02:57:06.437247, cost_time=0:00:24.256726 2021-04-10 02:56:55,968 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=2.07ms, fps=1387 images/s, loss=0.8486, top1-acc=74.53%, top5-acc=95.04%, remaining_time=0:00:10.441032, arrival_time=2021-04-10 02:57:06.409144, cost_time=0:00:26.102529 2021-04-10 02:56:57,810 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.58ms, fps=1390 images/s, loss=0.8489, top1-acc=74.54%, top5-acc=95.06%, remaining_time=0:00:08.569800, arrival_time=2021-04-10 02:57:06.380426, cost_time=0:00:27.945038 2021-04-10 02:56:59,658 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.54ms, fps=1385 images/s, loss=0.8529, top1-acc=74.39%, top5-acc=95.03%, remaining_time=0:00:06.703488, arrival_time=2021-04-10 02:57:06.362377, cost_time=0:00:29.793313 2021-04-10 02:57:01,512 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.37ms, fps=1381 images/s, loss=0.8599, top1-acc=74.19%, top5-acc=94.91%, remaining_time=0:00:04.840134, arrival_time=2021-04-10 02:57:06.352892, cost_time=0:00:31.647110 2021-04-10 02:57:03,355 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.45ms, fps=1389 images/s, loss=0.8633, top1-acc=74.10%, top5-acc=94.87%, remaining_time=0:00:02.976912, arrival_time=2021-04-10 02:57:06.332789, cost_time=0:00:33.490312 2021-04-10 02:57:05,231 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.59ms, fps=1365 images/s, loss=0.8673, top1-acc=73.93%, top5-acc=94.85%, remaining_time=0:00:01.116822, arrival_time=2021-04-10 02:57:06.348433, cost_time=0:00:35.365952 2021-04-10 02:57:06,270 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=2.06ms, fps=1310 images/s, loss=0.8690, top1-acc=73.94%, top5-acc=94.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:06.270265, cost_time=0:00:36.404625 2021-04-10 02:57:06,756 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=3.56ms, fps=5298 images/s, loss=1.7214, top1-acc=56.68%, top5-acc=85.55%, remaining_time=0:00:01.449720, arrival_time=2021-04-10 02:57:08.206189, cost_time=0:00:00.483236 2021-04-10 02:57:07,113 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.53ms, fps=7188 images/s, loss=1.7220, top1-acc=57.44%, top5-acc=84.75%, remaining_time=0:00:00.839720, arrival_time=2021-04-10 02:57:07.952733, cost_time=0:00:00.839710 2021-04-10 02:57:07,477 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.56ms, fps=7027 images/s, loss=1.7177, top1-acc=57.21%, top5-acc=84.73%, remaining_time=0:00:00.401520, arrival_time=2021-04-10 02:57:07.879302, cost_time=0:00:01.204547 2021-04-10 02:57:07,819 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.10ms, fps=6804 images/s, loss=1.7229, top1-acc=57.00%, top5-acc=84.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:07.819098, cost_time=0:00:01.545853 2021-04-10 02:57:07,960 INFO : Epoch=0074 complete, best val top1-acc=58.88%, top5-acc=86.47% (epoch=62), remaining_time=1:20:00.588912, arrival_time=2021-04-10 04:17:08.548867, cost_time=0:46:59.393495 2021-04-10 02:57:07,961 INFO : Train start, epoch=0075, lr=0.069857 2021-04-10 02:57:10,006 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.85ms, fps=1252 images/s, loss=0.8542, top1-acc=74.30%, top5-acc=95.39%, remaining_time=0:00:38.037558, arrival_time=2021-04-10 02:57:48.044336, cost_time=0:00:02.045033 2021-04-10 02:57:11,852 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.54ms, fps=1388 images/s, loss=0.8611, top1-acc=73.95%, top5-acc=95.12%, remaining_time=0:00:34.233760, arrival_time=2021-04-10 02:57:46.085751, cost_time=0:00:03.890198 2021-04-10 02:57:13,704 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=2.60ms, fps=1382 images/s, loss=0.8596, top1-acc=73.92%, top5-acc=95.14%, remaining_time=0:00:31.778874, arrival_time=2021-04-10 02:57:45.483783, cost_time=0:00:05.743162 2021-04-10 02:57:15,559 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.87ms, fps=1381 images/s, loss=0.8536, top1-acc=74.06%, top5-acc=95.05%, remaining_time=0:00:29.631732, arrival_time=2021-04-10 02:57:45.191402, cost_time=0:00:07.597867 2021-04-10 02:57:17,403 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=2.25ms, fps=1389 images/s, loss=0.8523, top1-acc=74.29%, top5-acc=94.95%, remaining_time=0:00:27.569180, arrival_time=2021-04-10 02:57:44.972441, cost_time=0:00:09.441514 2021-04-10 02:57:19,256 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.84ms, fps=1382 images/s, loss=0.8458, top1-acc=74.54%, top5-acc=95.04%, remaining_time=0:00:25.600912, arrival_time=2021-04-10 02:57:44.857164, cost_time=0:00:11.294517 2021-04-10 02:57:21,103 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.52ms, fps=1386 images/s, loss=0.8434, top1-acc=74.74%, top5-acc=95.11%, remaining_time=0:00:23.655870, arrival_time=2021-04-10 02:57:44.759736, cost_time=0:00:13.142121 2021-04-10 02:57:22,955 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.41ms, fps=1383 images/s, loss=0.8475, top1-acc=74.58%, top5-acc=95.02%, remaining_time=0:00:21.740952, arrival_time=2021-04-10 02:57:44.696535, cost_time=0:00:14.993794 2021-04-10 02:57:24,797 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.38ms, fps=1390 images/s, loss=0.8460, top1-acc=74.69%, top5-acc=95.00%, remaining_time=0:00:19.828678, arrival_time=2021-04-10 02:57:44.626117, cost_time=0:00:16.835694 2021-04-10 02:57:26,640 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.48ms, fps=1389 images/s, loss=0.8483, top1-acc=74.65%, top5-acc=94.99%, remaining_time=0:00:17.931936, arrival_time=2021-04-10 02:57:44.572813, cost_time=0:00:18.679127 2021-04-10 02:57:28,491 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.89ms, fps=1383 images/s, loss=0.8511, top1-acc=74.58%, top5-acc=94.93%, remaining_time=0:00:16.050696, arrival_time=2021-04-10 02:57:44.542429, cost_time=0:00:20.529944 2021-04-10 02:57:30,354 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.40ms, fps=1375 images/s, loss=0.8497, top1-acc=74.63%, top5-acc=94.91%, remaining_time=0:00:14.181828, arrival_time=2021-04-10 02:57:44.536016, cost_time=0:00:22.392349 2021-04-10 02:57:32,207 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.56ms, fps=1382 images/s, loss=0.8520, top1-acc=74.59%, top5-acc=94.88%, remaining_time=0:00:12.309330, arrival_time=2021-04-10 02:57:44.516765, cost_time=0:00:24.245628 2021-04-10 02:57:34,051 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.45ms, fps=1389 images/s, loss=0.8503, top1-acc=74.58%, top5-acc=94.90%, remaining_time=0:00:10.435824, arrival_time=2021-04-10 02:57:44.487188, cost_time=0:00:26.089620 2021-04-10 02:57:35,896 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.78ms, fps=1388 images/s, loss=0.8514, top1-acc=74.53%, top5-acc=94.91%, remaining_time=0:00:08.566718, arrival_time=2021-04-10 02:57:44.463451, cost_time=0:00:27.934893 2021-04-10 02:57:37,753 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.51ms, fps=1379 images/s, loss=0.8524, top1-acc=74.48%, top5-acc=94.91%, remaining_time=0:00:06.703056, arrival_time=2021-04-10 02:57:44.456219, cost_time=0:00:29.791416 2021-04-10 02:57:39,611 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.31ms, fps=1378 images/s, loss=0.8534, top1-acc=74.46%, top5-acc=94.88%, remaining_time=0:00:04.840498, arrival_time=2021-04-10 02:57:44.451606, cost_time=0:00:31.649381 2021-04-10 02:57:41,466 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.58ms, fps=1380 images/s, loss=0.8554, top1-acc=74.42%, top5-acc=94.84%, remaining_time=0:00:02.978208, arrival_time=2021-04-10 02:57:44.444937, cost_time=0:00:33.504807 2021-04-10 02:57:43,346 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.91ms, fps=1363 images/s, loss=0.8594, top1-acc=74.27%, top5-acc=94.79%, remaining_time=0:00:01.117398, arrival_time=2021-04-10 02:57:44.463471, cost_time=0:00:35.384318 2021-04-10 02:57:44,341 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.38ms, fps=1366 images/s, loss=0.8612, top1-acc=74.19%, top5-acc=94.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:44.341849, cost_time=0:00:36.380027 2021-04-10 02:57:44,785 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=1.93ms, fps=5795 images/s, loss=1.9175, top1-acc=53.44%, top5-acc=80.86%, remaining_time=0:00:01.325190, arrival_time=2021-04-10 02:57:46.110492, cost_time=0:00:00.441729 2021-04-10 02:57:45,143 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.28ms, fps=7155 images/s, loss=1.8828, top1-acc=54.41%, top5-acc=82.13%, remaining_time=0:00:00.799880, arrival_time=2021-04-10 02:57:45.943339, cost_time=0:00:00.799876 2021-04-10 02:57:45,502 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.32ms, fps=7142 images/s, loss=1.8615, top1-acc=54.83%, top5-acc=82.67%, remaining_time=0:00:00.386220, arrival_time=2021-04-10 02:57:45.888462, cost_time=0:00:01.158656 2021-04-10 02:57:45,838 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.08ms, fps=6914 images/s, loss=1.8736, top1-acc=54.87%, top5-acc=82.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:45.838181, cost_time=0:00:01.494562 2021-04-10 02:57:45,943 INFO : Epoch=0075 complete, best val top1-acc=58.88%, top5-acc=86.47% (epoch=62), remaining_time=1:19:22.294500, arrival_time=2021-04-10 04:17:08.237621, cost_time=0:47:37.376688 2021-04-10 02:57:45,944 INFO : Train start, epoch=0076, lr=0.069134 2021-04-10 02:57:47,990 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.90ms, fps=1251 images/s, loss=0.8304, top1-acc=75.47%, top5-acc=94.84%, remaining_time=0:00:38.055786, arrival_time=2021-04-10 02:58:26.046082, cost_time=0:00:02.046006 2021-04-10 02:57:49,834 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.34ms, fps=1388 images/s, loss=0.8486, top1-acc=74.94%, top5-acc=95.02%, remaining_time=0:00:34.237280, arrival_time=2021-04-10 02:58:24.072178, cost_time=0:00:03.890594 2021-04-10 02:57:51,674 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.36ms, fps=1392 images/s, loss=0.8437, top1-acc=74.71%, top5-acc=95.25%, remaining_time=0:00:31.705336, arrival_time=2021-04-10 02:58:23.379535, cost_time=0:00:05.729883 2021-04-10 02:57:53,526 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.53ms, fps=1382 images/s, loss=0.8307, top1-acc=75.11%, top5-acc=95.44%, remaining_time=0:00:29.570424, arrival_time=2021-04-10 02:58:23.096872, cost_time=0:00:07.582159 2021-04-10 02:57:55,375 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.80ms, fps=1385 images/s, loss=0.8302, top1-acc=74.99%, top5-acc=95.32%, remaining_time=0:00:27.538812, arrival_time=2021-04-10 02:58:22.914342, cost_time=0:00:09.431083 2021-04-10 02:57:57,220 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.45ms, fps=1388 images/s, loss=0.8303, top1-acc=74.99%, top5-acc=95.45%, remaining_time=0:00:25.559432, arrival_time=2021-04-10 02:58:22.779955, cost_time=0:00:11.276212 2021-04-10 02:57:59,060 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.28ms, fps=1392 images/s, loss=0.8311, top1-acc=74.88%, top5-acc=95.41%, remaining_time=0:00:23.608998, arrival_time=2021-04-10 02:58:22.669393, cost_time=0:00:13.116097 2021-04-10 02:58:00,919 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=2.20ms, fps=1378 images/s, loss=0.8289, top1-acc=74.98%, top5-acc=95.42%, remaining_time=0:00:21.713460, arrival_time=2021-04-10 02:58:22.632616, cost_time=0:00:14.974804 2021-04-10 02:58:02,766 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.91ms, fps=1386 images/s, loss=0.8287, top1-acc=74.99%, top5-acc=95.43%, remaining_time=0:00:19.812566, arrival_time=2021-04-10 02:58:22.578845, cost_time=0:00:16.821952 2021-04-10 02:58:04,609 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.37ms, fps=1389 images/s, loss=0.8266, top1-acc=75.05%, top5-acc=95.41%, remaining_time=0:00:17.918880, arrival_time=2021-04-10 02:58:22.528689, cost_time=0:00:18.665499 2021-04-10 02:58:06,454 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.44ms, fps=1388 images/s, loss=0.8294, top1-acc=75.07%, top5-acc=95.36%, remaining_time=0:00:16.034958, arrival_time=2021-04-10 02:58:22.489098, cost_time=0:00:20.509840 2021-04-10 02:58:08,325 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.42ms, fps=1368 images/s, loss=0.8328, top1-acc=74.99%, top5-acc=95.29%, remaining_time=0:00:14.174988, arrival_time=2021-04-10 02:58:22.500841, cost_time=0:00:22.381540 2021-04-10 02:58:10,173 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=2.74ms, fps=1386 images/s, loss=0.8337, top1-acc=74.92%, top5-acc=95.31%, remaining_time=0:00:12.300684, arrival_time=2021-04-10 02:58:22.473693, cost_time=0:00:24.228614 2021-04-10 02:58:12,024 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.67ms, fps=1383 images/s, loss=0.8327, top1-acc=74.97%, top5-acc=95.35%, remaining_time=0:00:10.432016, arrival_time=2021-04-10 02:58:22.456449, cost_time=0:00:26.079974 2021-04-10 02:58:13,872 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.82ms, fps=1386 images/s, loss=0.8357, top1-acc=74.86%, top5-acc=95.28%, remaining_time=0:00:08.564556, arrival_time=2021-04-10 02:58:22.436723, cost_time=0:00:27.927874 2021-04-10 02:58:15,720 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.36ms, fps=1385 images/s, loss=0.8370, top1-acc=74.75%, top5-acc=95.26%, remaining_time=0:00:06.699672, arrival_time=2021-04-10 02:58:22.420319, cost_time=0:00:29.776263 2021-04-10 02:58:17,550 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.44ms, fps=1400 images/s, loss=0.8416, top1-acc=74.64%, top5-acc=95.20%, remaining_time=0:00:04.833816, arrival_time=2021-04-10 02:58:22.383824, cost_time=0:00:31.605720 2021-04-10 02:58:19,407 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.38ms, fps=1378 images/s, loss=0.8443, top1-acc=74.59%, top5-acc=95.13%, remaining_time=0:00:02.974528, arrival_time=2021-04-10 02:58:22.382311, cost_time=0:00:33.463492 2021-04-10 02:58:21,260 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.22ms, fps=1382 images/s, loss=0.8487, top1-acc=74.44%, top5-acc=95.11%, remaining_time=0:00:01.115238, arrival_time=2021-04-10 02:58:22.375408, cost_time=0:00:35.315808 2021-04-10 02:58:22,253 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.23ms, fps=1370 images/s, loss=0.8496, top1-acc=74.44%, top5-acc=95.12%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:22.253292, cost_time=0:00:36.308998 2021-04-10 02:58:22,719 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=1.41ms, fps=5506 images/s, loss=1.7246, top1-acc=57.07%, top5-acc=84.84%, remaining_time=0:00:01.394760, arrival_time=2021-04-10 02:58:24.114575, cost_time=0:00:00.464919 2021-04-10 02:58:23,079 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.75ms, fps=7119 images/s, loss=1.7440, top1-acc=57.07%, top5-acc=84.24%, remaining_time=0:00:00.824900, arrival_time=2021-04-10 02:58:23.904688, cost_time=0:00:00.824903 2021-04-10 02:58:23,440 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.37ms, fps=7108 images/s, loss=1.7282, top1-acc=57.21%, top5-acc=84.62%, remaining_time=0:00:00.395140, arrival_time=2021-04-10 02:58:23.835443, cost_time=0:00:01.185417 2021-04-10 02:58:23,780 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.09ms, fps=6819 images/s, loss=1.6965, top1-acc=57.46%, top5-acc=84.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:23.780885, cost_time=0:00:01.526017 2021-04-10 02:58:23,895 INFO : Epoch=0076 complete, best val top1-acc=58.88%, top5-acc=86.47% (epoch=62), remaining_time=1:18:43.957196, arrival_time=2021-04-10 04:17:07.852247, cost_time=0:48:15.328601 2021-04-10 02:58:23,896 INFO : Train start, epoch=0077, lr=0.068406 2021-04-10 02:58:25,928 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.58ms, fps=1260 images/s, loss=0.8580, top1-acc=73.28%, top5-acc=95.66%, remaining_time=0:00:37.793526, arrival_time=2021-04-10 02:59:03.722397, cost_time=0:00:02.031911 2021-04-10 02:58:27,772 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.60ms, fps=1389 images/s, loss=0.8374, top1-acc=74.20%, top5-acc=95.64%, remaining_time=0:00:34.105456, arrival_time=2021-04-10 02:59:01.878038, cost_time=0:00:03.875622 2021-04-10 02:58:29,617 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.39ms, fps=1388 images/s, loss=0.8361, top1-acc=74.26%, top5-acc=95.55%, remaining_time=0:00:31.652216, arrival_time=2021-04-10 02:59:01.269563, cost_time=0:00:05.720268 2021-04-10 02:58:31,465 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.52ms, fps=1386 images/s, loss=0.8236, top1-acc=74.66%, top5-acc=95.55%, remaining_time=0:00:29.515200, arrival_time=2021-04-10 02:59:00.980151, cost_time=0:00:07.567993 2021-04-10 02:58:33,314 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.52ms, fps=1384 images/s, loss=0.8240, top1-acc=74.84%, top5-acc=95.49%, remaining_time=0:00:27.500268, arrival_time=2021-04-10 02:59:00.815161, cost_time=0:00:09.417875 2021-04-10 02:58:35,167 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.29ms, fps=1383 images/s, loss=0.8261, top1-acc=74.83%, top5-acc=95.39%, remaining_time=0:00:25.545288, arrival_time=2021-04-10 02:59:00.712261, cost_time=0:00:11.269973 2021-04-10 02:58:37,013 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.73ms, fps=1387 images/s, loss=0.8266, top1-acc=74.82%, top5-acc=95.35%, remaining_time=0:00:23.609502, arrival_time=2021-04-10 02:59:00.622845, cost_time=0:00:13.116389 2021-04-10 02:58:38,851 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.49ms, fps=1393 images/s, loss=0.8275, top1-acc=74.82%, top5-acc=95.33%, remaining_time=0:00:21.683300, arrival_time=2021-04-10 02:59:00.534278, cost_time=0:00:14.953994 2021-04-10 02:58:40,699 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.64ms, fps=1385 images/s, loss=0.8302, top1-acc=74.71%, top5-acc=95.26%, remaining_time=0:00:19.790094, arrival_time=2021-04-10 02:59:00.489975, cost_time=0:00:16.802894 2021-04-10 02:58:42,545 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=2.07ms, fps=1388 images/s, loss=0.8342, top1-acc=74.60%, top5-acc=95.18%, remaining_time=0:00:17.902176, arrival_time=2021-04-10 02:59:00.447288, cost_time=0:00:18.648109 2021-04-10 02:58:44,396 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.54ms, fps=1383 images/s, loss=0.8340, top1-acc=74.65%, top5-acc=95.22%, remaining_time=0:00:16.027218, arrival_time=2021-04-10 02:59:00.424115, cost_time=0:00:20.499937 2021-04-10 02:58:46,240 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.45ms, fps=1389 images/s, loss=0.8336, top1-acc=74.70%, top5-acc=95.22%, remaining_time=0:00:14.150592, arrival_time=2021-04-10 02:59:00.390664, cost_time=0:00:22.343090 2021-04-10 02:58:48,088 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.39ms, fps=1385 images/s, loss=0.8347, top1-acc=74.68%, top5-acc=95.25%, remaining_time=0:00:12.281808, arrival_time=2021-04-10 02:59:00.370242, cost_time=0:00:24.191470 2021-04-10 02:58:49,930 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.53ms, fps=1390 images/s, loss=0.8365, top1-acc=74.63%, top5-acc=95.20%, remaining_time=0:00:10.413592, arrival_time=2021-04-10 02:59:00.344531, cost_time=0:00:26.033987 2021-04-10 02:58:51,777 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.8377, top1-acc=74.62%, top5-acc=95.19%, remaining_time=0:00:08.550112, arrival_time=2021-04-10 02:59:00.327800, cost_time=0:00:27.880738 2021-04-10 02:58:53,618 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.57ms, fps=1391 images/s, loss=0.8423, top1-acc=74.54%, top5-acc=95.14%, remaining_time=0:00:06.687396, arrival_time=2021-04-10 02:59:00.306164, cost_time=0:00:29.721813 2021-04-10 02:58:55,462 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.44ms, fps=1389 images/s, loss=0.8442, top1-acc=74.50%, top5-acc=95.14%, remaining_time=0:00:04.827680, arrival_time=2021-04-10 02:59:00.290306, cost_time=0:00:31.565664 2021-04-10 02:58:57,306 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=2.17ms, fps=1389 images/s, loss=0.8470, top1-acc=74.40%, top5-acc=95.15%, remaining_time=0:00:02.969760, arrival_time=2021-04-10 02:59:00.276484, cost_time=0:00:33.409741 2021-04-10 02:58:59,178 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.70ms, fps=1368 images/s, loss=0.8479, top1-acc=74.37%, top5-acc=95.14%, remaining_time=0:00:01.114152, arrival_time=2021-04-10 02:59:00.292756, cost_time=0:00:35.281561 2021-04-10 02:59:00,175 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.40ms, fps=1365 images/s, loss=0.8499, top1-acc=74.31%, top5-acc=95.12%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:00.175639, cost_time=0:00:36.278586 2021-04-10 02:59:00,660 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=3.26ms, fps=5299 images/s, loss=1.6754, top1-acc=57.38%, top5-acc=85.27%, remaining_time=0:00:01.449240, arrival_time=2021-04-10 02:59:02.109666, cost_time=0:00:00.483075 2021-04-10 02:59:01,016 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.97ms, fps=7192 images/s, loss=1.6821, top1-acc=57.36%, top5-acc=85.33%, remaining_time=0:00:00.839380, arrival_time=2021-04-10 02:59:01.856177, cost_time=0:00:00.839387 2021-04-10 02:59:01,380 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.73ms, fps=7058 images/s, loss=1.6668, top1-acc=57.62%, top5-acc=85.40%, remaining_time=0:00:00.400860, arrival_time=2021-04-10 02:59:01.780929, cost_time=0:00:01.202568 2021-04-10 02:59:01,713 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.09ms, fps=6968 images/s, loss=1.6334, top1-acc=57.72%, top5-acc=85.31%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:01.713706, cost_time=0:00:01.536360 2021-04-10 02:59:01,826 INFO : Epoch=0077 complete, best val top1-acc=58.88%, top5-acc=86.47% (epoch=62), remaining_time=1:18:05.597301, arrival_time=2021-04-10 04:17:07.423865, cost_time=0:48:53.260129 2021-04-10 02:59:01,827 INFO : Train start, epoch=0078, lr=0.067674 2021-04-10 02:59:03,851 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.40ms, fps=1265 images/s, loss=0.8510, top1-acc=73.95%, top5-acc=95.90%, remaining_time=0:00:37.646400, arrival_time=2021-04-10 02:59:41.498121, cost_time=0:00:02.024001 2021-04-10 02:59:05,702 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.42ms, fps=1384 images/s, loss=0.8356, top1-acc=74.26%, top5-acc=95.80%, remaining_time=0:00:34.094192, arrival_time=2021-04-10 02:59:39.796316, cost_time=0:00:03.874345 2021-04-10 02:59:07,538 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.49ms, fps=1395 images/s, loss=0.8194, top1-acc=75.05%, top5-acc=95.92%, remaining_time=0:00:31.597768, arrival_time=2021-04-10 02:59:39.135930, cost_time=0:00:05.710445 2021-04-10 02:59:09,383 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.65ms, fps=1388 images/s, loss=0.8316, top1-acc=74.82%, top5-acc=95.68%, remaining_time=0:00:29.466996, arrival_time=2021-04-10 02:59:38.850375, cost_time=0:00:07.555649 2021-04-10 02:59:11,226 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.55ms, fps=1390 images/s, loss=0.8307, top1-acc=74.92%, top5-acc=95.58%, remaining_time=0:00:27.442598, arrival_time=2021-04-10 02:59:38.668575, cost_time=0:00:09.398129 2021-04-10 02:59:13,075 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=0.8276, top1-acc=74.94%, top5-acc=95.58%, remaining_time=0:00:25.493744, arrival_time=2021-04-10 02:59:38.568722, cost_time=0:00:11.247268 2021-04-10 02:59:14,925 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.73ms, fps=1384 images/s, loss=0.8197, top1-acc=75.15%, top5-acc=95.70%, remaining_time=0:00:23.575230, arrival_time=2021-04-10 02:59:38.500298, cost_time=0:00:13.097349 2021-04-10 02:59:16,773 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.69ms, fps=1385 images/s, loss=0.8232, top1-acc=75.08%, top5-acc=95.63%, remaining_time=0:00:21.671004, arrival_time=2021-04-10 02:59:38.444387, cost_time=0:00:14.945514 2021-04-10 02:59:18,616 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.39ms, fps=1390 images/s, loss=0.8251, top1-acc=75.09%, top5-acc=95.62%, remaining_time=0:00:19.773134, arrival_time=2021-04-10 02:59:38.389379, cost_time=0:00:16.788503 2021-04-10 02:59:20,464 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.67ms, fps=1386 images/s, loss=0.8218, top1-acc=75.27%, top5-acc=95.61%, remaining_time=0:00:17.890848, arrival_time=2021-04-10 02:59:38.354930, cost_time=0:00:18.636346 2021-04-10 02:59:22,342 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.33ms, fps=1363 images/s, loss=0.8277, top1-acc=75.08%, top5-acc=95.49%, remaining_time=0:00:16.038484, arrival_time=2021-04-10 02:59:38.380621, cost_time=0:00:20.514327 2021-04-10 02:59:24,194 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.55ms, fps=1382 images/s, loss=0.8290, top1-acc=75.07%, top5-acc=95.47%, remaining_time=0:00:14.165792, arrival_time=2021-04-10 02:59:38.360676, cost_time=0:00:22.367095 2021-04-10 02:59:26,043 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.62ms, fps=1385 images/s, loss=0.8309, top1-acc=74.95%, top5-acc=95.46%, remaining_time=0:00:12.294018, arrival_time=2021-04-10 02:59:38.337278, cost_time=0:00:24.215453 2021-04-10 02:59:27,888 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.68ms, fps=1388 images/s, loss=0.8314, top1-acc=74.94%, top5-acc=95.47%, remaining_time=0:00:10.424288, arrival_time=2021-04-10 02:59:38.312725, cost_time=0:00:26.060721 2021-04-10 02:59:29,736 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.40ms, fps=1386 images/s, loss=0.8356, top1-acc=74.88%, top5-acc=95.42%, remaining_time=0:00:08.558714, arrival_time=2021-04-10 02:59:38.295361, cost_time=0:00:27.908807 2021-04-10 02:59:31,574 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.62ms, fps=1394 images/s, loss=0.8374, top1-acc=74.82%, top5-acc=95.42%, remaining_time=0:00:06.692976, arrival_time=2021-04-10 02:59:38.267258, cost_time=0:00:29.746558 2021-04-10 02:59:33,420 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.48ms, fps=1387 images/s, loss=0.8397, top1-acc=74.79%, top5-acc=95.39%, remaining_time=0:00:04.831814, arrival_time=2021-04-10 02:59:38.252247, cost_time=0:00:31.592713 2021-04-10 02:59:35,270 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=2.01ms, fps=1384 images/s, loss=0.8417, top1-acc=74.72%, top5-acc=95.36%, remaining_time=0:00:02.972704, arrival_time=2021-04-10 02:59:38.243437, cost_time=0:00:33.442849 2021-04-10 02:59:37,144 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.21ms, fps=1367 images/s, loss=0.8432, top1-acc=74.66%, top5-acc=95.32%, remaining_time=0:00:01.115274, arrival_time=2021-04-10 02:59:38.260028, cost_time=0:00:35.316980 2021-04-10 02:59:38,147 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.65ms, fps=1357 images/s, loss=0.8452, top1-acc=74.64%, top5-acc=95.31%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:38.147689, cost_time=0:00:36.319969 2021-04-10 02:59:38,601 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=0.34ms, fps=5667 images/s, loss=1.6287, top1-acc=58.67%, top5-acc=86.13%, remaining_time=0:00:01.355010, arrival_time=2021-04-10 02:59:39.956013, cost_time=0:00:00.451671 2021-04-10 02:59:38,965 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=2.21ms, fps=7044 images/s, loss=1.5935, top1-acc=58.87%, top5-acc=86.15%, remaining_time=0:00:00.815660, arrival_time=2021-04-10 02:59:39.780624, cost_time=0:00:00.815666 2021-04-10 02:59:39,327 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.80ms, fps=7066 images/s, loss=1.5885, top1-acc=59.00%, top5-acc=86.17%, remaining_time=0:00:00.392810, arrival_time=2021-04-10 02:59:39.720573, cost_time=0:00:01.178430 2021-04-10 02:59:39,674 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.10ms, fps=6703 images/s, loss=1.6041, top1-acc=58.59%, top5-acc=85.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:39.674423, cost_time=0:00:01.525150 2021-04-10 02:59:39,775 INFO : Epoch=0078 complete, best val top1-acc=58.88%, top5-acc=86.47% (epoch=62), remaining_time=1:17:27.275362, arrival_time=2021-04-10 04:17:07.050597, cost_time=0:49:31.208805 2021-04-10 02:59:39,776 INFO : Train start, epoch=0079, lr=0.066937 2021-04-10 02:59:41,826 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.47ms, fps=1249 images/s, loss=0.8313, top1-acc=75.35%, top5-acc=95.35%, remaining_time=0:00:38.133348, arrival_time=2021-04-10 03:00:19.959870, cost_time=0:00:02.050185 2021-04-10 02:59:43,682 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.48ms, fps=1380 images/s, loss=0.7881, top1-acc=76.46%, top5-acc=95.57%, remaining_time=0:00:34.369984, arrival_time=2021-04-10 03:00:18.051998, cost_time=0:00:03.905681 2021-04-10 02:59:45,527 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.47ms, fps=1388 images/s, loss=0.8000, top1-acc=76.09%, top5-acc=95.38%, remaining_time=0:00:31.822034, arrival_time=2021-04-10 03:00:17.349378, cost_time=0:00:05.750962 2021-04-10 02:59:47,377 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.32ms, fps=1384 images/s, loss=0.7917, top1-acc=76.27%, top5-acc=95.57%, remaining_time=0:00:29.643744, arrival_time=2021-04-10 03:00:17.021036, cost_time=0:00:07.600965 2021-04-10 02:59:49,217 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.48ms, fps=1391 images/s, loss=0.7894, top1-acc=76.15%, top5-acc=95.55%, remaining_time=0:00:27.569034, arrival_time=2021-04-10 03:00:16.786814, cost_time=0:00:09.441451 2021-04-10 02:59:51,060 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.47ms, fps=1389 images/s, loss=0.7959, top1-acc=75.86%, top5-acc=95.49%, remaining_time=0:00:25.577656, arrival_time=2021-04-10 03:00:16.638245, cost_time=0:00:11.284248 2021-04-10 02:59:52,907 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.86ms, fps=1387 images/s, loss=0.7972, top1-acc=75.81%, top5-acc=95.48%, remaining_time=0:00:23.635332, arrival_time=2021-04-10 03:00:16.542496, cost_time=0:00:13.130773 2021-04-10 02:59:54,756 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=0.8039, top1-acc=75.61%, top5-acc=95.42%, remaining_time=0:00:21.720884, arrival_time=2021-04-10 03:00:16.477167, cost_time=0:00:14.979942 2021-04-10 02:59:56,591 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.50ms, fps=1396 images/s, loss=0.8069, top1-acc=75.53%, top5-acc=95.38%, remaining_time=0:00:19.803980, arrival_time=2021-04-10 03:00:16.395134, cost_time=0:00:16.814744 2021-04-10 02:59:58,432 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.49ms, fps=1391 images/s, loss=0.8102, top1-acc=75.43%, top5-acc=95.38%, remaining_time=0:00:17.909472, arrival_time=2021-04-10 03:00:16.341537, cost_time=0:00:18.655728 2021-04-10 03:00:00,282 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.40ms, fps=1384 images/s, loss=0.8165, top1-acc=75.28%, top5-acc=95.32%, remaining_time=0:00:16.031862, arrival_time=2021-04-10 03:00:16.314119, cost_time=0:00:20.505904 2021-04-10 03:00:02,135 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.53ms, fps=1382 images/s, loss=0.8179, top1-acc=75.19%, top5-acc=95.30%, remaining_time=0:00:14.160852, arrival_time=2021-04-10 03:00:16.296469, cost_time=0:00:22.359274 2021-04-10 03:00:03,987 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.49ms, fps=1382 images/s, loss=0.8185, top1-acc=75.23%, top5-acc=95.29%, remaining_time=0:00:12.292038, arrival_time=2021-04-10 03:00:16.279975, cost_time=0:00:24.211601 2021-04-10 03:00:05,852 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.89ms, fps=1373 images/s, loss=0.8249, top1-acc=75.02%, top5-acc=95.23%, remaining_time=0:00:10.430616, arrival_time=2021-04-10 03:00:16.283486, cost_time=0:00:26.076534 2021-04-10 03:00:07,703 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.49ms, fps=1384 images/s, loss=0.8254, top1-acc=75.01%, top5-acc=95.23%, remaining_time=0:00:08.564188, arrival_time=2021-04-10 03:00:16.267245, cost_time=0:00:27.926718 2021-04-10 03:00:09,553 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.62ms, fps=1384 images/s, loss=0.8262, top1-acc=74.99%, top5-acc=95.21%, remaining_time=0:00:06.699924, arrival_time=2021-04-10 03:00:16.253700, cost_time=0:00:29.777439 2021-04-10 03:00:11,400 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=2.63ms, fps=1387 images/s, loss=0.8271, top1-acc=74.97%, top5-acc=95.17%, remaining_time=0:00:04.836624, arrival_time=2021-04-10 03:00:16.237112, cost_time=0:00:31.624155 2021-04-10 03:00:13,252 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=2.00ms, fps=1382 images/s, loss=0.8287, top1-acc=74.93%, top5-acc=95.21%, remaining_time=0:00:02.975696, arrival_time=2021-04-10 03:00:16.228612, cost_time=0:00:33.476569 2021-04-10 03:00:15,116 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.47ms, fps=1374 images/s, loss=0.8300, top1-acc=74.92%, top5-acc=95.20%, remaining_time=0:00:01.116012, arrival_time=2021-04-10 03:00:16.232799, cost_time=0:00:35.340454 2021-04-10 03:00:16,111 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.20ms, fps=1367 images/s, loss=0.8310, top1-acc=74.88%, top5-acc=95.22%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:16.111849, cost_time=0:00:36.335527 2021-04-10 03:00:16,588 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=0.34ms, fps=5391 images/s, loss=1.5795, top1-acc=59.49%, top5-acc=85.82%, remaining_time=0:00:01.424460, arrival_time=2021-04-10 03:00:18.012699, cost_time=0:00:00.474822 2021-04-10 03:00:16,945 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.48ms, fps=7169 images/s, loss=1.5791, top1-acc=59.45%, top5-acc=86.17%, remaining_time=0:00:00.832400, arrival_time=2021-04-10 03:00:17.778241, cost_time=0:00:00.832407 2021-04-10 03:00:17,302 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=0.24ms, fps=7187 images/s, loss=1.5691, top1-acc=59.92%, top5-acc=86.43%, remaining_time=0:00:00.396360, arrival_time=2021-04-10 03:00:17.698819, cost_time=0:00:01.189080 2021-04-10 03:00:17,657 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.11ms, fps=6554 images/s, loss=1.5637, top1-acc=59.82%, top5-acc=86.38%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:17.656948, cost_time=0:00:01.543524 2021-04-10 03:00:17,827 INFO : Epoch=0079 complete, best val top1-acc=59.82%, top5-acc=86.38% (epoch=79), remaining_time=1:16:49.121110, arrival_time=2021-04-10 04:17:06.948455, cost_time=0:50:09.260922 2021-04-10 03:00:17,828 INFO : Train start, epoch=0080, lr=0.066196 2021-04-10 03:00:19,863 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=0.23ms, fps=1258 images/s, loss=0.8190, top1-acc=75.78%, top5-acc=95.51%, remaining_time=0:00:37.855278, arrival_time=2021-04-10 03:00:57.718961, cost_time=0:00:02.035230 2021-04-10 03:00:21,707 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.43ms, fps=1389 images/s, loss=0.8126, top1-acc=76.09%, top5-acc=95.68%, remaining_time=0:00:34.133088, arrival_time=2021-04-10 03:00:55.840299, cost_time=0:00:03.878754 2021-04-10 03:00:23,554 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.34ms, fps=1386 images/s, loss=0.8025, top1-acc=76.22%, top5-acc=95.65%, remaining_time=0:00:31.681598, arrival_time=2021-04-10 03:00:55.235671, cost_time=0:00:05.725587 2021-04-10 03:00:25,409 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.56ms, fps=1380 images/s, loss=0.7982, top1-acc=76.13%, top5-acc=95.79%, remaining_time=0:00:29.564652, arrival_time=2021-04-10 03:00:54.973967, cost_time=0:00:07.580693 2021-04-10 03:00:27,270 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.50ms, fps=1376 images/s, loss=0.7944, top1-acc=76.17%, top5-acc=95.73%, remaining_time=0:00:27.569618, arrival_time=2021-04-10 03:00:54.839775, cost_time=0:00:09.441647 2021-04-10 03:00:29,123 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.41ms, fps=1382 images/s, loss=0.7996, top1-acc=76.09%, top5-acc=95.72%, remaining_time=0:00:25.600504, arrival_time=2021-04-10 03:00:54.723470, cost_time=0:00:11.294364 2021-04-10 03:00:30,971 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.52ms, fps=1385 images/s, loss=0.8040, top1-acc=75.74%, top5-acc=95.69%, remaining_time=0:00:23.657760, arrival_time=2021-04-10 03:00:54.629464, cost_time=0:00:13.143225 2021-04-10 03:00:32,821 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.55ms, fps=1384 images/s, loss=0.8062, top1-acc=75.65%, top5-acc=95.68%, remaining_time=0:00:21.740140, arrival_time=2021-04-10 03:00:54.561769, cost_time=0:00:14.993176 2021-04-10 03:00:34,676 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.42ms, fps=1381 images/s, loss=0.8071, top1-acc=75.57%, top5-acc=95.67%, remaining_time=0:00:19.842882, arrival_time=2021-04-10 03:00:54.519109, cost_time=0:00:16.847764 2021-04-10 03:00:36,553 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.83ms, fps=1364 images/s, loss=0.8124, top1-acc=75.46%, top5-acc=95.56%, remaining_time=0:00:17.975808, arrival_time=2021-04-10 03:00:54.529173, cost_time=0:00:18.724834 2021-04-10 03:00:38,399 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.39ms, fps=1387 images/s, loss=0.8127, top1-acc=75.41%, top5-acc=95.55%, remaining_time=0:00:16.082430, arrival_time=2021-04-10 03:00:54.481500, cost_time=0:00:20.570595 2021-04-10 03:00:40,245 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.38ms, fps=1387 images/s, loss=0.8129, top1-acc=75.44%, top5-acc=95.52%, remaining_time=0:00:14.197560, arrival_time=2021-04-10 03:00:54.443162, cost_time=0:00:22.417145 2021-04-10 03:00:42,096 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.42ms, fps=1383 images/s, loss=0.8164, top1-acc=75.30%, top5-acc=95.46%, remaining_time=0:00:12.320880, arrival_time=2021-04-10 03:00:54.417797, cost_time=0:00:24.268451 2021-04-10 03:00:43,941 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.74ms, fps=1388 images/s, loss=0.8172, top1-acc=75.27%, top5-acc=95.49%, remaining_time=0:00:10.445064, arrival_time=2021-04-10 03:00:54.386264, cost_time=0:00:26.112699 2021-04-10 03:00:45,783 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.52ms, fps=1390 images/s, loss=0.8182, top1-acc=75.28%, top5-acc=95.47%, remaining_time=0:00:08.572790, arrival_time=2021-04-10 03:00:54.355965, cost_time=0:00:27.954725 2021-04-10 03:00:47,632 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.89ms, fps=1385 images/s, loss=0.8212, top1-acc=75.21%, top5-acc=95.40%, remaining_time=0:00:06.705900, arrival_time=2021-04-10 03:00:54.338418, cost_time=0:00:29.804052 2021-04-10 03:00:49,479 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.51ms, fps=1386 images/s, loss=0.8217, top1-acc=75.17%, top5-acc=95.38%, remaining_time=0:00:04.840706, arrival_time=2021-04-10 03:00:54.320113, cost_time=0:00:31.650848 2021-04-10 03:00:51,335 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.94ms, fps=1380 images/s, loss=0.8233, top1-acc=75.20%, top5-acc=95.35%, remaining_time=0:00:02.978384, arrival_time=2021-04-10 03:00:54.313652, cost_time=0:00:33.506816 2021-04-10 03:00:53,181 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.31ms, fps=1387 images/s, loss=0.8250, top1-acc=75.15%, top5-acc=95.34%, remaining_time=0:00:01.116414, arrival_time=2021-04-10 03:00:54.298063, cost_time=0:00:35.353197 2021-04-10 03:00:54,175 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.22ms, fps=1369 images/s, loss=0.8274, top1-acc=75.13%, top5-acc=95.32%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:54.175537, cost_time=0:00:36.347081 2021-04-10 03:00:54,624 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.40ms, fps=5718 images/s, loss=1.9073, top1-acc=54.96%, top5-acc=81.99%, remaining_time=0:00:01.342920, arrival_time=2021-04-10 03:00:55.967602, cost_time=0:00:00.447644 2021-04-10 03:00:54,986 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.36ms, fps=7095 images/s, loss=1.8639, top1-acc=55.43%, top5-acc=82.79%, remaining_time=0:00:00.808980, arrival_time=2021-04-10 03:00:55.794937, cost_time=0:00:00.808986 2021-04-10 03:00:55,343 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.48ms, fps=7162 images/s, loss=1.8299, top1-acc=55.85%, top5-acc=83.49%, remaining_time=0:00:00.388930, arrival_time=2021-04-10 03:00:55.732688, cost_time=0:00:01.166780 2021-04-10 03:00:55,675 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.06ms, fps=7002 images/s, loss=1.8275, top1-acc=55.66%, top5-acc=83.50%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:55.675411, cost_time=0:00:01.498461 2021-04-10 03:00:55,787 INFO : Epoch=0080 complete, best val top1-acc=59.82%, top5-acc=86.38% (epoch=79), remaining_time=1:16:10.831800, arrival_time=2021-04-10 04:17:06.619435, cost_time=0:50:47.221181 2021-04-10 03:00:55,789 INFO : Train start, epoch=0081, lr=0.065451 2021-04-10 03:00:57,876 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.57ms, fps=1227 images/s, loss=0.7958, top1-acc=75.82%, top5-acc=95.66%, remaining_time=0:00:38.816898, arrival_time=2021-04-10 03:01:36.693324, cost_time=0:00:02.086928 2021-04-10 03:00:59,736 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.94ms, fps=1377 images/s, loss=0.7975, top1-acc=76.00%, top5-acc=95.53%, remaining_time=0:00:34.728848, arrival_time=2021-04-10 03:01:34.464815, cost_time=0:00:03.946465 2021-04-10 03:01:01,597 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=2.02ms, fps=1375 images/s, loss=0.8070, top1-acc=75.36%, top5-acc=95.60%, remaining_time=0:00:32.138928, arrival_time=2021-04-10 03:01:33.736811, cost_time=0:00:05.808254 2021-04-10 03:01:03,450 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.41ms, fps=1383 images/s, loss=0.8038, top1-acc=75.52%, top5-acc=95.77%, remaining_time=0:00:29.875404, arrival_time=2021-04-10 03:01:33.325414, cost_time=0:00:07.660372 2021-04-10 03:01:05,290 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.31ms, fps=1391 images/s, loss=0.8072, top1-acc=75.39%, top5-acc=95.77%, remaining_time=0:00:27.742920, arrival_time=2021-04-10 03:01:33.033418, cost_time=0:00:09.500991 2021-04-10 03:01:07,137 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.40ms, fps=1386 images/s, loss=0.8072, top1-acc=75.37%, top5-acc=95.74%, remaining_time=0:00:25.722768, arrival_time=2021-04-10 03:01:32.860661, cost_time=0:00:11.348305 2021-04-10 03:01:08,988 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.53ms, fps=1384 images/s, loss=0.8027, top1-acc=75.60%, top5-acc=95.69%, remaining_time=0:00:23.758686, arrival_time=2021-04-10 03:01:32.747500, cost_time=0:00:13.199283 2021-04-10 03:01:10,830 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.51ms, fps=1390 images/s, loss=0.8043, top1-acc=75.59%, top5-acc=95.60%, remaining_time=0:00:21.809740, arrival_time=2021-04-10 03:01:32.640421, cost_time=0:00:15.041170 2021-04-10 03:01:12,673 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.41ms, fps=1390 images/s, loss=0.8057, top1-acc=75.53%, top5-acc=95.57%, remaining_time=0:00:19.885176, arrival_time=2021-04-10 03:01:32.558605, cost_time=0:00:16.883607 2021-04-10 03:01:14,527 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.63ms, fps=1382 images/s, loss=0.8077, top1-acc=75.53%, top5-acc=95.49%, remaining_time=0:00:17.988384, arrival_time=2021-04-10 03:01:32.515779, cost_time=0:00:18.737887 2021-04-10 03:01:16,375 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=0.8096, top1-acc=75.52%, top5-acc=95.50%, remaining_time=0:00:16.094642, arrival_time=2021-04-10 03:01:32.470383, cost_time=0:00:20.586222 2021-04-10 03:01:18,223 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.42ms, fps=1386 images/s, loss=0.8099, top1-acc=75.52%, top5-acc=95.54%, remaining_time=0:00:14.208352, arrival_time=2021-04-10 03:01:32.432116, cost_time=0:00:22.434254 2021-04-10 03:01:20,067 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.36ms, fps=1389 images/s, loss=0.8116, top1-acc=75.45%, top5-acc=95.54%, remaining_time=0:00:12.325698, arrival_time=2021-04-10 03:01:32.393180, cost_time=0:00:24.277925 2021-04-10 03:01:21,911 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.35ms, fps=1389 images/s, loss=0.8158, top1-acc=75.34%, top5-acc=95.51%, remaining_time=0:00:10.448704, arrival_time=2021-04-10 03:01:32.359908, cost_time=0:00:26.121695 2021-04-10 03:01:23,765 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.58ms, fps=1381 images/s, loss=0.8185, top1-acc=75.19%, top5-acc=95.47%, remaining_time=0:00:08.579230, arrival_time=2021-04-10 03:01:32.344510, cost_time=0:00:27.975760 2021-04-10 03:01:25,626 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=2.11ms, fps=1376 images/s, loss=0.8220, top1-acc=75.11%, top5-acc=95.42%, remaining_time=0:00:06.713280, arrival_time=2021-04-10 03:01:32.339659, cost_time=0:00:29.836796 2021-04-10 03:01:27,466 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.43ms, fps=1392 images/s, loss=0.8240, top1-acc=75.04%, top5-acc=95.38%, remaining_time=0:00:04.844684, arrival_time=2021-04-10 03:01:32.310976, cost_time=0:00:31.676783 2021-04-10 03:01:29,308 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=2.06ms, fps=1390 images/s, loss=0.8247, top1-acc=74.98%, top5-acc=95.40%, remaining_time=0:00:02.979488, arrival_time=2021-04-10 03:01:32.288268, cost_time=0:00:33.519192 2021-04-10 03:01:31,187 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.54ms, fps=1363 images/s, loss=0.8262, top1-acc=74.95%, top5-acc=95.41%, remaining_time=0:00:01.117818, arrival_time=2021-04-10 03:01:32.304977, cost_time=0:00:35.397654 2021-04-10 03:01:32,198 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.63ms, fps=1345 images/s, loss=0.8278, top1-acc=74.93%, top5-acc=95.39%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:32.198437, cost_time=0:00:36.408891 2021-04-10 03:01:32,657 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=1.33ms, fps=5608 images/s, loss=1.9185, top1-acc=53.28%, top5-acc=82.50%, remaining_time=0:00:01.369500, arrival_time=2021-04-10 03:01:34.026829, cost_time=0:00:00.456503 2021-04-10 03:01:33,017 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.85ms, fps=7120 images/s, loss=1.8647, top1-acc=54.14%, top5-acc=82.89%, remaining_time=0:00:00.816440, arrival_time=2021-04-10 03:01:33.833752, cost_time=0:00:00.816440 2021-04-10 03:01:33,377 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.92ms, fps=7116 images/s, loss=1.8708, top1-acc=53.98%, top5-acc=83.14%, remaining_time=0:00:00.392240, arrival_time=2021-04-10 03:01:33.769950, cost_time=0:00:01.176705 2021-04-10 03:01:33,710 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.09ms, fps=6982 images/s, loss=1.8779, top1-acc=53.79%, top5-acc=82.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:33.710659, cost_time=0:00:01.509864 2021-04-10 03:01:33,805 INFO : Epoch=0081 complete, best val top1-acc=59.82%, top5-acc=86.38% (epoch=79), remaining_time=1:15:32.635625, arrival_time=2021-04-10 04:17:06.441394, cost_time=0:51:25.239335 2021-04-10 03:01:33,806 INFO : Train start, epoch=0082, lr=0.064702 2021-04-10 03:01:35,859 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=0.24ms, fps=1247 images/s, loss=0.8070, top1-acc=76.05%, top5-acc=95.59%, remaining_time=0:00:38.174082, arrival_time=2021-04-10 03:02:14.033460, cost_time=0:00:02.052370 2021-04-10 03:01:37,721 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.40ms, fps=1375 images/s, loss=0.8110, top1-acc=75.72%, top5-acc=95.78%, remaining_time=0:00:34.442672, arrival_time=2021-04-10 03:02:12.163640, cost_time=0:00:03.913946 2021-04-10 03:01:39,564 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.33ms, fps=1389 images/s, loss=0.7920, top1-acc=76.02%, top5-acc=95.87%, remaining_time=0:00:31.857558, arrival_time=2021-04-10 03:02:11.421998, cost_time=0:00:05.757392 2021-04-10 03:01:41,411 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.64ms, fps=1387 images/s, loss=0.7794, top1-acc=76.49%, top5-acc=95.86%, remaining_time=0:00:29.655756, arrival_time=2021-04-10 03:02:11.066968, cost_time=0:00:07.604049 2021-04-10 03:01:43,264 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=2.05ms, fps=1382 images/s, loss=0.7843, top1-acc=76.18%, top5-acc=95.84%, remaining_time=0:00:27.616046, arrival_time=2021-04-10 03:02:10.880690, cost_time=0:00:09.457543 2021-04-10 03:01:45,108 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.54ms, fps=1389 images/s, loss=0.7871, top1-acc=76.07%, top5-acc=95.79%, remaining_time=0:00:25.616824, arrival_time=2021-04-10 03:02:10.725377, cost_time=0:00:11.301515 2021-04-10 03:01:46,948 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.40ms, fps=1392 images/s, loss=0.7842, top1-acc=76.10%, top5-acc=95.82%, remaining_time=0:00:23.654862, arrival_time=2021-04-10 03:02:10.603518, cost_time=0:00:13.141611 2021-04-10 03:01:48,805 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.92ms, fps=1379 images/s, loss=0.7785, top1-acc=76.29%, top5-acc=95.92%, remaining_time=0:00:21.746984, arrival_time=2021-04-10 03:02:10.551980, cost_time=0:00:14.997930 2021-04-10 03:01:50,667 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.42ms, fps=1375 images/s, loss=0.7852, top1-acc=76.12%, top5-acc=95.85%, remaining_time=0:00:19.858252, arrival_time=2021-04-10 03:02:10.526115, cost_time=0:00:16.860765 2021-04-10 03:01:52,520 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=2.23ms, fps=1383 images/s, loss=0.7921, top1-acc=75.84%, top5-acc=95.78%, remaining_time=0:00:17.964288, arrival_time=2021-04-10 03:02:10.484211, cost_time=0:00:18.712798 2021-04-10 03:01:54,382 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.91ms, fps=1375 images/s, loss=0.7966, top1-acc=75.71%, top5-acc=95.70%, remaining_time=0:00:16.085956, arrival_time=2021-04-10 03:02:10.468102, cost_time=0:00:20.575023 2021-04-10 03:01:56,225 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.64ms, fps=1389 images/s, loss=0.7977, top1-acc=75.68%, top5-acc=95.69%, remaining_time=0:00:14.198320, arrival_time=2021-04-10 03:02:10.423782, cost_time=0:00:22.418446 2021-04-10 03:01:58,075 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.65ms, fps=1384 images/s, loss=0.8024, top1-acc=75.51%, top5-acc=95.62%, remaining_time=0:00:12.320616, arrival_time=2021-04-10 03:02:10.395739, cost_time=0:00:24.267929 2021-04-10 03:01:59,924 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.53ms, fps=1385 images/s, loss=0.8018, top1-acc=75.53%, top5-acc=95.59%, remaining_time=0:00:10.447024, arrival_time=2021-04-10 03:02:10.371648, cost_time=0:00:26.117580 2021-04-10 03:02:01,765 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.50ms, fps=1391 images/s, loss=0.8036, top1-acc=75.46%, top5-acc=95.58%, remaining_time=0:00:08.573986, arrival_time=2021-04-10 03:02:10.339681, cost_time=0:00:27.958675 2021-04-10 03:02:03,616 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.41ms, fps=1383 images/s, loss=0.8092, top1-acc=75.28%, top5-acc=95.50%, remaining_time=0:00:06.707196, arrival_time=2021-04-10 03:02:10.324058, cost_time=0:00:29.809685 2021-04-10 03:02:05,462 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.40ms, fps=1387 images/s, loss=0.8094, top1-acc=75.27%, top5-acc=95.47%, remaining_time=0:00:04.841460, arrival_time=2021-04-10 03:02:10.304203, cost_time=0:00:31.655703 2021-04-10 03:02:07,314 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=2.09ms, fps=1383 images/s, loss=0.8130, top1-acc=75.18%, top5-acc=95.43%, remaining_time=0:00:02.978448, arrival_time=2021-04-10 03:02:10.292955, cost_time=0:00:33.507471 2021-04-10 03:02:09,170 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.65ms, fps=1380 images/s, loss=0.8150, top1-acc=75.20%, top5-acc=95.38%, remaining_time=0:00:01.116744, arrival_time=2021-04-10 03:02:10.287310, cost_time=0:00:35.363539 2021-04-10 03:02:10,181 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.37ms, fps=1346 images/s, loss=0.8178, top1-acc=75.13%, top5-acc=95.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:10.181601, cost_time=0:00:36.374588 2021-04-10 03:02:10,612 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=0.30ms, fps=5970 images/s, loss=1.4490, top1-acc=62.03%, top5-acc=87.66%, remaining_time=0:00:01.286460, arrival_time=2021-04-10 03:02:11.898537, cost_time=0:00:00.428821 2021-04-10 03:02:10,967 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.28ms, fps=7206 images/s, loss=1.4669, top1-acc=60.94%, top5-acc=87.68%, remaining_time=0:00:00.784440, arrival_time=2021-04-10 03:02:11.752130, cost_time=0:00:00.784435 2021-04-10 03:02:11,327 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.88ms, fps=7121 images/s, loss=1.5013, top1-acc=60.53%, top5-acc=87.29%, remaining_time=0:00:00.381420, arrival_time=2021-04-10 03:02:11.708998, cost_time=0:00:01.144272 2021-04-10 03:02:11,662 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.06ms, fps=6938 images/s, loss=1.5071, top1-acc=60.36%, top5-acc=87.20%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:11.662506, cost_time=0:00:01.479271 2021-04-10 03:02:11,867 INFO : Epoch=0082 complete, best val top1-acc=60.36%, top5-acc=87.20% (epoch=82), remaining_time=1:14:54.506720, arrival_time=2021-04-10 04:17:06.374420, cost_time=0:52:03.301242 2021-04-10 03:02:11,869 INFO : Train start, epoch=0083, lr=0.063950 2021-04-10 03:02:13,910 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.81ms, fps=1254 images/s, loss=0.8171, top1-acc=76.33%, top5-acc=95.27%, remaining_time=0:00:37.965948, arrival_time=2021-04-10 03:02:51.876782, cost_time=0:00:02.041183 2021-04-10 03:02:15,763 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.60ms, fps=1382 images/s, loss=0.7798, top1-acc=77.27%, top5-acc=95.78%, remaining_time=0:00:34.267200, arrival_time=2021-04-10 03:02:50.030853, cost_time=0:00:03.893993 2021-04-10 03:02:17,613 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.51ms, fps=1387 images/s, loss=0.7871, top1-acc=76.86%, top5-acc=95.48%, remaining_time=0:00:31.785016, arrival_time=2021-04-10 03:02:49.398889, cost_time=0:00:05.744294 2021-04-10 03:02:19,468 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.50ms, fps=1381 images/s, loss=0.7879, top1-acc=76.60%, top5-acc=95.57%, remaining_time=0:00:29.634072, arrival_time=2021-04-10 03:02:49.102233, cost_time=0:00:07.598494 2021-04-10 03:02:21,309 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.33ms, fps=1391 images/s, loss=0.7846, top1-acc=76.70%, top5-acc=95.59%, remaining_time=0:00:27.564508, arrival_time=2021-04-10 03:02:48.874010, cost_time=0:00:09.439911 2021-04-10 03:02:23,150 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.93ms, fps=1391 images/s, loss=0.7827, top1-acc=76.83%, top5-acc=95.53%, remaining_time=0:00:25.570584, arrival_time=2021-04-10 03:02:48.721281, cost_time=0:00:11.281143 2021-04-10 03:02:24,999 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.87ms, fps=1385 images/s, loss=0.7844, top1-acc=76.56%, top5-acc=95.59%, remaining_time=0:00:23.632812, arrival_time=2021-04-10 03:02:48.631803, cost_time=0:00:13.129329 2021-04-10 03:02:26,872 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.44ms, fps=1367 images/s, loss=0.7833, top1-acc=76.46%, top5-acc=95.63%, remaining_time=0:00:21.754640, arrival_time=2021-04-10 03:02:48.627428, cost_time=0:00:15.003198 2021-04-10 03:02:28,721 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.32ms, fps=1385 images/s, loss=0.7886, top1-acc=76.28%, top5-acc=95.50%, remaining_time=0:00:19.847970, arrival_time=2021-04-10 03:02:48.569669, cost_time=0:00:16.852072 2021-04-10 03:02:30,566 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.54ms, fps=1388 images/s, loss=0.7908, top1-acc=76.18%, top5-acc=95.52%, remaining_time=0:00:17.949408, arrival_time=2021-04-10 03:02:48.516281, cost_time=0:00:18.697298 2021-04-10 03:02:32,415 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=0.7944, top1-acc=76.14%, top5-acc=95.51%, remaining_time=0:00:16.063080, arrival_time=2021-04-10 03:02:48.478454, cost_time=0:00:20.545802 2021-04-10 03:02:34,265 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.45ms, fps=1384 images/s, loss=0.7948, top1-acc=76.14%, top5-acc=95.57%, remaining_time=0:00:14.184260, arrival_time=2021-04-10 03:02:48.449981, cost_time=0:00:22.396152 2021-04-10 03:02:36,109 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.66ms, fps=1389 images/s, loss=0.7959, top1-acc=76.09%, top5-acc=95.56%, remaining_time=0:00:12.306492, arrival_time=2021-04-10 03:02:48.416157, cost_time=0:00:24.240100 2021-04-10 03:02:37,964 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.81ms, fps=1381 images/s, loss=0.7961, top1-acc=76.14%, top5-acc=95.58%, remaining_time=0:00:10.437784, arrival_time=2021-04-10 03:02:48.401889, cost_time=0:00:26.094398 2021-04-10 03:02:39,819 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=2.06ms, fps=1380 images/s, loss=0.7966, top1-acc=76.11%, top5-acc=95.64%, remaining_time=0:00:08.571272, arrival_time=2021-04-10 03:02:48.390787, cost_time=0:00:27.949837 2021-04-10 03:02:41,693 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.75ms, fps=1367 images/s, loss=0.7973, top1-acc=76.08%, top5-acc=95.65%, remaining_time=0:00:06.710364, arrival_time=2021-04-10 03:02:48.403890, cost_time=0:00:29.823863 2021-04-10 03:02:43,546 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.58ms, fps=1382 images/s, loss=0.7991, top1-acc=76.01%, top5-acc=95.60%, remaining_time=0:00:04.844632, arrival_time=2021-04-10 03:02:48.390935, cost_time=0:00:31.676504 2021-04-10 03:02:45,412 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.65ms, fps=1372 images/s, loss=0.8041, top1-acc=75.81%, top5-acc=95.55%, remaining_time=0:00:02.981568, arrival_time=2021-04-10 03:02:48.393881, cost_time=0:00:33.542674 2021-04-10 03:02:47,276 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.86ms, fps=1374 images/s, loss=0.8079, top1-acc=75.73%, top5-acc=95.53%, remaining_time=0:00:01.118118, arrival_time=2021-04-10 03:02:48.394859, cost_time=0:00:35.407090 2021-04-10 03:02:48,267 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.46ms, fps=1374 images/s, loss=0.8114, top1-acc=75.66%, top5-acc=95.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:48.267069, cost_time=0:00:36.397486 2021-04-10 03:02:48,730 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=3.09ms, fps=5540 images/s, loss=1.6320, top1-acc=58.05%, top5-acc=85.35%, remaining_time=0:00:01.386300, arrival_time=2021-04-10 03:02:50.117121, cost_time=0:00:00.462101 2021-04-10 03:02:49,088 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.43ms, fps=7158 images/s, loss=1.5774, top1-acc=58.89%, top5-acc=86.52%, remaining_time=0:00:00.820080, arrival_time=2021-04-10 03:02:49.908933, cost_time=0:00:00.820081 2021-04-10 03:02:49,447 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.36ms, fps=7153 images/s, loss=1.6123, top1-acc=58.06%, top5-acc=85.91%, remaining_time=0:00:00.392830, arrival_time=2021-04-10 03:02:49.840087, cost_time=0:00:01.178489 2021-04-10 03:02:49,778 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.08ms, fps=7007 images/s, loss=1.5962, top1-acc=58.28%, top5-acc=86.08%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:49.778794, cost_time=0:00:01.510105 2021-04-10 03:02:49,897 INFO : Epoch=0083 complete, best val top1-acc=60.36%, top5-acc=87.20% (epoch=82), remaining_time=1:14:16.333908, arrival_time=2021-04-10 04:17:06.231228, cost_time=0:52:41.330855 2021-04-10 03:02:49,899 INFO : Train start, epoch=0084, lr=0.063194 2021-04-10 03:02:51,930 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.50ms, fps=1260 images/s, loss=0.7905, top1-acc=76.60%, top5-acc=95.12%, remaining_time=0:00:37.776786, arrival_time=2021-04-10 03:03:29.707114, cost_time=0:00:02.031010 2021-04-10 03:02:53,782 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.52ms, fps=1382 images/s, loss=0.7708, top1-acc=76.74%, top5-acc=95.82%, remaining_time=0:00:34.174096, arrival_time=2021-04-10 03:03:27.956843, cost_time=0:00:03.883412 2021-04-10 03:02:55,636 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=2.00ms, fps=1381 images/s, loss=0.7577, top1-acc=77.02%, top5-acc=95.98%, remaining_time=0:00:31.746836, arrival_time=2021-04-10 03:03:27.383664, cost_time=0:00:05.737384 2021-04-10 03:02:57,488 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.47ms, fps=1383 images/s, loss=0.7682, top1-acc=76.75%, top5-acc=95.92%, remaining_time=0:00:29.597100, arrival_time=2021-04-10 03:03:27.085377, cost_time=0:00:07.589010 2021-04-10 03:02:59,342 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.55ms, fps=1381 images/s, loss=0.7730, top1-acc=76.66%, top5-acc=95.89%, remaining_time=0:00:27.573414, arrival_time=2021-04-10 03:03:26.915647, cost_time=0:00:09.442940 2021-04-10 03:03:01,207 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.79ms, fps=1373 images/s, loss=0.7780, top1-acc=76.49%, top5-acc=95.83%, remaining_time=0:00:25.631512, arrival_time=2021-04-10 03:03:26.838787, cost_time=0:00:11.308017 2021-04-10 03:03:03,067 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.54ms, fps=1377 images/s, loss=0.7806, top1-acc=76.34%, top5-acc=95.82%, remaining_time=0:00:23.702490, arrival_time=2021-04-10 03:03:26.769825, cost_time=0:00:13.168022 2021-04-10 03:03:04,927 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.36ms, fps=1377 images/s, loss=0.7860, top1-acc=76.33%, top5-acc=95.77%, remaining_time=0:00:21.791064, arrival_time=2021-04-10 03:03:26.718649, cost_time=0:00:15.028327 2021-04-10 03:03:06,777 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.50ms, fps=1384 images/s, loss=0.7884, top1-acc=76.19%, top5-acc=95.76%, remaining_time=0:00:19.878498, arrival_time=2021-04-10 03:03:26.655799, cost_time=0:00:16.877978 2021-04-10 03:03:08,632 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.63ms, fps=1381 images/s, loss=0.7880, top1-acc=76.20%, top5-acc=95.76%, remaining_time=0:00:17.983680, arrival_time=2021-04-10 03:03:26.616020, cost_time=0:00:18.733014 2021-04-10 03:03:10,488 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.96ms, fps=1380 images/s, loss=0.7906, top1-acc=76.06%, top5-acc=95.75%, remaining_time=0:00:16.097136, arrival_time=2021-04-10 03:03:26.585775, cost_time=0:00:20.589382 2021-04-10 03:03:12,340 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.74ms, fps=1383 images/s, loss=0.7885, top1-acc=76.06%, top5-acc=95.79%, remaining_time=0:00:14.212532, arrival_time=2021-04-10 03:03:26.552754, cost_time=0:00:22.440819 2021-04-10 03:03:14,187 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.50ms, fps=1387 images/s, loss=0.7954, top1-acc=75.92%, top5-acc=95.72%, remaining_time=0:00:12.330846, arrival_time=2021-04-10 03:03:26.518072, cost_time=0:00:24.287979 2021-04-10 03:03:16,028 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.87ms, fps=1391 images/s, loss=0.7984, top1-acc=75.84%, top5-acc=95.71%, remaining_time=0:00:10.451616, arrival_time=2021-04-10 03:03:26.479922, cost_time=0:00:26.129010 2021-04-10 03:03:17,878 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=2.16ms, fps=1384 images/s, loss=0.8002, top1-acc=75.76%, top5-acc=95.70%, remaining_time=0:00:08.580334, arrival_time=2021-04-10 03:03:26.458997, cost_time=0:00:27.979346 2021-04-10 03:03:19,726 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.58ms, fps=1386 images/s, loss=0.8037, top1-acc=75.64%, top5-acc=95.65%, remaining_time=0:00:06.711156, arrival_time=2021-04-10 03:03:26.437871, cost_time=0:00:29.827405 2021-04-10 03:03:21,577 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.45ms, fps=1384 images/s, loss=0.8060, top1-acc=75.53%, top5-acc=95.62%, remaining_time=0:00:04.844892, arrival_time=2021-04-10 03:03:26.422343, cost_time=0:00:31.678212 2021-04-10 03:03:23,422 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.31ms, fps=1388 images/s, loss=0.8109, top1-acc=75.39%, top5-acc=95.58%, remaining_time=0:00:02.979792, arrival_time=2021-04-10 03:03:26.401775, cost_time=0:00:33.522691 2021-04-10 03:03:25,297 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=2.28ms, fps=1365 images/s, loss=0.8130, top1-acc=75.33%, top5-acc=95.56%, remaining_time=0:00:01.117836, arrival_time=2021-04-10 03:03:26.415214, cost_time=0:00:35.398079 2021-04-10 03:03:26,291 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.22ms, fps=1368 images/s, loss=0.8142, top1-acc=75.33%, top5-acc=95.55%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:26.291653, cost_time=0:00:36.392438 2021-04-10 03:03:26,747 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=4.88ms, fps=5638 images/s, loss=1.5221, top1-acc=59.34%, top5-acc=86.29%, remaining_time=0:00:01.362150, arrival_time=2021-04-10 03:03:28.109230, cost_time=0:00:00.454047 2021-04-10 03:03:27,109 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.86ms, fps=7072 images/s, loss=1.5277, top1-acc=59.36%, top5-acc=86.00%, remaining_time=0:00:00.816340, arrival_time=2021-04-10 03:03:27.925907, cost_time=0:00:00.816334 2021-04-10 03:03:27,479 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=2.03ms, fps=6940 images/s, loss=1.4998, top1-acc=59.91%, top5-acc=86.82%, remaining_time=0:00:00.395380, arrival_time=2021-04-10 03:03:27.874612, cost_time=0:00:01.186132 2021-04-10 03:03:27,822 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.12ms, fps=6772 images/s, loss=1.4996, top1-acc=59.48%, top5-acc=86.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:27.822271, cost_time=0:00:01.529236 2021-04-10 03:03:27,917 INFO : Epoch=0084 complete, best val top1-acc=60.36%, top5-acc=87.20% (epoch=82), remaining_time=1:13:38.150928, arrival_time=2021-04-10 04:17:06.068045, cost_time=0:53:19.350677 2021-04-10 03:03:27,918 INFO : Train start, epoch=0085, lr=0.062434 2021-04-10 03:03:29,950 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.33ms, fps=1260 images/s, loss=0.7876, top1-acc=75.27%, top5-acc=95.90%, remaining_time=0:00:37.798734, arrival_time=2021-04-10 03:04:07.749221, cost_time=0:00:02.032192 2021-04-10 03:03:31,796 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.31ms, fps=1387 images/s, loss=0.7712, top1-acc=76.27%, top5-acc=95.90%, remaining_time=0:00:34.125696, arrival_time=2021-04-10 03:04:05.921909, cost_time=0:00:03.877930 2021-04-10 03:03:33,647 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.47ms, fps=1383 images/s, loss=0.7704, top1-acc=76.61%, top5-acc=95.91%, remaining_time=0:00:31.701186, arrival_time=2021-04-10 03:04:05.348736, cost_time=0:00:05.729141 2021-04-10 03:03:35,493 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.88ms, fps=1387 images/s, loss=0.7727, top1-acc=76.55%, top5-acc=95.89%, remaining_time=0:00:29.543124, arrival_time=2021-04-10 03:04:05.036651, cost_time=0:00:07.575172 2021-04-10 03:03:37,350 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.43ms, fps=1379 images/s, loss=0.7672, top1-acc=76.73%, top5-acc=95.91%, remaining_time=0:00:27.542170, arrival_time=2021-04-10 03:04:04.892789, cost_time=0:00:09.432259 2021-04-10 03:03:39,191 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.55ms, fps=1391 images/s, loss=0.7673, top1-acc=76.76%, top5-acc=95.98%, remaining_time=0:00:25.552496, arrival_time=2021-04-10 03:04:04.743953, cost_time=0:00:11.273162 2021-04-10 03:03:41,021 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.45ms, fps=1399 images/s, loss=0.7747, top1-acc=76.53%, top5-acc=95.97%, remaining_time=0:00:23.585562, arrival_time=2021-04-10 03:04:04.606931, cost_time=0:00:13.103080 2021-04-10 03:03:42,861 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.42ms, fps=1392 images/s, loss=0.7796, top1-acc=76.42%, top5-acc=95.89%, remaining_time=0:00:21.667408, arrival_time=2021-04-10 03:04:04.528751, cost_time=0:00:14.943017 2021-04-10 03:03:44,703 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.54ms, fps=1390 images/s, loss=0.7852, top1-acc=76.23%, top5-acc=95.89%, remaining_time=0:00:19.769106, arrival_time=2021-04-10 03:04:04.472518, cost_time=0:00:16.785057 2021-04-10 03:03:46,534 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.37ms, fps=1398 images/s, loss=0.7853, top1-acc=76.22%, top5-acc=95.87%, remaining_time=0:00:17.871648, arrival_time=2021-04-10 03:04:04.406268, cost_time=0:00:18.616314 2021-04-10 03:03:48,395 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.40ms, fps=1376 images/s, loss=0.7862, top1-acc=76.14%, top5-acc=95.88%, remaining_time=0:00:16.009158, arrival_time=2021-04-10 03:04:04.404233, cost_time=0:00:20.476787 2021-04-10 03:03:50,240 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.66ms, fps=1388 images/s, loss=0.7887, top1-acc=76.09%, top5-acc=95.81%, remaining_time=0:00:14.137064, arrival_time=2021-04-10 03:04:04.377067, cost_time=0:00:22.321719 2021-04-10 03:03:52,081 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.39ms, fps=1390 images/s, loss=0.7896, top1-acc=76.03%, top5-acc=95.77%, remaining_time=0:00:12.267486, arrival_time=2021-04-10 03:04:04.348952, cost_time=0:00:24.163202 2021-04-10 03:03:53,931 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=2.63ms, fps=1384 images/s, loss=0.7907, top1-acc=76.01%, top5-acc=95.73%, remaining_time=0:00:10.405416, arrival_time=2021-04-10 03:04:04.337294, cost_time=0:00:26.013596 2021-04-10 03:03:55,792 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.54ms, fps=1377 images/s, loss=0.7949, top1-acc=75.87%, top5-acc=95.70%, remaining_time=0:00:08.547950, arrival_time=2021-04-10 03:04:04.340261, cost_time=0:00:27.873695 2021-04-10 03:03:57,643 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.41ms, fps=1384 images/s, loss=0.7994, top1-acc=75.78%, top5-acc=95.60%, remaining_time=0:00:06.688080, arrival_time=2021-04-10 03:04:04.331217, cost_time=0:00:29.724860 2021-04-10 03:03:59,484 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.37ms, fps=1390 images/s, loss=0.8029, top1-acc=75.60%, top5-acc=95.58%, remaining_time=0:00:04.827810, arrival_time=2021-04-10 03:04:04.312618, cost_time=0:00:31.566525 2021-04-10 03:04:01,328 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.34ms, fps=1389 images/s, loss=0.7996, top1-acc=75.73%, top5-acc=95.61%, remaining_time=0:00:02.969792, arrival_time=2021-04-10 03:04:04.298189, cost_time=0:00:33.410093 2021-04-10 03:04:03,174 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.63ms, fps=1387 images/s, loss=0.8016, top1-acc=75.66%, top5-acc=95.61%, remaining_time=0:00:01.113354, arrival_time=2021-04-10 03:04:04.287818, cost_time=0:00:35.256174 2021-04-10 03:04:04,171 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.20ms, fps=1364 images/s, loss=0.8014, top1-acc=75.65%, top5-acc=95.60%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:04.171821, cost_time=0:00:36.253515 2021-04-10 03:04:04,622 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=2.90ms, fps=5717 images/s, loss=1.6694, top1-acc=58.12%, top5-acc=85.16%, remaining_time=0:00:01.343310, arrival_time=2021-04-10 03:04:05.965466, cost_time=0:00:00.447769 2021-04-10 03:04:04,980 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=2.57ms, fps=7156 images/s, loss=1.7024, top1-acc=57.03%, top5-acc=85.02%, remaining_time=0:00:00.805960, arrival_time=2021-04-10 03:04:05.786320, cost_time=0:00:00.805959 2021-04-10 03:04:05,343 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.97ms, fps=7057 images/s, loss=1.6974, top1-acc=57.33%, top5-acc=85.17%, remaining_time=0:00:00.389740, arrival_time=2021-04-10 03:04:05.733361, cost_time=0:00:01.169208 2021-04-10 03:04:05,676 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.06ms, fps=6972 images/s, loss=1.6941, top1-acc=57.36%, top5-acc=85.23%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:05.676836, cost_time=0:00:01.502516 2021-04-10 03:04:05,784 INFO : Epoch=0085 complete, best val top1-acc=60.36%, top5-acc=87.20% (epoch=82), remaining_time=1:12:59.764995, arrival_time=2021-04-10 04:17:05.549048, cost_time=0:53:57.217615 2021-04-10 03:04:05,785 INFO : Train start, epoch=0086, lr=0.061672 2021-04-10 03:04:07,820 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.56ms, fps=1258 images/s, loss=0.7887, top1-acc=75.98%, top5-acc=95.78%, remaining_time=0:00:37.851000, arrival_time=2021-04-10 03:04:45.671263, cost_time=0:00:02.035002 2021-04-10 03:04:09,662 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.74ms, fps=1390 images/s, loss=0.7842, top1-acc=76.43%, top5-acc=95.92%, remaining_time=0:00:34.119008, arrival_time=2021-04-10 03:04:43.781439, cost_time=0:00:03.877167 2021-04-10 03:04:11,508 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=2.41ms, fps=1387 images/s, loss=0.7765, top1-acc=76.59%, top5-acc=95.99%, remaining_time=0:00:31.665828, arrival_time=2021-04-10 03:04:43.173930, cost_time=0:00:05.722753 2021-04-10 03:04:13,353 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.59ms, fps=1390 images/s, loss=0.7765, top1-acc=76.63%, top5-acc=96.04%, remaining_time=0:00:29.515356, arrival_time=2021-04-10 03:04:42.868721, cost_time=0:00:07.568023 2021-04-10 03:04:15,191 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=2.05ms, fps=1393 images/s, loss=0.7772, top1-acc=76.53%, top5-acc=96.05%, remaining_time=0:00:27.466980, arrival_time=2021-04-10 03:04:42.658753, cost_time=0:00:09.406510 2021-04-10 03:04:17,040 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.76ms, fps=1385 images/s, loss=0.7828, top1-acc=76.26%, top5-acc=95.92%, remaining_time=0:00:25.512240, arrival_time=2021-04-10 03:04:42.553027, cost_time=0:00:11.255401 2021-04-10 03:04:18,890 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.38ms, fps=1385 images/s, loss=0.7813, top1-acc=76.27%, top5-acc=95.93%, remaining_time=0:00:23.588586, arrival_time=2021-04-10 03:04:42.478650, cost_time=0:00:13.104802 2021-04-10 03:04:20,732 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.61ms, fps=1390 images/s, loss=0.7764, top1-acc=76.36%, top5-acc=95.98%, remaining_time=0:00:21.672976, arrival_time=2021-04-10 03:04:42.405131, cost_time=0:00:14.946889 2021-04-10 03:04:22,579 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.56ms, fps=1386 images/s, loss=0.7782, top1-acc=76.33%, top5-acc=95.96%, remaining_time=0:00:19.779494, arrival_time=2021-04-10 03:04:42.358843, cost_time=0:00:16.793897 2021-04-10 03:04:24,426 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.48ms, fps=1387 images/s, loss=0.7810, top1-acc=76.19%, top5-acc=95.87%, remaining_time=0:00:17.895456, arrival_time=2021-04-10 03:04:42.321851, cost_time=0:00:18.641080 2021-04-10 03:04:26,291 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.92ms, fps=1373 images/s, loss=0.7784, top1-acc=76.23%, top5-acc=95.89%, remaining_time=0:00:16.032464, arrival_time=2021-04-10 03:04:42.324339, cost_time=0:00:20.506608 2021-04-10 03:04:28,140 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.55ms, fps=1385 images/s, loss=0.7808, top1-acc=76.13%, top5-acc=95.83%, remaining_time=0:00:14.158116, arrival_time=2021-04-10 03:04:42.298295, cost_time=0:00:22.354909 2021-04-10 03:04:29,986 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.7845, top1-acc=76.02%, top5-acc=95.79%, remaining_time=0:00:12.286956, arrival_time=2021-04-10 03:04:42.273865, cost_time=0:00:24.201598 2021-04-10 03:04:31,829 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.37ms, fps=1390 images/s, loss=0.7873, top1-acc=75.93%, top5-acc=95.76%, remaining_time=0:00:10.417456, arrival_time=2021-04-10 03:04:42.246432, cost_time=0:00:26.043707 2021-04-10 03:04:33,682 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.47ms, fps=1381 images/s, loss=0.7906, top1-acc=75.83%, top5-acc=95.73%, remaining_time=0:00:08.555264, arrival_time=2021-04-10 03:04:42.238129, cost_time=0:00:27.897600 2021-04-10 03:04:35,529 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=2.32ms, fps=1386 images/s, loss=0.7916, top1-acc=75.82%, top5-acc=95.72%, remaining_time=0:00:06.692508, arrival_time=2021-04-10 03:04:42.222383, cost_time=0:00:29.744543 2021-04-10 03:04:37,370 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.54ms, fps=1391 images/s, loss=0.7921, top1-acc=75.85%, top5-acc=95.71%, remaining_time=0:00:04.830644, arrival_time=2021-04-10 03:04:42.200808, cost_time=0:00:31.584913 2021-04-10 03:04:39,209 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.50ms, fps=1392 images/s, loss=0.7966, top1-acc=75.76%, top5-acc=95.67%, remaining_time=0:00:02.971056, arrival_time=2021-04-10 03:04:42.180715, cost_time=0:00:33.424381 2021-04-10 03:04:41,057 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.23ms, fps=1386 images/s, loss=0.7988, top1-acc=75.71%, top5-acc=95.65%, remaining_time=0:00:01.113840, arrival_time=2021-04-10 03:04:42.170855, cost_time=0:00:35.271662 2021-04-10 03:04:42,078 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.22ms, fps=1332 images/s, loss=0.8011, top1-acc=75.69%, top5-acc=95.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:42.078770, cost_time=0:00:36.293511 2021-04-10 03:04:42,527 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=1.41ms, fps=5724 images/s, loss=1.5958, top1-acc=58.83%, top5-acc=85.59%, remaining_time=0:00:01.341570, arrival_time=2021-04-10 03:04:43.869167, cost_time=0:00:00.447192 2021-04-10 03:04:42,896 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.73ms, fps=6950 images/s, loss=1.6458, top1-acc=57.99%, top5-acc=85.37%, remaining_time=0:00:00.815920, arrival_time=2021-04-10 03:04:43.712229, cost_time=0:00:00.815924 2021-04-10 03:04:43,254 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.91ms, fps=7164 images/s, loss=1.6462, top1-acc=57.97%, top5-acc=85.08%, remaining_time=0:00:00.391190, arrival_time=2021-04-10 03:04:43.645207, cost_time=0:00:01.173572 2021-04-10 03:04:43,590 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.07ms, fps=6912 images/s, loss=1.6643, top1-acc=57.70%, top5-acc=84.69%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:43.590088, cost_time=0:00:01.509689 2021-04-10 03:04:43,659 INFO : Epoch=0086 complete, best val top1-acc=60.36%, top5-acc=87.20% (epoch=82), remaining_time=1:12:21.402036, arrival_time=2021-04-10 04:17:05.061225, cost_time=0:54:35.092763 2021-04-10 03:04:43,660 INFO : Train start, epoch=0087, lr=0.060907 2021-04-10 03:04:45,667 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.43ms, fps=1276 images/s, loss=0.7697, top1-acc=76.56%, top5-acc=96.09%, remaining_time=0:00:37.328154, arrival_time=2021-04-10 03:05:22.995350, cost_time=0:00:02.006886 2021-04-10 03:04:47,508 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.34ms, fps=1391 images/s, loss=0.7599, top1-acc=77.29%, top5-acc=96.11%, remaining_time=0:00:33.864336, arrival_time=2021-04-10 03:05:21.372879, cost_time=0:00:03.848216 2021-04-10 03:04:49,349 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.41ms, fps=1391 images/s, loss=0.7540, top1-acc=77.47%, top5-acc=96.17%, remaining_time=0:00:31.480904, arrival_time=2021-04-10 03:05:20.830523, cost_time=0:00:05.689310 2021-04-10 03:04:51,195 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.62ms, fps=1388 images/s, loss=0.7507, top1-acc=77.49%, top5-acc=96.15%, remaining_time=0:00:29.385408, arrival_time=2021-04-10 03:05:20.580435, cost_time=0:00:07.534728 2021-04-10 03:04:53,042 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.90ms, fps=1386 images/s, loss=0.7438, top1-acc=77.77%, top5-acc=96.23%, remaining_time=0:00:27.396462, arrival_time=2021-04-10 03:05:20.439140, cost_time=0:00:09.382365 2021-04-10 03:04:54,898 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.41ms, fps=1380 images/s, loss=0.7475, top1-acc=77.53%, top5-acc=96.20%, remaining_time=0:00:25.472664, arrival_time=2021-04-10 03:05:20.370887, cost_time=0:00:11.237917 2021-04-10 03:04:56,740 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.43ms, fps=1390 images/s, loss=0.7487, top1-acc=77.41%, top5-acc=96.18%, remaining_time=0:00:23.543352, arrival_time=2021-04-10 03:05:20.283308, cost_time=0:00:13.079649 2021-04-10 03:04:58,584 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.37ms, fps=1388 images/s, loss=0.7513, top1-acc=77.38%, top5-acc=96.13%, remaining_time=0:00:21.640264, arrival_time=2021-04-10 03:05:20.224915, cost_time=0:00:14.924341 2021-04-10 03:05:00,429 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.35ms, fps=1388 images/s, loss=0.7544, top1-acc=77.27%, top5-acc=96.11%, remaining_time=0:00:19.750450, arrival_time=2021-04-10 03:05:20.180039, cost_time=0:00:16.769259 2021-04-10 03:05:02,282 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.46ms, fps=1382 images/s, loss=0.7584, top1-acc=77.14%, top5-acc=96.02%, remaining_time=0:00:17.877120, arrival_time=2021-04-10 03:05:20.159483, cost_time=0:00:18.622038 2021-04-10 03:05:04,144 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=2.18ms, fps=1375 images/s, loss=0.7624, top1-acc=77.01%, top5-acc=95.93%, remaining_time=0:00:16.015264, arrival_time=2021-04-10 03:05:20.160209, cost_time=0:00:20.484634 2021-04-10 03:05:05,995 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.34ms, fps=1384 images/s, loss=0.7628, top1-acc=76.98%, top5-acc=95.95%, remaining_time=0:00:14.145272, arrival_time=2021-04-10 03:05:20.140251, cost_time=0:00:22.334592 2021-04-10 03:05:07,837 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.39ms, fps=1390 images/s, loss=0.7643, top1-acc=76.95%, top5-acc=95.93%, remaining_time=0:00:12.274680, arrival_time=2021-04-10 03:05:20.112396, cost_time=0:00:24.177412 2021-04-10 03:05:09,692 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.60ms, fps=1381 images/s, loss=0.7674, top1-acc=76.86%, top5-acc=95.87%, remaining_time=0:00:10.412864, arrival_time=2021-04-10 03:05:20.105315, cost_time=0:00:26.032117 2021-04-10 03:05:11,539 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.55ms, fps=1386 images/s, loss=0.7711, top1-acc=76.67%, top5-acc=95.86%, remaining_time=0:00:08.549652, arrival_time=2021-04-10 03:05:20.089346, cost_time=0:00:27.879328 2021-04-10 03:05:13,382 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.38ms, fps=1390 images/s, loss=0.7745, top1-acc=76.55%, top5-acc=95.81%, remaining_time=0:00:06.687468, arrival_time=2021-04-10 03:05:20.069785, cost_time=0:00:29.722006 2021-04-10 03:05:15,232 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=2.48ms, fps=1384 images/s, loss=0.7775, top1-acc=76.47%, top5-acc=95.77%, remaining_time=0:00:04.828694, arrival_time=2021-04-10 03:05:20.061251, cost_time=0:00:31.572212 2021-04-10 03:05:17,087 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=2.08ms, fps=1381 images/s, loss=0.7830, top1-acc=76.32%, top5-acc=95.73%, remaining_time=0:00:02.971280, arrival_time=2021-04-10 03:05:20.058476, cost_time=0:00:33.426899 2021-04-10 03:05:18,930 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.27ms, fps=1389 images/s, loss=0.7886, top1-acc=76.22%, top5-acc=95.63%, remaining_time=0:00:01.113798, arrival_time=2021-04-10 03:05:20.044345, cost_time=0:00:35.270201 2021-04-10 03:05:19,922 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.22ms, fps=1372 images/s, loss=0.7906, top1-acc=76.16%, top5-acc=95.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:19.922283, cost_time=0:00:36.261973 2021-04-10 03:05:20,411 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=3.93ms, fps=5251 images/s, loss=1.5511, top1-acc=60.86%, top5-acc=86.95%, remaining_time=0:00:01.462440, arrival_time=2021-04-10 03:05:21.873864, cost_time=0:00:00.487476 2021-04-10 03:05:20,772 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=2.47ms, fps=7101 images/s, loss=1.5304, top1-acc=60.80%, top5-acc=87.29%, remaining_time=0:00:00.848360, arrival_time=2021-04-10 03:05:21.620666, cost_time=0:00:00.848354 2021-04-10 03:05:21,131 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.54ms, fps=7130 images/s, loss=1.5201, top1-acc=60.99%, top5-acc=87.19%, remaining_time=0:00:00.402580, arrival_time=2021-04-10 03:05:21.534320, cost_time=0:00:01.207752 2021-04-10 03:05:21,470 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.07ms, fps=6867 images/s, loss=1.5350, top1-acc=60.82%, top5-acc=86.94%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:21.470086, cost_time=0:00:01.546098 2021-04-10 03:05:21,641 INFO : Epoch=0087 complete, best val top1-acc=60.82%, top5-acc=86.94% (epoch=87), remaining_time=1:11:43.189273, arrival_time=2021-04-10 04:17:04.830680, cost_time=0:55:13.074968 2021-04-10 03:05:21,642 INFO : Train start, epoch=0088, lr=0.060139 2021-04-10 03:05:23,703 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=1.58ms, fps=1242 images/s, loss=0.7632, top1-acc=77.54%, top5-acc=96.21%, remaining_time=0:00:38.331996, arrival_time=2021-04-10 03:06:02.035395, cost_time=0:00:02.060856 2021-04-10 03:05:25,542 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.35ms, fps=1392 images/s, loss=0.7587, top1-acc=77.40%, top5-acc=96.39%, remaining_time=0:00:34.322816, arrival_time=2021-04-10 03:05:59.865718, cost_time=0:00:03.900322 2021-04-10 03:05:27,392 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.49ms, fps=1385 images/s, loss=0.7482, top1-acc=77.73%, top5-acc=96.35%, remaining_time=0:00:31.814398, arrival_time=2021-04-10 03:05:59.206551, cost_time=0:00:05.749597 2021-04-10 03:05:29,241 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.49ms, fps=1385 images/s, loss=0.7507, top1-acc=77.50%, top5-acc=96.34%, remaining_time=0:00:29.634384, arrival_time=2021-04-10 03:05:58.875614, cost_time=0:00:07.598544 2021-04-10 03:05:31,081 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.38ms, fps=1392 images/s, loss=0.7532, top1-acc=77.38%, top5-acc=96.29%, remaining_time=0:00:27.562172, arrival_time=2021-04-10 03:05:58.643786, cost_time=0:00:09.439076 2021-04-10 03:05:32,935 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.44ms, fps=1382 images/s, loss=0.7501, top1-acc=77.38%, top5-acc=96.30%, remaining_time=0:00:25.596016, arrival_time=2021-04-10 03:05:58.531035, cost_time=0:00:11.292375 2021-04-10 03:05:34,784 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.39ms, fps=1385 images/s, loss=0.7515, top1-acc=77.32%, top5-acc=96.26%, remaining_time=0:00:23.655366, arrival_time=2021-04-10 03:05:58.439823, cost_time=0:00:13.141872 2021-04-10 03:05:36,633 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=0.7498, top1-acc=77.26%, top5-acc=96.27%, remaining_time=0:00:21.736196, arrival_time=2021-04-10 03:05:58.369222, cost_time=0:00:14.990488 2021-04-10 03:05:38,481 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=0.7483, top1-acc=77.31%, top5-acc=96.26%, remaining_time=0:00:19.832600, arrival_time=2021-04-10 03:05:58.314222, cost_time=0:00:16.838961 2021-04-10 03:05:40,327 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=2.28ms, fps=1388 images/s, loss=0.7505, top1-acc=77.20%, top5-acc=96.21%, remaining_time=0:00:17.936928, arrival_time=2021-04-10 03:05:58.263882, cost_time=0:00:18.684328 2021-04-10 03:05:42,170 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.56ms, fps=1389 images/s, loss=0.7548, top1-acc=77.02%, top5-acc=96.19%, remaining_time=0:00:16.048890, arrival_time=2021-04-10 03:05:58.219092, cost_time=0:00:20.527609 2021-04-10 03:05:44,010 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.87ms, fps=1392 images/s, loss=0.7592, top1-acc=76.87%, top5-acc=96.16%, remaining_time=0:00:14.166096, arrival_time=2021-04-10 03:05:58.176145, cost_time=0:00:22.367518 2021-04-10 03:05:45,855 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.32ms, fps=1387 images/s, loss=0.7631, top1-acc=76.75%, top5-acc=96.13%, remaining_time=0:00:12.292764, arrival_time=2021-04-10 03:05:58.148341, cost_time=0:00:24.213035 2021-04-10 03:05:47,698 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.72ms, fps=1390 images/s, loss=0.7648, top1-acc=76.70%, top5-acc=96.09%, remaining_time=0:00:10.422272, arrival_time=2021-04-10 03:05:58.120493, cost_time=0:00:26.055691 2021-04-10 03:05:49,546 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.55ms, fps=1385 images/s, loss=0.7673, top1-acc=76.61%, top5-acc=96.06%, remaining_time=0:00:08.557242, arrival_time=2021-04-10 03:05:58.103889, cost_time=0:00:27.904038 2021-04-10 03:05:51,388 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.53ms, fps=1391 images/s, loss=0.7708, top1-acc=76.53%, top5-acc=96.00%, remaining_time=0:00:06.692760, arrival_time=2021-04-10 03:05:58.080924, cost_time=0:00:29.745592 2021-04-10 03:05:53,246 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.46ms, fps=1378 images/s, loss=0.7740, top1-acc=76.45%, top5-acc=96.01%, remaining_time=0:00:04.833582, arrival_time=2021-04-10 03:05:58.080445, cost_time=0:00:31.604264 2021-04-10 03:05:55,094 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.46ms, fps=1386 images/s, loss=0.7768, top1-acc=76.33%, top5-acc=96.00%, remaining_time=0:00:02.973536, arrival_time=2021-04-10 03:05:58.068344, cost_time=0:00:33.452243 2021-04-10 03:05:56,937 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.48ms, fps=1389 images/s, loss=0.7778, top1-acc=76.36%, top5-acc=95.96%, remaining_time=0:00:01.114590, arrival_time=2021-04-10 03:05:58.052520, cost_time=0:00:35.295392 2021-04-10 03:05:57,943 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.65ms, fps=1353 images/s, loss=0.7788, top1-acc=76.33%, top5-acc=95.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:57.943735, cost_time=0:00:36.301195 2021-04-10 03:05:58,425 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=2.53ms, fps=5335 images/s, loss=1.5181, top1-acc=60.74%, top5-acc=87.27%, remaining_time=0:00:01.439400, arrival_time=2021-04-10 03:05:59.864566, cost_time=0:00:00.479797 2021-04-10 03:05:58,788 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=2.27ms, fps=7051 images/s, loss=1.5247, top1-acc=60.74%, top5-acc=86.97%, remaining_time=0:00:00.843320, arrival_time=2021-04-10 03:05:59.631974, cost_time=0:00:00.843315 2021-04-10 03:05:59,141 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.33ms, fps=7259 images/s, loss=1.5593, top1-acc=60.36%, top5-acc=86.56%, remaining_time=0:00:00.398780, arrival_time=2021-04-10 03:05:59.540450, cost_time=0:00:01.196349 2021-04-10 03:05:59,472 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.08ms, fps=7013 images/s, loss=1.5751, top1-acc=60.10%, top5-acc=86.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:59.472839, cost_time=0:00:01.527538 2021-04-10 03:05:59,539 INFO : Epoch=0088 complete, best val top1-acc=60.82%, top5-acc=86.94% (epoch=87), remaining_time=1:11:04.874208, arrival_time=2021-04-10 04:17:04.413189, cost_time=0:55:50.972569 2021-04-10 03:05:59,539 INFO : Train start, epoch=0089, lr=0.059369 2021-04-10 03:06:01,608 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.31ms, fps=1238 images/s, loss=0.7254, top1-acc=77.81%, top5-acc=96.72%, remaining_time=0:00:38.473728, arrival_time=2021-04-10 03:06:40.082273, cost_time=0:00:02.068476 2021-04-10 03:06:03,445 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.40ms, fps=1394 images/s, loss=0.7277, top1-acc=77.85%, top5-acc=96.48%, remaining_time=0:00:34.369632, arrival_time=2021-04-10 03:06:37.815374, cost_time=0:00:03.905648 2021-04-10 03:06:05,285 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.51ms, fps=1392 images/s, loss=0.7187, top1-acc=78.15%, top5-acc=96.50%, remaining_time=0:00:31.789664, arrival_time=2021-04-10 03:06:37.074852, cost_time=0:00:05.745105 2021-04-10 03:06:07,127 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.42ms, fps=1390 images/s, loss=0.7221, top1-acc=77.99%, top5-acc=96.33%, remaining_time=0:00:29.589768, arrival_time=2021-04-10 03:06:36.716967, cost_time=0:00:07.587111 2021-04-10 03:06:08,961 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.65ms, fps=1396 images/s, loss=0.7183, top1-acc=78.09%, top5-acc=96.35%, remaining_time=0:00:27.510050, arrival_time=2021-04-10 03:06:36.471447, cost_time=0:00:09.421256 2021-04-10 03:06:10,809 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.34ms, fps=1386 images/s, loss=0.7196, top1-acc=78.15%, top5-acc=96.33%, remaining_time=0:00:25.544064, arrival_time=2021-04-10 03:06:36.353678, cost_time=0:00:11.269469 2021-04-10 03:06:12,651 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.91ms, fps=1391 images/s, loss=0.7146, top1-acc=78.26%, top5-acc=96.46%, remaining_time=0:00:23.599926, arrival_time=2021-04-10 03:06:36.251067, cost_time=0:00:13.111051 2021-04-10 03:06:14,493 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.54ms, fps=1390 images/s, loss=0.7198, top1-acc=78.15%, top5-acc=96.38%, remaining_time=0:00:21.681560, arrival_time=2021-04-10 03:06:36.174505, cost_time=0:00:14.952802 2021-04-10 03:06:16,341 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.36ms, fps=1385 images/s, loss=0.7238, top1-acc=77.97%, top5-acc=96.31%, remaining_time=0:00:19.788080, arrival_time=2021-04-10 03:06:36.129343, cost_time=0:00:16.801182 2021-04-10 03:06:18,188 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.63ms, fps=1386 images/s, loss=0.7309, top1-acc=77.70%, top5-acc=96.25%, remaining_time=0:00:17.902272, arrival_time=2021-04-10 03:06:36.090610, cost_time=0:00:18.648237 2021-04-10 03:06:20,034 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.59ms, fps=1387 images/s, loss=0.7355, top1-acc=77.60%, top5-acc=96.17%, remaining_time=0:00:16.023262, arrival_time=2021-04-10 03:06:36.058207, cost_time=0:00:20.494856 2021-04-10 03:06:21,884 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.53ms, fps=1385 images/s, loss=0.7406, top1-acc=77.43%, top5-acc=96.13%, remaining_time=0:00:14.151352, arrival_time=2021-04-10 03:06:36.035720, cost_time=0:00:22.344241 2021-04-10 03:06:23,738 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.34ms, fps=1381 images/s, loss=0.7487, top1-acc=77.17%, top5-acc=96.08%, remaining_time=0:00:12.285108, arrival_time=2021-04-10 03:06:36.023137, cost_time=0:00:24.197945 2021-04-10 03:06:25,587 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=0.7513, top1-acc=77.09%, top5-acc=96.05%, remaining_time=0:00:10.418800, arrival_time=2021-04-10 03:06:36.005838, cost_time=0:00:26.046945 2021-04-10 03:06:27,426 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.65ms, fps=1392 images/s, loss=0.7590, top1-acc=76.86%, top5-acc=95.97%, remaining_time=0:00:08.551768, arrival_time=2021-04-10 03:06:35.978081, cost_time=0:00:27.886189 2021-04-10 03:06:29,281 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.85ms, fps=1381 images/s, loss=0.7613, top1-acc=76.77%, top5-acc=95.94%, remaining_time=0:00:06.691716, arrival_time=2021-04-10 03:06:35.972836, cost_time=0:00:29.741029 2021-04-10 03:06:31,124 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.48ms, fps=1389 images/s, loss=0.7621, top1-acc=76.73%, top5-acc=95.92%, remaining_time=0:00:04.830540, arrival_time=2021-04-10 03:06:35.954935, cost_time=0:00:31.584278 2021-04-10 03:06:32,976 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.80ms, fps=1383 images/s, loss=0.7670, top1-acc=76.60%, top5-acc=95.89%, remaining_time=0:00:02.972128, arrival_time=2021-04-10 03:06:35.948709, cost_time=0:00:33.436486 2021-04-10 03:06:34,844 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=5.07ms, fps=1371 images/s, loss=0.7699, top1-acc=76.55%, top5-acc=95.87%, remaining_time=0:00:01.114866, arrival_time=2021-04-10 03:06:35.959180, cost_time=0:00:35.304139 2021-04-10 03:06:35,858 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=2.15ms, fps=1342 images/s, loss=0.7708, top1-acc=76.54%, top5-acc=95.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:35.858218, cost_time=0:00:36.318063 2021-04-10 03:06:36,391 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=0.41ms, fps=4816 images/s, loss=1.7715, top1-acc=56.99%, top5-acc=84.02%, remaining_time=0:00:01.594560, arrival_time=2021-04-10 03:06:37.986116, cost_time=0:00:00.531520 2021-04-10 03:06:36,749 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.28ms, fps=7170 images/s, loss=1.8209, top1-acc=55.45%, top5-acc=83.67%, remaining_time=0:00:00.889120, arrival_time=2021-04-10 03:06:37.638199, cost_time=0:00:00.889111 2021-04-10 03:06:37,108 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.84ms, fps=7141 images/s, loss=1.8251, top1-acc=55.46%, top5-acc=83.61%, remaining_time=0:00:00.415980, arrival_time=2021-04-10 03:06:37.523948, cost_time=0:00:01.247954 2021-04-10 03:06:37,439 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.07ms, fps=6998 images/s, loss=1.7985, top1-acc=55.92%, top5-acc=83.86%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:37.439923, cost_time=0:00:01.579988 2021-04-10 03:06:37,550 INFO : Epoch=0089 complete, best val top1-acc=60.82%, top5-acc=86.94% (epoch=87), remaining_time=1:10:26.710614, arrival_time=2021-04-10 04:17:04.261223, cost_time=0:56:28.984178 2021-04-10 03:06:37,551 INFO : Train start, epoch=0090, lr=0.058596 2021-04-10 03:06:39,609 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=0.24ms, fps=1244 images/s, loss=0.7634, top1-acc=77.58%, top5-acc=95.55%, remaining_time=0:00:38.275266, arrival_time=2021-04-10 03:07:17.885174, cost_time=0:00:02.057808 2021-04-10 03:06:41,450 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.66ms, fps=1391 images/s, loss=0.7381, top1-acc=77.85%, top5-acc=96.04%, remaining_time=0:00:34.308384, arrival_time=2021-04-10 03:07:15.759179, cost_time=0:00:03.898677 2021-04-10 03:06:43,303 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.41ms, fps=1382 images/s, loss=0.7248, top1-acc=78.26%, top5-acc=96.34%, remaining_time=0:00:31.825188, arrival_time=2021-04-10 03:07:15.128856, cost_time=0:00:05.751547 2021-04-10 03:06:45,155 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.80ms, fps=1383 images/s, loss=0.7236, top1-acc=78.30%, top5-acc=96.34%, remaining_time=0:00:29.651232, arrival_time=2021-04-10 03:07:14.806225, cost_time=0:00:07.602884 2021-04-10 03:06:47,011 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.62ms, fps=1379 images/s, loss=0.7344, top1-acc=77.69%, top5-acc=96.24%, remaining_time=0:00:27.621740, arrival_time=2021-04-10 03:07:14.633451, cost_time=0:00:09.459495 2021-04-10 03:06:48,862 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=2.12ms, fps=1384 images/s, loss=0.7372, top1-acc=77.39%, top5-acc=96.28%, remaining_time=0:00:25.636408, arrival_time=2021-04-10 03:07:14.498692, cost_time=0:00:11.310208 2021-04-10 03:06:50,710 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=0.7432, top1-acc=77.27%, top5-acc=96.24%, remaining_time=0:00:23.684346, arrival_time=2021-04-10 03:07:14.394562, cost_time=0:00:13.157955 2021-04-10 03:06:52,559 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.63ms, fps=1385 images/s, loss=0.7449, top1-acc=77.34%, top5-acc=96.16%, remaining_time=0:00:21.760556, arrival_time=2021-04-10 03:07:14.319914, cost_time=0:00:15.007267 2021-04-10 03:06:54,400 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.51ms, fps=1391 images/s, loss=0.7498, top1-acc=77.21%, top5-acc=96.18%, remaining_time=0:00:19.843412, arrival_time=2021-04-10 03:07:14.243645, cost_time=0:00:16.848150 2021-04-10 03:06:56,251 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.93ms, fps=1383 images/s, loss=0.7498, top1-acc=77.29%, top5-acc=96.12%, remaining_time=0:00:17.951328, arrival_time=2021-04-10 03:07:14.202668, cost_time=0:00:18.699258 2021-04-10 03:06:58,085 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.41ms, fps=1396 images/s, loss=0.7499, top1-acc=77.27%, top5-acc=96.14%, remaining_time=0:00:16.053018, arrival_time=2021-04-10 03:07:14.138085, cost_time=0:00:20.532928 2021-04-10 03:06:59,924 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.64ms, fps=1392 images/s, loss=0.7542, top1-acc=77.14%, top5-acc=96.12%, remaining_time=0:00:14.169288, arrival_time=2021-04-10 03:07:14.093909, cost_time=0:00:22.372532 2021-04-10 03:07:01,771 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.65ms, fps=1387 images/s, loss=0.7538, top1-acc=77.17%, top5-acc=96.10%, remaining_time=0:00:12.295734, arrival_time=2021-04-10 03:07:14.066764, cost_time=0:00:24.218867 2021-04-10 03:07:03,619 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.70ms, fps=1385 images/s, loss=0.7552, top1-acc=77.08%, top5-acc=96.08%, remaining_time=0:00:10.427032, arrival_time=2021-04-10 03:07:14.046714, cost_time=0:00:26.067592 2021-04-10 03:07:05,476 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.99ms, fps=1379 images/s, loss=0.7563, top1-acc=77.01%, top5-acc=96.04%, remaining_time=0:00:08.563452, arrival_time=2021-04-10 03:07:14.039831, cost_time=0:00:27.924267 2021-04-10 03:07:07,325 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.93ms, fps=1385 images/s, loss=0.7586, top1-acc=77.00%, top5-acc=96.01%, remaining_time=0:00:06.698952, arrival_time=2021-04-10 03:07:14.024174, cost_time=0:00:29.773132 2021-04-10 03:07:09,165 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.39ms, fps=1391 images/s, loss=0.7588, top1-acc=76.99%, top5-acc=96.03%, remaining_time=0:00:04.834986, arrival_time=2021-04-10 03:07:14.000369, cost_time=0:00:31.613303 2021-04-10 03:07:11,011 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.60ms, fps=1387 images/s, loss=0.7583, top1-acc=76.98%, top5-acc=96.03%, remaining_time=0:00:02.974144, arrival_time=2021-04-10 03:07:13.985402, cost_time=0:00:33.459131 2021-04-10 03:07:12,870 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.81ms, fps=1377 images/s, loss=0.7610, top1-acc=76.90%, top5-acc=96.02%, remaining_time=0:00:01.115316, arrival_time=2021-04-10 03:07:13.985751, cost_time=0:00:35.318314 2021-04-10 03:07:13,938 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=2.44ms, fps=1274 images/s, loss=0.7631, top1-acc=76.86%, top5-acc=95.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:13.938433, cost_time=0:00:36.386170 2021-04-10 03:07:14,434 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.58ms, fps=5190 images/s, loss=1.7186, top1-acc=57.07%, top5-acc=85.47%, remaining_time=0:00:01.479660, arrival_time=2021-04-10 03:07:15.914145, cost_time=0:00:00.493221 2021-04-10 03:07:14,799 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=0.49ms, fps=7027 images/s, loss=1.7491, top1-acc=57.32%, top5-acc=84.84%, remaining_time=0:00:00.858020, arrival_time=2021-04-10 03:07:15.657406, cost_time=0:00:00.858022 2021-04-10 03:07:15,167 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.64ms, fps=6977 images/s, loss=1.7770, top1-acc=56.65%, top5-acc=84.60%, remaining_time=0:00:00.408550, arrival_time=2021-04-10 03:07:15.575513, cost_time=0:00:01.225664 2021-04-10 03:07:15,501 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.05ms, fps=6948 images/s, loss=1.7713, top1-acc=56.23%, top5-acc=84.37%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:15.501207, cost_time=0:00:01.560022 2021-04-10 03:07:15,661 INFO : Epoch=0090 complete, best val top1-acc=60.82%, top5-acc=86.94% (epoch=87), remaining_time=1:09:48.671190, arrival_time=2021-04-10 04:17:04.332228, cost_time=0:57:07.094601 2021-04-10 03:07:15,662 INFO : Train start, epoch=0091, lr=0.057822 2021-04-10 03:07:17,692 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.36ms, fps=1261 images/s, loss=0.7769, top1-acc=76.09%, top5-acc=96.09%, remaining_time=0:00:37.753350, arrival_time=2021-04-10 03:07:55.445340, cost_time=0:00:02.029749 2021-04-10 03:07:19,540 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.95ms, fps=1385 images/s, loss=0.7469, top1-acc=77.17%, top5-acc=96.35%, remaining_time=0:00:34.129568, arrival_time=2021-04-10 03:07:53.670191, cost_time=0:00:03.878361 2021-04-10 03:07:21,389 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.60ms, fps=1385 images/s, loss=0.7503, top1-acc=77.30%, top5-acc=96.18%, remaining_time=0:00:31.687408, arrival_time=2021-04-10 03:07:53.076490, cost_time=0:00:05.726645 2021-04-10 03:07:23,235 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.32ms, fps=1387 images/s, loss=0.7433, top1-acc=77.47%, top5-acc=96.24%, remaining_time=0:00:29.536728, arrival_time=2021-04-10 03:07:52.772568, cost_time=0:00:07.573528 2021-04-10 03:07:25,101 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=4.04ms, fps=1372 images/s, loss=0.7446, top1-acc=77.53%, top5-acc=96.19%, remaining_time=0:00:27.563486, arrival_time=2021-04-10 03:07:52.665347, cost_time=0:00:09.439543 2021-04-10 03:07:26,943 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.46ms, fps=1390 images/s, loss=0.7416, top1-acc=77.61%, top5-acc=96.21%, remaining_time=0:00:25.571128, arrival_time=2021-04-10 03:07:52.514781, cost_time=0:00:11.281386 2021-04-10 03:07:28,792 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.67ms, fps=1385 images/s, loss=0.7450, top1-acc=77.52%, top5-acc=96.22%, remaining_time=0:00:23.634954, arrival_time=2021-04-10 03:07:52.427763, cost_time=0:00:13.130557 2021-04-10 03:07:30,643 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.50ms, fps=1383 images/s, loss=0.7424, top1-acc=77.54%, top5-acc=96.27%, remaining_time=0:00:21.723088, arrival_time=2021-04-10 03:07:52.366811, cost_time=0:00:14.981472 2021-04-10 03:07:32,489 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.43ms, fps=1388 images/s, loss=0.7410, top1-acc=77.54%, top5-acc=96.30%, remaining_time=0:00:19.818290, arrival_time=2021-04-10 03:07:52.307458, cost_time=0:00:16.826835 2021-04-10 03:07:34,348 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.96ms, fps=1377 images/s, loss=0.7401, top1-acc=77.57%, top5-acc=96.27%, remaining_time=0:00:17.938848, arrival_time=2021-04-10 03:07:52.287412, cost_time=0:00:18.686300 2021-04-10 03:07:36,200 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=2.40ms, fps=1383 images/s, loss=0.7428, top1-acc=77.55%, top5-acc=96.25%, remaining_time=0:00:16.056888, arrival_time=2021-04-10 03:07:52.256985, cost_time=0:00:20.537855 2021-04-10 03:07:38,056 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.44ms, fps=1379 images/s, loss=0.7410, top1-acc=77.54%, top5-acc=96.24%, remaining_time=0:00:14.182892, arrival_time=2021-04-10 03:07:52.239289, cost_time=0:00:22.394010 2021-04-10 03:07:39,910 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.31ms, fps=1381 images/s, loss=0.7449, top1-acc=77.40%, top5-acc=96.22%, remaining_time=0:00:12.310584, arrival_time=2021-04-10 03:07:52.221009, cost_time=0:00:24.248093 2021-04-10 03:07:41,763 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.65ms, fps=1382 images/s, loss=0.7496, top1-acc=77.23%, top5-acc=96.15%, remaining_time=0:00:10.440360, arrival_time=2021-04-10 03:07:52.203644, cost_time=0:00:26.100955 2021-04-10 03:07:43,616 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.43ms, fps=1382 images/s, loss=0.7515, top1-acc=77.19%, top5-acc=96.12%, remaining_time=0:00:08.572560, arrival_time=2021-04-10 03:07:52.188810, cost_time=0:00:27.954002 2021-04-10 03:07:45,466 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.89ms, fps=1384 images/s, loss=0.7562, top1-acc=77.12%, top5-acc=96.03%, remaining_time=0:00:06.705900, arrival_time=2021-04-10 03:07:52.172232, cost_time=0:00:29.803922 2021-04-10 03:07:47,324 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.96ms, fps=1379 images/s, loss=0.7587, top1-acc=77.00%, top5-acc=96.02%, remaining_time=0:00:04.842396, arrival_time=2021-04-10 03:07:52.166455, cost_time=0:00:31.661810 2021-04-10 03:07:49,172 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.70ms, fps=1385 images/s, loss=0.7601, top1-acc=76.97%, top5-acc=95.99%, remaining_time=0:00:02.978672, arrival_time=2021-04-10 03:07:52.150986, cost_time=0:00:33.510069 2021-04-10 03:07:51,013 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.25ms, fps=1391 images/s, loss=0.7632, top1-acc=76.86%, top5-acc=95.96%, remaining_time=0:00:01.116342, arrival_time=2021-04-10 03:07:52.129539, cost_time=0:00:35.350814 2021-04-10 03:07:52,025 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.23ms, fps=1345 images/s, loss=0.7630, top1-acc=76.85%, top5-acc=95.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:52.024989, cost_time=0:00:36.362764 2021-04-10 03:07:52,506 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=0.22ms, fps=5335 images/s, loss=1.8765, top1-acc=56.37%, top5-acc=84.61%, remaining_time=0:00:01.439340, arrival_time=2021-04-10 03:07:53.945809, cost_time=0:00:00.479780 2021-04-10 03:07:52,871 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.31ms, fps=7031 images/s, loss=1.8844, top1-acc=57.17%, top5-acc=85.02%, remaining_time=0:00:00.844460, arrival_time=2021-04-10 03:07:53.715532, cost_time=0:00:00.844463 2021-04-10 03:07:53,226 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.58ms, fps=7218 images/s, loss=1.8772, top1-acc=56.77%, top5-acc=85.12%, remaining_time=0:00:00.399830, arrival_time=2021-04-10 03:07:53.625961, cost_time=0:00:01.199483 2021-04-10 03:07:53,563 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.07ms, fps=6894 images/s, loss=1.8708, top1-acc=56.58%, top5-acc=85.10%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:53.563065, cost_time=0:00:01.536482 2021-04-10 03:07:53,688 INFO : Epoch=0091 complete, best val top1-acc=60.82%, top5-acc=86.94% (epoch=87), remaining_time=1:09:10.530994, arrival_time=2021-04-10 04:17:04.219676, cost_time=0:57:45.122248 2021-04-10 03:07:53,689 INFO : Train start, epoch=0092, lr=0.057045 2021-04-10 03:07:55,718 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.87ms, fps=1262 images/s, loss=0.7188, top1-acc=78.16%, top5-acc=96.52%, remaining_time=0:00:37.725636, arrival_time=2021-04-10 03:08:33.443827, cost_time=0:00:02.028262 2021-04-10 03:07:57,558 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.33ms, fps=1391 images/s, loss=0.7117, top1-acc=77.89%, top5-acc=96.66%, remaining_time=0:00:34.045264, arrival_time=2021-04-10 03:08:31.603973, cost_time=0:00:03.868784 2021-04-10 03:07:59,399 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.46ms, fps=1391 images/s, loss=0.7093, top1-acc=77.99%, top5-acc=96.61%, remaining_time=0:00:31.591958, arrival_time=2021-04-10 03:08:30.991194, cost_time=0:00:05.709395 2021-04-10 03:08:01,250 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.85ms, fps=1383 images/s, loss=0.7075, top1-acc=78.06%, top5-acc=96.61%, remaining_time=0:00:29.486028, arrival_time=2021-04-10 03:08:30.736470, cost_time=0:00:07.560524 2021-04-10 03:08:03,102 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.57ms, fps=1383 images/s, loss=0.7054, top1-acc=78.22%, top5-acc=96.56%, remaining_time=0:00:27.484062, arrival_time=2021-04-10 03:08:30.586300, cost_time=0:00:09.412356 2021-04-10 03:08:04,947 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.44ms, fps=1388 images/s, loss=0.7119, top1-acc=78.09%, top5-acc=96.46%, remaining_time=0:00:25.516592, arrival_time=2021-04-10 03:08:30.463754, cost_time=0:00:11.257316 2021-04-10 03:08:06,787 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.42ms, fps=1392 images/s, loss=0.7092, top1-acc=78.26%, top5-acc=96.46%, remaining_time=0:00:23.575104, arrival_time=2021-04-10 03:08:30.362349, cost_time=0:00:13.097298 2021-04-10 03:08:08,627 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.53ms, fps=1392 images/s, loss=0.7185, top1-acc=77.95%, top5-acc=96.43%, remaining_time=0:00:21.659404, arrival_time=2021-04-10 03:08:30.286771, cost_time=0:00:14.937500 2021-04-10 03:08:10,478 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.75ms, fps=1383 images/s, loss=0.7256, top1-acc=77.67%, top5-acc=96.41%, remaining_time=0:00:19.773346, arrival_time=2021-04-10 03:08:30.251867, cost_time=0:00:16.788669 2021-04-10 03:08:12,315 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=2.22ms, fps=1394 images/s, loss=0.7315, top1-acc=77.48%, top5-acc=96.37%, remaining_time=0:00:17.880480, arrival_time=2021-04-10 03:08:30.195814, cost_time=0:00:18.625487 2021-04-10 03:08:14,168 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.89ms, fps=1382 images/s, loss=0.7304, top1-acc=77.40%, top5-acc=96.39%, remaining_time=0:00:16.010276, arrival_time=2021-04-10 03:08:30.178321, cost_time=0:00:20.478208 2021-04-10 03:08:16,005 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.68ms, fps=1394 images/s, loss=0.7344, top1-acc=77.29%, top5-acc=96.30%, remaining_time=0:00:14.132960, arrival_time=2021-04-10 03:08:30.138038, cost_time=0:00:22.315242 2021-04-10 03:08:17,843 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.75ms, fps=1393 images/s, loss=0.7378, top1-acc=77.25%, top5-acc=96.25%, remaining_time=0:00:12.262668, arrival_time=2021-04-10 03:08:30.106282, cost_time=0:00:24.153779 2021-04-10 03:08:19,694 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.57ms, fps=1383 images/s, loss=0.7392, top1-acc=77.26%, top5-acc=96.19%, remaining_time=0:00:10.401832, arrival_time=2021-04-10 03:08:30.096271, cost_time=0:00:26.004595 2021-04-10 03:08:21,542 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=0.7406, top1-acc=77.18%, top5-acc=96.17%, remaining_time=0:00:08.541510, arrival_time=2021-04-10 03:08:30.084175, cost_time=0:00:27.852741 2021-04-10 03:08:23,382 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.42ms, fps=1392 images/s, loss=0.7414, top1-acc=77.20%, top5-acc=96.18%, remaining_time=0:00:06.680880, arrival_time=2021-04-10 03:08:30.063494, cost_time=0:00:29.692726 2021-04-10 03:08:25,231 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.30ms, fps=1385 images/s, loss=0.7451, top1-acc=77.10%, top5-acc=96.10%, remaining_time=0:00:04.823988, arrival_time=2021-04-10 03:08:30.055347, cost_time=0:00:31.541512 2021-04-10 03:08:27,075 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.42ms, fps=1388 images/s, loss=0.7504, top1-acc=76.93%, top5-acc=96.05%, remaining_time=0:00:02.967632, arrival_time=2021-04-10 03:08:30.043407, cost_time=0:00:33.385949 2021-04-10 03:08:28,918 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.50ms, fps=1390 images/s, loss=0.7520, top1-acc=76.88%, top5-acc=96.04%, remaining_time=0:00:01.112484, arrival_time=2021-04-10 03:08:30.030955, cost_time=0:00:35.228584 2021-04-10 03:08:29,928 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.21ms, fps=1347 images/s, loss=0.7529, top1-acc=76.88%, top5-acc=96.04%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:29.928511, cost_time=0:00:36.238591 2021-04-10 03:08:30,371 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=4.15ms, fps=5818 images/s, loss=1.6129, top1-acc=58.24%, top5-acc=85.27%, remaining_time=0:00:01.319970, arrival_time=2021-04-10 03:08:31.691079, cost_time=0:00:00.439988 2021-04-10 03:08:30,748 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.81ms, fps=6782 images/s, loss=1.6073, top1-acc=58.57%, top5-acc=85.76%, remaining_time=0:00:00.817820, arrival_time=2021-04-10 03:08:31.566766, cost_time=0:00:00.817816 2021-04-10 03:08:31,106 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=3.23ms, fps=7168 images/s, loss=1.6045, top1-acc=58.57%, top5-acc=85.92%, remaining_time=0:00:00.391780, arrival_time=2021-04-10 03:08:31.498240, cost_time=0:00:01.175342 2021-04-10 03:08:31,438 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.07ms, fps=6997 images/s, loss=1.6134, top1-acc=58.61%, top5-acc=85.55%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:31.438381, cost_time=0:00:01.507289 2021-04-10 03:08:31,519 INFO : Epoch=0092 complete, best val top1-acc=60.82%, top5-acc=86.94% (epoch=87), remaining_time=1:08:32.161668, arrival_time=2021-04-10 04:17:03.680653, cost_time=0:58:22.952559 2021-04-10 03:08:31,519 INFO : Train start, epoch=0093, lr=0.056267 2021-04-10 03:08:33,592 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.59ms, fps=1235 images/s, loss=0.6843, top1-acc=79.14%, top5-acc=96.76%, remaining_time=0:00:38.541618, arrival_time=2021-04-10 03:09:12.133853, cost_time=0:00:02.072133 2021-04-10 03:08:35,435 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.42ms, fps=1389 images/s, loss=0.6914, top1-acc=78.89%, top5-acc=96.86%, remaining_time=0:00:34.451824, arrival_time=2021-04-10 03:09:09.886951, cost_time=0:00:03.914977 2021-04-10 03:08:37,276 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.43ms, fps=1391 images/s, loss=0.6882, top1-acc=78.95%, top5-acc=96.67%, remaining_time=0:00:31.850254, arrival_time=2021-04-10 03:09:09.126432, cost_time=0:00:05.756075 2021-04-10 03:08:39,124 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.34ms, fps=1386 images/s, loss=0.6891, top1-acc=78.91%, top5-acc=96.59%, remaining_time=0:00:29.655912, arrival_time=2021-04-10 03:09:08.780088, cost_time=0:00:07.604066 2021-04-10 03:08:40,985 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.96ms, fps=1376 images/s, loss=0.6812, top1-acc=78.99%, top5-acc=96.69%, remaining_time=0:00:27.637654, arrival_time=2021-04-10 03:09:08.622749, cost_time=0:00:09.464944 2021-04-10 03:08:42,842 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.76ms, fps=1379 images/s, loss=0.6857, top1-acc=78.96%, top5-acc=96.67%, remaining_time=0:00:25.663336, arrival_time=2021-04-10 03:09:08.505514, cost_time=0:00:11.322050 2021-04-10 03:08:44,683 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.38ms, fps=1391 images/s, loss=0.6900, top1-acc=78.72%, top5-acc=96.66%, remaining_time=0:00:23.694174, arrival_time=2021-04-10 03:09:08.377729, cost_time=0:00:13.163454 2021-04-10 03:08:46,539 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.50ms, fps=1380 images/s, loss=0.6974, top1-acc=78.38%, top5-acc=96.60%, remaining_time=0:00:21.777840, arrival_time=2021-04-10 03:09:08.317268, cost_time=0:00:15.019240 2021-04-10 03:08:48,377 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.63ms, fps=1393 images/s, loss=0.7006, top1-acc=78.31%, top5-acc=96.58%, remaining_time=0:00:19.854542, arrival_time=2021-04-10 03:09:08.232323, cost_time=0:00:16.857669 2021-04-10 03:08:50,222 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.39ms, fps=1388 images/s, loss=0.7055, top1-acc=78.21%, top5-acc=96.56%, remaining_time=0:00:17.953920, arrival_time=2021-04-10 03:09:08.176068, cost_time=0:00:18.702037 2021-04-10 03:08:52,082 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.76ms, fps=1377 images/s, loss=0.7107, top1-acc=78.06%, top5-acc=96.52%, remaining_time=0:00:16.075808, arrival_time=2021-04-10 03:09:08.157998, cost_time=0:00:20.562060 2021-04-10 03:08:53,955 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.35ms, fps=1367 images/s, loss=0.7141, top1-acc=78.04%, top5-acc=96.46%, remaining_time=0:00:14.208960, arrival_time=2021-04-10 03:09:08.164308, cost_time=0:00:22.435227 2021-04-10 03:08:55,798 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.43ms, fps=1389 images/s, loss=0.7199, top1-acc=77.92%, top5-acc=96.41%, remaining_time=0:00:12.326160, arrival_time=2021-04-10 03:09:08.125090, cost_time=0:00:24.278819 2021-04-10 03:08:57,649 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.47ms, fps=1384 images/s, loss=0.7214, top1-acc=77.89%, top5-acc=96.41%, remaining_time=0:00:10.451672, arrival_time=2021-04-10 03:09:08.101027, cost_time=0:00:26.129241 2021-04-10 03:08:59,494 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.55ms, fps=1388 images/s, loss=0.7229, top1-acc=77.84%, top5-acc=96.39%, remaining_time=0:00:08.578862, arrival_time=2021-04-10 03:09:08.073539, cost_time=0:00:27.974566 2021-04-10 03:09:01,339 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.89ms, fps=1388 images/s, loss=0.7265, top1-acc=77.73%, top5-acc=96.33%, remaining_time=0:00:06.709284, arrival_time=2021-04-10 03:09:08.048420, cost_time=0:00:29.819026 2021-04-10 03:09:03,190 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.87ms, fps=1383 images/s, loss=0.7307, top1-acc=77.60%, top5-acc=96.29%, remaining_time=0:00:04.843696, arrival_time=2021-04-10 03:09:08.034114, cost_time=0:00:31.670254 2021-04-10 03:09:05,040 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=2.28ms, fps=1384 images/s, loss=0.7326, top1-acc=77.56%, top5-acc=96.27%, remaining_time=0:00:02.979584, arrival_time=2021-04-10 03:09:08.019946, cost_time=0:00:33.520245 2021-04-10 03:09:06,878 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.32ms, fps=1393 images/s, loss=0.7348, top1-acc=77.50%, top5-acc=96.24%, remaining_time=0:00:01.116564, arrival_time=2021-04-10 03:09:07.994528, cost_time=0:00:35.357796 2021-04-10 03:09:07,885 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.85ms, fps=1351 images/s, loss=0.7369, top1-acc=77.47%, top5-acc=96.24%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:07.885198, cost_time=0:00:36.365029 2021-04-10 03:09:08,356 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.29ms, fps=5457 images/s, loss=1.6688, top1-acc=57.85%, top5-acc=85.43%, remaining_time=0:00:01.407300, arrival_time=2021-04-10 03:09:09.763624, cost_time=0:00:00.469103 2021-04-10 03:09:08,732 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=0.44ms, fps=6810 images/s, loss=1.6415, top1-acc=58.69%, top5-acc=85.14%, remaining_time=0:00:00.845500, arrival_time=2021-04-10 03:09:09.578226, cost_time=0:00:00.845493 2021-04-10 03:09:09,095 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=2.06ms, fps=7075 images/s, loss=1.6580, top1-acc=58.71%, top5-acc=85.08%, remaining_time=0:00:00.402610, arrival_time=2021-04-10 03:09:09.497636, cost_time=0:00:01.207820 2021-04-10 03:09:09,430 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.07ms, fps=6915 images/s, loss=1.6443, top1-acc=58.65%, top5-acc=85.13%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:09.430950, cost_time=0:00:01.543804 2021-04-10 03:09:09,526 INFO : Epoch=0093 complete, best val top1-acc=60.82%, top5-acc=86.94% (epoch=87), remaining_time=1:07:54.007666, arrival_time=2021-04-10 04:17:03.533999, cost_time=0:59:00.959902 2021-04-10 03:09:09,527 INFO : Train start, epoch=0094, lr=0.055487 2021-04-10 03:09:11,567 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.38ms, fps=1255 images/s, loss=0.7283, top1-acc=77.34%, top5-acc=96.25%, remaining_time=0:00:37.936188, arrival_time=2021-04-10 03:09:49.503294, cost_time=0:00:02.039582 2021-04-10 03:09:13,422 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=2.42ms, fps=1380 images/s, loss=0.6907, top1-acc=78.50%, top5-acc=96.78%, remaining_time=0:00:34.275472, arrival_time=2021-04-10 03:09:47.697947, cost_time=0:00:03.894940 2021-04-10 03:09:15,271 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.57ms, fps=1385 images/s, loss=0.6942, top1-acc=78.54%, top5-acc=96.71%, remaining_time=0:00:31.783024, arrival_time=2021-04-10 03:09:47.054456, cost_time=0:00:05.743930 2021-04-10 03:09:17,123 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.39ms, fps=1383 images/s, loss=0.7048, top1-acc=78.34%, top5-acc=96.43%, remaining_time=0:00:29.622372, arrival_time=2021-04-10 03:09:46.745423, cost_time=0:00:07.595476 2021-04-10 03:09:18,973 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.41ms, fps=1384 images/s, loss=0.7059, top1-acc=78.23%, top5-acc=96.45%, remaining_time=0:00:27.582466, arrival_time=2021-04-10 03:09:46.556007, cost_time=0:00:09.446051 2021-04-10 03:09:20,816 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.32ms, fps=1389 images/s, loss=0.7093, top1-acc=78.25%, top5-acc=96.37%, remaining_time=0:00:25.588536, arrival_time=2021-04-10 03:09:46.405073, cost_time=0:00:11.289081 2021-04-10 03:09:22,668 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.52ms, fps=1382 images/s, loss=0.7115, top1-acc=78.20%, top5-acc=96.42%, remaining_time=0:00:23.654106, arrival_time=2021-04-10 03:09:46.322936, cost_time=0:00:13.141189 2021-04-10 03:09:24,518 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=0.7098, top1-acc=78.32%, top5-acc=96.45%, remaining_time=0:00:21.736196, arrival_time=2021-04-10 03:09:46.254221, cost_time=0:00:14.990471 2021-04-10 03:09:26,363 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.46ms, fps=1388 images/s, loss=0.7115, top1-acc=78.39%, top5-acc=96.46%, remaining_time=0:00:19.829314, arrival_time=2021-04-10 03:09:46.192965, cost_time=0:00:16.836210 2021-04-10 03:09:28,213 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.53ms, fps=1384 images/s, loss=0.7149, top1-acc=78.30%, top5-acc=96.42%, remaining_time=0:00:17.938848, arrival_time=2021-04-10 03:09:46.152562, cost_time=0:00:18.686264 2021-04-10 03:09:30,054 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.40ms, fps=1391 images/s, loss=0.7157, top1-acc=78.19%, top5-acc=96.47%, remaining_time=0:00:16.048030, arrival_time=2021-04-10 03:09:46.102020, cost_time=0:00:20.526545 2021-04-10 03:09:31,896 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.54ms, fps=1390 images/s, loss=0.7187, top1-acc=78.11%, top5-acc=96.41%, remaining_time=0:00:14.167160, arrival_time=2021-04-10 03:09:46.063831, cost_time=0:00:22.369231 2021-04-10 03:09:33,743 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.31ms, fps=1387 images/s, loss=0.7219, top1-acc=77.98%, top5-acc=96.37%, remaining_time=0:00:12.294150, arrival_time=2021-04-10 03:09:46.037346, cost_time=0:00:24.215753 2021-04-10 03:09:35,585 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.42ms, fps=1390 images/s, loss=0.7208, top1-acc=78.06%, top5-acc=96.34%, remaining_time=0:00:10.423280, arrival_time=2021-04-10 03:09:46.008999, cost_time=0:00:26.058133 2021-04-10 03:09:37,425 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.36ms, fps=1392 images/s, loss=0.7200, top1-acc=78.03%, top5-acc=96.39%, remaining_time=0:00:08.555494, arrival_time=2021-04-10 03:09:45.981291, cost_time=0:00:27.898351 2021-04-10 03:09:39,272 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.68ms, fps=1387 images/s, loss=0.7220, top1-acc=77.89%, top5-acc=96.39%, remaining_time=0:00:06.692544, arrival_time=2021-04-10 03:09:45.964590, cost_time=0:00:29.744597 2021-04-10 03:09:41,129 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.78ms, fps=1379 images/s, loss=0.7269, top1-acc=77.74%, top5-acc=96.34%, remaining_time=0:00:04.833192, arrival_time=2021-04-10 03:09:45.962231, cost_time=0:00:31.601593 2021-04-10 03:09:42,980 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.48ms, fps=1383 images/s, loss=0.7316, top1-acc=77.62%, top5-acc=96.27%, remaining_time=0:00:02.973568, arrival_time=2021-04-10 03:09:45.953711, cost_time=0:00:33.452663 2021-04-10 03:09:44,843 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.20ms, fps=1374 images/s, loss=0.7345, top1-acc=77.58%, top5-acc=96.20%, remaining_time=0:00:01.115232, arrival_time=2021-04-10 03:09:45.958427, cost_time=0:00:35.315731 2021-04-10 03:09:45,866 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.75ms, fps=1330 images/s, loss=0.7364, top1-acc=77.52%, top5-acc=96.21%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:45.866631, cost_time=0:00:36.339126 2021-04-10 03:09:46,340 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.22ms, fps=5432 images/s, loss=1.6752, top1-acc=56.68%, top5-acc=83.83%, remaining_time=0:00:01.413840, arrival_time=2021-04-10 03:09:47.754335, cost_time=0:00:00.471280 2021-04-10 03:09:46,742 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=5.77ms, fps=6382 images/s, loss=1.6981, top1-acc=56.48%, top5-acc=84.28%, remaining_time=0:00:00.872840, arrival_time=2021-04-10 03:09:47.615029, cost_time=0:00:00.872833 2021-04-10 03:09:47,124 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.63ms, fps=6717 images/s, loss=1.6930, top1-acc=56.76%, top5-acc=84.49%, remaining_time=0:00:00.418260, arrival_time=2021-04-10 03:09:47.542243, cost_time=0:00:01.254770 2021-04-10 03:09:47,473 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.10ms, fps=6643 images/s, loss=1.6634, top1-acc=56.73%, top5-acc=84.39%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:47.473807, cost_time=0:00:01.604501 2021-04-10 03:09:47,541 INFO : Epoch=0094 complete, best val top1-acc=60.82%, top5-acc=86.94% (epoch=87), remaining_time=1:07:15.865518, arrival_time=2021-04-10 04:17:03.407037, cost_time=0:59:38.975072 2021-04-10 03:09:47,543 INFO : Train start, epoch=0095, lr=0.054705 2021-04-10 03:09:49,580 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.37ms, fps=1256 images/s, loss=0.7113, top1-acc=78.01%, top5-acc=96.56%, remaining_time=0:00:37.896942, arrival_time=2021-04-10 03:10:27.477816, cost_time=0:00:02.037473 2021-04-10 03:09:51,428 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.40ms, fps=1386 images/s, loss=0.6977, top1-acc=78.57%, top5-acc=96.72%, remaining_time=0:00:34.190112, arrival_time=2021-04-10 03:10:25.618839, cost_time=0:00:03.885236 2021-04-10 03:09:53,279 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.37ms, fps=1384 images/s, loss=0.6890, top1-acc=78.84%, top5-acc=96.89%, remaining_time=0:00:31.736046, arrival_time=2021-04-10 03:10:25.014966, cost_time=0:00:05.735435 2021-04-10 03:09:55,131 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.95ms, fps=1382 images/s, loss=0.6971, top1-acc=78.63%, top5-acc=96.84%, remaining_time=0:00:29.592888, arrival_time=2021-04-10 03:10:24.724159, cost_time=0:00:07.587912 2021-04-10 03:09:56,981 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.39ms, fps=1384 images/s, loss=0.7056, top1-acc=78.46%, top5-acc=96.70%, remaining_time=0:00:27.559106, arrival_time=2021-04-10 03:10:24.540589, cost_time=0:00:09.438029 2021-04-10 03:09:58,824 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.50ms, fps=1390 images/s, loss=0.7122, top1-acc=78.25%, top5-acc=96.60%, remaining_time=0:00:25.570040, arrival_time=2021-04-10 03:10:24.394313, cost_time=0:00:11.280903 2021-04-10 03:10:00,664 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=2.10ms, fps=1391 images/s, loss=0.7156, top1-acc=78.15%, top5-acc=96.53%, remaining_time=0:00:23.618070, arrival_time=2021-04-10 03:10:24.282700, cost_time=0:00:13.121184 2021-04-10 03:10:02,514 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.41ms, fps=1384 images/s, loss=0.7178, top1-acc=78.23%, top5-acc=96.49%, remaining_time=0:00:21.708472, arrival_time=2021-04-10 03:10:24.223295, cost_time=0:00:14.971391 2021-04-10 03:10:04,356 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.55ms, fps=1391 images/s, loss=0.7184, top1-acc=78.10%, top5-acc=96.45%, remaining_time=0:00:19.801754, arrival_time=2021-04-10 03:10:24.157988, cost_time=0:00:16.812821 2021-04-10 03:10:06,199 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.50ms, fps=1389 images/s, loss=0.7161, top1-acc=78.21%, top5-acc=96.48%, remaining_time=0:00:17.909664, arrival_time=2021-04-10 03:10:24.108950, cost_time=0:00:18.655880 2021-04-10 03:10:08,050 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.70ms, fps=1383 images/s, loss=0.7175, top1-acc=78.18%, top5-acc=96.45%, remaining_time=0:00:16.032636, arrival_time=2021-04-10 03:10:24.082909, cost_time=0:00:20.506852 2021-04-10 03:10:09,893 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.52ms, fps=1389 images/s, loss=0.7179, top1-acc=78.13%, top5-acc=96.48%, remaining_time=0:00:14.154924, arrival_time=2021-04-10 03:10:24.048128, cost_time=0:00:22.349821 2021-04-10 03:10:11,732 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.70ms, fps=1392 images/s, loss=0.7221, top1-acc=78.02%, top5-acc=96.43%, remaining_time=0:00:12.280818, arrival_time=2021-04-10 03:10:24.013747, cost_time=0:00:24.189554 2021-04-10 03:10:13,569 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.39ms, fps=1394 images/s, loss=0.7244, top1-acc=77.92%, top5-acc=96.40%, remaining_time=0:00:10.410400, arrival_time=2021-04-10 03:10:23.979743, cost_time=0:00:26.025962 2021-04-10 03:10:15,411 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.45ms, fps=1390 images/s, loss=0.7281, top1-acc=77.87%, top5-acc=96.36%, remaining_time=0:00:08.546110, arrival_time=2021-04-10 03:10:23.957245, cost_time=0:00:27.867768 2021-04-10 03:10:17,239 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.62ms, fps=1401 images/s, loss=0.7308, top1-acc=77.81%, top5-acc=96.32%, remaining_time=0:00:06.681492, arrival_time=2021-04-10 03:10:23.920528, cost_time=0:00:29.695578 2021-04-10 03:10:19,094 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.97ms, fps=1380 images/s, loss=0.7345, top1-acc=77.70%, top5-acc=96.25%, remaining_time=0:00:04.825522, arrival_time=2021-04-10 03:10:23.920403, cost_time=0:00:31.551499 2021-04-10 03:10:20,949 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.51ms, fps=1381 images/s, loss=0.7336, top1-acc=77.72%, top5-acc=96.26%, remaining_time=0:00:02.969440, arrival_time=2021-04-10 03:10:23.919082, cost_time=0:00:33.406237 2021-04-10 03:10:22,793 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.37ms, fps=1389 images/s, loss=0.7368, top1-acc=77.63%, top5-acc=96.23%, remaining_time=0:00:01.113156, arrival_time=2021-04-10 03:10:23.906543, cost_time=0:00:35.250010 2021-04-10 03:10:23,803 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.59ms, fps=1347 images/s, loss=0.7390, top1-acc=77.61%, top5-acc=96.21%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:23.803649, cost_time=0:00:36.260263 2021-04-10 03:10:24,282 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=2.50ms, fps=5361 images/s, loss=1.7647, top1-acc=56.21%, top5-acc=84.10%, remaining_time=0:00:01.432440, arrival_time=2021-04-10 03:10:25.715230, cost_time=0:00:00.477485 2021-04-10 03:10:24,637 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.28ms, fps=7220 images/s, loss=1.7756, top1-acc=55.80%, top5-acc=84.02%, remaining_time=0:00:00.832440, arrival_time=2021-04-10 03:10:25.470168, cost_time=0:00:00.832437 2021-04-10 03:10:25,029 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.52ms, fps=6542 images/s, loss=1.7901, top1-acc=55.57%, top5-acc=83.75%, remaining_time=0:00:00.408020, arrival_time=2021-04-10 03:10:25.437439, cost_time=0:00:01.224056 2021-04-10 03:10:25,364 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.08ms, fps=6936 images/s, loss=1.7591, top1-acc=55.70%, top5-acc=83.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:25.364279, cost_time=0:00:01.559003 2021-04-10 03:10:25,472 INFO : Epoch=0095 complete, best val top1-acc=60.82%, top5-acc=86.94% (epoch=87), remaining_time=1:06:37.632660, arrival_time=2021-04-10 04:17:03.104850, cost_time=1:00:16.905734 2021-04-10 03:10:25,473 INFO : Train start, epoch=0096, lr=0.053923 2021-04-10 03:10:27,512 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=0.25ms, fps=1256 images/s, loss=0.6940, top1-acc=79.34%, top5-acc=96.60%, remaining_time=0:00:37.922424, arrival_time=2021-04-10 03:11:05.435323, cost_time=0:00:02.038838 2021-04-10 03:10:29,352 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.44ms, fps=1392 images/s, loss=0.6875, top1-acc=79.45%, top5-acc=96.62%, remaining_time=0:00:34.127984, arrival_time=2021-04-10 03:11:03.480448, cost_time=0:00:03.878189 2021-04-10 03:10:31,207 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=2.09ms, fps=1381 images/s, loss=0.6899, top1-acc=79.11%, top5-acc=96.52%, remaining_time=0:00:31.721106, arrival_time=2021-04-10 03:11:02.928121, cost_time=0:00:05.732736 2021-04-10 03:10:33,059 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=2.11ms, fps=1383 images/s, loss=0.6996, top1-acc=78.83%, top5-acc=96.43%, remaining_time=0:00:29.581032, arrival_time=2021-04-10 03:11:02.640065, cost_time=0:00:07.584882 2021-04-10 03:10:34,910 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.42ms, fps=1383 images/s, loss=0.7007, top1-acc=78.81%, top5-acc=96.42%, remaining_time=0:00:27.554288, arrival_time=2021-04-10 03:11:02.464774, cost_time=0:00:09.436396 2021-04-10 03:10:36,762 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.42ms, fps=1383 images/s, loss=0.7038, top1-acc=78.61%, top5-acc=96.50%, remaining_time=0:00:25.585952, arrival_time=2021-04-10 03:11:02.348052, cost_time=0:00:11.287946 2021-04-10 03:10:38,604 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.43ms, fps=1390 images/s, loss=0.7050, top1-acc=78.58%, top5-acc=96.49%, remaining_time=0:00:23.633820, arrival_time=2021-04-10 03:11:02.237886, cost_time=0:00:13.129923 2021-04-10 03:10:40,450 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.70ms, fps=1387 images/s, loss=0.7064, top1-acc=78.56%, top5-acc=96.47%, remaining_time=0:00:21.715548, arrival_time=2021-04-10 03:11:02.165831, cost_time=0:00:14.976225 2021-04-10 03:10:42,293 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.50ms, fps=1389 images/s, loss=0.7066, top1-acc=78.58%, top5-acc=96.45%, remaining_time=0:00:19.809492, arrival_time=2021-04-10 03:11:02.102952, cost_time=0:00:16.819402 2021-04-10 03:10:44,141 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.53ms, fps=1386 images/s, loss=0.7080, top1-acc=78.56%, top5-acc=96.42%, remaining_time=0:00:17.920224, arrival_time=2021-04-10 03:11:02.061307, cost_time=0:00:18.666940 2021-04-10 03:10:45,983 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.44ms, fps=1390 images/s, loss=0.7099, top1-acc=78.48%, top5-acc=96.42%, remaining_time=0:00:16.034700, arrival_time=2021-04-10 03:11:02.018375, cost_time=0:00:20.509530 2021-04-10 03:10:47,832 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.58ms, fps=1385 images/s, loss=0.7132, top1-acc=78.40%, top5-acc=96.37%, remaining_time=0:00:14.160092, arrival_time=2021-04-10 03:11:01.992268, cost_time=0:00:22.358079 2021-04-10 03:10:49,675 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.45ms, fps=1389 images/s, loss=0.7143, top1-acc=78.28%, top5-acc=96.37%, remaining_time=0:00:12.286956, arrival_time=2021-04-10 03:11:01.962606, cost_time=0:00:24.201574 2021-04-10 03:10:51,538 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.40ms, fps=1374 images/s, loss=0.7174, top1-acc=78.09%, top5-acc=96.38%, remaining_time=0:00:10.425856, arrival_time=2021-04-10 03:11:01.964548, cost_time=0:00:26.064627 2021-04-10 03:10:53,391 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.87ms, fps=1382 images/s, loss=0.7193, top1-acc=78.01%, top5-acc=96.38%, remaining_time=0:00:08.561290, arrival_time=2021-04-10 03:11:01.952672, cost_time=0:00:27.917311 2021-04-10 03:10:55,239 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=0.7214, top1-acc=77.93%, top5-acc=96.36%, remaining_time=0:00:06.697044, arrival_time=2021-04-10 03:11:01.935972, cost_time=0:00:29.764650 2021-04-10 03:10:57,081 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.56ms, fps=1390 images/s, loss=0.7237, top1-acc=77.92%, top5-acc=96.32%, remaining_time=0:00:04.834050, arrival_time=2021-04-10 03:11:01.915393, cost_time=0:00:31.607180 2021-04-10 03:10:58,962 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.45ms, fps=1362 images/s, loss=0.7275, top1-acc=77.80%, top5-acc=96.28%, remaining_time=0:00:02.976720, arrival_time=2021-04-10 03:11:01.938978, cost_time=0:00:33.488154 2021-04-10 03:11:00,826 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.27ms, fps=1374 images/s, loss=0.7287, top1-acc=77.80%, top5-acc=96.24%, remaining_time=0:00:01.116372, arrival_time=2021-04-10 03:11:01.942281, cost_time=0:00:35.351726 2021-04-10 03:11:01,827 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.44ms, fps=1359 images/s, loss=0.7291, top1-acc=77.77%, top5-acc=96.24%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:01.826938, cost_time=0:00:36.352767 2021-04-10 03:11:02,313 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=0.24ms, fps=5281 images/s, loss=1.5379, top1-acc=59.92%, top5-acc=85.90%, remaining_time=0:00:01.454130, arrival_time=2021-04-10 03:11:03.767650, cost_time=0:00:00.484711 2021-04-10 03:11:02,670 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.55ms, fps=7172 images/s, loss=1.5765, top1-acc=59.41%, top5-acc=86.11%, remaining_time=0:00:00.842160, arrival_time=2021-04-10 03:11:03.513086, cost_time=0:00:00.842157 2021-04-10 03:11:03,050 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=2.52ms, fps=6751 images/s, loss=1.5875, top1-acc=59.39%, top5-acc=86.05%, remaining_time=0:00:00.407230, arrival_time=2021-04-10 03:11:03.457752, cost_time=0:00:01.221693 2021-04-10 03:11:03,406 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.12ms, fps=6538 images/s, loss=1.6220, top1-acc=59.28%, top5-acc=86.22%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:03.406176, cost_time=0:00:01.577387 2021-04-10 03:11:03,545 INFO : Epoch=0096 complete, best val top1-acc=60.82%, top5-acc=86.94% (epoch=87), remaining_time=1:05:59.561008, arrival_time=2021-04-10 04:17:03.106823, cost_time=1:00:54.979391 2021-04-10 03:11:03,546 INFO : Train start, epoch=0097, lr=0.053140 2021-04-10 03:11:05,586 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.95ms, fps=1255 images/s, loss=0.7402, top1-acc=76.64%, top5-acc=96.25%, remaining_time=0:00:37.926516, arrival_time=2021-04-10 03:11:43.512601, cost_time=0:00:02.039058 2021-04-10 03:11:07,436 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=2.55ms, fps=1384 images/s, loss=0.7034, top1-acc=78.09%, top5-acc=96.76%, remaining_time=0:00:34.224256, arrival_time=2021-04-10 03:11:41.660350, cost_time=0:00:03.889129 2021-04-10 03:11:09,276 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.37ms, fps=1391 images/s, loss=0.6974, top1-acc=78.41%, top5-acc=96.68%, remaining_time=0:00:31.703178, arrival_time=2021-04-10 03:11:40.979830, cost_time=0:00:05.729491 2021-04-10 03:11:11,131 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.40ms, fps=1381 images/s, loss=0.6905, top1-acc=78.73%, top5-acc=96.86%, remaining_time=0:00:29.579160, arrival_time=2021-04-10 03:11:40.710585, cost_time=0:00:07.584392 2021-04-10 03:11:12,987 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.89ms, fps=1379 images/s, loss=0.6877, top1-acc=79.06%, top5-acc=96.76%, remaining_time=0:00:27.566990, arrival_time=2021-04-10 03:11:40.554693, cost_time=0:00:09.440734 2021-04-10 03:11:14,838 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.62ms, fps=1384 images/s, loss=0.6905, top1-acc=78.85%, top5-acc=96.76%, remaining_time=0:00:25.593840, arrival_time=2021-04-10 03:11:40.432186, cost_time=0:00:11.291379 2021-04-10 03:11:16,689 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.67ms, fps=1383 images/s, loss=0.6905, top1-acc=78.92%, top5-acc=96.77%, remaining_time=0:00:23.655870, arrival_time=2021-04-10 03:11:40.345084, cost_time=0:00:13.142156 2021-04-10 03:11:18,543 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.52ms, fps=1381 images/s, loss=0.6920, top1-acc=78.86%, top5-acc=96.74%, remaining_time=0:00:21.744780, arrival_time=2021-04-10 03:11:40.288171, cost_time=0:00:14.996404 2021-04-10 03:11:20,391 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.39ms, fps=1386 images/s, loss=0.6926, top1-acc=78.72%, top5-acc=96.73%, remaining_time=0:00:19.838536, arrival_time=2021-04-10 03:11:40.229498, cost_time=0:00:16.844000 2021-04-10 03:11:22,234 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.36ms, fps=1389 images/s, loss=0.6946, top1-acc=78.62%, top5-acc=96.72%, remaining_time=0:00:17.940480, arrival_time=2021-04-10 03:11:40.175427, cost_time=0:00:18.687974 2021-04-10 03:11:24,121 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.58ms, fps=1357 images/s, loss=0.6991, top1-acc=78.45%, top5-acc=96.69%, remaining_time=0:00:16.085784, arrival_time=2021-04-10 03:11:40.207571, cost_time=0:00:20.574811 2021-04-10 03:11:25,963 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.41ms, fps=1390 images/s, loss=0.7034, top1-acc=78.35%, top5-acc=96.63%, remaining_time=0:00:14.197028, arrival_time=2021-04-10 03:11:40.160300, cost_time=0:00:22.416305 2021-04-10 03:11:27,825 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.39ms, fps=1375 images/s, loss=0.7058, top1-acc=78.32%, top5-acc=96.56%, remaining_time=0:00:12.325896, arrival_time=2021-04-10 03:11:40.151177, cost_time=0:00:24.278317 2021-04-10 03:11:29,664 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.53ms, fps=1392 images/s, loss=0.7059, top1-acc=78.39%, top5-acc=96.55%, remaining_time=0:00:10.447024, arrival_time=2021-04-10 03:11:40.111696, cost_time=0:00:26.117613 2021-04-10 03:11:31,505 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.33ms, fps=1391 images/s, loss=0.7076, top1-acc=78.33%, top5-acc=96.54%, remaining_time=0:00:08.573802, arrival_time=2021-04-10 03:11:40.078793, cost_time=0:00:27.958030 2021-04-10 03:11:33,350 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.44ms, fps=1388 images/s, loss=0.7108, top1-acc=78.28%, top5-acc=96.48%, remaining_time=0:00:06.705720, arrival_time=2021-04-10 03:11:40.055950, cost_time=0:00:29.803232 2021-04-10 03:11:35,214 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=2.18ms, fps=1373 images/s, loss=0.7099, top1-acc=78.31%, top5-acc=96.50%, remaining_time=0:00:04.843306, arrival_time=2021-04-10 03:11:40.058129, cost_time=0:00:31.667770 2021-04-10 03:11:37,067 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=2.13ms, fps=1383 images/s, loss=0.7150, top1-acc=78.18%, top5-acc=96.45%, remaining_time=0:00:02.979552, arrival_time=2021-04-10 03:11:40.046578, cost_time=0:00:33.520048 2021-04-10 03:11:38,917 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.40ms, fps=1384 images/s, loss=0.7177, top1-acc=78.10%, top5-acc=96.42%, remaining_time=0:00:01.116948, arrival_time=2021-04-10 03:11:40.034005, cost_time=0:00:35.370088 2021-04-10 03:11:39,933 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.88ms, fps=1339 images/s, loss=0.7186, top1-acc=78.08%, top5-acc=96.40%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:39.933464, cost_time=0:00:36.386406 2021-04-10 03:11:40,416 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.32ms, fps=5334 images/s, loss=2.0149, top1-acc=52.81%, top5-acc=81.48%, remaining_time=0:00:01.439850, arrival_time=2021-04-10 03:11:41.855911, cost_time=0:00:00.479953 2021-04-10 03:11:40,772 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=0.20ms, fps=7192 images/s, loss=1.9580, top1-acc=54.10%, top5-acc=82.11%, remaining_time=0:00:00.836420, arrival_time=2021-04-10 03:11:41.608912, cost_time=0:00:00.836412 2021-04-10 03:11:41,139 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.88ms, fps=6987 images/s, loss=1.9608, top1-acc=54.31%, top5-acc=82.14%, remaining_time=0:00:00.401060, arrival_time=2021-04-10 03:11:41.540349, cost_time=0:00:01.203166 2021-04-10 03:11:41,476 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.07ms, fps=6899 images/s, loss=1.9574, top1-acc=54.23%, top5-acc=81.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:41.476013, cost_time=0:00:01.539972 2021-04-10 03:11:41,567 INFO : Epoch=0097 complete, best val top1-acc=60.82%, top5-acc=86.94% (epoch=87), remaining_time=1:05:21.433922, arrival_time=2021-04-10 04:17:03.001208, cost_time=1:01:33.000856 2021-04-10 03:11:41,568 INFO : Train start, epoch=0098, lr=0.052355 2021-04-10 03:11:43,606 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.37ms, fps=1256 images/s, loss=0.7099, top1-acc=79.18%, top5-acc=96.05%, remaining_time=0:00:37.912566, arrival_time=2021-04-10 03:12:21.519297, cost_time=0:00:02.038306 2021-04-10 03:11:45,445 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.41ms, fps=1392 images/s, loss=0.7118, top1-acc=78.89%, top5-acc=96.31%, remaining_time=0:00:34.119184, arrival_time=2021-04-10 03:12:19.564817, cost_time=0:00:03.877181 2021-04-10 03:11:47,308 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.43ms, fps=1374 images/s, loss=0.7001, top1-acc=79.08%, top5-acc=96.45%, remaining_time=0:00:31.763270, arrival_time=2021-04-10 03:12:19.072043, cost_time=0:00:05.740353 2021-04-10 03:11:49,154 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.40ms, fps=1387 images/s, loss=0.6898, top1-acc=79.28%, top5-acc=96.57%, remaining_time=0:00:29.585556, arrival_time=2021-04-10 03:12:18.740035, cost_time=0:00:07.586057 2021-04-10 03:11:51,006 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.40ms, fps=1382 images/s, loss=0.6884, top1-acc=79.18%, top5-acc=96.54%, remaining_time=0:00:27.559690, arrival_time=2021-04-10 03:12:18.566336, cost_time=0:00:09.438227 2021-04-10 03:11:52,851 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.50ms, fps=1388 images/s, loss=0.6829, top1-acc=79.33%, top5-acc=96.70%, remaining_time=0:00:25.575616, arrival_time=2021-04-10 03:12:18.427425, cost_time=0:00:11.283376 2021-04-10 03:11:54,690 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=2.47ms, fps=1393 images/s, loss=0.6820, top1-acc=79.30%, top5-acc=96.71%, remaining_time=0:00:23.619204, arrival_time=2021-04-10 03:12:18.309522, cost_time=0:00:13.121809 2021-04-10 03:11:56,533 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.39ms, fps=1389 images/s, loss=0.6830, top1-acc=79.27%, top5-acc=96.68%, remaining_time=0:00:21.699308, arrival_time=2021-04-10 03:12:18.232747, cost_time=0:00:14.965022 2021-04-10 03:11:58,369 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.93ms, fps=1394 images/s, loss=0.6790, top1-acc=79.39%, top5-acc=96.78%, remaining_time=0:00:19.788186, arrival_time=2021-04-10 03:12:18.157868, cost_time=0:00:16.801263 2021-04-10 03:12:00,213 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=2.55ms, fps=1388 images/s, loss=0.6809, top1-acc=79.33%, top5-acc=96.78%, remaining_time=0:00:17.899680, arrival_time=2021-04-10 03:12:18.113588, cost_time=0:00:18.645495 2021-04-10 03:12:02,060 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.35ms, fps=1387 images/s, loss=0.6836, top1-acc=79.29%, top5-acc=96.74%, remaining_time=0:00:16.021198, arrival_time=2021-04-10 03:12:18.081860, cost_time=0:00:20.492191 2021-04-10 03:12:03,905 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.72ms, fps=1388 images/s, loss=0.6867, top1-acc=79.12%, top5-acc=96.71%, remaining_time=0:00:14.146564, arrival_time=2021-04-10 03:12:18.051762, cost_time=0:00:22.336733 2021-04-10 03:12:05,743 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.32ms, fps=1393 images/s, loss=0.6890, top1-acc=79.02%, top5-acc=96.66%, remaining_time=0:00:12.273426, arrival_time=2021-04-10 03:12:18.016805, cost_time=0:00:24.174954 2021-04-10 03:12:07,597 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.98ms, fps=1381 images/s, loss=0.6922, top1-acc=78.83%, top5-acc=96.67%, remaining_time=0:00:10.411744, arrival_time=2021-04-10 03:12:18.009552, cost_time=0:00:26.029344 2021-04-10 03:12:09,443 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.6945, top1-acc=78.75%, top5-acc=96.64%, remaining_time=0:00:08.548410, arrival_time=2021-04-10 03:12:17.992093, cost_time=0:00:27.875272 2021-04-10 03:12:11,300 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.97ms, fps=1379 images/s, loss=0.6956, top1-acc=78.79%, top5-acc=96.61%, remaining_time=0:00:06.689700, arrival_time=2021-04-10 03:12:17.990108, cost_time=0:00:29.731972 2021-04-10 03:12:13,153 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=2.37ms, fps=1382 images/s, loss=0.7007, top1-acc=78.60%, top5-acc=96.57%, remaining_time=0:00:04.830722, arrival_time=2021-04-10 03:12:17.984609, cost_time=0:00:31.585431 2021-04-10 03:12:15,007 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=2.00ms, fps=1382 images/s, loss=0.7039, top1-acc=78.51%, top5-acc=96.53%, remaining_time=0:00:02.972304, arrival_time=2021-04-10 03:12:17.979216, cost_time=0:00:33.438404 2021-04-10 03:12:16,860 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.23ms, fps=1381 images/s, loss=0.7073, top1-acc=78.44%, top5-acc=96.50%, remaining_time=0:00:01.114488, arrival_time=2021-04-10 03:12:17.975110, cost_time=0:00:35.292107 2021-04-10 03:12:17,871 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.69ms, fps=1346 images/s, loss=0.7097, top1-acc=78.40%, top5-acc=96.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:17.871912, cost_time=0:00:36.303457 2021-04-10 03:12:18,349 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=0.43ms, fps=5389 images/s, loss=1.6462, top1-acc=60.04%, top5-acc=85.70%, remaining_time=0:00:01.425120, arrival_time=2021-04-10 03:12:19.774625, cost_time=0:00:00.475041 2021-04-10 03:12:18,711 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.73ms, fps=7090 images/s, loss=1.6570, top1-acc=59.26%, top5-acc=85.64%, remaining_time=0:00:00.836620, arrival_time=2021-04-10 03:12:19.547665, cost_time=0:00:00.836620 2021-04-10 03:12:19,083 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=3.25ms, fps=6885 images/s, loss=1.6488, top1-acc=59.14%, top5-acc=85.78%, remaining_time=0:00:00.402940, arrival_time=2021-04-10 03:12:19.486346, cost_time=0:00:01.208815 2021-04-10 03:12:19,431 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.09ms, fps=6681 images/s, loss=1.6579, top1-acc=58.91%, top5-acc=85.52%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:19.431339, cost_time=0:00:01.556951 2021-04-10 03:12:19,553 INFO : Epoch=0098 complete, best val top1-acc=60.82%, top5-acc=86.94% (epoch=87), remaining_time=1:04:43.272396, arrival_time=2021-04-10 04:17:02.826133, cost_time=1:02:10.987251 2021-04-10 03:12:19,555 INFO : Train start, epoch=0099, lr=0.051571 2021-04-10 03:12:21,627 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.56ms, fps=1236 images/s, loss=0.7152, top1-acc=78.59%, top5-acc=96.29%, remaining_time=0:00:38.538084, arrival_time=2021-04-10 03:13:00.165910, cost_time=0:00:02.071938 2021-04-10 03:12:23,468 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.94ms, fps=1391 images/s, loss=0.7107, top1-acc=78.93%, top5-acc=96.27%, remaining_time=0:00:34.426128, arrival_time=2021-04-10 03:12:57.894109, cost_time=0:00:03.912054 2021-04-10 03:12:25,324 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=2.43ms, fps=1379 images/s, loss=0.6948, top1-acc=79.24%, top5-acc=96.51%, remaining_time=0:00:31.918812, arrival_time=2021-04-10 03:12:57.243369, cost_time=0:00:05.768447 2021-04-10 03:12:27,170 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.87ms, fps=1388 images/s, loss=0.6829, top1-acc=79.52%, top5-acc=96.61%, remaining_time=0:00:29.695224, arrival_time=2021-04-10 03:12:56.865496, cost_time=0:00:07.614172 2021-04-10 03:12:29,024 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.39ms, fps=1381 images/s, loss=0.6815, top1-acc=79.46%, top5-acc=96.70%, remaining_time=0:00:27.648604, arrival_time=2021-04-10 03:12:56.673296, cost_time=0:00:09.468723 2021-04-10 03:12:30,877 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.89ms, fps=1382 images/s, loss=0.6763, top1-acc=79.52%, top5-acc=96.80%, remaining_time=0:00:25.662112, arrival_time=2021-04-10 03:12:56.539557, cost_time=0:00:11.321539 2021-04-10 03:12:32,729 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.50ms, fps=1382 images/s, loss=0.6752, top1-acc=79.59%, top5-acc=96.72%, remaining_time=0:00:23.712696, arrival_time=2021-04-10 03:12:56.442426, cost_time=0:00:13.173739 2021-04-10 03:12:34,581 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.58ms, fps=1383 images/s, loss=0.6782, top1-acc=79.51%, top5-acc=96.68%, remaining_time=0:00:21.786540, arrival_time=2021-04-10 03:12:56.367677, cost_time=0:00:15.025234 2021-04-10 03:12:36,448 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=2.54ms, fps=1371 images/s, loss=0.6788, top1-acc=79.43%, top5-acc=96.68%, remaining_time=0:00:19.895352, arrival_time=2021-04-10 03:12:56.343748, cost_time=0:00:16.892244 2021-04-10 03:12:38,302 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.52ms, fps=1381 images/s, loss=0.6855, top1-acc=79.27%, top5-acc=96.56%, remaining_time=0:00:17.997120, arrival_time=2021-04-10 03:12:56.300033, cost_time=0:00:18.747002 2021-04-10 03:12:40,146 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.50ms, fps=1389 images/s, loss=0.6864, top1-acc=79.21%, top5-acc=96.59%, remaining_time=0:00:16.097824, arrival_time=2021-04-10 03:12:56.244017, cost_time=0:00:20.590206 2021-04-10 03:12:41,993 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.55ms, fps=1386 images/s, loss=0.6880, top1-acc=79.14%, top5-acc=96.54%, remaining_time=0:00:14.210480, arrival_time=2021-04-10 03:12:56.204131, cost_time=0:00:22.437566 2021-04-10 03:12:43,838 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.48ms, fps=1388 images/s, loss=0.6889, top1-acc=79.09%, top5-acc=96.53%, remaining_time=0:00:12.328272, arrival_time=2021-04-10 03:12:56.167087, cost_time=0:00:24.282898 2021-04-10 03:12:45,690 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.56ms, fps=1383 images/s, loss=0.6928, top1-acc=78.95%, top5-acc=96.47%, remaining_time=0:00:10.453632, arrival_time=2021-04-10 03:12:56.143648, cost_time=0:00:26.134116 2021-04-10 03:12:47,540 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=2.15ms, fps=1383 images/s, loss=0.6961, top1-acc=78.74%, top5-acc=96.49%, remaining_time=0:00:08.582036, arrival_time=2021-04-10 03:12:56.122899, cost_time=0:00:27.984910 2021-04-10 03:12:49,387 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.44ms, fps=1387 images/s, loss=0.6986, top1-acc=78.68%, top5-acc=96.48%, remaining_time=0:00:06.712020, arrival_time=2021-04-10 03:12:56.099276, cost_time=0:00:29.831264 2021-04-10 03:12:51,229 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.44ms, fps=1390 images/s, loss=0.7021, top1-acc=78.60%, top5-acc=96.47%, remaining_time=0:00:04.844190, arrival_time=2021-04-10 03:12:56.073686, cost_time=0:00:31.673576 2021-04-10 03:12:53,069 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.37ms, fps=1391 images/s, loss=0.7035, top1-acc=78.55%, top5-acc=96.46%, remaining_time=0:00:02.979008, arrival_time=2021-04-10 03:12:56.048731, cost_time=0:00:33.513821 2021-04-10 03:12:54,912 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.30ms, fps=1389 images/s, loss=0.7040, top1-acc=78.52%, top5-acc=96.45%, remaining_time=0:00:01.116528, arrival_time=2021-04-10 03:12:56.029138, cost_time=0:00:35.356700 2021-04-10 03:12:55,940 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.87ms, fps=1324 images/s, loss=0.7051, top1-acc=78.47%, top5-acc=96.45%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:55.940277, cost_time=0:00:36.384349 2021-04-10 03:12:56,392 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=4.19ms, fps=5698 images/s, loss=1.6169, top1-acc=59.73%, top5-acc=86.29%, remaining_time=0:00:01.347840, arrival_time=2021-04-10 03:12:57.739910, cost_time=0:00:00.449285 2021-04-10 03:12:56,755 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.74ms, fps=7051 images/s, loss=1.6412, top1-acc=59.47%, top5-acc=85.96%, remaining_time=0:00:00.812720, arrival_time=2021-04-10 03:12:57.568226, cost_time=0:00:00.812710 2021-04-10 03:12:57,138 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=6.06ms, fps=6684 images/s, loss=1.6311, top1-acc=59.99%, top5-acc=86.04%, remaining_time=0:00:00.398700, arrival_time=2021-04-10 03:12:57.537624, cost_time=0:00:01.196092 2021-04-10 03:12:57,490 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.11ms, fps=6620 images/s, loss=1.6339, top1-acc=59.77%, top5-acc=85.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:57.489930, cost_time=0:00:01.547095 2021-04-10 03:12:57,556 INFO : Epoch=0099 complete, best val top1-acc=60.82%, top5-acc=86.94% (epoch=87), remaining_time=1:04:05.130802, arrival_time=2021-04-10 04:17:02.686822, cost_time=1:02:48.989595 2021-04-10 03:12:57,557 INFO : Train start, epoch=0100, lr=0.050785 2021-04-10 03:12:59,596 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=0.24ms, fps=1256 images/s, loss=0.6680, top1-acc=79.37%, top5-acc=97.19%, remaining_time=0:00:37.923726, arrival_time=2021-04-10 03:13:37.519774, cost_time=0:00:02.038911 2021-04-10 03:13:01,465 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.39ms, fps=1370 images/s, loss=0.6718, top1-acc=79.41%, top5-acc=96.82%, remaining_time=0:00:34.391280, arrival_time=2021-04-10 03:13:35.856526, cost_time=0:00:03.908103 2021-04-10 03:13:03,328 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.53ms, fps=1375 images/s, loss=0.6707, top1-acc=79.45%, top5-acc=96.76%, remaining_time=0:00:31.931594, arrival_time=2021-04-10 03:13:35.259602, cost_time=0:00:05.770774 2021-04-10 03:13:05,169 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.34ms, fps=1391 images/s, loss=0.6709, top1-acc=79.52%, top5-acc=96.79%, remaining_time=0:00:29.685864, arrival_time=2021-04-10 03:13:34.854835, cost_time=0:00:07.611762 2021-04-10 03:13:07,007 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.42ms, fps=1393 images/s, loss=0.6729, top1-acc=79.58%, top5-acc=96.80%, remaining_time=0:00:27.596044, arrival_time=2021-04-10 03:13:34.603947, cost_time=0:00:09.450683 2021-04-10 03:13:08,863 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=2.09ms, fps=1380 images/s, loss=0.6697, top1-acc=79.68%, top5-acc=96.74%, remaining_time=0:00:25.626344, arrival_time=2021-04-10 03:13:34.489383, cost_time=0:00:11.305745 2021-04-10 03:13:10,707 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=2.19ms, fps=1389 images/s, loss=0.6714, top1-acc=79.58%, top5-acc=96.82%, remaining_time=0:00:23.669982, arrival_time=2021-04-10 03:13:34.377192, cost_time=0:00:13.150008 2021-04-10 03:13:12,549 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.79ms, fps=1390 images/s, loss=0.6686, top1-acc=79.60%, top5-acc=96.84%, remaining_time=0:00:21.738284, arrival_time=2021-04-10 03:13:34.287342, cost_time=0:00:14.991914 2021-04-10 03:13:14,387 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.35ms, fps=1393 images/s, loss=0.6709, top1-acc=79.55%, top5-acc=96.84%, remaining_time=0:00:19.822530, arrival_time=2021-04-10 03:13:34.210129, cost_time=0:00:16.830468 2021-04-10 03:13:16,231 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.46ms, fps=1389 images/s, loss=0.6722, top1-acc=79.49%, top5-acc=96.82%, remaining_time=0:00:17.927040, arrival_time=2021-04-10 03:13:34.158234, cost_time=0:00:18.673972 2021-04-10 03:13:18,073 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.51ms, fps=1390 images/s, loss=0.6727, top1-acc=79.44%, top5-acc=96.87%, remaining_time=0:00:16.040032, arrival_time=2021-04-10 03:13:34.113588, cost_time=0:00:20.516375 2021-04-10 03:13:19,909 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.37ms, fps=1395 images/s, loss=0.6767, top1-acc=79.31%, top5-acc=96.83%, remaining_time=0:00:14.156444, arrival_time=2021-04-10 03:13:34.065916, cost_time=0:00:22.352277 2021-04-10 03:13:21,751 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.64ms, fps=1390 images/s, loss=0.6793, top1-acc=79.19%, top5-acc=96.83%, remaining_time=0:00:12.283458, arrival_time=2021-04-10 03:13:34.035261, cost_time=0:00:24.194655 2021-04-10 03:13:23,605 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.35ms, fps=1381 images/s, loss=0.6836, top1-acc=79.04%, top5-acc=96.80%, remaining_time=0:00:10.419528, arrival_time=2021-04-10 03:13:34.025463, cost_time=0:00:26.048799 2021-04-10 03:13:25,455 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.62ms, fps=1384 images/s, loss=0.6861, top1-acc=78.97%, top5-acc=96.76%, remaining_time=0:00:08.555540, arrival_time=2021-04-10 03:13:34.011164, cost_time=0:00:27.898483 2021-04-10 03:13:27,302 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.33ms, fps=1386 images/s, loss=0.6867, top1-acc=78.96%, top5-acc=96.77%, remaining_time=0:00:06.692724, arrival_time=2021-04-10 03:13:33.995424, cost_time=0:00:29.745512 2021-04-10 03:13:29,148 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.36ms, fps=1387 images/s, loss=0.6874, top1-acc=78.91%, top5-acc=96.76%, remaining_time=0:00:04.831606, arrival_time=2021-04-10 03:13:33.980056, cost_time=0:00:31.591229 2021-04-10 03:13:31,003 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.34ms, fps=1380 images/s, loss=0.6894, top1-acc=78.78%, top5-acc=96.77%, remaining_time=0:00:02.973008, arrival_time=2021-04-10 03:13:33.976550, cost_time=0:00:33.446402 2021-04-10 03:13:32,847 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.23ms, fps=1389 images/s, loss=0.6917, top1-acc=78.69%, top5-acc=96.73%, remaining_time=0:00:01.114434, arrival_time=2021-04-10 03:13:33.962041, cost_time=0:00:35.290454 2021-04-10 03:13:33,854 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.65ms, fps=1351 images/s, loss=0.6922, top1-acc=78.65%, top5-acc=96.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:33.854743, cost_time=0:00:36.297609 2021-04-10 03:13:34,319 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=0.30ms, fps=5526 images/s, loss=1.5638, top1-acc=60.51%, top5-acc=87.30%, remaining_time=0:00:01.389630, arrival_time=2021-04-10 03:13:35.709219, cost_time=0:00:00.463208 2021-04-10 03:13:34,681 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.39ms, fps=7079 images/s, loss=1.5616, top1-acc=61.05%, top5-acc=87.19%, remaining_time=0:00:00.825320, arrival_time=2021-04-10 03:13:35.506970, cost_time=0:00:00.825317 2021-04-10 03:13:35,036 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=2.33ms, fps=7214 images/s, loss=1.5672, top1-acc=60.83%, top5-acc=87.14%, remaining_time=0:00:00.393520, arrival_time=2021-04-10 03:13:35.430397, cost_time=0:00:01.180551 2021-04-10 03:13:35,390 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.11ms, fps=6576 images/s, loss=1.5672, top1-acc=60.98%, top5-acc=86.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:35.390057, cost_time=0:00:01.533679 2021-04-10 03:13:35,546 INFO : Epoch=0100 complete, best val top1-acc=60.98%, top5-acc=86.97% (epoch=100), remaining_time=1:03:26.980500, arrival_time=2021-04-10 04:17:02.527443, cost_time=1:03:26.980522 2021-04-10 03:13:35,547 INFO : Train start, epoch=0101, lr=0.050000 2021-04-10 03:13:37,627 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.66ms, fps=1231 images/s, loss=0.6950, top1-acc=78.63%, top5-acc=96.84%, remaining_time=0:00:38.669772, arrival_time=2021-04-10 03:14:16.296844, cost_time=0:00:02.079022 2021-04-10 03:13:39,471 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.60ms, fps=1388 images/s, loss=0.7055, top1-acc=78.18%, top5-acc=96.52%, remaining_time=0:00:34.523808, arrival_time=2021-04-10 03:14:13.995014, cost_time=0:00:03.923152 2021-04-10 03:13:41,312 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.55ms, fps=1391 images/s, loss=0.7050, top1-acc=78.39%, top5-acc=96.42%, remaining_time=0:00:31.895738, arrival_time=2021-04-10 03:14:13.208084, cost_time=0:00:05.764294 2021-04-10 03:13:43,186 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.52ms, fps=1366 images/s, loss=0.6901, top1-acc=78.88%, top5-acc=96.60%, remaining_time=0:00:29.790072, arrival_time=2021-04-10 03:14:12.976615, cost_time=0:00:07.638491 2021-04-10 03:13:45,030 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.46ms, fps=1388 images/s, loss=0.6780, top1-acc=79.28%, top5-acc=96.77%, remaining_time=0:00:27.689922, arrival_time=2021-04-10 03:14:12.720817, cost_time=0:00:09.482847 2021-04-10 03:13:46,873 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.46ms, fps=1389 images/s, loss=0.6738, top1-acc=79.44%, top5-acc=96.73%, remaining_time=0:00:25.671768, arrival_time=2021-04-10 03:14:12.545653, cost_time=0:00:11.325765 2021-04-10 03:13:48,715 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.58ms, fps=1391 images/s, loss=0.6713, top1-acc=79.49%, top5-acc=96.75%, remaining_time=0:00:23.700852, arrival_time=2021-04-10 03:14:12.416018, cost_time=0:00:13.167117 2021-04-10 03:13:50,567 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.79ms, fps=1383 images/s, loss=0.6705, top1-acc=79.58%, top5-acc=96.74%, remaining_time=0:00:21.777376, arrival_time=2021-04-10 03:14:12.344404, cost_time=0:00:15.018919 2021-04-10 03:13:52,412 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.40ms, fps=1388 images/s, loss=0.6717, top1-acc=79.55%, top5-acc=96.76%, remaining_time=0:00:19.862492, arrival_time=2021-04-10 03:14:12.274921, cost_time=0:00:16.864370 2021-04-10 03:13:54,267 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.55ms, fps=1380 images/s, loss=0.6699, top1-acc=79.56%, top5-acc=96.78%, remaining_time=0:00:17.970816, arrival_time=2021-04-10 03:14:12.238491, cost_time=0:00:18.719626 2021-04-10 03:13:56,117 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.74ms, fps=1385 images/s, loss=0.6708, top1-acc=79.47%, top5-acc=96.80%, remaining_time=0:00:16.081140, arrival_time=2021-04-10 03:14:12.198129, cost_time=0:00:20.568917 2021-04-10 03:13:57,975 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.48ms, fps=1378 images/s, loss=0.6731, top1-acc=79.39%, top5-acc=96.81%, remaining_time=0:00:14.203716, arrival_time=2021-04-10 03:14:12.178798, cost_time=0:00:22.426952 2021-04-10 03:13:59,824 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.87ms, fps=1385 images/s, loss=0.6759, top1-acc=79.29%, top5-acc=96.82%, remaining_time=0:00:12.324972, arrival_time=2021-04-10 03:14:12.149574, cost_time=0:00:24.276468 2021-04-10 03:14:01,681 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.80ms, fps=1379 images/s, loss=0.6786, top1-acc=79.22%, top5-acc=96.76%, remaining_time=0:00:10.453464, arrival_time=2021-04-10 03:14:12.135174, cost_time=0:00:26.133624 2021-04-10 03:14:03,536 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.41ms, fps=1380 images/s, loss=0.6817, top1-acc=79.10%, top5-acc=96.73%, remaining_time=0:00:08.583186, arrival_time=2021-04-10 03:14:12.119973, cost_time=0:00:27.988617 2021-04-10 03:14:05,391 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.45ms, fps=1381 images/s, loss=0.6840, top1-acc=79.02%, top5-acc=96.71%, remaining_time=0:00:06.714720, arrival_time=2021-04-10 03:14:12.106049, cost_time=0:00:29.843278 2021-04-10 03:14:07,240 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.44ms, fps=1385 images/s, loss=0.6834, top1-acc=78.99%, top5-acc=96.74%, remaining_time=0:00:04.846998, arrival_time=2021-04-10 03:14:12.086983, cost_time=0:00:31.691950 2021-04-10 03:14:09,084 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.61ms, fps=1388 images/s, loss=0.6856, top1-acc=78.88%, top5-acc=96.74%, remaining_time=0:00:02.980976, arrival_time=2021-04-10 03:14:12.065065, cost_time=0:00:33.536040 2021-04-10 03:14:10,933 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.38ms, fps=1385 images/s, loss=0.6884, top1-acc=78.83%, top5-acc=96.69%, remaining_time=0:00:01.117410, arrival_time=2021-04-10 03:14:12.050300, cost_time=0:00:35.384635 2021-04-10 03:14:11,945 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.73ms, fps=1345 images/s, loss=0.6907, top1-acc=78.77%, top5-acc=96.68%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:11.945017, cost_time=0:00:36.396948 2021-04-10 03:14:12,435 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=2.07ms, fps=5239 images/s, loss=1.6910, top1-acc=59.49%, top5-acc=85.43%, remaining_time=0:00:01.466040, arrival_time=2021-04-10 03:14:13.901501, cost_time=0:00:00.488681 2021-04-10 03:14:12,795 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.45ms, fps=7127 images/s, loss=1.6111, top1-acc=61.05%, top5-acc=86.07%, remaining_time=0:00:00.848200, arrival_time=2021-04-10 03:14:13.643171, cost_time=0:00:00.848195 2021-04-10 03:14:13,153 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.49ms, fps=7157 images/s, loss=1.6280, top1-acc=60.83%, top5-acc=86.02%, remaining_time=0:00:00.402070, arrival_time=2021-04-10 03:14:13.555066, cost_time=0:00:01.206201 2021-04-10 03:14:13,496 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.08ms, fps=6755 images/s, loss=1.5907, top1-acc=60.88%, top5-acc=86.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:13.496805, cost_time=0:00:01.550035 2021-04-10 03:14:13,669 INFO : Epoch=0101 complete, best val top1-acc=60.98%, top5-acc=86.97% (epoch=100), remaining_time=1:02:48.962472, arrival_time=2021-04-10 04:17:02.632026, cost_time=1:04:05.103118 2021-04-10 03:14:13,670 INFO : Train start, epoch=0102, lr=0.049215 2021-04-10 03:14:15,702 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=1.89ms, fps=1260 images/s, loss=0.6351, top1-acc=80.78%, top5-acc=97.03%, remaining_time=0:00:37.789992, arrival_time=2021-04-10 03:14:53.492401, cost_time=0:00:02.031723 2021-04-10 03:14:17,584 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=2.11ms, fps=1361 images/s, loss=0.6552, top1-acc=79.92%, top5-acc=97.03%, remaining_time=0:00:34.439856, arrival_time=2021-04-10 03:14:52.024225, cost_time=0:00:03.913612 2021-04-10 03:14:19,433 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.61ms, fps=1385 images/s, loss=0.6512, top1-acc=79.88%, top5-acc=97.21%, remaining_time=0:00:31.886110, arrival_time=2021-04-10 03:14:51.319439, cost_time=0:00:05.762548 2021-04-10 03:14:21,277 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.46ms, fps=1389 images/s, loss=0.6541, top1-acc=79.86%, top5-acc=97.18%, remaining_time=0:00:29.664960, arrival_time=2021-04-10 03:14:50.942178, cost_time=0:00:07.606401 2021-04-10 03:14:23,126 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=0.6544, top1-acc=79.76%, top5-acc=97.11%, remaining_time=0:00:27.610936, arrival_time=2021-04-10 03:14:50.737446, cost_time=0:00:09.455820 2021-04-10 03:14:24,966 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.32ms, fps=1392 images/s, loss=0.6553, top1-acc=79.65%, top5-acc=97.06%, remaining_time=0:00:25.603088, arrival_time=2021-04-10 03:14:50.569494, cost_time=0:00:11.295502 2021-04-10 03:14:26,825 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=6.19ms, fps=1378 images/s, loss=0.6575, top1-acc=79.72%, top5-acc=97.02%, remaining_time=0:00:23.678298, arrival_time=2021-04-10 03:14:50.503586, cost_time=0:00:13.154594 2021-04-10 03:14:28,667 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.56ms, fps=1390 images/s, loss=0.6586, top1-acc=79.90%, top5-acc=96.91%, remaining_time=0:00:21.744780, arrival_time=2021-04-10 03:14:50.411867, cost_time=0:00:14.996393 2021-04-10 03:14:30,510 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.86ms, fps=1389 images/s, loss=0.6596, top1-acc=79.90%, top5-acc=96.93%, remaining_time=0:00:19.833554, arrival_time=2021-04-10 03:14:50.344102, cost_time=0:00:16.839821 2021-04-10 03:14:32,356 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.34ms, fps=1387 images/s, loss=0.6586, top1-acc=79.88%, top5-acc=96.97%, remaining_time=0:00:17.938272, arrival_time=2021-04-10 03:14:50.294747, cost_time=0:00:18.685704 2021-04-10 03:14:34,200 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.37ms, fps=1389 images/s, loss=0.6616, top1-acc=79.78%, top5-acc=97.00%, remaining_time=0:00:16.050180, arrival_time=2021-04-10 03:14:50.250210, cost_time=0:00:20.529323 2021-04-10 03:14:36,043 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.37ms, fps=1389 images/s, loss=0.6626, top1-acc=79.76%, top5-acc=96.99%, remaining_time=0:00:14.169440, arrival_time=2021-04-10 03:14:50.212884, cost_time=0:00:22.372749 2021-04-10 03:14:37,894 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.44ms, fps=1383 images/s, loss=0.6659, top1-acc=79.64%, top5-acc=96.97%, remaining_time=0:00:12.298110, arrival_time=2021-04-10 03:14:50.192348, cost_time=0:00:24.223539 2021-04-10 03:14:39,739 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.49ms, fps=1387 images/s, loss=0.6686, top1-acc=79.53%, top5-acc=96.94%, remaining_time=0:00:10.427648, arrival_time=2021-04-10 03:14:50.167415, cost_time=0:00:26.069081 2021-04-10 03:14:41,595 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.40ms, fps=1380 images/s, loss=0.6709, top1-acc=79.53%, top5-acc=96.86%, remaining_time=0:00:08.563498, arrival_time=2021-04-10 03:14:50.158692, cost_time=0:00:27.924496 2021-04-10 03:14:43,444 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.39ms, fps=1385 images/s, loss=0.6721, top1-acc=79.50%, top5-acc=96.83%, remaining_time=0:00:06.699132, arrival_time=2021-04-10 03:14:50.143727, cost_time=0:00:29.773896 2021-04-10 03:14:45,305 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.45ms, fps=1376 images/s, loss=0.6739, top1-acc=79.43%, top5-acc=96.83%, remaining_time=0:00:04.838184, arrival_time=2021-04-10 03:14:50.143313, cost_time=0:00:31.634355 2021-04-10 03:14:47,153 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.60ms, fps=1386 images/s, loss=0.6758, top1-acc=79.37%, top5-acc=96.81%, remaining_time=0:00:02.976208, arrival_time=2021-04-10 03:14:50.129260, cost_time=0:00:33.482354 2021-04-10 03:14:49,001 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.19ms, fps=1385 images/s, loss=0.6775, top1-acc=79.31%, top5-acc=96.76%, remaining_time=0:00:01.115712, arrival_time=2021-04-10 03:14:50.117328, cost_time=0:00:35.330917 2021-04-10 03:14:49,994 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.44ms, fps=1370 images/s, loss=0.6797, top1-acc=79.26%, top5-acc=96.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:49.994887, cost_time=0:00:36.324194 2021-04-10 03:14:50,454 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=3.64ms, fps=5591 images/s, loss=1.6249, top1-acc=59.69%, top5-acc=85.98%, remaining_time=0:00:01.373520, arrival_time=2021-04-10 03:14:51.827877, cost_time=0:00:00.457837 2021-04-10 03:14:50,817 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.96ms, fps=7061 images/s, loss=1.6287, top1-acc=59.30%, top5-acc=86.19%, remaining_time=0:00:00.820740, arrival_time=2021-04-10 03:14:51.637996, cost_time=0:00:00.820749 2021-04-10 03:14:51,183 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=2.05ms, fps=6990 images/s, loss=1.6442, top1-acc=58.65%, top5-acc=86.00%, remaining_time=0:00:00.395770, arrival_time=2021-04-10 03:14:51.579663, cost_time=0:00:01.187304 2021-04-10 03:14:51,532 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.09ms, fps=6675 images/s, loss=1.6463, top1-acc=58.40%, top5-acc=85.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:51.531952, cost_time=0:00:01.535397 2021-04-10 03:14:51,639 INFO : Epoch=0102 complete, best val top1-acc=60.98%, top5-acc=86.97% (epoch=100), remaining_time=1:02:10.795810, arrival_time=2021-04-10 04:17:02.435414, cost_time=1:04:43.073142 2021-04-10 03:14:51,641 INFO : Train start, epoch=0103, lr=0.048429 2021-04-10 03:14:53,736 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.35ms, fps=1222 images/s, loss=0.6894, top1-acc=78.55%, top5-acc=96.52%, remaining_time=0:00:38.964582, arrival_time=2021-04-10 03:15:32.701310, cost_time=0:00:02.094872 2021-04-10 03:14:55,589 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=2.59ms, fps=1382 images/s, loss=0.6647, top1-acc=79.30%, top5-acc=96.86%, remaining_time=0:00:34.742400, arrival_time=2021-04-10 03:15:30.332223, cost_time=0:00:03.948010 2021-04-10 03:14:57,435 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.61ms, fps=1387 images/s, loss=0.6668, top1-acc=79.08%, top5-acc=96.77%, remaining_time=0:00:32.058750, arrival_time=2021-04-10 03:15:29.494364, cost_time=0:00:05.793749 2021-04-10 03:14:59,280 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.41ms, fps=1388 images/s, loss=0.6612, top1-acc=79.17%, top5-acc=96.86%, remaining_time=0:00:29.791476, arrival_time=2021-04-10 03:15:29.072218, cost_time=0:00:07.638844 2021-04-10 03:15:01,151 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.75ms, fps=1369 images/s, loss=0.6606, top1-acc=79.34%, top5-acc=96.91%, remaining_time=0:00:27.768470, arrival_time=2021-04-10 03:15:28.920027, cost_time=0:00:09.509728 2021-04-10 03:15:02,996 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.53ms, fps=1388 images/s, loss=0.6584, top1-acc=79.39%, top5-acc=97.04%, remaining_time=0:00:25.737864, arrival_time=2021-04-10 03:15:28.734749, cost_time=0:00:11.354962 2021-04-10 03:15:04,842 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.50ms, fps=1388 images/s, loss=0.6554, top1-acc=79.53%, top5-acc=97.07%, remaining_time=0:00:23.760576, arrival_time=2021-04-10 03:15:28.602711, cost_time=0:00:13.200311 2021-04-10 03:15:06,686 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.36ms, fps=1388 images/s, loss=0.6606, top1-acc=79.34%, top5-acc=97.07%, remaining_time=0:00:21.814728, arrival_time=2021-04-10 03:15:28.501177, cost_time=0:00:15.044637 2021-04-10 03:15:08,536 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.42ms, fps=1384 images/s, loss=0.6623, top1-acc=79.31%, top5-acc=97.04%, remaining_time=0:00:19.897684, arrival_time=2021-04-10 03:15:28.433805, cost_time=0:00:16.894219 2021-04-10 03:15:10,389 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.41ms, fps=1382 images/s, loss=0.6652, top1-acc=79.18%, top5-acc=97.04%, remaining_time=0:00:17.997888, arrival_time=2021-04-10 03:15:28.387589, cost_time=0:00:18.747811 2021-04-10 03:15:12,242 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.36ms, fps=1382 images/s, loss=0.6644, top1-acc=79.28%, top5-acc=97.03%, remaining_time=0:00:16.106080, arrival_time=2021-04-10 03:15:28.348728, cost_time=0:00:20.600765 2021-04-10 03:15:14,091 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=0.6656, top1-acc=79.29%, top5-acc=97.00%, remaining_time=0:00:14.218232, arrival_time=2021-04-10 03:15:28.309869, cost_time=0:00:22.449825 2021-04-10 03:15:15,935 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.68ms, fps=1389 images/s, loss=0.6677, top1-acc=79.28%, top5-acc=96.96%, remaining_time=0:00:12.333684, arrival_time=2021-04-10 03:15:28.269075, cost_time=0:00:24.293569 2021-04-10 03:15:17,788 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.44ms, fps=1382 images/s, loss=0.6705, top1-acc=79.20%, top5-acc=96.94%, remaining_time=0:00:10.458616, arrival_time=2021-04-10 03:15:28.246964, cost_time=0:00:26.146516 2021-04-10 03:15:19,637 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.91ms, fps=1385 images/s, loss=0.6738, top1-acc=79.09%, top5-acc=96.89%, remaining_time=0:00:08.585394, arrival_time=2021-04-10 03:15:28.223189, cost_time=0:00:27.995835 2021-04-10 03:15:21,481 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.72ms, fps=1389 images/s, loss=0.6758, top1-acc=78.98%, top5-acc=96.85%, remaining_time=0:00:06.713928, arrival_time=2021-04-10 03:15:28.195417, cost_time=0:00:29.839660 2021-04-10 03:15:23,333 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=2.10ms, fps=1383 images/s, loss=0.6760, top1-acc=79.02%, top5-acc=96.81%, remaining_time=0:00:04.846946, arrival_time=2021-04-10 03:15:28.180288, cost_time=0:00:31.691498 2021-04-10 03:15:25,178 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.58ms, fps=1388 images/s, loss=0.6781, top1-acc=78.95%, top5-acc=96.79%, remaining_time=0:00:02.981024, arrival_time=2021-04-10 03:15:28.159378, cost_time=0:00:33.536475 2021-04-10 03:15:27,016 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.38ms, fps=1393 images/s, loss=0.6820, top1-acc=78.83%, top5-acc=96.75%, remaining_time=0:00:01.117104, arrival_time=2021-04-10 03:15:28.133892, cost_time=0:00:35.374959 2021-04-10 03:15:28,031 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=2.01ms, fps=1341 images/s, loss=0.6824, top1-acc=78.86%, top5-acc=96.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:28.031403, cost_time=0:00:36.389516 2021-04-10 03:15:28,516 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=3.72ms, fps=5310 images/s, loss=1.5694, top1-acc=61.76%, top5-acc=86.09%, remaining_time=0:00:01.446240, arrival_time=2021-04-10 03:15:29.962245, cost_time=0:00:00.482077 2021-04-10 03:15:28,879 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.78ms, fps=7049 images/s, loss=1.5793, top1-acc=61.78%, top5-acc=86.15%, remaining_time=0:00:00.845580, arrival_time=2021-04-10 03:15:29.725129, cost_time=0:00:00.845573 2021-04-10 03:15:29,236 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.30ms, fps=7186 images/s, loss=1.5836, top1-acc=61.33%, top5-acc=86.24%, remaining_time=0:00:00.400780, arrival_time=2021-04-10 03:15:29.637037, cost_time=0:00:01.202336 2021-04-10 03:15:29,586 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.11ms, fps=6636 images/s, loss=1.6055, top1-acc=61.50%, top5-acc=86.44%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:29.586256, cost_time=0:00:01.552254 2021-04-10 03:15:29,766 INFO : Epoch=0103 complete, best val top1-acc=61.50%, top5-acc=86.44% (epoch=103), remaining_time=1:01:32.780106, arrival_time=2021-04-10 04:17:02.546118, cost_time=1:05:21.199535 2021-04-10 03:15:29,768 INFO : Train start, epoch=0104, lr=0.047645 2021-04-10 03:15:31,834 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=1.50ms, fps=1239 images/s, loss=0.6205, top1-acc=81.13%, top5-acc=97.50%, remaining_time=0:00:38.437644, arrival_time=2021-04-10 03:16:10.272357, cost_time=0:00:02.066540 2021-04-10 03:15:33,695 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.75ms, fps=1376 images/s, loss=0.6188, top1-acc=81.09%, top5-acc=97.46%, remaining_time=0:00:34.558832, arrival_time=2021-04-10 03:16:08.254107, cost_time=0:00:03.927134 2021-04-10 03:15:35,549 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.47ms, fps=1381 images/s, loss=0.6239, top1-acc=80.69%, top5-acc=97.57%, remaining_time=0:00:31.986540, arrival_time=2021-04-10 03:16:07.535469, cost_time=0:00:05.780702 2021-04-10 03:15:37,395 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.78ms, fps=1387 images/s, loss=0.6196, top1-acc=80.67%, top5-acc=97.56%, remaining_time=0:00:29.746860, arrival_time=2021-04-10 03:16:07.142482, cost_time=0:00:07.627396 2021-04-10 03:15:39,250 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=2.07ms, fps=1381 images/s, loss=0.6261, top1-acc=80.52%, top5-acc=97.44%, remaining_time=0:00:27.688316, arrival_time=2021-04-10 03:16:06.938757, cost_time=0:00:09.482296 2021-04-10 03:15:41,083 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.41ms, fps=1397 images/s, loss=0.6253, top1-acc=80.46%, top5-acc=97.39%, remaining_time=0:00:25.648376, arrival_time=2021-04-10 03:16:06.732046, cost_time=0:00:11.315433 2021-04-10 03:15:42,934 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.39ms, fps=1384 images/s, loss=0.6266, top1-acc=80.56%, top5-acc=97.37%, remaining_time=0:00:23.699718, arrival_time=2021-04-10 03:16:06.634342, cost_time=0:00:13.166488 2021-04-10 03:15:44,775 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.40ms, fps=1391 images/s, loss=0.6310, top1-acc=80.46%, top5-acc=97.33%, remaining_time=0:00:21.761136, arrival_time=2021-04-10 03:16:06.536967, cost_time=0:00:15.007669 2021-04-10 03:15:46,627 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=4.93ms, fps=1383 images/s, loss=0.6324, top1-acc=80.45%, top5-acc=97.31%, remaining_time=0:00:19.856768, arrival_time=2021-04-10 03:16:06.484645, cost_time=0:00:16.859552 2021-04-10 03:15:48,473 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.82ms, fps=1388 images/s, loss=0.6334, top1-acc=80.47%, top5-acc=97.31%, remaining_time=0:00:17.956992, arrival_time=2021-04-10 03:16:06.430368, cost_time=0:00:18.705228 2021-04-10 03:15:50,321 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.49ms, fps=1386 images/s, loss=0.6393, top1-acc=80.32%, top5-acc=97.27%, remaining_time=0:00:16.068756, arrival_time=2021-04-10 03:16:06.389925, cost_time=0:00:20.553052 2021-04-10 03:15:52,178 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.74ms, fps=1379 images/s, loss=0.6433, top1-acc=80.15%, top5-acc=97.25%, remaining_time=0:00:14.193000, arrival_time=2021-04-10 03:16:06.371214, cost_time=0:00:22.410026 2021-04-10 03:15:54,031 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.38ms, fps=1382 images/s, loss=0.6458, top1-acc=80.03%, top5-acc=97.25%, remaining_time=0:00:12.318240, arrival_time=2021-04-10 03:16:06.349665, cost_time=0:00:24.263239 2021-04-10 03:15:55,881 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.87ms, fps=1384 images/s, loss=0.6491, top1-acc=79.89%, top5-acc=97.23%, remaining_time=0:00:10.445344, arrival_time=2021-04-10 03:16:06.326870, cost_time=0:00:26.113399 2021-04-10 03:15:57,746 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.46ms, fps=1373 images/s, loss=0.6535, top1-acc=79.78%, top5-acc=97.17%, remaining_time=0:00:08.580104, arrival_time=2021-04-10 03:16:06.326965, cost_time=0:00:27.978636 2021-04-10 03:15:59,586 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=2.25ms, fps=1392 images/s, loss=0.6572, top1-acc=79.73%, top5-acc=97.13%, remaining_time=0:00:06.709212, arrival_time=2021-04-10 03:16:06.296078, cost_time=0:00:29.818646 2021-04-10 03:16:01,431 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.34ms, fps=1389 images/s, loss=0.6596, top1-acc=79.70%, top5-acc=97.09%, remaining_time=0:00:04.842578, arrival_time=2021-04-10 03:16:06.273700, cost_time=0:00:31.662962 2021-04-10 03:16:03,285 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.66ms, fps=1381 images/s, loss=0.6622, top1-acc=79.67%, top5-acc=97.03%, remaining_time=0:00:02.979296, arrival_time=2021-04-10 03:16:06.264606, cost_time=0:00:33.517032 2021-04-10 03:16:05,128 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.67ms, fps=1389 images/s, loss=0.6631, top1-acc=79.65%, top5-acc=97.01%, remaining_time=0:00:01.116648, arrival_time=2021-04-10 03:16:06.245306, cost_time=0:00:35.360497 2021-04-10 03:16:06,120 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.70ms, fps=1372 images/s, loss=0.6639, top1-acc=79.63%, top5-acc=97.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:06.120149, cost_time=0:00:36.351982 2021-04-10 03:16:06,604 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.39ms, fps=5316 images/s, loss=1.5749, top1-acc=60.62%, top5-acc=86.87%, remaining_time=0:00:01.444620, arrival_time=2021-04-10 03:16:08.048766, cost_time=0:00:00.481539 2021-04-10 03:16:06,971 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.78ms, fps=7084 images/s, loss=1.5665, top1-acc=60.86%, top5-acc=86.33%, remaining_time=0:00:00.848940, arrival_time=2021-04-10 03:16:07.820500, cost_time=0:00:00.848938 2021-04-10 03:16:07,336 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=0.41ms, fps=7025 images/s, loss=1.5409, top1-acc=61.12%, top5-acc=86.47%, remaining_time=0:00:00.404620, arrival_time=2021-04-10 03:16:07.741073, cost_time=0:00:01.213849 2021-04-10 03:16:07,694 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.11ms, fps=6491 images/s, loss=1.5471, top1-acc=60.60%, top5-acc=86.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:07.694384, cost_time=0:00:01.571800 2021-04-10 03:16:07,826 INFO : Epoch=0104 complete, best val top1-acc=61.50%, top5-acc=86.44% (epoch=103), remaining_time=1:00:54.701952, arrival_time=2021-04-10 04:17:02.528841, cost_time=1:05:59.260461 2021-04-10 03:16:07,827 INFO : Train start, epoch=0105, lr=0.046860 2021-04-10 03:16:09,905 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.93ms, fps=1233 images/s, loss=0.6339, top1-acc=80.35%, top5-acc=97.77%, remaining_time=0:00:38.627550, arrival_time=2021-04-10 03:16:48.532454, cost_time=0:00:02.076746 2021-04-10 03:16:11,761 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.93ms, fps=1380 images/s, loss=0.6081, top1-acc=81.11%, top5-acc=97.75%, remaining_time=0:00:34.610752, arrival_time=2021-04-10 03:16:46.371944, cost_time=0:00:03.933030 2021-04-10 03:16:13,617 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.33ms, fps=1379 images/s, loss=0.6097, top1-acc=81.16%, top5-acc=97.64%, remaining_time=0:00:32.034846, arrival_time=2021-04-10 03:16:45.652607, cost_time=0:00:05.789420 2021-04-10 03:16:15,482 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.69ms, fps=1374 images/s, loss=0.6238, top1-acc=80.75%, top5-acc=97.56%, remaining_time=0:00:29.851224, arrival_time=2021-04-10 03:16:45.333464, cost_time=0:00:07.654150 2021-04-10 03:16:17,330 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.47ms, fps=1386 images/s, loss=0.6296, top1-acc=80.55%, top5-acc=97.41%, remaining_time=0:00:27.745694, arrival_time=2021-04-10 03:16:45.075729, cost_time=0:00:09.501959 2021-04-10 03:16:19,181 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.44ms, fps=1383 images/s, loss=0.6210, top1-acc=80.92%, top5-acc=97.43%, remaining_time=0:00:25.734328, arrival_time=2021-04-10 03:16:44.915782, cost_time=0:00:11.353382 2021-04-10 03:16:21,023 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.69ms, fps=1390 images/s, loss=0.6248, top1-acc=80.69%, top5-acc=97.44%, remaining_time=0:00:23.751252, arrival_time=2021-04-10 03:16:44.774630, cost_time=0:00:13.195133 2021-04-10 03:16:22,875 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.47ms, fps=1383 images/s, loss=0.6296, top1-acc=80.62%, top5-acc=97.33%, remaining_time=0:00:21.819368, arrival_time=2021-04-10 03:16:44.695277, cost_time=0:00:15.047826 2021-04-10 03:16:24,726 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.37ms, fps=1384 images/s, loss=0.6331, top1-acc=80.56%, top5-acc=97.26%, remaining_time=0:00:19.902772, arrival_time=2021-04-10 03:16:44.629370, cost_time=0:00:16.898541 2021-04-10 03:16:26,572 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.46ms, fps=1387 images/s, loss=0.6360, top1-acc=80.47%, top5-acc=97.21%, remaining_time=0:00:17.995008, arrival_time=2021-04-10 03:16:44.567867, cost_time=0:00:18.744787 2021-04-10 03:16:28,418 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.39ms, fps=1387 images/s, loss=0.6363, top1-acc=80.46%, top5-acc=97.22%, remaining_time=0:00:16.097996, arrival_time=2021-04-10 03:16:44.516549, cost_time=0:00:20.590482 2021-04-10 03:16:30,271 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.44ms, fps=1382 images/s, loss=0.6391, top1-acc=80.44%, top5-acc=97.21%, remaining_time=0:00:14.214052, arrival_time=2021-04-10 03:16:44.485350, cost_time=0:00:22.443230 2021-04-10 03:16:32,108 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.40ms, fps=1394 images/s, loss=0.6388, top1-acc=80.41%, top5-acc=97.21%, remaining_time=0:00:12.326754, arrival_time=2021-04-10 03:16:44.434825, cost_time=0:00:24.279990 2021-04-10 03:16:33,946 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.80ms, fps=1393 images/s, loss=0.6396, top1-acc=80.34%, top5-acc=97.21%, remaining_time=0:00:10.447192, arrival_time=2021-04-10 03:16:44.393361, cost_time=0:00:26.118015 2021-04-10 03:16:35,791 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.50ms, fps=1388 images/s, loss=0.6452, top1-acc=80.21%, top5-acc=97.15%, remaining_time=0:00:08.575274, arrival_time=2021-04-10 03:16:44.366221, cost_time=0:00:27.962834 2021-04-10 03:16:37,639 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.84ms, fps=1385 images/s, loss=0.6485, top1-acc=80.14%, top5-acc=97.13%, remaining_time=0:00:06.707520, arrival_time=2021-04-10 03:16:44.346861, cost_time=0:00:29.811258 2021-04-10 03:16:39,479 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.33ms, fps=1391 images/s, loss=0.6509, top1-acc=80.03%, top5-acc=97.13%, remaining_time=0:00:04.840836, arrival_time=2021-04-10 03:16:44.320445, cost_time=0:00:31.651535 2021-04-10 03:16:41,319 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.55ms, fps=1392 images/s, loss=0.6555, top1-acc=79.92%, top5-acc=97.09%, remaining_time=0:00:02.976992, arrival_time=2021-04-10 03:16:44.296224, cost_time=0:00:33.491156 2021-04-10 03:16:43,163 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.22ms, fps=1388 images/s, loss=0.6584, top1-acc=79.85%, top5-acc=97.05%, remaining_time=0:00:01.115850, arrival_time=2021-04-10 03:16:44.279216, cost_time=0:00:35.335291 2021-04-10 03:16:44,166 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.53ms, fps=1356 images/s, loss=0.6614, top1-acc=79.76%, top5-acc=97.04%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:44.166475, cost_time=0:00:36.338370 2021-04-10 03:16:44,647 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=0.38ms, fps=5341 images/s, loss=1.6697, top1-acc=59.84%, top5-acc=85.74%, remaining_time=0:00:01.437990, arrival_time=2021-04-10 03:16:46.085339, cost_time=0:00:00.479326 2021-04-10 03:16:45,006 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.53ms, fps=7141 images/s, loss=1.6774, top1-acc=59.63%, top5-acc=85.80%, remaining_time=0:00:00.838140, arrival_time=2021-04-10 03:16:45.844318, cost_time=0:00:00.838143 2021-04-10 03:16:45,369 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.55ms, fps=7054 images/s, loss=1.6742, top1-acc=59.32%, top5-acc=85.92%, remaining_time=0:00:00.400470, arrival_time=2021-04-10 03:16:45.769928, cost_time=0:00:01.201423 2021-04-10 03:16:45,704 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.08ms, fps=6926 images/s, loss=1.6856, top1-acc=59.57%, top5-acc=86.23%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:45.704757, cost_time=0:00:01.536750 2021-04-10 03:16:45,878 INFO : Epoch=0105 complete, best val top1-acc=61.50%, top5-acc=86.44% (epoch=103), remaining_time=1:00:16.615515, arrival_time=2021-04-10 04:17:02.493915, cost_time=1:06:37.311933 2021-04-10 03:16:45,880 INFO : Train start, epoch=0106, lr=0.046077 2021-04-10 03:16:48,022 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.44ms, fps=1195 images/s, loss=0.6552, top1-acc=79.41%, top5-acc=97.58%, remaining_time=0:00:39.848454, arrival_time=2021-04-10 03:17:27.870988, cost_time=0:00:02.142389 2021-04-10 03:16:49,876 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.49ms, fps=1381 images/s, loss=0.6114, top1-acc=81.02%, top5-acc=97.62%, remaining_time=0:00:35.164800, arrival_time=2021-04-10 03:17:25.040947, cost_time=0:00:03.996008 2021-04-10 03:16:51,716 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.31ms, fps=1391 images/s, loss=0.6222, top1-acc=80.70%, top5-acc=97.42%, remaining_time=0:00:32.294304, arrival_time=2021-04-10 03:17:24.010750, cost_time=0:00:05.836310 2021-04-10 03:16:53,569 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.74ms, fps=1382 images/s, loss=0.6287, top1-acc=80.63%, top5-acc=97.23%, remaining_time=0:00:29.989284, arrival_time=2021-04-10 03:17:23.559007, cost_time=0:00:07.689578 2021-04-10 03:16:55,424 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=15.90ms, fps=1381 images/s, loss=0.6273, top1-acc=80.76%, top5-acc=97.16%, remaining_time=0:00:27.867896, arrival_time=2021-04-10 03:17:23.291845, cost_time=0:00:09.543778 2021-04-10 03:16:57,271 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.74ms, fps=1386 images/s, loss=0.6342, top1-acc=80.57%, top5-acc=97.10%, remaining_time=0:00:25.820552, arrival_time=2021-04-10 03:17:23.092119, cost_time=0:00:11.391423 2021-04-10 03:16:59,118 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=2.26ms, fps=1387 images/s, loss=0.6344, top1-acc=80.60%, top5-acc=97.10%, remaining_time=0:00:23.828742, arrival_time=2021-04-10 03:17:22.947144, cost_time=0:00:13.238184 2021-04-10 03:17:00,966 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.35ms, fps=1386 images/s, loss=0.6377, top1-acc=80.58%, top5-acc=97.05%, remaining_time=0:00:21.874932, arrival_time=2021-04-10 03:17:22.841250, cost_time=0:00:15.086195 2021-04-10 03:17:02,817 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.97ms, fps=1384 images/s, loss=0.6414, top1-acc=80.51%, top5-acc=97.01%, remaining_time=0:00:19.947716, arrival_time=2021-04-10 03:17:22.764636, cost_time=0:00:16.936718 2021-04-10 03:17:04,663 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.34ms, fps=1387 images/s, loss=0.6426, top1-acc=80.44%, top5-acc=96.95%, remaining_time=0:00:18.032256, arrival_time=2021-04-10 03:17:22.696035, cost_time=0:00:18.783644 2021-04-10 03:17:06,499 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.49ms, fps=1395 images/s, loss=0.6411, top1-acc=80.52%, top5-acc=96.95%, remaining_time=0:00:16.120356, arrival_time=2021-04-10 03:17:22.619550, cost_time=0:00:20.619035 2021-04-10 03:17:08,345 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.6408, top1-acc=80.38%, top5-acc=96.99%, remaining_time=0:00:14.227808, arrival_time=2021-04-10 03:17:22.572889, cost_time=0:00:22.464952 2021-04-10 03:17:10,189 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.39ms, fps=1389 images/s, loss=0.6444, top1-acc=80.23%, top5-acc=96.99%, remaining_time=0:00:12.341406, arrival_time=2021-04-10 03:17:22.530365, cost_time=0:00:24.308825 2021-04-10 03:17:12,050 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=2.01ms, fps=1376 images/s, loss=0.6499, top1-acc=80.02%, top5-acc=96.98%, remaining_time=0:00:10.467968, arrival_time=2021-04-10 03:17:22.517995, cost_time=0:00:26.169908 2021-04-10 03:17:13,898 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.37ms, fps=1385 images/s, loss=0.6540, top1-acc=79.86%, top5-acc=96.94%, remaining_time=0:00:08.592386, arrival_time=2021-04-10 03:17:22.491130, cost_time=0:00:28.018625 2021-04-10 03:17:15,751 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.39ms, fps=1382 images/s, loss=0.6547, top1-acc=79.84%, top5-acc=96.94%, remaining_time=0:00:06.721020, arrival_time=2021-04-10 03:17:22.472364, cost_time=0:00:29.871218 2021-04-10 03:17:17,613 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.57ms, fps=1375 images/s, loss=0.6576, top1-acc=79.80%, top5-acc=96.90%, remaining_time=0:00:04.853316, arrival_time=2021-04-10 03:17:22.466700, cost_time=0:00:31.733206 2021-04-10 03:17:19,463 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.59ms, fps=1384 images/s, loss=0.6605, top1-acc=79.70%, top5-acc=96.89%, remaining_time=0:00:02.985184, arrival_time=2021-04-10 03:17:22.448669, cost_time=0:00:33.583353 2021-04-10 03:17:21,301 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.39ms, fps=1393 images/s, loss=0.6611, top1-acc=79.66%, top5-acc=96.89%, remaining_time=0:00:01.118550, arrival_time=2021-04-10 03:17:22.419508, cost_time=0:00:35.420838 2021-04-10 03:17:22,293 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.30ms, fps=1370 images/s, loss=0.6618, top1-acc=79.63%, top5-acc=96.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:22.293812, cost_time=0:00:36.413699 2021-04-10 03:17:22,741 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=3.17ms, fps=5739 images/s, loss=1.4720, top1-acc=61.80%, top5-acc=88.05%, remaining_time=0:00:01.338180, arrival_time=2021-04-10 03:17:24.079863, cost_time=0:00:00.446063 2021-04-10 03:17:23,098 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.36ms, fps=7187 images/s, loss=1.4851, top1-acc=62.21%, top5-acc=87.70%, remaining_time=0:00:00.802620, arrival_time=2021-04-10 03:17:23.900853, cost_time=0:00:00.802621 2021-04-10 03:17:23,454 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.82ms, fps=7185 images/s, loss=1.4813, top1-acc=62.02%, top5-acc=87.68%, remaining_time=0:00:00.386430, arrival_time=2021-04-10 03:17:23.841327, cost_time=0:00:01.159293 2021-04-10 03:17:23,789 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.07ms, fps=6937 images/s, loss=1.4850, top1-acc=61.95%, top5-acc=87.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:23.789655, cost_time=0:00:01.494076 2021-04-10 03:17:23,983 INFO : Epoch=0106 complete, best val top1-acc=61.95%, top5-acc=87.80% (epoch=106), remaining_time=0:59:38.577368, arrival_time=2021-04-10 04:17:02.560795, cost_time=1:07:15.417005 2021-04-10 03:17:23,984 INFO : Train start, epoch=0107, lr=0.045295 2021-04-10 03:17:26,109 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.45ms, fps=1205 images/s, loss=0.6117, top1-acc=81.09%, top5-acc=97.15%, remaining_time=0:00:39.519978, arrival_time=2021-04-10 03:18:05.629303, cost_time=0:00:02.124727 2021-04-10 03:17:27,953 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.40ms, fps=1389 images/s, loss=0.5974, top1-acc=81.72%, top5-acc=97.13%, remaining_time=0:00:34.922096, arrival_time=2021-04-10 03:18:02.875118, cost_time=0:00:03.968423 2021-04-10 03:17:29,803 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.37ms, fps=1384 images/s, loss=0.5859, top1-acc=82.40%, top5-acc=97.27%, remaining_time=0:00:32.195534, arrival_time=2021-04-10 03:18:01.998656, cost_time=0:00:05.818474 2021-04-10 03:17:31,659 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.41ms, fps=1379 images/s, loss=0.5810, top1-acc=82.37%, top5-acc=97.43%, remaining_time=0:00:29.933904, arrival_time=2021-04-10 03:18:01.593857, cost_time=0:00:07.675349 2021-04-10 03:17:33,505 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.52ms, fps=1387 images/s, loss=0.5865, top1-acc=82.12%, top5-acc=97.43%, remaining_time=0:00:27.801904, arrival_time=2021-04-10 03:18:01.307685, cost_time=0:00:09.521182 2021-04-10 03:17:35,353 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.51ms, fps=1386 images/s, loss=0.5958, top1-acc=81.97%, top5-acc=97.38%, remaining_time=0:00:25.769144, arrival_time=2021-04-10 03:18:01.122487, cost_time=0:00:11.368761 2021-04-10 03:17:37,201 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.37ms, fps=1386 images/s, loss=0.5935, top1-acc=81.90%, top5-acc=97.49%, remaining_time=0:00:23.790186, arrival_time=2021-04-10 03:18:00.991585, cost_time=0:00:13.216798 2021-04-10 03:17:39,047 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.51ms, fps=1387 images/s, loss=0.5995, top1-acc=81.65%, top5-acc=97.51%, remaining_time=0:00:21.841292, arrival_time=2021-04-10 03:18:00.888819, cost_time=0:00:15.062926 2021-04-10 03:17:40,900 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.93ms, fps=1382 images/s, loss=0.6035, top1-acc=81.54%, top5-acc=97.50%, remaining_time=0:00:19.923124, arrival_time=2021-04-10 03:18:00.823616, cost_time=0:00:16.915876 2021-04-10 03:17:42,743 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.35ms, fps=1390 images/s, loss=0.6106, top1-acc=81.31%, top5-acc=97.45%, remaining_time=0:00:18.008160, arrival_time=2021-04-10 03:18:00.751255, cost_time=0:00:18.758491 2021-04-10 03:17:44,591 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.44ms, fps=1385 images/s, loss=0.6143, top1-acc=81.15%, top5-acc=97.44%, remaining_time=0:00:16.110810, arrival_time=2021-04-10 03:18:00.702245, cost_time=0:00:20.606838 2021-04-10 03:17:46,434 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.52ms, fps=1389 images/s, loss=0.6194, top1-acc=81.05%, top5-acc=97.38%, remaining_time=0:00:14.218156, arrival_time=2021-04-10 03:18:00.652545, cost_time=0:00:22.449726 2021-04-10 03:17:48,286 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.92ms, fps=1382 images/s, loss=0.6229, top1-acc=80.95%, top5-acc=97.31%, remaining_time=0:00:12.337974, arrival_time=2021-04-10 03:18:00.624607, cost_time=0:00:24.302044 2021-04-10 03:17:50,125 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.66ms, fps=1392 images/s, loss=0.6282, top1-acc=80.80%, top5-acc=97.26%, remaining_time=0:00:10.456320, arrival_time=2021-04-10 03:18:00.581798, cost_time=0:00:26.140832 2021-04-10 03:17:51,973 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.49ms, fps=1386 images/s, loss=0.6338, top1-acc=80.58%, top5-acc=97.20%, remaining_time=0:00:08.583324, arrival_time=2021-04-10 03:18:00.557027, cost_time=0:00:27.989039 2021-04-10 03:17:53,822 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=0.6387, top1-acc=80.44%, top5-acc=97.13%, remaining_time=0:00:06.713604, arrival_time=2021-04-10 03:18:00.536479, cost_time=0:00:29.838233 2021-04-10 03:17:55,671 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.58ms, fps=1385 images/s, loss=0.6425, top1-acc=80.35%, top5-acc=97.07%, remaining_time=0:00:04.846244, arrival_time=2021-04-10 03:18:00.517757, cost_time=0:00:31.686913 2021-04-10 03:17:57,518 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.46ms, fps=1387 images/s, loss=0.6458, top1-acc=80.28%, top5-acc=97.05%, remaining_time=0:00:02.980736, arrival_time=2021-04-10 03:18:00.498741, cost_time=0:00:33.533363 2021-04-10 03:17:59,365 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.22ms, fps=1386 images/s, loss=0.6502, top1-acc=80.11%, top5-acc=97.01%, remaining_time=0:00:01.117302, arrival_time=2021-04-10 03:18:00.483098, cost_time=0:00:35.381208 2021-04-10 03:18:00,378 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.39ms, fps=1343 images/s, loss=0.6524, top1-acc=80.04%, top5-acc=96.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:00.378681, cost_time=0:00:36.394083 2021-04-10 03:18:00,825 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=2.04ms, fps=5749 images/s, loss=1.6255, top1-acc=61.17%, top5-acc=86.80%, remaining_time=0:00:01.335720, arrival_time=2021-04-10 03:18:02.161315, cost_time=0:00:00.445244 2021-04-10 03:18:01,193 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=2.42ms, fps=6975 images/s, loss=1.6236, top1-acc=61.02%, top5-acc=86.23%, remaining_time=0:00:00.812800, arrival_time=2021-04-10 03:18:02.005937, cost_time=0:00:00.812805 2021-04-10 03:18:01,558 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.77ms, fps=7017 images/s, loss=1.6635, top1-acc=60.40%, top5-acc=85.95%, remaining_time=0:00:00.392700, arrival_time=2021-04-10 03:18:01.951127, cost_time=0:00:01.178102 2021-04-10 03:18:01,900 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.06ms, fps=6799 images/s, loss=1.6727, top1-acc=60.01%, top5-acc=86.20%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:01.900070, cost_time=0:00:01.519809 2021-04-10 03:18:02,068 INFO : Epoch=0107 complete, best val top1-acc=61.95%, top5-acc=87.80% (epoch=106), remaining_time=0:59:00.520230, arrival_time=2021-04-10 04:17:02.588419, cost_time=1:07:53.501760 2021-04-10 03:18:02,069 INFO : Train start, epoch=0108, lr=0.044513 2021-04-10 03:18:04,088 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.98ms, fps=1268 images/s, loss=0.6236, top1-acc=80.08%, top5-acc=97.58%, remaining_time=0:00:37.557492, arrival_time=2021-04-10 03:18:41.646175, cost_time=0:00:02.019221 2021-04-10 03:18:05,933 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.32ms, fps=1388 images/s, loss=0.6139, top1-acc=80.84%, top5-acc=97.66%, remaining_time=0:00:34.000208, arrival_time=2021-04-10 03:18:39.933288, cost_time=0:00:03.863657 2021-04-10 03:18:07,772 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.34ms, fps=1392 images/s, loss=0.6105, top1-acc=81.17%, top5-acc=97.41%, remaining_time=0:00:31.556766, arrival_time=2021-04-10 03:18:39.329262, cost_time=0:00:05.703041 2021-04-10 03:18:09,615 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.40ms, fps=1389 images/s, loss=0.6093, top1-acc=81.33%, top5-acc=97.36%, remaining_time=0:00:29.430024, arrival_time=2021-04-10 03:18:39.045631, cost_time=0:00:07.546165 2021-04-10 03:18:11,454 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.40ms, fps=1393 images/s, loss=0.6085, top1-acc=81.31%, top5-acc=97.39%, remaining_time=0:00:27.403324, arrival_time=2021-04-10 03:18:38.857396, cost_time=0:00:09.384692 2021-04-10 03:18:13,294 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.58ms, fps=1391 images/s, loss=0.6066, top1-acc=81.33%, top5-acc=97.42%, remaining_time=0:00:25.444104, arrival_time=2021-04-10 03:18:38.738876, cost_time=0:00:11.225347 2021-04-10 03:18:15,147 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.40ms, fps=1383 images/s, loss=0.6035, top1-acc=81.36%, top5-acc=97.45%, remaining_time=0:00:23.539446, arrival_time=2021-04-10 03:18:38.686377, cost_time=0:00:13.077504 2021-04-10 03:18:16,997 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.47ms, fps=1384 images/s, loss=0.6101, top1-acc=81.18%, top5-acc=97.35%, remaining_time=0:00:21.645368, arrival_time=2021-04-10 03:18:38.642621, cost_time=0:00:14.927806 2021-04-10 03:18:18,853 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.85ms, fps=1379 images/s, loss=0.6102, top1-acc=81.10%, top5-acc=97.40%, remaining_time=0:00:19.768364, arrival_time=2021-04-10 03:18:38.622211, cost_time=0:00:16.784459 2021-04-10 03:18:20,695 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.58ms, fps=1390 images/s, loss=0.6135, top1-acc=80.95%, top5-acc=97.36%, remaining_time=0:00:17.881344, arrival_time=2021-04-10 03:18:38.577084, cost_time=0:00:18.626371 2021-04-10 03:18:22,543 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.83ms, fps=1386 images/s, loss=0.6124, top1-acc=80.99%, top5-acc=97.40%, remaining_time=0:00:16.007008, arrival_time=2021-04-10 03:18:38.550495, cost_time=0:00:20.474079 2021-04-10 03:18:24,397 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.48ms, fps=1381 images/s, loss=0.6181, top1-acc=80.83%, top5-acc=97.33%, remaining_time=0:00:14.141092, arrival_time=2021-04-10 03:18:38.538467, cost_time=0:00:22.328013 2021-04-10 03:18:26,244 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.47ms, fps=1386 images/s, loss=0.6176, top1-acc=80.82%, top5-acc=97.30%, remaining_time=0:00:12.273624, arrival_time=2021-04-10 03:18:38.518338, cost_time=0:00:24.175285 2021-04-10 03:18:28,091 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.43ms, fps=1387 images/s, loss=0.6195, top1-acc=80.76%, top5-acc=97.30%, remaining_time=0:00:10.408608, arrival_time=2021-04-10 03:18:38.499612, cost_time=0:00:26.021469 2021-04-10 03:18:29,934 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.56ms, fps=1389 images/s, loss=0.6226, top1-acc=80.74%, top5-acc=97.27%, remaining_time=0:00:08.545282, arrival_time=2021-04-10 03:18:38.479632, cost_time=0:00:27.864988 2021-04-10 03:18:31,780 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=2.16ms, fps=1387 images/s, loss=0.6260, top1-acc=80.65%, top5-acc=97.25%, remaining_time=0:00:06.684912, arrival_time=2021-04-10 03:18:38.465037, cost_time=0:00:29.710714 2021-04-10 03:18:33,642 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.50ms, fps=1375 images/s, loss=0.6319, top1-acc=80.47%, top5-acc=97.17%, remaining_time=0:00:04.828798, arrival_time=2021-04-10 03:18:38.471032, cost_time=0:00:31.572849 2021-04-10 03:18:35,469 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.66ms, fps=1401 images/s, loss=0.6349, top1-acc=80.39%, top5-acc=97.12%, remaining_time=0:00:02.968944, arrival_time=2021-04-10 03:18:38.438854, cost_time=0:00:33.400546 2021-04-10 03:18:37,310 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.33ms, fps=1391 images/s, loss=0.6362, top1-acc=80.38%, top5-acc=97.12%, remaining_time=0:00:01.112874, arrival_time=2021-04-10 03:18:38.423167, cost_time=0:00:35.240925 2021-04-10 03:18:38,305 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.42ms, fps=1368 images/s, loss=0.6372, top1-acc=80.33%, top5-acc=97.13%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:38.305101, cost_time=0:00:36.235727 2021-04-10 03:18:38,786 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=0.44ms, fps=5335 images/s, loss=1.5911, top1-acc=61.60%, top5-acc=86.13%, remaining_time=0:00:01.439580, arrival_time=2021-04-10 03:18:40.226146, cost_time=0:00:00.479855 2021-04-10 03:18:39,149 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=2.17ms, fps=7060 images/s, loss=1.6041, top1-acc=60.90%, top5-acc=86.27%, remaining_time=0:00:00.842900, arrival_time=2021-04-10 03:18:39.992480, cost_time=0:00:00.842896 2021-04-10 03:18:39,510 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.51ms, fps=7097 images/s, loss=1.5797, top1-acc=60.94%, top5-acc=86.50%, remaining_time=0:00:00.401330, arrival_time=2021-04-10 03:18:39.912047, cost_time=0:00:01.203980 2021-04-10 03:18:39,851 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.08ms, fps=6818 images/s, loss=1.5727, top1-acc=60.51%, top5-acc=86.18%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:39.851453, cost_time=0:00:01.544792 2021-04-10 03:18:40,003 INFO : Epoch=0108 complete, best val top1-acc=61.95%, top5-acc=87.80% (epoch=106), remaining_time=0:58:22.335396, arrival_time=2021-04-10 04:17:02.339085, cost_time=1:08:31.437245 2021-04-10 03:18:40,004 INFO : Train start, epoch=0109, lr=0.043733 2021-04-10 03:18:42,069 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=1.46ms, fps=1240 images/s, loss=0.6411, top1-acc=79.96%, top5-acc=97.30%, remaining_time=0:00:38.407326, arrival_time=2021-04-10 03:19:20.477175, cost_time=0:00:02.064913 2021-04-10 03:18:43,910 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=2.04ms, fps=1391 images/s, loss=0.6237, top1-acc=80.84%, top5-acc=97.23%, remaining_time=0:00:34.372272, arrival_time=2021-04-10 03:19:18.283145, cost_time=0:00:03.905931 2021-04-10 03:18:45,757 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.98ms, fps=1387 images/s, loss=0.6081, top1-acc=81.39%, top5-acc=97.38%, remaining_time=0:00:31.827512, arrival_time=2021-04-10 03:19:17.584528, cost_time=0:00:05.751975 2021-04-10 03:18:47,613 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.42ms, fps=1379 images/s, loss=0.6016, top1-acc=81.67%, top5-acc=97.43%, remaining_time=0:00:29.674164, arrival_time=2021-04-10 03:19:17.287838, cost_time=0:00:07.608774 2021-04-10 03:18:49,451 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.58ms, fps=1393 images/s, loss=0.6013, top1-acc=81.66%, top5-acc=97.36%, remaining_time=0:00:27.583634, arrival_time=2021-04-10 03:19:17.035047, cost_time=0:00:09.446452 2021-04-10 03:18:51,293 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.41ms, fps=1390 images/s, loss=0.6025, top1-acc=81.60%, top5-acc=97.36%, remaining_time=0:00:25.586768, arrival_time=2021-04-10 03:19:16.879927, cost_time=0:00:11.288282 2021-04-10 03:18:53,139 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.57ms, fps=1387 images/s, loss=0.6014, top1-acc=81.46%, top5-acc=97.42%, remaining_time=0:00:23.642010, arrival_time=2021-04-10 03:19:16.781356, cost_time=0:00:13.134461 2021-04-10 03:18:54,985 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.93ms, fps=1387 images/s, loss=0.6062, top1-acc=81.31%, top5-acc=97.40%, remaining_time=0:00:21.721696, arrival_time=2021-04-10 03:19:16.707106, cost_time=0:00:14.980445 2021-04-10 03:18:56,836 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.72ms, fps=1383 images/s, loss=0.6080, top1-acc=81.28%, top5-acc=97.39%, remaining_time=0:00:19.823908, arrival_time=2021-04-10 03:19:16.660392, cost_time=0:00:16.831578 2021-04-10 03:18:58,673 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.53ms, fps=1394 images/s, loss=0.6098, top1-acc=81.25%, top5-acc=97.34%, remaining_time=0:00:17.921760, arrival_time=2021-04-10 03:19:16.595122, cost_time=0:00:18.668484 2021-04-10 03:19:00,504 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.33ms, fps=1398 images/s, loss=0.6121, top1-acc=81.15%, top5-acc=97.35%, remaining_time=0:00:16.027304, arrival_time=2021-04-10 03:19:16.532161, cost_time=0:00:20.499989 2021-04-10 03:19:02,355 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.50ms, fps=1384 images/s, loss=0.6120, top1-acc=81.12%, top5-acc=97.34%, remaining_time=0:00:14.155228, arrival_time=2021-04-10 03:19:16.510413, cost_time=0:00:22.350301 2021-04-10 03:19:04,213 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.36ms, fps=1378 images/s, loss=0.6125, top1-acc=81.11%, top5-acc=97.34%, remaining_time=0:00:12.290388, arrival_time=2021-04-10 03:19:16.503699, cost_time=0:00:24.208375 2021-04-10 03:19:06,067 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.97ms, fps=1381 images/s, loss=0.6165, top1-acc=80.98%, top5-acc=97.30%, remaining_time=0:00:10.425184, arrival_time=2021-04-10 03:19:16.493053, cost_time=0:00:26.062986 2021-04-10 03:19:07,912 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.51ms, fps=1388 images/s, loss=0.6191, top1-acc=80.93%, top5-acc=97.29%, remaining_time=0:00:08.558208, arrival_time=2021-04-10 03:19:16.470335, cost_time=0:00:27.907171 2021-04-10 03:19:09,756 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.48ms, fps=1388 images/s, loss=0.6209, top1-acc=80.87%, top5-acc=97.24%, remaining_time=0:00:06.694164, arrival_time=2021-04-10 03:19:16.450881, cost_time=0:00:29.751789 2021-04-10 03:19:11,604 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.65ms, fps=1386 images/s, loss=0.6223, top1-acc=80.88%, top5-acc=97.24%, remaining_time=0:00:04.832828, arrival_time=2021-04-10 03:19:16.436976, cost_time=0:00:31.599202 2021-04-10 03:19:13,448 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.84ms, fps=1389 images/s, loss=0.6277, top1-acc=80.69%, top5-acc=97.22%, remaining_time=0:00:02.972720, arrival_time=2021-04-10 03:19:16.420686, cost_time=0:00:33.443084 2021-04-10 03:19:15,305 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.23ms, fps=1378 images/s, loss=0.6264, top1-acc=80.72%, top5-acc=97.23%, remaining_time=0:00:01.114764, arrival_time=2021-04-10 03:19:16.420584, cost_time=0:00:35.300937 2021-04-10 03:19:16,296 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.19ms, fps=1374 images/s, loss=0.6287, top1-acc=80.70%, top5-acc=97.19%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:16.296215, cost_time=0:00:36.291347 2021-04-10 03:19:16,732 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=0.41ms, fps=5884 images/s, loss=1.7015, top1-acc=61.05%, top5-acc=85.70%, remaining_time=0:00:01.305240, arrival_time=2021-04-10 03:19:18.038112, cost_time=0:00:00.435076 2021-04-10 03:19:17,101 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=2.35ms, fps=6946 images/s, loss=1.7118, top1-acc=60.33%, top5-acc=85.90%, remaining_time=0:00:00.804140, arrival_time=2021-04-10 03:19:17.906014, cost_time=0:00:00.804134 2021-04-10 03:19:17,468 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=2.20ms, fps=6995 images/s, loss=1.7090, top1-acc=60.17%, top5-acc=85.91%, remaining_time=0:00:00.390150, arrival_time=2021-04-10 03:19:17.858360, cost_time=0:00:01.170454 2021-04-10 03:19:17,814 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.11ms, fps=6710 images/s, loss=1.6978, top1-acc=60.10%, top5-acc=85.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:17.814310, cost_time=0:00:01.516577 2021-04-10 03:19:17,904 INFO : Epoch=0109 complete, best val top1-acc=61.95%, top5-acc=87.80% (epoch=106), remaining_time=0:57:44.125847, arrival_time=2021-04-10 04:17:02.029878, cost_time=1:09:09.337593 2021-04-10 03:19:17,905 INFO : Train start, epoch=0110, lr=0.042955 2021-04-10 03:19:19,976 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=1.86ms, fps=1236 images/s, loss=0.6139, top1-acc=81.21%, top5-acc=97.54%, remaining_time=0:00:38.530458, arrival_time=2021-04-10 03:19:58.507181, cost_time=0:00:02.071533 2021-04-10 03:19:21,817 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.44ms, fps=1391 images/s, loss=0.6124, top1-acc=81.09%, top5-acc=97.64%, remaining_time=0:00:34.428240, arrival_time=2021-04-10 03:19:56.245737, cost_time=0:00:03.912308 2021-04-10 03:19:23,660 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.65ms, fps=1389 images/s, loss=0.6055, top1-acc=81.11%, top5-acc=97.58%, remaining_time=0:00:31.845440, arrival_time=2021-04-10 03:19:55.505894, cost_time=0:00:05.755186 2021-04-10 03:19:25,518 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=2.36ms, fps=1378 images/s, loss=0.6063, top1-acc=81.01%, top5-acc=97.62%, remaining_time=0:00:29.692260, arrival_time=2021-04-10 03:19:55.210931, cost_time=0:00:07.613386 2021-04-10 03:19:27,372 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.91ms, fps=1381 images/s, loss=0.6042, top1-acc=81.09%, top5-acc=97.66%, remaining_time=0:00:27.645538, arrival_time=2021-04-10 03:19:55.018393, cost_time=0:00:09.467664 2021-04-10 03:19:29,221 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=0.6024, top1-acc=81.20%, top5-acc=97.68%, remaining_time=0:00:25.649464, arrival_time=2021-04-10 03:19:54.870700, cost_time=0:00:11.315961 2021-04-10 03:19:31,065 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.90ms, fps=1389 images/s, loss=0.6084, top1-acc=80.89%, top5-acc=97.63%, remaining_time=0:00:23.688504, arrival_time=2021-04-10 03:19:54.753967, cost_time=0:00:13.160259 2021-04-10 03:19:32,907 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.34ms, fps=1390 images/s, loss=0.6054, top1-acc=81.02%, top5-acc=97.62%, remaining_time=0:00:21.753132, arrival_time=2021-04-10 03:19:54.660461, cost_time=0:00:15.002144 2021-04-10 03:19:34,756 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.58ms, fps=1385 images/s, loss=0.6054, top1-acc=81.01%, top5-acc=97.61%, remaining_time=0:00:19.846486, arrival_time=2021-04-10 03:19:54.602527, cost_time=0:00:16.850797 2021-04-10 03:19:36,606 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.38ms, fps=1384 images/s, loss=0.6065, top1-acc=81.06%, top5-acc=97.59%, remaining_time=0:00:17.953440, arrival_time=2021-04-10 03:19:54.560257, cost_time=0:00:18.701542 2021-04-10 03:19:38,444 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.58ms, fps=1394 images/s, loss=0.6060, top1-acc=81.06%, top5-acc=97.59%, remaining_time=0:00:16.057576, arrival_time=2021-04-10 03:19:54.501526, cost_time=0:00:20.538757 2021-04-10 03:19:40,297 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.47ms, fps=1381 images/s, loss=0.6109, top1-acc=80.86%, top5-acc=97.55%, remaining_time=0:00:14.182056, arrival_time=2021-04-10 03:19:54.479945, cost_time=0:00:22.392686 2021-04-10 03:19:42,153 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.39ms, fps=1380 images/s, loss=0.6102, top1-acc=80.94%, top5-acc=97.55%, remaining_time=0:00:12.310386, arrival_time=2021-04-10 03:19:54.463397, cost_time=0:00:24.247775 2021-04-10 03:19:44,010 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=2.09ms, fps=1379 images/s, loss=0.6140, top1-acc=80.87%, top5-acc=97.51%, remaining_time=0:00:10.441872, arrival_time=2021-04-10 03:19:54.451855, cost_time=0:00:26.104747 2021-04-10 03:19:45,854 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.59ms, fps=1389 images/s, loss=0.6160, top1-acc=80.85%, top5-acc=97.47%, remaining_time=0:00:08.571042, arrival_time=2021-04-10 03:19:54.425220, cost_time=0:00:27.948983 2021-04-10 03:19:47,701 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.55ms, fps=1386 images/s, loss=0.6182, top1-acc=80.83%, top5-acc=97.44%, remaining_time=0:00:06.704064, arrival_time=2021-04-10 03:19:54.405167, cost_time=0:00:29.795860 2021-04-10 03:19:49,553 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.44ms, fps=1383 images/s, loss=0.6186, top1-acc=80.79%, top5-acc=97.44%, remaining_time=0:00:04.840238, arrival_time=2021-04-10 03:19:54.393202, cost_time=0:00:31.647708 2021-04-10 03:19:51,404 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.38ms, fps=1383 images/s, loss=0.6193, top1-acc=80.75%, top5-acc=97.43%, remaining_time=0:00:02.977696, arrival_time=2021-04-10 03:19:54.382012, cost_time=0:00:33.499112 2021-04-10 03:19:53,242 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.33ms, fps=1393 images/s, loss=0.6221, top1-acc=80.69%, top5-acc=97.40%, remaining_time=0:00:01.115922, arrival_time=2021-04-10 03:19:54.358737, cost_time=0:00:35.337603 2021-04-10 03:19:54,230 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.21ms, fps=1378 images/s, loss=0.6242, top1-acc=80.62%, top5-acc=97.38%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:54.230370, cost_time=0:00:36.325190 2021-04-10 03:19:54,700 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=0.42ms, fps=5460 images/s, loss=1.6486, top1-acc=61.13%, top5-acc=86.56%, remaining_time=0:00:01.406610, arrival_time=2021-04-10 03:19:56.107321, cost_time=0:00:00.468873 2021-04-10 03:19:55,063 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.86ms, fps=7074 images/s, loss=1.6508, top1-acc=60.66%, top5-acc=86.07%, remaining_time=0:00:00.831220, arrival_time=2021-04-10 03:19:55.894317, cost_time=0:00:00.831227 2021-04-10 03:19:55,428 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.71ms, fps=7011 images/s, loss=1.6501, top1-acc=60.23%, top5-acc=86.22%, remaining_time=0:00:00.398960, arrival_time=2021-04-10 03:19:55.827694, cost_time=0:00:01.196885 2021-04-10 03:19:55,776 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.10ms, fps=6684 images/s, loss=1.6557, top1-acc=60.05%, top5-acc=86.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:55.776322, cost_time=0:00:01.544466 2021-04-10 03:19:55,904 INFO : Epoch=0110 complete, best val top1-acc=61.95%, top5-acc=87.80% (epoch=106), remaining_time=0:57:06.003720, arrival_time=2021-04-10 04:17:01.908045, cost_time=1:09:47.337863 2021-04-10 03:19:55,906 INFO : Train start, epoch=0111, lr=0.042178 2021-04-10 03:19:57,934 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=1.35ms, fps=1262 images/s, loss=0.6120, top1-acc=80.86%, top5-acc=97.77%, remaining_time=0:00:37.731774, arrival_time=2021-04-10 03:20:35.666590, cost_time=0:00:02.028588 2021-04-10 03:19:59,793 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.80ms, fps=1378 images/s, loss=0.5915, top1-acc=81.41%, top5-acc=97.81%, remaining_time=0:00:34.209296, arrival_time=2021-04-10 03:20:34.002951, cost_time=0:00:03.887429 2021-04-10 03:20:01,664 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=2.27ms, fps=1369 images/s, loss=0.5856, top1-acc=81.56%, top5-acc=97.75%, remaining_time=0:00:31.861376, arrival_time=2021-04-10 03:20:33.525801, cost_time=0:00:05.758093 2021-04-10 03:20:03,532 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=2.05ms, fps=1371 images/s, loss=0.5855, top1-acc=81.55%, top5-acc=97.72%, remaining_time=0:00:29.742804, arrival_time=2021-04-10 03:20:33.275540, cost_time=0:00:07.626375 2021-04-10 03:20:05,378 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=2.01ms, fps=1387 images/s, loss=0.5890, top1-acc=81.42%, top5-acc=97.65%, remaining_time=0:00:27.659554, arrival_time=2021-04-10 03:20:33.038245, cost_time=0:00:09.472455 2021-04-10 03:20:07,235 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.57ms, fps=1379 images/s, loss=0.5857, top1-acc=81.76%, top5-acc=97.68%, remaining_time=0:00:25.678296, arrival_time=2021-04-10 03:20:32.913313, cost_time=0:00:11.328667 2021-04-10 03:20:09,087 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.42ms, fps=1382 images/s, loss=0.5884, top1-acc=81.62%, top5-acc=97.68%, remaining_time=0:00:23.726682, arrival_time=2021-04-10 03:20:32.814480, cost_time=0:00:13.181503 2021-04-10 03:20:10,934 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.48ms, fps=1387 images/s, loss=0.5876, top1-acc=81.69%, top5-acc=97.68%, remaining_time=0:00:21.791180, arrival_time=2021-04-10 03:20:32.725809, cost_time=0:00:15.028392 2021-04-10 03:20:12,773 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.53ms, fps=1392 images/s, loss=0.5903, top1-acc=81.72%, top5-acc=97.65%, remaining_time=0:00:19.865990, arrival_time=2021-04-10 03:20:32.639793, cost_time=0:00:16.867359 2021-04-10 03:20:14,612 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.57ms, fps=1393 images/s, loss=0.5951, top1-acc=81.59%, top5-acc=97.62%, remaining_time=0:00:17.958336, arrival_time=2021-04-10 03:20:32.571215, cost_time=0:00:18.706599 2021-04-10 03:20:16,456 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.61ms, fps=1389 images/s, loss=0.5931, top1-acc=81.67%, top5-acc=97.63%, remaining_time=0:00:16.066778, arrival_time=2021-04-10 03:20:32.523549, cost_time=0:00:20.550484 2021-04-10 03:20:18,305 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.74ms, fps=1385 images/s, loss=0.5933, top1-acc=81.64%, top5-acc=97.61%, remaining_time=0:00:14.186388, arrival_time=2021-04-10 03:20:32.492277, cost_time=0:00:22.399606 2021-04-10 03:20:20,154 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=0.5976, top1-acc=81.52%, top5-acc=97.54%, remaining_time=0:00:12.310650, arrival_time=2021-04-10 03:20:32.465186, cost_time=0:00:24.248298 2021-04-10 03:20:22,004 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.49ms, fps=1384 images/s, loss=0.6007, top1-acc=81.45%, top5-acc=97.51%, remaining_time=0:00:10.439352, arrival_time=2021-04-10 03:20:32.444044, cost_time=0:00:26.098446 2021-04-10 03:20:23,843 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.35ms, fps=1392 images/s, loss=0.6034, top1-acc=81.37%, top5-acc=97.46%, remaining_time=0:00:08.567454, arrival_time=2021-04-10 03:20:32.411051, cost_time=0:00:27.937322 2021-04-10 03:20:25,683 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.44ms, fps=1392 images/s, loss=0.6068, top1-acc=81.25%, top5-acc=97.42%, remaining_time=0:00:06.699708, arrival_time=2021-04-10 03:20:32.382598, cost_time=0:00:29.776471 2021-04-10 03:20:27,527 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.43ms, fps=1388 images/s, loss=0.6087, top1-acc=81.18%, top5-acc=97.42%, remaining_time=0:00:04.836208, arrival_time=2021-04-10 03:20:32.363854, cost_time=0:00:31.621425 2021-04-10 03:20:29,366 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.36ms, fps=1392 images/s, loss=0.6114, top1-acc=81.09%, top5-acc=97.40%, remaining_time=0:00:02.974272, arrival_time=2021-04-10 03:20:32.341076, cost_time=0:00:33.460523 2021-04-10 03:20:31,218 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.29ms, fps=1383 images/s, loss=0.6126, top1-acc=81.03%, top5-acc=97.38%, remaining_time=0:00:01.115136, arrival_time=2021-04-10 03:20:32.334058, cost_time=0:00:35.312654 2021-04-10 03:20:32,214 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.23ms, fps=1367 images/s, loss=0.6150, top1-acc=80.98%, top5-acc=97.37%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:32.214586, cost_time=0:00:36.308356 2021-04-10 03:20:32,650 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=4.71ms, fps=5889 images/s, loss=1.4793, top1-acc=63.09%, top5-acc=87.58%, remaining_time=0:00:01.304130, arrival_time=2021-04-10 03:20:33.955023, cost_time=0:00:00.434707 2021-04-10 03:20:33,005 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.27ms, fps=7223 images/s, loss=1.4692, top1-acc=62.89%, top5-acc=88.01%, remaining_time=0:00:00.789620, arrival_time=2021-04-10 03:20:33.795369, cost_time=0:00:00.789615 2021-04-10 03:20:33,364 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.82ms, fps=7139 images/s, loss=1.5019, top1-acc=62.17%, top5-acc=87.75%, remaining_time=0:00:00.382840, arrival_time=2021-04-10 03:20:33.747506, cost_time=0:00:01.148515 2021-04-10 03:20:33,705 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.14ms, fps=6815 images/s, loss=1.4691, top1-acc=62.81%, top5-acc=87.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:33.705470, cost_time=0:00:01.489277 2021-04-10 03:20:33,914 INFO : Epoch=0111 complete, best val top1-acc=62.81%, top5-acc=87.98% (epoch=111), remaining_time=0:56:27.891622, arrival_time=2021-04-10 04:17:01.806125, cost_time=1:10:25.348019 2021-04-10 03:20:33,916 INFO : Train start, epoch=0112, lr=0.041404 2021-04-10 03:20:36,036 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=1.35ms, fps=1208 images/s, loss=0.5977, top1-acc=81.37%, top5-acc=97.54%, remaining_time=0:00:39.430140, arrival_time=2021-04-10 03:21:15.467057, cost_time=0:00:02.119900 2021-04-10 03:20:37,891 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.43ms, fps=1381 images/s, loss=0.5841, top1-acc=82.15%, top5-acc=97.70%, remaining_time=0:00:34.972960, arrival_time=2021-04-10 03:21:12.864171, cost_time=0:00:03.974196 2021-04-10 03:20:39,729 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.87ms, fps=1393 images/s, loss=0.5766, top1-acc=82.30%, top5-acc=97.83%, remaining_time=0:00:32.162500, arrival_time=2021-04-10 03:21:11.892237, cost_time=0:00:05.812492 2021-04-10 03:20:41,587 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.63ms, fps=1379 images/s, loss=0.5740, top1-acc=82.31%, top5-acc=97.72%, remaining_time=0:00:29.914560, arrival_time=2021-04-10 03:21:11.502073, cost_time=0:00:07.670419 2021-04-10 03:20:43,434 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.35ms, fps=1386 images/s, loss=0.5779, top1-acc=82.22%, top5-acc=97.68%, remaining_time=0:00:27.791100, arrival_time=2021-04-10 03:21:11.225633, cost_time=0:00:09.517499 2021-04-10 03:20:45,287 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.57ms, fps=1382 images/s, loss=0.5738, top1-acc=82.37%, top5-acc=97.64%, remaining_time=0:00:25.773768, arrival_time=2021-04-10 03:21:11.061618, cost_time=0:00:11.370755 2021-04-10 03:20:47,140 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.91ms, fps=1382 images/s, loss=0.5725, top1-acc=82.39%, top5-acc=97.72%, remaining_time=0:00:23.802534, arrival_time=2021-04-10 03:21:10.943196, cost_time=0:00:13.223633 2021-04-10 03:20:48,984 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.42ms, fps=1389 images/s, loss=0.5752, top1-acc=82.26%, top5-acc=97.73%, remaining_time=0:00:21.848020, arrival_time=2021-04-10 03:21:10.832644, cost_time=0:00:15.067593 2021-04-10 03:20:50,831 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.47ms, fps=1386 images/s, loss=0.5773, top1-acc=82.25%, top5-acc=97.70%, remaining_time=0:00:19.921640, arrival_time=2021-04-10 03:21:10.753229, cost_time=0:00:16.914575 2021-04-10 03:20:52,679 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.43ms, fps=1386 images/s, loss=0.5793, top1-acc=82.20%, top5-acc=97.70%, remaining_time=0:00:18.011712, arrival_time=2021-04-10 03:21:10.690994, cost_time=0:00:18.762186 2021-04-10 03:20:54,530 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=2.01ms, fps=1383 images/s, loss=0.5827, top1-acc=82.08%, top5-acc=97.67%, remaining_time=0:00:16.115970, arrival_time=2021-04-10 03:21:10.646454, cost_time=0:00:20.613457 2021-04-10 03:20:56,368 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.41ms, fps=1393 images/s, loss=0.5865, top1-acc=81.94%, top5-acc=97.63%, remaining_time=0:00:14.219220, arrival_time=2021-04-10 03:21:10.587658, cost_time=0:00:22.451422 2021-04-10 03:20:58,211 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.58ms, fps=1389 images/s, loss=0.5879, top1-acc=81.91%, top5-acc=97.61%, remaining_time=0:00:12.334278, arrival_time=2021-04-10 03:21:10.546103, cost_time=0:00:24.294806 2021-04-10 03:21:00,089 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.44ms, fps=1364 images/s, loss=0.5909, top1-acc=81.78%, top5-acc=97.60%, remaining_time=0:00:10.468752, arrival_time=2021-04-10 03:21:10.557682, cost_time=0:00:26.171829 2021-04-10 03:21:01,938 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.52ms, fps=1385 images/s, loss=0.5922, top1-acc=81.70%, top5-acc=97.57%, remaining_time=0:00:08.593168, arrival_time=2021-04-10 03:21:10.531445, cost_time=0:00:28.021163 2021-04-10 03:21:03,783 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.89ms, fps=1388 images/s, loss=0.5947, top1-acc=81.62%, top5-acc=97.53%, remaining_time=0:00:06.719976, arrival_time=2021-04-10 03:21:10.503645, cost_time=0:00:29.866632 2021-04-10 03:21:05,625 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.47ms, fps=1391 images/s, loss=0.5994, top1-acc=81.53%, top5-acc=97.49%, remaining_time=0:00:04.849442, arrival_time=2021-04-10 03:21:10.474516, cost_time=0:00:31.707965 2021-04-10 03:21:07,474 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.79ms, fps=1385 images/s, loss=0.6039, top1-acc=81.37%, top5-acc=97.46%, remaining_time=0:00:02.982880, arrival_time=2021-04-10 03:21:10.457306, cost_time=0:00:33.557313 2021-04-10 03:21:09,314 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.29ms, fps=1392 images/s, loss=0.6062, top1-acc=81.32%, top5-acc=97.45%, remaining_time=0:00:01.117818, arrival_time=2021-04-10 03:21:10.432394, cost_time=0:00:35.397562 2021-04-10 03:21:10,327 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.59ms, fps=1343 images/s, loss=0.6084, top1-acc=81.32%, top5-acc=97.45%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:10.327375, cost_time=0:00:36.410280 2021-04-10 03:21:10,783 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=0.41ms, fps=5638 images/s, loss=1.6362, top1-acc=62.07%, top5-acc=87.15%, remaining_time=0:00:01.362210, arrival_time=2021-04-10 03:21:12.145714, cost_time=0:00:00.454068 2021-04-10 03:21:11,146 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=2.12ms, fps=7058 images/s, loss=1.6505, top1-acc=60.80%, top5-acc=86.62%, remaining_time=0:00:00.817280, arrival_time=2021-04-10 03:21:11.963954, cost_time=0:00:00.817278 2021-04-10 03:21:11,508 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.40ms, fps=7090 images/s, loss=1.6883, top1-acc=60.40%, top5-acc=86.13%, remaining_time=0:00:00.392900, arrival_time=2021-04-10 03:21:11.900992, cost_time=0:00:01.178686 2021-04-10 03:21:11,844 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.08ms, fps=6903 images/s, loss=1.6844, top1-acc=60.33%, top5-acc=86.05%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:11.844487, cost_time=0:00:01.515122 2021-04-10 03:21:11,980 INFO : Epoch=0112 complete, best val top1-acc=62.81%, top5-acc=87.98% (epoch=111), remaining_time=0:55:49.825512, arrival_time=2021-04-10 04:17:01.806245, cost_time=1:11:03.414301 2021-04-10 03:21:11,981 INFO : Train start, epoch=0113, lr=0.040631 2021-04-10 03:21:14,031 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.88ms, fps=1249 images/s, loss=0.6012, top1-acc=81.29%, top5-acc=97.77%, remaining_time=0:00:38.116608, arrival_time=2021-04-10 03:21:52.147822, cost_time=0:00:02.049281 2021-04-10 03:21:15,884 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.69ms, fps=1382 images/s, loss=0.6010, top1-acc=81.35%, top5-acc=97.66%, remaining_time=0:00:34.343232, arrival_time=2021-04-10 03:21:50.227755, cost_time=0:00:03.902633 2021-04-10 03:21:17,734 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=2.30ms, fps=1384 images/s, loss=0.5915, top1-acc=81.67%, top5-acc=97.54%, remaining_time=0:00:31.831330, arrival_time=2021-04-10 03:21:49.565964, cost_time=0:00:05.752650 2021-04-10 03:21:19,580 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.36ms, fps=1388 images/s, loss=0.5897, top1-acc=81.80%, top5-acc=97.53%, remaining_time=0:00:29.632044, arrival_time=2021-04-10 03:21:49.211974, cost_time=0:00:07.597975 2021-04-10 03:21:21,427 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.90ms, fps=1386 images/s, loss=0.5866, top1-acc=82.02%, top5-acc=97.47%, remaining_time=0:00:27.579692, arrival_time=2021-04-10 03:21:49.006716, cost_time=0:00:09.445118 2021-04-10 03:21:23,275 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.46ms, fps=1385 images/s, loss=0.5863, top1-acc=82.01%, top5-acc=97.49%, remaining_time=0:00:25.598736, arrival_time=2021-04-10 03:21:48.874259, cost_time=0:00:11.293568 2021-04-10 03:21:25,138 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.58ms, fps=1375 images/s, loss=0.5821, top1-acc=82.13%, top5-acc=97.60%, remaining_time=0:00:23.680440, arrival_time=2021-04-10 03:21:48.818363, cost_time=0:00:13.155786 2021-04-10 03:21:26,996 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.43ms, fps=1378 images/s, loss=0.5826, top1-acc=82.06%, top5-acc=97.65%, remaining_time=0:00:21.770648, arrival_time=2021-04-10 03:21:48.767054, cost_time=0:00:15.014270 2021-04-10 03:21:28,844 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.55ms, fps=1386 images/s, loss=0.5827, top1-acc=82.10%, top5-acc=97.67%, remaining_time=0:00:19.860054, arrival_time=2021-04-10 03:21:48.704235, cost_time=0:00:16.862293 2021-04-10 03:21:30,678 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.53ms, fps=1396 images/s, loss=0.5850, top1-acc=82.02%, top5-acc=97.66%, remaining_time=0:00:17.948448, arrival_time=2021-04-10 03:21:48.626742, cost_time=0:00:18.696254 2021-04-10 03:21:32,532 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.63ms, fps=1382 images/s, loss=0.5871, top1-acc=81.91%, top5-acc=97.66%, remaining_time=0:00:16.066348, arrival_time=2021-04-10 03:21:48.598307, cost_time=0:00:20.550010 2021-04-10 03:21:34,383 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.49ms, fps=1383 images/s, loss=0.5894, top1-acc=81.85%, top5-acc=97.60%, remaining_time=0:00:14.187376, arrival_time=2021-04-10 03:21:48.570417, cost_time=0:00:22.401162 2021-04-10 03:21:36,235 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.89ms, fps=1382 images/s, loss=0.5910, top1-acc=81.71%, top5-acc=97.64%, remaining_time=0:00:12.313620, arrival_time=2021-04-10 03:21:48.549564, cost_time=0:00:24.254052 2021-04-10 03:21:38,083 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.42ms, fps=1386 images/s, loss=0.5908, top1-acc=81.75%, top5-acc=97.63%, remaining_time=0:00:10.440752, arrival_time=2021-04-10 03:21:48.524589, cost_time=0:00:26.101823 2021-04-10 03:21:39,932 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=2.01ms, fps=1385 images/s, loss=0.5919, top1-acc=81.73%, top5-acc=97.64%, remaining_time=0:00:08.571548, arrival_time=2021-04-10 03:21:48.504146, cost_time=0:00:27.950699 2021-04-10 03:21:41,772 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.37ms, fps=1392 images/s, loss=0.5937, top1-acc=81.65%, top5-acc=97.66%, remaining_time=0:00:06.702840, arrival_time=2021-04-10 03:21:48.475055, cost_time=0:00:29.790333 2021-04-10 03:21:43,619 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.71ms, fps=1386 images/s, loss=0.5969, top1-acc=81.56%, top5-acc=97.62%, remaining_time=0:00:04.838756, arrival_time=2021-04-10 03:21:48.458708, cost_time=0:00:31.638068 2021-04-10 03:21:45,459 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.41ms, fps=1392 images/s, loss=0.6005, top1-acc=81.43%, top5-acc=97.60%, remaining_time=0:00:02.975824, arrival_time=2021-04-10 03:21:48.435693, cost_time=0:00:33.477941 2021-04-10 03:21:47,308 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.38ms, fps=1385 images/s, loss=0.6009, top1-acc=81.41%, top5-acc=97.61%, remaining_time=0:00:01.115586, arrival_time=2021-04-10 03:21:48.424418, cost_time=0:00:35.326917 2021-04-10 03:21:48,297 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.46ms, fps=1377 images/s, loss=0.6030, top1-acc=81.36%, top5-acc=97.59%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:48.297094, cost_time=0:00:36.315229 2021-04-10 03:21:48,759 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=0.39ms, fps=5559 images/s, loss=1.6162, top1-acc=60.74%, top5-acc=86.41%, remaining_time=0:00:01.381620, arrival_time=2021-04-10 03:21:50.140692, cost_time=0:00:00.460535 2021-04-10 03:21:49,112 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.45ms, fps=7243 images/s, loss=1.6549, top1-acc=60.33%, top5-acc=86.23%, remaining_time=0:00:00.814320, arrival_time=2021-04-10 03:21:49.927178, cost_time=0:00:00.814325 2021-04-10 03:21:49,532 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=5.22ms, fps=6108 images/s, loss=1.6486, top1-acc=60.42%, top5-acc=86.95%, remaining_time=0:00:00.411260, arrival_time=2021-04-10 03:21:49.943675, cost_time=0:00:01.233769 2021-04-10 03:21:49,874 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.10ms, fps=6788 images/s, loss=1.6506, top1-acc=60.45%, top5-acc=87.20%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:49.874807, cost_time=0:00:01.576230 2021-04-10 03:21:50,014 INFO : Epoch=0113 complete, best val top1-acc=62.81%, top5-acc=87.98% (epoch=111), remaining_time=0:55:11.734605, arrival_time=2021-04-10 04:17:01.749435, cost_time=1:11:41.448373 2021-04-10 03:21:50,016 INFO : Train start, epoch=0114, lr=0.039861 2021-04-10 03:21:52,042 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.85ms, fps=1263 images/s, loss=0.5926, top1-acc=80.94%, top5-acc=98.40%, remaining_time=0:00:37.689924, arrival_time=2021-04-10 03:22:29.732373, cost_time=0:00:02.026335 2021-04-10 03:21:53,893 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=2.01ms, fps=1384 images/s, loss=0.5854, top1-acc=81.41%, top5-acc=98.03%, remaining_time=0:00:34.117952, arrival_time=2021-04-10 03:22:28.011151, cost_time=0:00:03.877049 2021-04-10 03:21:55,756 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=2.53ms, fps=1375 images/s, loss=0.5841, top1-acc=81.74%, top5-acc=97.86%, remaining_time=0:00:31.759784, arrival_time=2021-04-10 03:22:27.515783, cost_time=0:00:05.739723 2021-04-10 03:21:57,610 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=2.11ms, fps=1381 images/s, loss=0.5776, top1-acc=82.07%, top5-acc=97.82%, remaining_time=0:00:29.616444, arrival_time=2021-04-10 03:22:27.226612, cost_time=0:00:07.593964 2021-04-10 03:21:59,453 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.50ms, fps=1389 images/s, loss=0.5698, top1-acc=82.33%, top5-acc=97.91%, remaining_time=0:00:27.556916, arrival_time=2021-04-10 03:22:27.010339, cost_time=0:00:09.437296 2021-04-10 03:22:01,322 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.46ms, fps=1370 images/s, loss=0.5642, top1-acc=82.51%, top5-acc=97.94%, remaining_time=0:00:25.626752, arrival_time=2021-04-10 03:22:26.948913, cost_time=0:00:11.305943 2021-04-10 03:22:03,179 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=6.38ms, fps=1379 images/s, loss=0.5630, top1-acc=82.51%, top5-acc=97.95%, remaining_time=0:00:23.694426, arrival_time=2021-04-10 03:22:26.874200, cost_time=0:00:13.163578 2021-04-10 03:22:05,033 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=2.13ms, fps=1382 images/s, loss=0.5660, top1-acc=82.37%, top5-acc=97.90%, remaining_time=0:00:21.774476, arrival_time=2021-04-10 03:22:26.807465, cost_time=0:00:15.016874 2021-04-10 03:22:06,886 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.46ms, fps=1381 images/s, loss=0.5718, top1-acc=82.23%, top5-acc=97.82%, remaining_time=0:00:19.869912, arrival_time=2021-04-10 03:22:26.756766, cost_time=0:00:16.870696 2021-04-10 03:22:08,739 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.40ms, fps=1382 images/s, loss=0.5759, top1-acc=82.09%, top5-acc=97.78%, remaining_time=0:00:17.974272, arrival_time=2021-04-10 03:22:26.713758, cost_time=0:00:18.723238 2021-04-10 03:22:10,600 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.47ms, fps=1376 images/s, loss=0.5758, top1-acc=82.06%, top5-acc=97.81%, remaining_time=0:00:16.093008, arrival_time=2021-04-10 03:22:26.693264, cost_time=0:00:20.584131 2021-04-10 03:22:12,450 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=2.07ms, fps=1384 images/s, loss=0.5800, top1-acc=81.97%, top5-acc=97.71%, remaining_time=0:00:14.208504, arrival_time=2021-04-10 03:22:26.659189, cost_time=0:00:22.434503 2021-04-10 03:22:14,298 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.42ms, fps=1386 images/s, loss=0.5817, top1-acc=81.89%, top5-acc=97.69%, remaining_time=0:00:12.327744, arrival_time=2021-04-10 03:22:26.625825, cost_time=0:00:24.281957 2021-04-10 03:22:16,148 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.37ms, fps=1384 images/s, loss=0.5834, top1-acc=81.87%, top5-acc=97.68%, remaining_time=0:00:10.452960, arrival_time=2021-04-10 03:22:26.601528, cost_time=0:00:26.132434 2021-04-10 03:22:17,992 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.50ms, fps=1389 images/s, loss=0.5853, top1-acc=81.87%, top5-acc=97.65%, remaining_time=0:00:08.579368, arrival_time=2021-04-10 03:22:26.571715, cost_time=0:00:27.976219 2021-04-10 03:22:19,834 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.54ms, fps=1390 images/s, loss=0.5897, top1-acc=81.78%, top5-acc=97.59%, remaining_time=0:00:06.709032, arrival_time=2021-04-10 03:22:26.543234, cost_time=0:00:29.817935 2021-04-10 03:22:21,688 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.43ms, fps=1381 images/s, loss=0.5928, top1-acc=81.69%, top5-acc=97.54%, remaining_time=0:00:04.843982, arrival_time=2021-04-10 03:22:26.532311, cost_time=0:00:31.672218 2021-04-10 03:22:23,539 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.49ms, fps=1383 images/s, loss=0.5946, top1-acc=81.64%, top5-acc=97.55%, remaining_time=0:00:02.979856, arrival_time=2021-04-10 03:22:26.519382, cost_time=0:00:33.523390 2021-04-10 03:22:25,388 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=0.5972, top1-acc=81.54%, top5-acc=97.53%, remaining_time=0:00:01.117020, arrival_time=2021-04-10 03:22:26.505363, cost_time=0:00:35.372224 2021-04-10 03:22:26,381 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.21ms, fps=1370 images/s, loss=0.5984, top1-acc=81.53%, top5-acc=97.50%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:26.381808, cost_time=0:00:36.365709 2021-04-10 03:22:26,851 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.20ms, fps=5468 images/s, loss=1.4567, top1-acc=63.05%, top5-acc=88.91%, remaining_time=0:00:01.404510, arrival_time=2021-04-10 03:22:28.255974, cost_time=0:00:00.468166 2021-04-10 03:22:27,203 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.25ms, fps=7271 images/s, loss=1.4648, top1-acc=63.71%, top5-acc=88.52%, remaining_time=0:00:00.820600, arrival_time=2021-04-10 03:22:28.024504, cost_time=0:00:00.820605 2021-04-10 03:22:27,569 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.71ms, fps=7006 images/s, loss=1.4516, top1-acc=63.89%, top5-acc=88.63%, remaining_time=0:00:00.395440, arrival_time=2021-04-10 03:22:27.965137, cost_time=0:00:01.186320 2021-04-10 03:22:27,907 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.09ms, fps=6886 images/s, loss=1.4512, top1-acc=63.62%, top5-acc=88.68%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:27.907121, cost_time=0:00:01.523835 2021-04-10 03:22:28,108 INFO : Epoch=0114 complete, best val top1-acc=63.62%, top5-acc=88.68% (epoch=114), remaining_time=0:54:33.689932, arrival_time=2021-04-10 04:17:01.798856, cost_time=1:12:19.542488 2021-04-10 03:22:28,109 INFO : Train start, epoch=0115, lr=0.039093 2021-04-10 03:22:30,156 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.62ms, fps=1251 images/s, loss=0.5334, top1-acc=83.01%, top5-acc=98.09%, remaining_time=0:00:38.056902, arrival_time=2021-04-10 03:23:08.213081, cost_time=0:00:02.046071 2021-04-10 03:22:32,009 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.82ms, fps=1382 images/s, loss=0.5304, top1-acc=83.38%, top5-acc=98.20%, remaining_time=0:00:34.309968, arrival_time=2021-04-10 03:23:06.318935, cost_time=0:00:03.898859 2021-04-10 03:22:33,862 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.62ms, fps=1382 images/s, loss=0.5322, top1-acc=83.06%, top5-acc=98.16%, remaining_time=0:00:31.830666, arrival_time=2021-04-10 03:23:05.693345, cost_time=0:00:05.752528 2021-04-10 03:22:35,713 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.51ms, fps=1384 images/s, loss=0.5250, top1-acc=83.39%, top5-acc=98.21%, remaining_time=0:00:29.650920, arrival_time=2021-04-10 03:23:05.363890, cost_time=0:00:07.602811 2021-04-10 03:22:37,560 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.83ms, fps=1386 images/s, loss=0.5352, top1-acc=83.24%, top5-acc=98.11%, remaining_time=0:00:27.594876, arrival_time=2021-04-10 03:23:05.155223, cost_time=0:00:09.450293 2021-04-10 03:22:39,453 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.43ms, fps=1382 images/s, loss=0.5410, top1-acc=83.09%, top5-acc=98.12%, remaining_time=0:00:25.712296, arrival_time=2021-04-10 03:23:05.166130, cost_time=0:00:11.343655 2021-04-10 03:22:41,303 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.60ms, fps=1384 images/s, loss=0.5498, top1-acc=82.87%, top5-acc=98.02%, remaining_time=0:00:23.748354, arrival_time=2021-04-10 03:23:05.051975, cost_time=0:00:13.193561 2021-04-10 03:22:43,147 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.51ms, fps=1389 images/s, loss=0.5559, top1-acc=82.79%, top5-acc=97.92%, remaining_time=0:00:21.804056, arrival_time=2021-04-10 03:23:04.951413, cost_time=0:00:15.037298 2021-04-10 03:22:44,982 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.40ms, fps=1395 images/s, loss=0.5638, top1-acc=82.50%, top5-acc=97.83%, remaining_time=0:00:19.871714, arrival_time=2021-04-10 03:23:04.854075, cost_time=0:00:16.872236 2021-04-10 03:22:46,835 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=2.36ms, fps=1382 images/s, loss=0.5675, top1-acc=82.39%, top5-acc=97.80%, remaining_time=0:00:17.975808, arrival_time=2021-04-10 03:23:04.810783, cost_time=0:00:18.724825 2021-04-10 03:22:48,686 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.49ms, fps=1383 images/s, loss=0.5678, top1-acc=82.40%, top5-acc=97.79%, remaining_time=0:00:16.086558, arrival_time=2021-04-10 03:23:04.772647, cost_time=0:00:20.575836 2021-04-10 03:22:50,537 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.45ms, fps=1383 images/s, loss=0.5700, top1-acc=82.34%, top5-acc=97.73%, remaining_time=0:00:14.204020, arrival_time=2021-04-10 03:23:04.741537, cost_time=0:00:22.427367 2021-04-10 03:22:52,390 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=2.88ms, fps=1382 images/s, loss=0.5697, top1-acc=82.37%, top5-acc=97.72%, remaining_time=0:00:12.326688, arrival_time=2021-04-10 03:23:04.716718, cost_time=0:00:24.279816 2021-04-10 03:22:54,234 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.34ms, fps=1389 images/s, loss=0.5689, top1-acc=82.41%, top5-acc=97.74%, remaining_time=0:00:10.449600, arrival_time=2021-04-10 03:23:04.683686, cost_time=0:00:26.123971 2021-04-10 03:22:56,087 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.42ms, fps=1382 images/s, loss=0.5710, top1-acc=82.36%, top5-acc=97.74%, remaining_time=0:00:08.579690, arrival_time=2021-04-10 03:23:04.667061, cost_time=0:00:27.977322 2021-04-10 03:22:57,939 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.98ms, fps=1383 images/s, loss=0.5714, top1-acc=82.43%, top5-acc=97.74%, remaining_time=0:00:06.711516, arrival_time=2021-04-10 03:23:04.650657, cost_time=0:00:29.829034 2021-04-10 03:22:59,788 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.37ms, fps=1384 images/s, loss=0.5731, top1-acc=82.35%, top5-acc=97.72%, remaining_time=0:00:04.844970, arrival_time=2021-04-10 03:23:04.633729, cost_time=0:00:31.678612 2021-04-10 03:23:01,661 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.53ms, fps=1368 images/s, loss=0.5758, top1-acc=82.27%, top5-acc=97.66%, remaining_time=0:00:02.982336, arrival_time=2021-04-10 03:23:04.643671, cost_time=0:00:33.551248 2021-04-10 03:23:03,505 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.22ms, fps=1389 images/s, loss=0.5781, top1-acc=82.15%, top5-acc=97.65%, remaining_time=0:00:01.117752, arrival_time=2021-04-10 03:23:04.623199, cost_time=0:00:35.395388 2021-04-10 03:23:04,517 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.19ms, fps=1345 images/s, loss=0.5802, top1-acc=82.15%, top5-acc=97.65%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:04.517305, cost_time=0:00:36.407204 2021-04-10 03:23:04,981 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=1.41ms, fps=5550 images/s, loss=1.5858, top1-acc=60.90%, top5-acc=88.05%, remaining_time=0:00:01.383780, arrival_time=2021-04-10 03:23:06.365007, cost_time=0:00:00.461259 2021-04-10 03:23:05,335 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.44ms, fps=7227 images/s, loss=1.5961, top1-acc=60.23%, top5-acc=87.79%, remaining_time=0:00:00.815840, arrival_time=2021-04-10 03:23:06.151635, cost_time=0:00:00.815831 2021-04-10 03:23:05,699 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=2.49ms, fps=7044 images/s, loss=1.5692, top1-acc=60.98%, top5-acc=87.89%, remaining_time=0:00:00.393190, arrival_time=2021-04-10 03:23:06.092795, cost_time=0:00:01.179569 2021-04-10 03:23:06,040 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.08ms, fps=6825 images/s, loss=1.5579, top1-acc=61.19%, top5-acc=87.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:06.039971, cost_time=0:00:01.520013 2021-04-10 03:23:06,153 INFO : Epoch=0115 complete, best val top1-acc=63.62%, top5-acc=88.68% (epoch=114), remaining_time=0:53:55.607960, arrival_time=2021-04-10 04:17:01.761646, cost_time=1:12:57.587229 2021-04-10 03:23:06,155 INFO : Train start, epoch=0116, lr=0.038328 2021-04-10 03:23:08,211 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=0.25ms, fps=1245 images/s, loss=0.5515, top1-acc=83.83%, top5-acc=97.73%, remaining_time=0:00:38.232672, arrival_time=2021-04-10 03:23:46.443752, cost_time=0:00:02.055518 2021-04-10 03:23:10,040 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.48ms, fps=1400 images/s, loss=0.5461, top1-acc=83.44%, top5-acc=97.89%, remaining_time=0:00:34.184304, arrival_time=2021-04-10 03:23:44.224448, cost_time=0:00:03.884588 2021-04-10 03:23:11,898 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.91ms, fps=1378 images/s, loss=0.5518, top1-acc=83.20%, top5-acc=97.96%, remaining_time=0:00:31.777712, arrival_time=2021-04-10 03:23:43.676415, cost_time=0:00:05.742970 2021-04-10 03:23:13,743 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.48ms, fps=1389 images/s, loss=0.5471, top1-acc=83.38%, top5-acc=97.91%, remaining_time=0:00:29.590236, arrival_time=2021-04-10 03:23:43.333143, cost_time=0:00:07.587226 2021-04-10 03:23:15,585 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.44ms, fps=1390 images/s, loss=0.5455, top1-acc=83.28%, top5-acc=97.97%, remaining_time=0:00:27.534724, arrival_time=2021-04-10 03:23:43.120052, cost_time=0:00:09.429714 2021-04-10 03:23:17,444 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.38ms, fps=1378 images/s, loss=0.5455, top1-acc=83.21%, top5-acc=97.96%, remaining_time=0:00:25.587584, arrival_time=2021-04-10 03:23:43.031884, cost_time=0:00:11.288661 2021-04-10 03:23:19,289 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.98ms, fps=1388 images/s, loss=0.5447, top1-acc=83.23%, top5-acc=97.94%, remaining_time=0:00:23.641380, arrival_time=2021-04-10 03:23:42.931126, cost_time=0:00:13.134111 2021-04-10 03:23:21,139 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.86ms, fps=1385 images/s, loss=0.5502, top1-acc=82.99%, top5-acc=97.92%, remaining_time=0:00:21.726220, arrival_time=2021-04-10 03:23:42.865422, cost_time=0:00:14.983599 2021-04-10 03:23:22,986 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.36ms, fps=1386 images/s, loss=0.5494, top1-acc=83.00%, top5-acc=97.93%, remaining_time=0:00:19.823272, arrival_time=2021-04-10 03:23:42.810125, cost_time=0:00:16.831071 2021-04-10 03:23:24,833 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.40ms, fps=1387 images/s, loss=0.5501, top1-acc=82.96%, top5-acc=97.91%, remaining_time=0:00:17.930304, arrival_time=2021-04-10 03:23:42.763294, cost_time=0:00:18.677366 2021-04-10 03:23:26,671 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.52ms, fps=1393 images/s, loss=0.5537, top1-acc=82.82%, top5-acc=97.89%, remaining_time=0:00:16.039946, arrival_time=2021-04-10 03:23:42.711688, cost_time=0:00:20.516166 2021-04-10 03:23:28,526 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.89ms, fps=1380 images/s, loss=0.5556, top1-acc=82.78%, top5-acc=97.84%, remaining_time=0:00:14.168528, arrival_time=2021-04-10 03:23:42.695440, cost_time=0:00:22.371350 2021-04-10 03:23:30,368 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=2.26ms, fps=1390 images/s, loss=0.5566, top1-acc=82.73%, top5-acc=97.82%, remaining_time=0:00:12.292764, arrival_time=2021-04-10 03:23:42.661415, cost_time=0:00:24.213081 2021-04-10 03:23:32,205 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.50ms, fps=1394 images/s, loss=0.5588, top1-acc=82.63%, top5-acc=97.80%, remaining_time=0:00:10.420144, arrival_time=2021-04-10 03:23:42.626088, cost_time=0:00:26.050380 2021-04-10 03:23:34,048 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.40ms, fps=1389 images/s, loss=0.5607, top1-acc=82.51%, top5-acc=97.83%, remaining_time=0:00:08.553930, arrival_time=2021-04-10 03:23:42.602732, cost_time=0:00:27.893237 2021-04-10 03:23:35,887 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=2.14ms, fps=1393 images/s, loss=0.5641, top1-acc=82.40%, top5-acc=97.78%, remaining_time=0:00:06.689556, arrival_time=2021-04-10 03:23:42.576576, cost_time=0:00:29.731380 2021-04-10 03:23:37,738 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.43ms, fps=1383 images/s, loss=0.5669, top1-acc=82.30%, top5-acc=97.78%, remaining_time=0:00:04.830306, arrival_time=2021-04-10 03:23:42.568592, cost_time=0:00:31.582718 2021-04-10 03:23:39,594 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.50ms, fps=1379 images/s, loss=0.5677, top1-acc=82.27%, top5-acc=97.78%, remaining_time=0:00:02.972336, arrival_time=2021-04-10 03:23:42.566838, cost_time=0:00:33.438862 2021-04-10 03:23:41,440 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.28ms, fps=1387 images/s, loss=0.5697, top1-acc=82.26%, top5-acc=97.74%, remaining_time=0:00:01.114254, arrival_time=2021-04-10 03:23:42.554598, cost_time=0:00:35.284778 2021-04-10 03:23:42,437 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.39ms, fps=1365 images/s, loss=0.5708, top1-acc=82.20%, top5-acc=97.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:42.437265, cost_time=0:00:36.281702 2021-04-10 03:23:42,909 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=2.91ms, fps=5440 images/s, loss=1.3390, top1-acc=64.92%, top5-acc=89.22%, remaining_time=0:00:01.411740, arrival_time=2021-04-10 03:23:44.321027, cost_time=0:00:00.470584 2021-04-10 03:23:43,279 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=2.06ms, fps=6933 images/s, loss=1.3402, top1-acc=64.80%, top5-acc=89.08%, remaining_time=0:00:00.840320, arrival_time=2021-04-10 03:23:44.119347, cost_time=0:00:00.840321 2021-04-10 03:23:43,639 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.71ms, fps=7105 images/s, loss=1.3903, top1-acc=64.14%, top5-acc=89.00%, remaining_time=0:00:00.400370, arrival_time=2021-04-10 03:23:44.040207, cost_time=0:00:01.201124 2021-04-10 03:23:43,975 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.09ms, fps=6923 images/s, loss=1.3867, top1-acc=64.45%, top5-acc=88.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:43.975345, cost_time=0:00:01.536700 2021-04-10 03:23:44,183 INFO : Epoch=0116 complete, best val top1-acc=64.45%, top5-acc=88.98% (epoch=116), remaining_time=0:53:17.515860, arrival_time=2021-04-10 04:17:01.699511, cost_time=1:13:35.617184 2021-04-10 03:23:44,185 INFO : Train start, epoch=0117, lr=0.037566 2021-04-10 03:23:46,232 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.34ms, fps=1251 images/s, loss=0.5413, top1-acc=83.59%, top5-acc=97.93%, remaining_time=0:00:38.066016, arrival_time=2021-04-10 03:24:24.298078, cost_time=0:00:02.046563 2021-04-10 03:23:48,079 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.54ms, fps=1386 images/s, loss=0.5397, top1-acc=83.32%, top5-acc=97.95%, remaining_time=0:00:34.265088, arrival_time=2021-04-10 03:24:22.344391, cost_time=0:00:03.893759 2021-04-10 03:23:49,923 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=4.20ms, fps=1389 images/s, loss=0.5434, top1-acc=83.39%, top5-acc=97.92%, remaining_time=0:00:31.749326, arrival_time=2021-04-10 03:24:21.672869, cost_time=0:00:05.737839 2021-04-10 03:23:51,772 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=2.02ms, fps=1385 images/s, loss=0.5445, top1-acc=83.23%, top5-acc=97.89%, remaining_time=0:00:29.588832, arrival_time=2021-04-10 03:24:21.361285, cost_time=0:00:07.586878 2021-04-10 03:23:53,650 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.48ms, fps=1364 images/s, loss=0.5446, top1-acc=83.03%, top5-acc=97.90%, remaining_time=0:00:27.637508, arrival_time=2021-04-10 03:24:21.287904, cost_time=0:00:09.464877 2021-04-10 03:23:55,500 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.56ms, fps=1384 images/s, loss=0.5361, top1-acc=83.26%, top5-acc=97.98%, remaining_time=0:00:25.646200, arrival_time=2021-04-10 03:24:21.146325, cost_time=0:00:11.314484 2021-04-10 03:23:57,355 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.33ms, fps=1382 images/s, loss=0.5372, top1-acc=83.17%, top5-acc=97.96%, remaining_time=0:00:23.705262, arrival_time=2021-04-10 03:24:21.060348, cost_time=0:00:13.169570 2021-04-10 03:23:59,201 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.45ms, fps=1387 images/s, loss=0.5409, top1-acc=83.04%, top5-acc=97.95%, remaining_time=0:00:21.773084, arrival_time=2021-04-10 03:24:20.974557, cost_time=0:00:15.015930 2021-04-10 03:24:01,048 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.40ms, fps=1386 images/s, loss=0.5428, top1-acc=82.99%, top5-acc=97.94%, remaining_time=0:00:19.860796, arrival_time=2021-04-10 03:24:20.909195, cost_time=0:00:16.862903 2021-04-10 03:24:02,898 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.46ms, fps=1384 images/s, loss=0.5444, top1-acc=82.93%, top5-acc=97.92%, remaining_time=0:00:17.964384, arrival_time=2021-04-10 03:24:20.862820, cost_time=0:00:18.712854 2021-04-10 03:24:04,741 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.52ms, fps=1389 images/s, loss=0.5462, top1-acc=82.90%, top5-acc=97.93%, remaining_time=0:00:16.071078, arrival_time=2021-04-10 03:24:20.812604, cost_time=0:00:20.556021 2021-04-10 03:24:06,589 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.33ms, fps=1386 images/s, loss=0.5480, top1-acc=82.84%, top5-acc=97.92%, remaining_time=0:00:14.188972, arrival_time=2021-04-10 03:24:20.778095, cost_time=0:00:22.403612 2021-04-10 03:24:08,431 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.42ms, fps=1390 images/s, loss=0.5498, top1-acc=82.77%, top5-acc=97.87%, remaining_time=0:00:12.309660, arrival_time=2021-04-10 03:24:20.741532, cost_time=0:00:24.246330 2021-04-10 03:24:10,276 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.41ms, fps=1388 images/s, loss=0.5522, top1-acc=82.70%, top5-acc=97.86%, remaining_time=0:00:10.436384, arrival_time=2021-04-10 03:24:20.712855, cost_time=0:00:26.090978 2021-04-10 03:24:12,119 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.41ms, fps=1389 images/s, loss=0.5566, top1-acc=82.58%, top5-acc=97.84%, remaining_time=0:00:08.566396, arrival_time=2021-04-10 03:24:20.685794, cost_time=0:00:27.933901 2021-04-10 03:24:13,972 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.37ms, fps=1382 images/s, loss=0.5588, top1-acc=82.56%, top5-acc=97.81%, remaining_time=0:00:06.702120, arrival_time=2021-04-10 03:24:20.674876, cost_time=0:00:29.787259 2021-04-10 03:24:15,823 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.67ms, fps=1383 images/s, loss=0.5589, top1-acc=82.56%, top5-acc=97.82%, remaining_time=0:00:04.838808, arrival_time=2021-04-10 03:24:20.662686, cost_time=0:00:31.638294 2021-04-10 03:24:17,672 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.36ms, fps=1386 images/s, loss=0.5619, top1-acc=82.47%, top5-acc=97.79%, remaining_time=0:00:02.976576, arrival_time=2021-04-10 03:24:20.648568, cost_time=0:00:33.486497 2021-04-10 03:24:19,530 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.47ms, fps=1378 images/s, loss=0.5631, top1-acc=82.39%, top5-acc=97.79%, remaining_time=0:00:01.116168, arrival_time=2021-04-10 03:24:20.646935, cost_time=0:00:35.345242 2021-04-10 03:24:20,524 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.24ms, fps=1369 images/s, loss=0.5623, top1-acc=82.42%, top5-acc=97.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:20.524597, cost_time=0:00:36.339089 2021-04-10 03:24:20,952 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=1.47ms, fps=6001 images/s, loss=1.6401, top1-acc=59.53%, top5-acc=87.19%, remaining_time=0:00:01.279770, arrival_time=2021-04-10 03:24:22.232498, cost_time=0:00:00.426591 2021-04-10 03:24:21,305 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.38ms, fps=7261 images/s, loss=1.5773, top1-acc=60.84%, top5-acc=87.58%, remaining_time=0:00:00.779480, arrival_time=2021-04-10 03:24:22.085098, cost_time=0:00:00.779484 2021-04-10 03:24:21,663 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.68ms, fps=7168 images/s, loss=1.5790, top1-acc=60.53%, top5-acc=87.79%, remaining_time=0:00:00.378980, arrival_time=2021-04-10 03:24:22.042109, cost_time=0:00:01.136925 2021-04-10 03:24:22,015 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.11ms, fps=6589 images/s, loss=1.5354, top1-acc=61.50%, top5-acc=88.02%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:22.015708, cost_time=0:00:01.489523 2021-04-10 03:24:22,123 INFO : Epoch=0117 complete, best val top1-acc=64.45%, top5-acc=88.98% (epoch=116), remaining_time=0:52:39.360970, arrival_time=2021-04-10 04:17:01.484478, cost_time=1:14:13.557022 2021-04-10 03:24:22,125 INFO : Train start, epoch=0118, lr=0.036806 2021-04-10 03:24:24,206 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.92ms, fps=1230 images/s, loss=0.5248, top1-acc=83.09%, top5-acc=98.52%, remaining_time=0:00:38.699718, arrival_time=2021-04-10 03:25:02.905738, cost_time=0:00:02.080627 2021-04-10 03:24:26,054 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.32ms, fps=1385 images/s, loss=0.5381, top1-acc=82.52%, top5-acc=98.16%, remaining_time=0:00:34.574672, arrival_time=2021-04-10 03:25:00.629042, cost_time=0:00:03.928944 2021-04-10 03:24:27,901 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=2.64ms, fps=1387 images/s, loss=0.5475, top1-acc=82.46%, top5-acc=98.14%, remaining_time=0:00:31.958154, arrival_time=2021-04-10 03:24:59.859222, cost_time=0:00:05.775557 2021-04-10 03:24:29,753 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.41ms, fps=1383 images/s, loss=0.5303, top1-acc=83.18%, top5-acc=98.19%, remaining_time=0:00:29.748264, arrival_time=2021-04-10 03:24:59.501525, cost_time=0:00:07.627758 2021-04-10 03:24:31,596 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.34ms, fps=1389 images/s, loss=0.5321, top1-acc=83.26%, top5-acc=98.07%, remaining_time=0:00:27.656488, arrival_time=2021-04-10 03:24:59.253255, cost_time=0:00:09.471381 2021-04-10 03:24:33,433 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.38ms, fps=1394 images/s, loss=0.5335, top1-acc=83.29%, top5-acc=98.05%, remaining_time=0:00:25.631104, arrival_time=2021-04-10 03:24:59.064448, cost_time=0:00:11.307846 2021-04-10 03:24:35,277 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.38ms, fps=1389 images/s, loss=0.5308, top1-acc=83.45%, top5-acc=98.15%, remaining_time=0:00:23.673510, arrival_time=2021-04-10 03:24:58.950864, cost_time=0:00:13.151976 2021-04-10 03:24:37,115 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.56ms, fps=1393 images/s, loss=0.5347, top1-acc=83.28%, top5-acc=98.12%, remaining_time=0:00:21.735384, arrival_time=2021-04-10 03:24:58.850708, cost_time=0:00:14.989898 2021-04-10 03:24:38,964 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=0.5347, top1-acc=83.27%, top5-acc=98.11%, remaining_time=0:00:19.831964, arrival_time=2021-04-10 03:24:58.795919, cost_time=0:00:16.838415 2021-04-10 03:24:40,807 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.45ms, fps=1389 images/s, loss=0.5408, top1-acc=83.12%, top5-acc=98.05%, remaining_time=0:00:17.934816, arrival_time=2021-04-10 03:24:58.742323, cost_time=0:00:18.682068 2021-04-10 03:24:42,651 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.40ms, fps=1389 images/s, loss=0.5427, top1-acc=83.12%, top5-acc=98.04%, remaining_time=0:00:16.047686, arrival_time=2021-04-10 03:24:58.699213, cost_time=0:00:20.526147 2021-04-10 03:24:44,495 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.62ms, fps=1389 images/s, loss=0.5454, top1-acc=83.04%, top5-acc=97.99%, remaining_time=0:00:14.167388, arrival_time=2021-04-10 03:24:58.662380, cost_time=0:00:22.369566 2021-04-10 03:24:46,355 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.95ms, fps=1376 images/s, loss=0.5459, top1-acc=82.98%, top5-acc=97.99%, remaining_time=0:00:12.301476, arrival_time=2021-04-10 03:24:58.657033, cost_time=0:00:24.230169 2021-04-10 03:24:48,209 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.57ms, fps=1381 images/s, loss=0.5468, top1-acc=82.97%, top5-acc=97.99%, remaining_time=0:00:10.433528, arrival_time=2021-04-10 03:24:58.642816, cost_time=0:00:26.083809 2021-04-10 03:24:50,052 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.63ms, fps=1389 images/s, loss=0.5502, top1-acc=82.90%, top5-acc=97.94%, remaining_time=0:00:08.564372, arrival_time=2021-04-10 03:24:58.617123, cost_time=0:00:27.927279 2021-04-10 03:24:51,898 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=2.96ms, fps=1387 images/s, loss=0.5517, top1-acc=82.87%, top5-acc=97.92%, remaining_time=0:00:06.698952, arrival_time=2021-04-10 03:24:58.597566, cost_time=0:00:29.773085 2021-04-10 03:24:53,748 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.65ms, fps=1384 images/s, loss=0.5545, top1-acc=82.78%, top5-acc=97.90%, remaining_time=0:00:04.836468, arrival_time=2021-04-10 03:24:58.584923, cost_time=0:00:31.622994 2021-04-10 03:24:55,598 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.84ms, fps=1384 images/s, loss=0.5562, top1-acc=82.71%, top5-acc=97.88%, remaining_time=0:00:02.975392, arrival_time=2021-04-10 03:24:58.574006, cost_time=0:00:33.473227 2021-04-10 03:24:57,464 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.44ms, fps=1372 images/s, loss=0.5590, top1-acc=82.66%, top5-acc=97.83%, remaining_time=0:00:01.115976, arrival_time=2021-04-10 03:24:58.580590, cost_time=0:00:35.339218 2021-04-10 03:24:58,457 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.26ms, fps=1371 images/s, loss=0.5596, top1-acc=82.63%, top5-acc=97.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:58.456968, cost_time=0:00:36.331514 2021-04-10 03:24:58,926 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=2.24ms, fps=5468 images/s, loss=1.6424, top1-acc=59.45%, top5-acc=86.56%, remaining_time=0:00:01.404540, arrival_time=2021-04-10 03:25:00.331419, cost_time=0:00:00.468185 2021-04-10 03:24:59,285 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.78ms, fps=7147 images/s, loss=1.6138, top1-acc=61.07%, top5-acc=87.09%, remaining_time=0:00:00.826940, arrival_time=2021-04-10 03:25:00.112567, cost_time=0:00:00.826947 2021-04-10 03:24:59,649 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.34ms, fps=7048 images/s, loss=1.6341, top1-acc=61.21%, top5-acc=86.41%, remaining_time=0:00:00.396890, arrival_time=2021-04-10 03:25:00.046182, cost_time=0:00:01.190673 2021-04-10 03:24:59,985 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.09ms, fps=6910 images/s, loss=1.6268, top1-acc=60.93%, top5-acc=86.38%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:59.985354, cost_time=0:00:01.526725 2021-04-10 03:25:00,123 INFO : Epoch=0118 complete, best val top1-acc=64.45%, top5-acc=88.98% (epoch=116), remaining_time=0:52:01.251526, arrival_time=2021-04-10 04:17:01.375028, cost_time=1:14:51.557071 2021-04-10 03:25:00,124 INFO : Train start, epoch=0119, lr=0.036050 2021-04-10 03:25:02,154 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.46ms, fps=1261 images/s, loss=0.5392, top1-acc=82.93%, top5-acc=97.85%, remaining_time=0:00:37.762278, arrival_time=2021-04-10 03:25:39.917149, cost_time=0:00:02.030233 2021-04-10 03:25:04,003 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.51ms, fps=1385 images/s, loss=0.5377, top1-acc=83.28%, top5-acc=97.99%, remaining_time=0:00:34.131680, arrival_time=2021-04-10 03:25:38.134910, cost_time=0:00:03.878604 2021-04-10 03:25:05,851 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=2.62ms, fps=1386 images/s, loss=0.5282, top1-acc=83.68%, top5-acc=98.07%, remaining_time=0:00:31.687574, arrival_time=2021-04-10 03:25:37.539055, cost_time=0:00:05.726662 2021-04-10 03:25:07,690 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=2.22ms, fps=1393 images/s, loss=0.5212, top1-acc=83.83%, top5-acc=98.12%, remaining_time=0:00:29.506776, arrival_time=2021-04-10 03:25:37.197337, cost_time=0:00:07.565858 2021-04-10 03:25:09,546 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.41ms, fps=1380 images/s, loss=0.5212, top1-acc=83.82%, top5-acc=98.06%, remaining_time=0:00:27.512532, arrival_time=2021-04-10 03:25:37.059321, cost_time=0:00:09.422080 2021-04-10 03:25:11,405 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.70ms, fps=1378 images/s, loss=0.5197, top1-acc=83.91%, top5-acc=98.04%, remaining_time=0:00:25.569224, arrival_time=2021-04-10 03:25:36.974456, cost_time=0:00:11.280521 2021-04-10 03:25:13,249 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.53ms, fps=1389 images/s, loss=0.5196, top1-acc=83.87%, top5-acc=98.09%, remaining_time=0:00:23.624370, arrival_time=2021-04-10 03:25:36.873734, cost_time=0:00:13.124629 2021-04-10 03:25:15,103 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=2.17ms, fps=1381 images/s, loss=0.5238, top1-acc=83.68%, top5-acc=98.04%, remaining_time=0:00:21.719840, arrival_time=2021-04-10 03:25:36.823690, cost_time=0:00:14.979175 2021-04-10 03:25:16,950 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.88ms, fps=1387 images/s, loss=0.5304, top1-acc=83.46%, top5-acc=97.98%, remaining_time=0:00:19.817336, arrival_time=2021-04-10 03:25:36.768123, cost_time=0:00:16.826083 2021-04-10 03:25:18,805 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.42ms, fps=1381 images/s, loss=0.5356, top1-acc=83.32%, top5-acc=97.96%, remaining_time=0:00:17.933184, arrival_time=2021-04-10 03:25:36.738240, cost_time=0:00:18.680416 2021-04-10 03:25:20,648 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.83ms, fps=1389 images/s, loss=0.5378, top1-acc=83.16%, top5-acc=97.98%, remaining_time=0:00:16.045794, arrival_time=2021-04-10 03:25:36.694085, cost_time=0:00:20.523663 2021-04-10 03:25:22,491 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.38ms, fps=1389 images/s, loss=0.5399, top1-acc=83.11%, top5-acc=97.99%, remaining_time=0:00:14.165868, arrival_time=2021-04-10 03:25:36.657706, cost_time=0:00:22.367203 2021-04-10 03:25:24,339 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=2.14ms, fps=1386 images/s, loss=0.5418, top1-acc=83.05%, top5-acc=98.00%, remaining_time=0:00:12.293424, arrival_time=2021-04-10 03:25:36.632424, cost_time=0:00:24.214314 2021-04-10 03:25:26,182 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.52ms, fps=1389 images/s, loss=0.5415, top1-acc=83.07%, top5-acc=98.00%, remaining_time=0:00:10.423168, arrival_time=2021-04-10 03:25:36.605718, cost_time=0:00:26.057856 2021-04-10 03:25:28,030 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.43ms, fps=1386 images/s, loss=0.5415, top1-acc=83.03%, top5-acc=98.01%, remaining_time=0:00:08.557840, arrival_time=2021-04-10 03:25:36.588401, cost_time=0:00:27.905942 2021-04-10 03:25:29,875 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.52ms, fps=1388 images/s, loss=0.5437, top1-acc=82.97%, top5-acc=97.98%, remaining_time=0:00:06.693804, arrival_time=2021-04-10 03:25:36.568795, cost_time=0:00:29.750305 2021-04-10 03:25:31,724 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.46ms, fps=1385 images/s, loss=0.5446, top1-acc=82.98%, top5-acc=97.97%, remaining_time=0:00:04.832854, arrival_time=2021-04-10 03:25:36.556940, cost_time=0:00:31.599452 2021-04-10 03:25:33,571 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.53ms, fps=1386 images/s, loss=0.5472, top1-acc=82.90%, top5-acc=97.94%, remaining_time=0:00:02.973040, arrival_time=2021-04-10 03:25:36.544334, cost_time=0:00:33.446671 2021-04-10 03:25:35,418 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.89ms, fps=1386 images/s, loss=0.5500, top1-acc=82.85%, top5-acc=97.90%, remaining_time=0:00:01.114554, arrival_time=2021-04-10 03:25:36.533343, cost_time=0:00:35.294120 2021-04-10 03:25:36,413 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.31ms, fps=1368 images/s, loss=0.5514, top1-acc=82.84%, top5-acc=97.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:36.413436, cost_time=0:00:36.288734 2021-04-10 03:25:36,871 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=2.39ms, fps=5613 images/s, loss=1.4454, top1-acc=63.91%, top5-acc=88.55%, remaining_time=0:00:01.368180, arrival_time=2021-04-10 03:25:38.239403, cost_time=0:00:00.456062 2021-04-10 03:25:37,228 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.30ms, fps=7179 images/s, loss=1.4547, top1-acc=63.75%, top5-acc=88.61%, remaining_time=0:00:00.813040, arrival_time=2021-04-10 03:25:38.041237, cost_time=0:00:00.813046 2021-04-10 03:25:37,582 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.49ms, fps=7242 images/s, loss=1.4601, top1-acc=63.85%, top5-acc=88.79%, remaining_time=0:00:00.388950, arrival_time=2021-04-10 03:25:37.970968, cost_time=0:00:01.166861 2021-04-10 03:25:37,929 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.11ms, fps=6691 images/s, loss=1.4530, top1-acc=63.69%, top5-acc=88.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:37.929148, cost_time=0:00:01.513947 2021-04-10 03:25:38,054 INFO : Epoch=0119 complete, best val top1-acc=64.45%, top5-acc=88.98% (epoch=116), remaining_time=0:51:23.096682, arrival_time=2021-04-10 04:17:01.150844, cost_time=1:15:29.487715 2021-04-10 03:25:38,055 INFO : Train start, epoch=0120, lr=0.035298 2021-04-10 03:25:40,113 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=0.25ms, fps=1244 images/s, loss=0.4805, top1-acc=85.35%, top5-acc=98.16%, remaining_time=0:00:38.284194, arrival_time=2021-04-10 03:26:18.397826, cost_time=0:00:02.058287 2021-04-10 03:25:41,955 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.65ms, fps=1390 images/s, loss=0.5029, top1-acc=84.82%, top5-acc=98.05%, remaining_time=0:00:34.322816, arrival_time=2021-04-10 03:26:16.278530, cost_time=0:00:03.900318 2021-04-10 03:25:43,806 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.56ms, fps=1383 images/s, loss=0.5019, top1-acc=84.79%, top5-acc=98.15%, remaining_time=0:00:31.825354, arrival_time=2021-04-10 03:26:15.632297, cost_time=0:00:05.751560 2021-04-10 03:25:45,655 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=0.5012, top1-acc=84.72%, top5-acc=98.17%, remaining_time=0:00:29.641404, arrival_time=2021-04-10 03:26:15.297135, cost_time=0:00:07.600370 2021-04-10 03:25:47,499 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.43ms, fps=1389 images/s, loss=0.5068, top1-acc=84.57%, top5-acc=98.13%, remaining_time=0:00:27.576772, arrival_time=2021-04-10 03:26:15.076261, cost_time=0:00:09.444078 2021-04-10 03:25:49,346 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.42ms, fps=1386 images/s, loss=0.5043, top1-acc=84.57%, top5-acc=98.14%, remaining_time=0:00:25.593840, arrival_time=2021-04-10 03:26:14.940600, cost_time=0:00:11.291394 2021-04-10 03:25:51,191 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=2.04ms, fps=1388 images/s, loss=0.5030, top1-acc=84.56%, top5-acc=98.13%, remaining_time=0:00:23.644908, arrival_time=2021-04-10 03:26:14.836337, cost_time=0:00:13.136076 2021-04-10 03:25:53,040 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.50ms, fps=1385 images/s, loss=0.5090, top1-acc=84.38%, top5-acc=98.06%, remaining_time=0:00:21.727844, arrival_time=2021-04-10 03:26:14.767883, cost_time=0:00:14.984688 2021-04-10 03:25:54,886 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.93ms, fps=1387 images/s, loss=0.5134, top1-acc=84.23%, top5-acc=98.06%, remaining_time=0:00:19.823590, arrival_time=2021-04-10 03:26:14.710274, cost_time=0:00:16.831330 2021-04-10 03:25:56,728 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.40ms, fps=1390 images/s, loss=0.5141, top1-acc=84.21%, top5-acc=98.05%, remaining_time=0:00:17.925984, arrival_time=2021-04-10 03:26:14.654219, cost_time=0:00:18.672885 2021-04-10 03:25:58,586 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.69ms, fps=1378 images/s, loss=0.5169, top1-acc=84.10%, top5-acc=98.04%, remaining_time=0:00:16.051298, arrival_time=2021-04-10 03:26:14.637590, cost_time=0:00:20.530779 2021-04-10 03:26:00,437 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.41ms, fps=1384 images/s, loss=0.5199, top1-acc=84.02%, top5-acc=98.04%, remaining_time=0:00:14.175064, arrival_time=2021-04-10 03:26:14.612130, cost_time=0:00:22.381712 2021-04-10 03:26:02,283 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.43ms, fps=1387 images/s, loss=0.5242, top1-acc=83.92%, top5-acc=98.02%, remaining_time=0:00:12.300552, arrival_time=2021-04-10 03:26:14.584392, cost_time=0:00:24.228412 2021-04-10 03:26:04,124 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.52ms, fps=1391 images/s, loss=0.5256, top1-acc=83.87%, top5-acc=98.04%, remaining_time=0:00:10.427480, arrival_time=2021-04-10 03:26:14.551614, cost_time=0:00:26.068752 2021-04-10 03:26:05,983 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=7.89ms, fps=1377 images/s, loss=0.5271, top1-acc=83.78%, top5-acc=98.02%, remaining_time=0:00:08.564648, arrival_time=2021-04-10 03:26:14.548350, cost_time=0:00:27.928260 2021-04-10 03:26:07,840 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.51ms, fps=1379 images/s, loss=0.5302, top1-acc=83.68%, top5-acc=97.99%, remaining_time=0:00:06.701544, arrival_time=2021-04-10 03:26:14.541594, cost_time=0:00:29.784693 2021-04-10 03:26:09,683 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.39ms, fps=1389 images/s, loss=0.5317, top1-acc=83.57%, top5-acc=97.99%, remaining_time=0:00:04.837196, arrival_time=2021-04-10 03:26:14.520331, cost_time=0:00:31.627773 2021-04-10 03:26:11,527 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.51ms, fps=1389 images/s, loss=0.5349, top1-acc=83.50%, top5-acc=97.95%, remaining_time=0:00:02.975264, arrival_time=2021-04-10 03:26:14.502377, cost_time=0:00:33.471740 2021-04-10 03:26:13,375 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.44ms, fps=1385 images/s, loss=0.5374, top1-acc=83.40%, top5-acc=97.94%, remaining_time=0:00:01.115370, arrival_time=2021-04-10 03:26:14.490808, cost_time=0:00:35.320054 2021-04-10 03:26:14,370 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.59ms, fps=1367 images/s, loss=0.5398, top1-acc=83.31%, top5-acc=97.94%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:14.370645, cost_time=0:00:36.315290 2021-04-10 03:26:14,834 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=0.21ms, fps=5535 images/s, loss=1.5706, top1-acc=61.13%, top5-acc=87.23%, remaining_time=0:00:01.387500, arrival_time=2021-04-10 03:26:16.222227, cost_time=0:00:00.462501 2021-04-10 03:26:15,190 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.42ms, fps=7195 images/s, loss=1.5349, top1-acc=62.23%, top5-acc=87.66%, remaining_time=0:00:00.818660, arrival_time=2021-04-10 03:26:16.009548, cost_time=0:00:00.818660 2021-04-10 03:26:15,545 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.87ms, fps=7225 images/s, loss=1.5444, top1-acc=62.25%, top5-acc=87.77%, remaining_time=0:00:00.391110, arrival_time=2021-04-10 03:26:15.936683, cost_time=0:00:01.173335 2021-04-10 03:26:15,884 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.08ms, fps=6856 images/s, loss=1.5372, top1-acc=62.11%, top5-acc=87.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:15.884339, cost_time=0:00:01.512103 2021-04-10 03:26:15,966 INFO : Epoch=0120 complete, best val top1-acc=64.45%, top5-acc=88.98% (epoch=116), remaining_time=0:50:44.933120, arrival_time=2021-04-10 04:17:00.899210, cost_time=1:16:07.399644 2021-04-10 03:26:15,967 INFO : Train start, epoch=0121, lr=0.034549 2021-04-10 03:26:18,046 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=2.33ms, fps=1231 images/s, loss=0.5568, top1-acc=82.85%, top5-acc=98.16%, remaining_time=0:00:38.667912, arrival_time=2021-04-10 03:26:56.714132, cost_time=0:00:02.078919 2021-04-10 03:26:19,896 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.93ms, fps=1384 images/s, loss=0.5345, top1-acc=83.59%, top5-acc=98.20%, remaining_time=0:00:34.578368, arrival_time=2021-04-10 03:26:54.474995, cost_time=0:00:03.929362 2021-04-10 03:26:21,749 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.72ms, fps=1382 images/s, loss=0.5183, top1-acc=84.31%, top5-acc=98.32%, remaining_time=0:00:31.993512, arrival_time=2021-04-10 03:26:53.742848, cost_time=0:00:05.781952 2021-04-10 03:26:23,605 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=2.20ms, fps=1380 images/s, loss=0.5159, top1-acc=84.18%, top5-acc=98.32%, remaining_time=0:00:29.787576, arrival_time=2021-04-10 03:26:53.392768, cost_time=0:00:07.637856 2021-04-10 03:26:25,455 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.47ms, fps=1384 images/s, loss=0.5076, top1-acc=84.47%, top5-acc=98.27%, remaining_time=0:00:27.705106, arrival_time=2021-04-10 03:26:53.160440, cost_time=0:00:09.488059 2021-04-10 03:26:27,300 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.47ms, fps=1388 images/s, loss=0.5040, top1-acc=84.58%, top5-acc=98.27%, remaining_time=0:00:25.688632, arrival_time=2021-04-10 03:26:52.989185, cost_time=0:00:11.333207 2021-04-10 03:26:29,147 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=2.07ms, fps=1387 images/s, loss=0.5053, top1-acc=84.54%, top5-acc=98.26%, remaining_time=0:00:23.724288, arrival_time=2021-04-10 03:26:52.871718, cost_time=0:00:13.180151 2021-04-10 03:26:30,984 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.95ms, fps=1394 images/s, loss=0.5047, top1-acc=84.56%, top5-acc=98.33%, remaining_time=0:00:21.774128, arrival_time=2021-04-10 03:26:52.758069, cost_time=0:00:15.016654 2021-04-10 03:26:32,826 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.53ms, fps=1390 images/s, loss=0.5102, top1-acc=84.37%, top5-acc=98.23%, remaining_time=0:00:19.856344, arrival_time=2021-04-10 03:26:52.682748, cost_time=0:00:16.859150 2021-04-10 03:26:34,691 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.51ms, fps=1373 images/s, loss=0.5109, top1-acc=84.34%, top5-acc=98.21%, remaining_time=0:00:17.975520, arrival_time=2021-04-10 03:26:52.667361, cost_time=0:00:18.724501 2021-04-10 03:26:36,536 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.38ms, fps=1388 images/s, loss=0.5122, top1-acc=84.27%, top5-acc=98.23%, remaining_time=0:00:16.081226, arrival_time=2021-04-10 03:26:52.617492, cost_time=0:00:20.568978 2021-04-10 03:26:38,381 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.74ms, fps=1387 images/s, loss=0.5142, top1-acc=84.19%, top5-acc=98.17%, remaining_time=0:00:14.195964, arrival_time=2021-04-10 03:26:52.577907, cost_time=0:00:22.414690 2021-04-10 03:26:40,228 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.61ms, fps=1387 images/s, loss=0.5150, top1-acc=84.13%, top5-acc=98.12%, remaining_time=0:00:12.317184, arrival_time=2021-04-10 03:26:52.545545, cost_time=0:00:24.261104 2021-04-10 03:26:42,069 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.83ms, fps=1391 images/s, loss=0.5172, top1-acc=84.04%, top5-acc=98.12%, remaining_time=0:00:10.440752, arrival_time=2021-04-10 03:26:52.510011, cost_time=0:00:26.101946 2021-04-10 03:26:43,917 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.54ms, fps=1386 images/s, loss=0.5208, top1-acc=83.90%, top5-acc=98.11%, remaining_time=0:00:08.571272, arrival_time=2021-04-10 03:26:52.488292, cost_time=0:00:27.949764 2021-04-10 03:26:45,764 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.62ms, fps=1386 images/s, loss=0.5262, top1-acc=83.72%, top5-acc=98.07%, remaining_time=0:00:06.704424, arrival_time=2021-04-10 03:26:52.469080, cost_time=0:00:29.797406 2021-04-10 03:26:47,608 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.84ms, fps=1389 images/s, loss=0.5293, top1-acc=83.61%, top5-acc=98.04%, remaining_time=0:00:04.839224, arrival_time=2021-04-10 03:26:52.447654, cost_time=0:00:31.641092 2021-04-10 03:26:49,453 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.47ms, fps=1388 images/s, loss=0.5322, top1-acc=83.54%, top5-acc=98.01%, remaining_time=0:00:02.976560, arrival_time=2021-04-10 03:26:52.430119, cost_time=0:00:33.486251 2021-04-10 03:26:51,304 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.95ms, fps=1384 images/s, loss=0.5347, top1-acc=83.47%, top5-acc=97.99%, remaining_time=0:00:01.115898, arrival_time=2021-04-10 03:26:52.420012, cost_time=0:00:35.336840 2021-04-10 03:26:52,296 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.40ms, fps=1371 images/s, loss=0.5347, top1-acc=83.47%, top5-acc=97.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:52.296170, cost_time=0:00:36.328916 2021-04-10 03:26:52,732 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=3.25ms, fps=5890 images/s, loss=1.4216, top1-acc=63.40%, top5-acc=89.73%, remaining_time=0:00:01.303920, arrival_time=2021-04-10 03:26:54.036276, cost_time=0:00:00.434639 2021-04-10 03:26:53,090 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.28ms, fps=7156 images/s, loss=1.4304, top1-acc=63.71%, top5-acc=89.55%, remaining_time=0:00:00.792760, arrival_time=2021-04-10 03:26:53.883248, cost_time=0:00:00.792768 2021-04-10 03:26:53,446 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=2.06ms, fps=7191 images/s, loss=1.4177, top1-acc=63.95%, top5-acc=89.70%, remaining_time=0:00:00.383030, arrival_time=2021-04-10 03:26:53.829907, cost_time=0:00:01.149088 2021-04-10 03:26:53,792 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.09ms, fps=6722 images/s, loss=1.4163, top1-acc=64.21%, top5-acc=89.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:53.792500, cost_time=0:00:01.494783 2021-04-10 03:26:53,911 INFO : Epoch=0121 complete, best val top1-acc=64.45%, top5-acc=88.98% (epoch=116), remaining_time=0:50:06.795300, arrival_time=2021-04-10 04:17:00.706411, cost_time=1:16:45.344679 2021-04-10 03:26:53,912 INFO : Train start, epoch=0122, lr=0.033804 2021-04-10 03:26:56,048 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=2.19ms, fps=1199 images/s, loss=0.5036, top1-acc=83.59%, top5-acc=98.44%, remaining_time=0:00:39.725694, arrival_time=2021-04-10 03:27:35.773816, cost_time=0:00:02.135786 2021-04-10 03:26:57,897 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.55ms, fps=1385 images/s, loss=0.4888, top1-acc=84.86%, top5-acc=98.52%, remaining_time=0:00:35.068352, arrival_time=2021-04-10 03:27:32.965667, cost_time=0:00:03.985033 2021-04-10 03:26:59,744 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.90ms, fps=1386 images/s, loss=0.4925, top1-acc=84.58%, top5-acc=98.36%, remaining_time=0:00:32.272392, arrival_time=2021-04-10 03:27:32.017200, cost_time=0:00:05.832352 2021-04-10 03:27:01,609 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.72ms, fps=1373 images/s, loss=0.4912, top1-acc=84.60%, top5-acc=98.41%, remaining_time=0:00:30.018924, arrival_time=2021-04-10 03:27:31.628475, cost_time=0:00:07.697155 2021-04-10 03:27:03,469 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.40ms, fps=1377 images/s, loss=0.4831, top1-acc=84.89%, top5-acc=98.36%, remaining_time=0:00:27.907170, arrival_time=2021-04-10 03:27:31.376697, cost_time=0:00:09.557256 2021-04-10 03:27:05,324 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.92ms, fps=1380 images/s, loss=0.4834, top1-acc=85.09%, top5-acc=98.30%, remaining_time=0:00:25.868016, arrival_time=2021-04-10 03:27:31.192772, cost_time=0:00:11.412349 2021-04-10 03:27:07,171 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.38ms, fps=1387 images/s, loss=0.4874, top1-acc=84.97%, top5-acc=98.29%, remaining_time=0:00:23.866416, arrival_time=2021-04-10 03:27:31.037781, cost_time=0:00:13.259089 2021-04-10 03:27:09,014 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.48ms, fps=1389 images/s, loss=0.4900, top1-acc=84.79%, top5-acc=98.26%, remaining_time=0:00:21.898016, arrival_time=2021-04-10 03:27:30.912360, cost_time=0:00:15.102073 2021-04-10 03:27:10,872 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.45ms, fps=1378 images/s, loss=0.4938, top1-acc=84.67%, top5-acc=98.25%, remaining_time=0:00:19.975382, arrival_time=2021-04-10 03:27:30.848108, cost_time=0:00:16.960266 2021-04-10 03:27:12,720 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.85ms, fps=1386 images/s, loss=0.4990, top1-acc=84.49%, top5-acc=98.25%, remaining_time=0:00:18.056064, arrival_time=2021-04-10 03:27:30.776913, cost_time=0:00:18.808376 2021-04-10 03:27:14,566 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.38ms, fps=1387 images/s, loss=0.5055, top1-acc=84.31%, top5-acc=98.22%, remaining_time=0:00:16.148134, arrival_time=2021-04-10 03:27:30.715056, cost_time=0:00:20.654631 2021-04-10 03:27:16,419 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.71ms, fps=1382 images/s, loss=0.5092, top1-acc=84.13%, top5-acc=98.21%, remaining_time=0:00:14.254484, arrival_time=2021-04-10 03:27:30.673878, cost_time=0:00:22.507034 2021-04-10 03:27:18,264 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.47ms, fps=1388 images/s, loss=0.5121, top1-acc=83.99%, top5-acc=98.20%, remaining_time=0:00:12.363516, arrival_time=2021-04-10 03:27:30.628361, cost_time=0:00:24.352400 2021-04-10 03:27:20,114 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=2.10ms, fps=1384 images/s, loss=0.5129, top1-acc=83.97%, top5-acc=98.21%, remaining_time=0:00:10.481016, arrival_time=2021-04-10 03:27:30.595763, cost_time=0:00:26.202486 2021-04-10 03:27:21,953 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.65ms, fps=1392 images/s, loss=0.5124, top1-acc=83.95%, top5-acc=98.20%, remaining_time=0:00:08.599332, arrival_time=2021-04-10 03:27:30.553042, cost_time=0:00:28.041353 2021-04-10 03:27:23,801 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.47ms, fps=1386 images/s, loss=0.5137, top1-acc=83.90%, top5-acc=98.20%, remaining_time=0:00:06.725124, arrival_time=2021-04-10 03:27:30.526962, cost_time=0:00:29.889386 2021-04-10 03:27:25,651 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.53ms, fps=1385 images/s, loss=0.5140, top1-acc=83.90%, top5-acc=98.21%, remaining_time=0:00:04.854174, arrival_time=2021-04-10 03:27:30.505315, cost_time=0:00:31.738867 2021-04-10 03:27:27,481 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.31ms, fps=1399 images/s, loss=0.5151, top1-acc=83.86%, top5-acc=98.19%, remaining_time=0:00:02.983920, arrival_time=2021-04-10 03:27:30.465300, cost_time=0:00:33.569078 2021-04-10 03:27:29,338 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.22ms, fps=1379 images/s, loss=0.5167, top1-acc=83.78%, top5-acc=98.16%, remaining_time=0:00:01.118706, arrival_time=2021-04-10 03:27:30.456734, cost_time=0:00:35.425603 2021-04-10 03:27:30,332 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.22ms, fps=1369 images/s, loss=0.5180, top1-acc=83.73%, top5-acc=98.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:30.332015, cost_time=0:00:36.419738 2021-04-10 03:27:30,778 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=0.41ms, fps=5750 images/s, loss=1.5452, top1-acc=63.28%, top5-acc=88.48%, remaining_time=0:00:01.335510, arrival_time=2021-04-10 03:27:32.114305, cost_time=0:00:00.445168 2021-04-10 03:27:31,138 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.50ms, fps=7125 images/s, loss=1.5257, top1-acc=63.26%, top5-acc=88.16%, remaining_time=0:00:00.804960, arrival_time=2021-04-10 03:27:31.943507, cost_time=0:00:00.804968 2021-04-10 03:27:31,492 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.49ms, fps=7247 images/s, loss=1.4769, top1-acc=63.89%, top5-acc=88.54%, remaining_time=0:00:00.386180, arrival_time=2021-04-10 03:27:31.878290, cost_time=0:00:01.158537 2021-04-10 03:27:31,824 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.07ms, fps=6993 images/s, loss=1.4489, top1-acc=64.03%, top5-acc=88.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:31.824196, cost_time=0:00:01.490638 2021-04-10 03:27:31,899 INFO : Epoch=0122 complete, best val top1-acc=64.45%, top5-acc=88.98% (epoch=116), remaining_time=0:49:28.688190, arrival_time=2021-04-10 04:17:00.587435, cost_time=1:17:23.332817 2021-04-10 03:27:31,900 INFO : Train start, epoch=0123, lr=0.033063 2021-04-10 03:27:33,985 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=0.36ms, fps=1228 images/s, loss=0.4956, top1-acc=84.92%, top5-acc=98.12%, remaining_time=0:00:38.778954, arrival_time=2021-04-10 03:28:12.764229, cost_time=0:00:02.084890 2021-04-10 03:27:35,831 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.53ms, fps=1387 images/s, loss=0.4953, top1-acc=85.18%, top5-acc=98.03%, remaining_time=0:00:34.592800, arrival_time=2021-04-10 03:28:10.424146, cost_time=0:00:03.931006 2021-04-10 03:27:37,682 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.54ms, fps=1383 images/s, loss=0.4838, top1-acc=85.22%, top5-acc=98.22%, remaining_time=0:00:31.996832, arrival_time=2021-04-10 03:28:09.679711, cost_time=0:00:05.782550 2021-04-10 03:27:39,526 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.50ms, fps=1389 images/s, loss=0.4795, top1-acc=85.45%, top5-acc=98.29%, remaining_time=0:00:29.740308, arrival_time=2021-04-10 03:28:09.266434, cost_time=0:00:07.625737 2021-04-10 03:27:41,377 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.42ms, fps=1383 images/s, loss=0.4841, top1-acc=85.16%, top5-acc=98.31%, remaining_time=0:00:27.673862, arrival_time=2021-04-10 03:28:09.051532, cost_time=0:00:09.477327 2021-04-10 03:27:43,219 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.33ms, fps=1391 images/s, loss=0.4888, top1-acc=84.95%, top5-acc=98.35%, remaining_time=0:00:25.655720, arrival_time=2021-04-10 03:28:08.874762, cost_time=0:00:11.318698 2021-04-10 03:27:45,052 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.65ms, fps=1397 images/s, loss=0.4921, top1-acc=84.93%, top5-acc=98.28%, remaining_time=0:00:23.673384, arrival_time=2021-04-10 03:28:08.725599, cost_time=0:00:13.151857 2021-04-10 03:27:46,903 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=2.01ms, fps=1383 images/s, loss=0.4905, top1-acc=85.01%, top5-acc=98.28%, remaining_time=0:00:21.754408, arrival_time=2021-04-10 03:28:08.657891, cost_time=0:00:15.003022 2021-04-10 03:27:48,757 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.82ms, fps=1382 images/s, loss=0.4916, top1-acc=84.89%, top5-acc=98.31%, remaining_time=0:00:19.853588, arrival_time=2021-04-10 03:28:08.610700, cost_time=0:00:16.856775 2021-04-10 03:27:50,602 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=2.06ms, fps=1387 images/s, loss=0.4916, top1-acc=84.87%, top5-acc=98.36%, remaining_time=0:00:17.954400, arrival_time=2021-04-10 03:28:08.557288, cost_time=0:00:18.702535 2021-04-10 03:27:52,441 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.62ms, fps=1393 images/s, loss=0.4935, top1-acc=84.77%, top5-acc=98.31%, remaining_time=0:00:16.059554, arrival_time=2021-04-10 03:28:08.501211, cost_time=0:00:20.541295 2021-04-10 03:27:54,284 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.42ms, fps=1390 images/s, loss=0.4924, top1-acc=84.76%, top5-acc=98.32%, remaining_time=0:00:14.176356, arrival_time=2021-04-10 03:28:08.460453, cost_time=0:00:22.383754 2021-04-10 03:27:56,127 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.38ms, fps=1389 images/s, loss=0.4947, top1-acc=84.64%, top5-acc=98.31%, remaining_time=0:00:12.299760, arrival_time=2021-04-10 03:28:08.426836, cost_time=0:00:24.226745 2021-04-10 03:27:57,979 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.67ms, fps=1383 images/s, loss=0.4958, top1-acc=84.64%, top5-acc=98.31%, remaining_time=0:00:10.431456, arrival_time=2021-04-10 03:28:08.410423, cost_time=0:00:26.078620 2021-04-10 03:27:59,828 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.57ms, fps=1384 images/s, loss=0.5003, top1-acc=84.54%, top5-acc=98.27%, remaining_time=0:00:08.564694, arrival_time=2021-04-10 03:28:08.393364, cost_time=0:00:27.928329 2021-04-10 03:28:01,689 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.66ms, fps=1376 images/s, loss=0.5026, top1-acc=84.48%, top5-acc=98.27%, remaining_time=0:00:06.702444, arrival_time=2021-04-10 03:28:08.391411, cost_time=0:00:29.788621 2021-04-10 03:28:03,537 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.44ms, fps=1385 images/s, loss=0.5061, top1-acc=84.38%, top5-acc=98.22%, remaining_time=0:00:04.838574, arrival_time=2021-04-10 03:28:08.375764, cost_time=0:00:31.636802 2021-04-10 03:28:05,386 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.49ms, fps=1384 images/s, loss=0.5072, top1-acc=84.34%, top5-acc=98.18%, remaining_time=0:00:02.976576, arrival_time=2021-04-10 03:28:08.363388, cost_time=0:00:33.486441 2021-04-10 03:28:07,241 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.23ms, fps=1381 images/s, loss=0.5108, top1-acc=84.23%, top5-acc=98.15%, remaining_time=0:00:01.116024, arrival_time=2021-04-10 03:28:08.357188, cost_time=0:00:35.340828 2021-04-10 03:28:08,238 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.27ms, fps=1365 images/s, loss=0.5121, top1-acc=84.17%, top5-acc=98.13%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:08.238088, cost_time=0:00:36.337749 2021-04-10 03:28:08,687 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=3.62ms, fps=5715 images/s, loss=1.5316, top1-acc=62.93%, top5-acc=88.24%, remaining_time=0:00:01.343730, arrival_time=2021-04-10 03:28:10.031295, cost_time=0:00:00.447910 2021-04-10 03:28:09,041 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.33ms, fps=7250 images/s, loss=1.4874, top1-acc=63.57%, top5-acc=88.44%, remaining_time=0:00:00.801540, arrival_time=2021-04-10 03:28:09.842675, cost_time=0:00:00.801545 2021-04-10 03:28:09,395 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=2.05ms, fps=7228 images/s, loss=1.4946, top1-acc=62.99%, top5-acc=88.42%, remaining_time=0:00:00.385350, arrival_time=2021-04-10 03:28:09.781001, cost_time=0:00:01.156053 2021-04-10 03:28:09,734 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.09ms, fps=6856 images/s, loss=1.4792, top1-acc=63.19%, top5-acc=88.45%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:09.734433, cost_time=0:00:01.494802 2021-04-10 03:28:09,919 INFO : Epoch=0123 complete, best val top1-acc=64.45%, top5-acc=88.98% (epoch=116), remaining_time=0:48:50.603060, arrival_time=2021-04-10 04:17:00.522433, cost_time=1:18:01.352943 2021-04-10 03:28:09,920 INFO : Train start, epoch=0124, lr=0.032326 2021-04-10 03:28:11,961 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.32ms, fps=1254 images/s, loss=0.4751, top1-acc=85.27%, top5-acc=98.79%, remaining_time=0:00:37.963716, arrival_time=2021-04-10 03:28:49.925377, cost_time=0:00:02.041060 2021-04-10 03:28:13,810 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.44ms, fps=1385 images/s, loss=0.4731, top1-acc=85.33%, top5-acc=98.69%, remaining_time=0:00:34.232528, arrival_time=2021-04-10 03:28:48.043192, cost_time=0:00:03.890052 2021-04-10 03:28:15,667 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.53ms, fps=1379 images/s, loss=0.4737, top1-acc=85.27%, top5-acc=98.65%, remaining_time=0:00:31.798296, arrival_time=2021-04-10 03:28:47.465557, cost_time=0:00:05.746691 2021-04-10 03:28:17,504 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.40ms, fps=1394 images/s, loss=0.4720, top1-acc=85.24%, top5-acc=98.67%, remaining_time=0:00:29.578380, arrival_time=2021-04-10 03:28:47.083152, cost_time=0:00:07.584219 2021-04-10 03:28:19,349 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.54ms, fps=1388 images/s, loss=0.4689, top1-acc=85.31%, top5-acc=98.67%, remaining_time=0:00:27.532972, arrival_time=2021-04-10 03:28:46.882811, cost_time=0:00:09.429109 2021-04-10 03:28:21,201 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.97ms, fps=1383 images/s, loss=0.4723, top1-acc=85.29%, top5-acc=98.59%, remaining_time=0:00:25.569768, arrival_time=2021-04-10 03:28:46.771092, cost_time=0:00:11.280783 2021-04-10 03:28:23,040 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.40ms, fps=1393 images/s, loss=0.4728, top1-acc=85.22%, top5-acc=98.57%, remaining_time=0:00:23.615172, arrival_time=2021-04-10 03:28:46.655273, cost_time=0:00:13.119551 2021-04-10 03:28:24,893 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.67ms, fps=1382 images/s, loss=0.4740, top1-acc=85.21%, top5-acc=98.51%, remaining_time=0:00:21.710212, arrival_time=2021-04-10 03:28:46.603333, cost_time=0:00:14.972557 2021-04-10 03:28:26,746 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.85ms, fps=1382 images/s, loss=0.4759, top1-acc=85.10%, top5-acc=98.50%, remaining_time=0:00:19.817124, arrival_time=2021-04-10 03:28:46.563553, cost_time=0:00:16.825869 2021-04-10 03:28:28,587 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.50ms, fps=1391 images/s, loss=0.4781, top1-acc=85.05%, top5-acc=98.47%, remaining_time=0:00:17.919840, arrival_time=2021-04-10 03:28:46.506997, cost_time=0:00:18.666541 2021-04-10 03:28:30,438 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.47ms, fps=1383 images/s, loss=0.4796, top1-acc=85.01%, top5-acc=98.45%, remaining_time=0:00:16.041666, arrival_time=2021-04-10 03:28:46.480577, cost_time=0:00:20.518357 2021-04-10 03:28:32,288 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.49ms, fps=1385 images/s, loss=0.4825, top1-acc=84.90%, top5-acc=98.41%, remaining_time=0:00:14.166096, arrival_time=2021-04-10 03:28:46.454163, cost_time=0:00:22.367520 2021-04-10 03:28:34,135 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.52ms, fps=1386 images/s, loss=0.4842, top1-acc=84.83%, top5-acc=98.38%, remaining_time=0:00:12.293490, arrival_time=2021-04-10 03:28:46.428497, cost_time=0:00:24.214420 2021-04-10 03:28:35,975 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.63ms, fps=1392 images/s, loss=0.4866, top1-acc=84.77%, top5-acc=98.35%, remaining_time=0:00:10.421880, arrival_time=2021-04-10 03:28:46.397194, cost_time=0:00:26.054681 2021-04-10 03:28:37,824 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.71ms, fps=1385 images/s, loss=0.4890, top1-acc=84.68%, top5-acc=98.32%, remaining_time=0:00:08.557288, arrival_time=2021-04-10 03:28:46.382095, cost_time=0:00:27.904174 2021-04-10 03:28:39,677 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.40ms, fps=1382 images/s, loss=0.4931, top1-acc=84.56%, top5-acc=98.29%, remaining_time=0:00:06.695316, arrival_time=2021-04-10 03:28:46.372834, cost_time=0:00:29.756922 2021-04-10 03:28:41,535 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.77ms, fps=1378 images/s, loss=0.4953, top1-acc=84.51%, top5-acc=98.29%, remaining_time=0:00:04.835168, arrival_time=2021-04-10 03:28:46.370496, cost_time=0:00:31.614635 2021-04-10 03:28:43,409 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.67ms, fps=1367 images/s, loss=0.4973, top1-acc=84.43%, top5-acc=98.27%, remaining_time=0:00:02.976752, arrival_time=2021-04-10 03:28:46.385942, cost_time=0:00:33.488543 2021-04-10 03:28:45,254 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.34ms, fps=1387 images/s, loss=0.5001, top1-acc=84.37%, top5-acc=98.25%, remaining_time=0:00:01.115820, arrival_time=2021-04-10 03:28:46.370748, cost_time=0:00:35.334377 2021-04-10 03:28:46,249 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.21ms, fps=1368 images/s, loss=0.5039, top1-acc=84.31%, top5-acc=98.22%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:46.249712, cost_time=0:00:36.329142 2021-04-10 03:28:46,727 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.40ms, fps=5388 images/s, loss=1.7362, top1-acc=59.77%, top5-acc=85.43%, remaining_time=0:00:01.425240, arrival_time=2021-04-10 03:28:48.152587, cost_time=0:00:00.475082 2021-04-10 03:28:47,088 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.79ms, fps=7094 images/s, loss=1.7009, top1-acc=60.64%, top5-acc=86.48%, remaining_time=0:00:00.836520, arrival_time=2021-04-10 03:28:47.925276, cost_time=0:00:00.836516 2021-04-10 03:28:47,446 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.77ms, fps=7158 images/s, loss=1.6934, top1-acc=60.47%, top5-acc=86.81%, remaining_time=0:00:00.398220, arrival_time=2021-04-10 03:28:47.845095, cost_time=0:00:01.194660 2021-04-10 03:28:47,785 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.08ms, fps=6863 images/s, loss=1.6978, top1-acc=60.35%, top5-acc=86.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:47.785348, cost_time=0:00:01.533189 2021-04-10 03:28:47,910 INFO : Epoch=0124 complete, best val top1-acc=64.45%, top5-acc=88.98% (epoch=116), remaining_time=0:48:12.501176, arrival_time=2021-04-10 04:17:00.411714, cost_time=1:18:39.344075 2021-04-10 03:28:47,912 INFO : Train start, epoch=0125, lr=0.031594 2021-04-10 03:28:49,928 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=1.46ms, fps=1270 images/s, loss=0.5068, top1-acc=84.02%, top5-acc=98.16%, remaining_time=0:00:37.502994, arrival_time=2021-04-10 03:29:27.431731, cost_time=0:00:02.016293 2021-04-10 03:28:51,768 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.54ms, fps=1392 images/s, loss=0.4956, top1-acc=84.71%, top5-acc=98.09%, remaining_time=0:00:33.933152, arrival_time=2021-04-10 03:29:25.701629, cost_time=0:00:03.856030 2021-04-10 03:28:53,607 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.73ms, fps=1392 images/s, loss=0.4906, top1-acc=84.83%, top5-acc=98.26%, remaining_time=0:00:31.512942, arrival_time=2021-04-10 03:29:25.120491, cost_time=0:00:05.695106 2021-04-10 03:28:55,453 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=2.40ms, fps=1387 images/s, loss=0.4806, top1-acc=85.05%, top5-acc=98.43%, remaining_time=0:00:29.410680, arrival_time=2021-04-10 03:29:24.864372, cost_time=0:00:07.541215 2021-04-10 03:28:57,293 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.58ms, fps=1392 images/s, loss=0.4731, top1-acc=85.08%, top5-acc=98.48%, remaining_time=0:00:27.391936, arrival_time=2021-04-10 03:29:24.685184, cost_time=0:00:09.380785 2021-04-10 03:28:59,127 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.57ms, fps=1396 images/s, loss=0.4769, top1-acc=84.91%, top5-acc=98.51%, remaining_time=0:00:25.419352, arrival_time=2021-04-10 03:29:24.546275, cost_time=0:00:11.214418 2021-04-10 03:29:00,962 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.51ms, fps=1395 images/s, loss=0.4743, top1-acc=84.93%, top5-acc=98.52%, remaining_time=0:00:23.490432, arrival_time=2021-04-10 03:29:24.453110, cost_time=0:00:13.050230 2021-04-10 03:29:02,804 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.41ms, fps=1390 images/s, loss=0.4779, top1-acc=84.85%, top5-acc=98.50%, remaining_time=0:00:21.592936, arrival_time=2021-04-10 03:29:24.397110, cost_time=0:00:14.891713 2021-04-10 03:29:04,653 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.37ms, fps=1384 images/s, loss=0.4760, top1-acc=84.92%, top5-acc=98.52%, remaining_time=0:00:19.717590, arrival_time=2021-04-10 03:29:24.371394, cost_time=0:00:16.741360 2021-04-10 03:29:06,501 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.86ms, fps=1386 images/s, loss=0.4770, top1-acc=84.96%, top5-acc=98.52%, remaining_time=0:00:17.844864, arrival_time=2021-04-10 03:29:24.345800, cost_time=0:00:18.588428 2021-04-10 03:29:08,361 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.91ms, fps=1376 images/s, loss=0.4783, top1-acc=84.89%, top5-acc=98.54%, remaining_time=0:00:15.987486, arrival_time=2021-04-10 03:29:24.349123, cost_time=0:00:20.449126 2021-04-10 03:29:10,214 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.36ms, fps=1382 images/s, loss=0.4785, top1-acc=84.92%, top5-acc=98.50%, remaining_time=0:00:14.124676, arrival_time=2021-04-10 03:29:24.339317, cost_time=0:00:22.302141 2021-04-10 03:29:12,078 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=2.22ms, fps=1374 images/s, loss=0.4790, top1-acc=84.90%, top5-acc=98.49%, remaining_time=0:00:12.268674, arrival_time=2021-04-10 03:29:24.346688, cost_time=0:00:24.165563 2021-04-10 03:29:13,920 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.58ms, fps=1390 images/s, loss=0.4789, top1-acc=84.89%, top5-acc=98.48%, remaining_time=0:00:10.403232, arrival_time=2021-04-10 03:29:24.323779, cost_time=0:00:26.008048 2021-04-10 03:29:15,763 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.52ms, fps=1389 images/s, loss=0.4803, top1-acc=84.83%, top5-acc=98.45%, remaining_time=0:00:08.541050, arrival_time=2021-04-10 03:29:24.304749, cost_time=0:00:27.851216 2021-04-10 03:29:17,624 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.72ms, fps=1376 images/s, loss=0.4827, top1-acc=84.76%, top5-acc=98.42%, remaining_time=0:00:06.685128, arrival_time=2021-04-10 03:29:24.309178, cost_time=0:00:29.711607 2021-04-10 03:29:19,481 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.86ms, fps=1379 images/s, loss=0.4855, top1-acc=84.70%, top5-acc=98.41%, remaining_time=0:00:04.828200, arrival_time=2021-04-10 03:29:24.309817, cost_time=0:00:31.569084 2021-04-10 03:29:21,340 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=3.19ms, fps=1378 images/s, loss=0.4897, top1-acc=84.59%, top5-acc=98.37%, remaining_time=0:00:02.971392, arrival_time=2021-04-10 03:29:24.311966, cost_time=0:00:33.428070 2021-04-10 03:29:23,181 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.33ms, fps=1391 images/s, loss=0.4919, top1-acc=84.57%, top5-acc=98.35%, remaining_time=0:00:01.113762, arrival_time=2021-04-10 03:29:24.295372, cost_time=0:00:35.269167 2021-04-10 03:29:24,175 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.45ms, fps=1369 images/s, loss=0.4922, top1-acc=84.56%, top5-acc=98.36%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:24.175297, cost_time=0:00:36.262820 2021-04-10 03:29:24,648 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=0.41ms, fps=5429 images/s, loss=1.4629, top1-acc=64.41%, top5-acc=88.67%, remaining_time=0:00:01.414680, arrival_time=2021-04-10 03:29:26.063222, cost_time=0:00:00.471565 2021-04-10 03:29:25,002 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.29ms, fps=7236 images/s, loss=1.4971, top1-acc=63.65%, top5-acc=88.42%, remaining_time=0:00:00.825700, arrival_time=2021-04-10 03:29:25.828358, cost_time=0:00:00.825693 2021-04-10 03:29:25,363 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=2.05ms, fps=7103 images/s, loss=1.5111, top1-acc=63.33%, top5-acc=88.46%, remaining_time=0:00:00.395480, arrival_time=2021-04-10 03:29:25.758940, cost_time=0:00:01.186449 2021-04-10 03:29:25,702 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.08ms, fps=6843 images/s, loss=1.5336, top1-acc=63.33%, top5-acc=88.40%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:25.702914, cost_time=0:00:01.525936 2021-04-10 03:29:25,845 INFO : Epoch=0125 complete, best val top1-acc=64.45%, top5-acc=88.98% (epoch=116), remaining_time=0:47:34.367550, arrival_time=2021-04-10 04:17:00.213200, cost_time=1:19:17.279221 2021-04-10 03:29:25,846 INFO : Train start, epoch=0126, lr=0.030866 2021-04-10 03:29:27,912 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.42ms, fps=1239 images/s, loss=0.4854, top1-acc=85.62%, top5-acc=98.28%, remaining_time=0:00:38.421648, arrival_time=2021-04-10 03:30:06.334121, cost_time=0:00:02.065678 2021-04-10 03:29:29,761 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=0.4759, top1-acc=85.78%, top5-acc=98.28%, remaining_time=0:00:34.447776, arrival_time=2021-04-10 03:30:04.209104, cost_time=0:00:03.914530 2021-04-10 03:29:31,607 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.4771, top1-acc=85.61%, top5-acc=98.44%, remaining_time=0:00:31.876814, arrival_time=2021-04-10 03:30:03.484498, cost_time=0:00:05.760883 2021-04-10 03:29:33,449 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.41ms, fps=1391 images/s, loss=0.4741, top1-acc=85.65%, top5-acc=98.51%, remaining_time=0:00:29.649048, arrival_time=2021-04-10 03:30:03.098165, cost_time=0:00:07.602314 2021-04-10 03:29:35,300 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=2.37ms, fps=1383 images/s, loss=0.4736, top1-acc=85.60%, top5-acc=98.46%, remaining_time=0:00:27.604074, arrival_time=2021-04-10 03:30:02.904317, cost_time=0:00:09.453449 2021-04-10 03:29:37,144 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.79ms, fps=1388 images/s, loss=0.4705, top1-acc=85.72%, top5-acc=98.44%, remaining_time=0:00:25.608936, arrival_time=2021-04-10 03:30:02.753771, cost_time=0:00:11.298031 2021-04-10 03:29:38,995 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.48ms, fps=1384 images/s, loss=0.4726, top1-acc=85.51%, top5-acc=98.43%, remaining_time=0:00:23.667462, arrival_time=2021-04-10 03:30:02.662825, cost_time=0:00:13.148564 2021-04-10 03:29:40,851 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.61ms, fps=1379 images/s, loss=0.4751, top1-acc=85.35%, top5-acc=98.41%, remaining_time=0:00:21.757192, arrival_time=2021-04-10 03:30:02.608952, cost_time=0:00:15.004962 2021-04-10 03:29:42,699 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=2.05ms, fps=1386 images/s, loss=0.4757, top1-acc=85.32%, top5-acc=98.34%, remaining_time=0:00:19.848288, arrival_time=2021-04-10 03:30:02.547404, cost_time=0:00:16.852313 2021-04-10 03:29:44,550 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.61ms, fps=1383 images/s, loss=0.4735, top1-acc=85.37%, top5-acc=98.39%, remaining_time=0:00:17.955456, arrival_time=2021-04-10 03:30:02.505873, cost_time=0:00:18.703597 2021-04-10 03:29:46,397 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.38ms, fps=1386 images/s, loss=0.4744, top1-acc=85.35%, top5-acc=98.39%, remaining_time=0:00:16.066950, arrival_time=2021-04-10 03:30:02.464647, cost_time=0:00:20.550770 2021-04-10 03:29:48,239 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.38ms, fps=1391 images/s, loss=0.4776, top1-acc=85.25%, top5-acc=98.40%, remaining_time=0:00:14.181904, arrival_time=2021-04-10 03:30:02.421167, cost_time=0:00:22.392458 2021-04-10 03:29:50,075 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.4805, top1-acc=85.21%, top5-acc=98.39%, remaining_time=0:00:12.300684, arrival_time=2021-04-10 03:30:02.376119, cost_time=0:00:24.228597 2021-04-10 03:29:51,929 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.40ms, fps=1382 images/s, loss=0.4827, top1-acc=85.12%, top5-acc=98.36%, remaining_time=0:00:10.432856, arrival_time=2021-04-10 03:30:02.361878, cost_time=0:00:26.082150 2021-04-10 03:29:53,775 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.47ms, fps=1387 images/s, loss=0.4839, top1-acc=85.08%, top5-acc=98.35%, remaining_time=0:00:08.564694, arrival_time=2021-04-10 03:30:02.339861, cost_time=0:00:27.928368 2021-04-10 03:29:55,614 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.32ms, fps=1392 images/s, loss=0.4874, top1-acc=84.92%, top5-acc=98.35%, remaining_time=0:00:06.697656, arrival_time=2021-04-10 03:30:02.311810, cost_time=0:00:29.767364 2021-04-10 03:29:57,456 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.60ms, fps=1390 images/s, loss=0.4912, top1-acc=84.72%, top5-acc=98.35%, remaining_time=0:00:04.834492, arrival_time=2021-04-10 03:30:02.291374, cost_time=0:00:31.610079 2021-04-10 03:29:59,306 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=0.4912, top1-acc=84.75%, top5-acc=98.35%, remaining_time=0:00:02.974160, arrival_time=2021-04-10 03:30:02.280304, cost_time=0:00:33.459291 2021-04-10 03:30:01,159 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.22ms, fps=1382 images/s, loss=0.4949, top1-acc=84.62%, top5-acc=98.32%, remaining_time=0:00:01.115136, arrival_time=2021-04-10 03:30:02.274627, cost_time=0:00:35.312692 2021-04-10 03:30:02,153 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.41ms, fps=1369 images/s, loss=0.4970, top1-acc=84.57%, top5-acc=98.30%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:02.153132, cost_time=0:00:36.306289 2021-04-10 03:30:02,593 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=4.08ms, fps=5841 images/s, loss=1.5262, top1-acc=62.27%, top5-acc=88.67%, remaining_time=0:00:01.314780, arrival_time=2021-04-10 03:30:03.908634, cost_time=0:00:00.438262 2021-04-10 03:30:02,951 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.55ms, fps=7166 images/s, loss=1.5080, top1-acc=62.77%, top5-acc=88.54%, remaining_time=0:00:00.795980, arrival_time=2021-04-10 03:30:03.747547, cost_time=0:00:00.795987 2021-04-10 03:30:03,307 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.49ms, fps=7209 images/s, loss=1.5150, top1-acc=62.77%, top5-acc=88.53%, remaining_time=0:00:00.383840, arrival_time=2021-04-10 03:30:03.690931, cost_time=0:00:01.151523 2021-04-10 03:30:03,638 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.08ms, fps=7008 images/s, loss=1.5185, top1-acc=63.01%, top5-acc=88.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:03.638470, cost_time=0:00:01.482945 2021-04-10 03:30:03,726 INFO : Epoch=0126 complete, best val top1-acc=64.45%, top5-acc=88.98% (epoch=116), remaining_time=0:46:56.204902, arrival_time=2021-04-10 04:16:59.931034, cost_time=1:19:55.159707 2021-04-10 03:30:03,727 INFO : Train start, epoch=0127, lr=0.030143 2021-04-10 03:30:05,777 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.44ms, fps=1248 images/s, loss=0.4642, top1-acc=85.27%, top5-acc=98.48%, remaining_time=0:00:38.140044, arrival_time=2021-04-10 03:30:43.917856, cost_time=0:00:02.050536 2021-04-10 03:30:07,628 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.79ms, fps=1384 images/s, loss=0.4658, top1-acc=85.21%, top5-acc=98.54%, remaining_time=0:00:34.327920, arrival_time=2021-04-10 03:30:41.956068, cost_time=0:00:03.900891 2021-04-10 03:30:09,480 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.39ms, fps=1382 images/s, loss=0.4581, top1-acc=85.42%, top5-acc=98.49%, remaining_time=0:00:31.833986, arrival_time=2021-04-10 03:30:41.314381, cost_time=0:00:05.753126 2021-04-10 03:30:11,322 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.49ms, fps=1390 images/s, loss=0.4563, top1-acc=85.52%, top5-acc=98.51%, remaining_time=0:00:29.620656, arrival_time=2021-04-10 03:30:40.942971, cost_time=0:00:07.595056 2021-04-10 03:30:13,168 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.46ms, fps=1387 images/s, loss=0.4600, top1-acc=85.41%, top5-acc=98.48%, remaining_time=0:00:27.567720, arrival_time=2021-04-10 03:30:40.735960, cost_time=0:00:09.440984 2021-04-10 03:30:15,011 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=2.60ms, fps=1389 images/s, loss=0.4581, top1-acc=85.63%, top5-acc=98.43%, remaining_time=0:00:25.577928, arrival_time=2021-04-10 03:30:40.589654, cost_time=0:00:11.284380 2021-04-10 03:30:16,854 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.46ms, fps=1390 images/s, loss=0.4582, top1-acc=85.67%, top5-acc=98.42%, remaining_time=0:00:23.628276, arrival_time=2021-04-10 03:30:40.482463, cost_time=0:00:13.126836 2021-04-10 03:30:18,718 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=2.93ms, fps=1374 images/s, loss=0.4582, top1-acc=85.69%, top5-acc=98.39%, remaining_time=0:00:21.737124, arrival_time=2021-04-10 03:30:40.455655, cost_time=0:00:14.991109 2021-04-10 03:30:20,566 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.39ms, fps=1386 images/s, loss=0.4578, top1-acc=85.63%, top5-acc=98.42%, remaining_time=0:00:19.833342, arrival_time=2021-04-10 03:30:40.400224, cost_time=0:00:16.839602 2021-04-10 03:30:22,422 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.34ms, fps=1380 images/s, loss=0.4616, top1-acc=85.53%, top5-acc=98.39%, remaining_time=0:00:17.947200, arrival_time=2021-04-10 03:30:40.369495, cost_time=0:00:18.695041 2021-04-10 03:30:24,270 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.51ms, fps=1386 images/s, loss=0.4645, top1-acc=85.47%, top5-acc=98.40%, remaining_time=0:00:16.060844, arrival_time=2021-04-10 03:30:40.331071, cost_time=0:00:20.542933 2021-04-10 03:30:26,124 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.86ms, fps=1381 images/s, loss=0.4671, top1-acc=85.37%, top5-acc=98.40%, remaining_time=0:00:14.184944, arrival_time=2021-04-10 03:30:40.309531, cost_time=0:00:22.397243 2021-04-10 03:30:27,964 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.79ms, fps=1392 images/s, loss=0.4702, top1-acc=85.31%, top5-acc=98.39%, remaining_time=0:00:12.304974, arrival_time=2021-04-10 03:30:40.269352, cost_time=0:00:24.237105 2021-04-10 03:30:29,807 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.52ms, fps=1389 images/s, loss=0.4729, top1-acc=85.22%, top5-acc=98.38%, remaining_time=0:00:10.432184, arrival_time=2021-04-10 03:30:40.239912, cost_time=0:00:26.080482 2021-04-10 03:30:31,649 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=2.25ms, fps=1390 images/s, loss=0.4748, top1-acc=85.10%, top5-acc=98.37%, remaining_time=0:00:08.562762, arrival_time=2021-04-10 03:30:40.212145, cost_time=0:00:27.922117 2021-04-10 03:30:33,503 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=2.17ms, fps=1381 images/s, loss=0.4756, top1-acc=85.10%, top5-acc=98.38%, remaining_time=0:00:06.699636, arrival_time=2021-04-10 03:30:40.203163, cost_time=0:00:29.776223 2021-04-10 03:30:35,342 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.38ms, fps=1393 images/s, loss=0.4774, top1-acc=85.06%, top5-acc=98.36%, remaining_time=0:00:04.835246, arrival_time=2021-04-10 03:30:40.177522, cost_time=0:00:31.615007 2021-04-10 03:30:37,205 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.43ms, fps=1374 images/s, loss=0.4771, top1-acc=85.05%, top5-acc=98.36%, remaining_time=0:00:02.975840, arrival_time=2021-04-10 03:30:40.181314, cost_time=0:00:33.478161 2021-04-10 03:30:39,061 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.81ms, fps=1380 images/s, loss=0.4786, top1-acc=85.03%, top5-acc=98.36%, remaining_time=0:00:01.115802, arrival_time=2021-04-10 03:30:40.176995, cost_time=0:00:35.333807 2021-04-10 03:30:40,064 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.42ms, fps=1356 images/s, loss=0.4793, top1-acc=84.98%, top5-acc=98.37%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:40.064918, cost_time=0:00:36.337612 2021-04-10 03:30:40,527 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=2.04ms, fps=5562 images/s, loss=1.5216, top1-acc=63.55%, top5-acc=88.20%, remaining_time=0:00:01.380780, arrival_time=2021-04-10 03:30:41.908504, cost_time=0:00:00.460255 2021-04-10 03:30:40,888 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=2.46ms, fps=7110 images/s, loss=1.4909, top1-acc=64.24%, top5-acc=89.00%, remaining_time=0:00:00.820740, arrival_time=2021-04-10 03:30:41.708917, cost_time=0:00:00.820746 2021-04-10 03:30:41,250 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=2.79ms, fps=7084 images/s, loss=1.5145, top1-acc=63.61%, top5-acc=88.83%, remaining_time=0:00:00.394160, arrival_time=2021-04-10 03:30:41.644126, cost_time=0:00:01.182475 2021-04-10 03:30:41,586 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.07ms, fps=6894 images/s, loss=1.5037, top1-acc=63.58%, top5-acc=88.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:41.586936, cost_time=0:00:01.519507 2021-04-10 03:30:41,682 INFO : Epoch=0127 complete, best val top1-acc=64.45%, top5-acc=88.98% (epoch=116), remaining_time=0:46:18.090263, arrival_time=2021-04-10 04:16:59.772679, cost_time=1:20:33.115950 2021-04-10 03:30:41,684 INFO : Train start, epoch=0128, lr=0.029424 2021-04-10 03:30:43,715 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.46ms, fps=1261 images/s, loss=0.4504, top1-acc=85.74%, top5-acc=98.75%, remaining_time=0:00:37.772508, arrival_time=2021-04-10 03:31:21.487635, cost_time=0:00:02.030779 2021-04-10 03:30:45,555 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.31ms, fps=1391 images/s, loss=0.4507, top1-acc=86.04%, top5-acc=98.61%, remaining_time=0:00:34.065856, arrival_time=2021-04-10 03:31:19.621266, cost_time=0:00:03.871117 2021-04-10 03:30:47,406 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=2.01ms, fps=1383 images/s, loss=0.4380, top1-acc=86.48%, top5-acc=98.74%, remaining_time=0:00:31.661346, arrival_time=2021-04-10 03:31:19.067718, cost_time=0:00:05.721940 2021-04-10 03:30:49,268 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=2.51ms, fps=1375 images/s, loss=0.4380, top1-acc=86.44%, top5-acc=98.69%, remaining_time=0:00:29.578380, arrival_time=2021-04-10 03:31:18.847204, cost_time=0:00:07.584217 2021-04-10 03:30:51,120 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=2.02ms, fps=1383 images/s, loss=0.4376, top1-acc=86.45%, top5-acc=98.68%, remaining_time=0:00:27.552536, arrival_time=2021-04-10 03:31:18.672645, cost_time=0:00:09.435799 2021-04-10 03:30:52,976 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.65ms, fps=1380 images/s, loss=0.4374, top1-acc=86.36%, top5-acc=98.68%, remaining_time=0:00:25.594792, arrival_time=2021-04-10 03:31:18.571004, cost_time=0:00:11.291832 2021-04-10 03:30:54,833 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.44ms, fps=1379 images/s, loss=0.4395, top1-acc=86.35%, top5-acc=98.68%, remaining_time=0:00:23.668974, arrival_time=2021-04-10 03:31:18.502806, cost_time=0:00:13.149463 2021-04-10 03:30:56,690 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.72ms, fps=1379 images/s, loss=0.4391, top1-acc=86.40%, top5-acc=98.67%, remaining_time=0:00:21.759628, arrival_time=2021-04-10 03:31:18.450531, cost_time=0:00:15.006605 2021-04-10 03:30:58,535 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.43ms, fps=1388 images/s, loss=0.4419, top1-acc=86.25%, top5-acc=98.70%, remaining_time=0:00:19.846804, arrival_time=2021-04-10 03:31:18.382162, cost_time=0:00:16.851064 2021-04-10 03:31:00,387 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.73ms, fps=1383 images/s, loss=0.4451, top1-acc=86.12%, top5-acc=98.70%, remaining_time=0:00:17.954592, arrival_time=2021-04-10 03:31:18.341665, cost_time=0:00:18.702700 2021-04-10 03:31:02,259 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=2.19ms, fps=1368 images/s, loss=0.4477, top1-acc=86.00%, top5-acc=98.66%, remaining_time=0:00:16.085698, arrival_time=2021-04-10 03:31:18.344839, cost_time=0:00:20.574763 2021-04-10 03:31:04,108 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.82ms, fps=1385 images/s, loss=0.4502, top1-acc=85.98%, top5-acc=98.63%, remaining_time=0:00:14.201968, arrival_time=2021-04-10 03:31:18.310427, cost_time=0:00:22.424166 2021-04-10 03:31:05,975 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=2.26ms, fps=1371 images/s, loss=0.4520, top1-acc=85.99%, top5-acc=98.62%, remaining_time=0:00:12.332562, arrival_time=2021-04-10 03:31:18.308346, cost_time=0:00:24.291443 2021-04-10 03:31:07,835 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.82ms, fps=1377 images/s, loss=0.4548, top1-acc=85.88%, top5-acc=98.61%, remaining_time=0:00:10.460464, arrival_time=2021-04-10 03:31:18.295926, cost_time=0:00:26.151161 2021-04-10 03:31:09,684 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.85ms, fps=1385 images/s, loss=0.4579, top1-acc=85.75%, top5-acc=98.58%, remaining_time=0:00:08.586728, arrival_time=2021-04-10 03:31:18.271364, cost_time=0:00:28.000245 2021-04-10 03:31:11,541 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.43ms, fps=1379 images/s, loss=0.4608, top1-acc=85.65%, top5-acc=98.56%, remaining_time=0:00:06.717816, arrival_time=2021-04-10 03:31:18.259106, cost_time=0:00:29.856980 2021-04-10 03:31:13,395 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.83ms, fps=1381 images/s, loss=0.4644, top1-acc=85.49%, top5-acc=98.54%, remaining_time=0:00:04.849910, arrival_time=2021-04-10 03:31:18.245207, cost_time=0:00:31.710993 2021-04-10 03:31:15,250 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.53ms, fps=1380 images/s, loss=0.4676, top1-acc=85.38%, top5-acc=98.50%, remaining_time=0:00:02.983696, arrival_time=2021-04-10 03:31:18.234638, cost_time=0:00:33.566644 2021-04-10 03:31:17,095 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.47ms, fps=1388 images/s, loss=0.4706, top1-acc=85.27%, top5-acc=98.49%, remaining_time=0:00:01.118238, arrival_time=2021-04-10 03:31:18.213384, cost_time=0:00:35.410843 2021-04-10 03:31:18,098 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.38ms, fps=1356 images/s, loss=0.4713, top1-acc=85.24%, top5-acc=98.49%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:18.098308, cost_time=0:00:36.413943 2021-04-10 03:31:18,607 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=9.82ms, fps=5051 images/s, loss=1.5299, top1-acc=62.66%, top5-acc=87.50%, remaining_time=0:00:01.520460, arrival_time=2021-04-10 03:31:20.128239, cost_time=0:00:00.506815 2021-04-10 03:31:18,975 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.86ms, fps=6980 images/s, loss=1.5444, top1-acc=62.34%, top5-acc=87.29%, remaining_time=0:00:00.874080, arrival_time=2021-04-10 03:31:19.849077, cost_time=0:00:00.874089 2021-04-10 03:31:19,347 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=3.33ms, fps=6886 images/s, loss=1.5620, top1-acc=62.06%, top5-acc=87.40%, remaining_time=0:00:00.415390, arrival_time=2021-04-10 03:31:19.762809, cost_time=0:00:01.246177 2021-04-10 03:31:19,690 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.07ms, fps=6772 images/s, loss=1.6031, top1-acc=61.78%, top5-acc=87.23%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:19.690808, cost_time=0:00:01.589870 2021-04-10 03:31:19,803 INFO : Epoch=0128 complete, best val top1-acc=64.45%, top5-acc=88.98% (epoch=116), remaining_time=0:45:40.071096, arrival_time=2021-04-10 04:16:59.874990, cost_time=1:21:11.237441 2021-04-10 03:31:19,804 INFO : Train start, epoch=0129, lr=0.028711 2021-04-10 03:31:21,877 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.41ms, fps=1235 images/s, loss=0.4620, top1-acc=84.65%, top5-acc=98.63%, remaining_time=0:00:38.554452, arrival_time=2021-04-10 03:32:00.432356, cost_time=0:00:02.072823 2021-04-10 03:31:23,730 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.91ms, fps=1382 images/s, loss=0.4505, top1-acc=85.51%, top5-acc=98.67%, remaining_time=0:00:34.540528, arrival_time=2021-04-10 03:31:58.270736, cost_time=0:00:03.925065 2021-04-10 03:31:25,599 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.80ms, fps=1370 images/s, loss=0.4542, top1-acc=85.56%, top5-acc=98.58%, remaining_time=0:00:32.060576, arrival_time=2021-04-10 03:31:57.659856, cost_time=0:00:05.794084 2021-04-10 03:31:27,461 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.79ms, fps=1375 images/s, loss=0.4423, top1-acc=86.09%, top5-acc=98.67%, remaining_time=0:00:29.859492, arrival_time=2021-04-10 03:31:57.321019, cost_time=0:00:07.656285 2021-04-10 03:31:29,319 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.56ms, fps=1379 images/s, loss=0.4392, top1-acc=86.24%, top5-acc=98.71%, remaining_time=0:00:27.780150, arrival_time=2021-04-10 03:31:57.099098, cost_time=0:00:09.513728 2021-04-10 03:31:31,171 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.53ms, fps=1383 images/s, loss=0.4377, top1-acc=86.26%, top5-acc=98.73%, remaining_time=0:00:25.762616, arrival_time=2021-04-10 03:31:56.933574, cost_time=0:00:11.365882 2021-04-10 03:31:33,028 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.61ms, fps=1379 images/s, loss=0.4343, top1-acc=86.37%, top5-acc=98.71%, remaining_time=0:00:23.801400, arrival_time=2021-04-10 03:31:56.829610, cost_time=0:00:13.222985 2021-04-10 03:31:34,901 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.43ms, fps=1367 images/s, loss=0.4305, top1-acc=86.47%, top5-acc=98.72%, remaining_time=0:00:21.890128, arrival_time=2021-04-10 03:31:56.791860, cost_time=0:00:15.096633 2021-04-10 03:31:36,759 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.85ms, fps=1379 images/s, loss=0.4351, top1-acc=86.31%, top5-acc=98.67%, remaining_time=0:00:19.968068, arrival_time=2021-04-10 03:31:56.727124, cost_time=0:00:16.953975 2021-04-10 03:31:38,614 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.93ms, fps=1380 images/s, loss=0.4353, top1-acc=86.35%, top5-acc=98.69%, remaining_time=0:00:18.056544, arrival_time=2021-04-10 03:31:56.670750, cost_time=0:00:18.808909 2021-04-10 03:31:40,472 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.87ms, fps=1378 images/s, loss=0.4380, top1-acc=86.19%, top5-acc=98.68%, remaining_time=0:00:16.157852, arrival_time=2021-04-10 03:31:56.630024, cost_time=0:00:20.666974 2021-04-10 03:31:42,325 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.91ms, fps=1382 images/s, loss=0.4373, top1-acc=86.26%, top5-acc=98.66%, remaining_time=0:00:14.262616, arrival_time=2021-04-10 03:31:56.587621, cost_time=0:00:22.519924 2021-04-10 03:31:44,176 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.40ms, fps=1383 images/s, loss=0.4401, top1-acc=86.21%, top5-acc=98.66%, remaining_time=0:00:12.373086, arrival_time=2021-04-10 03:31:56.549368, cost_time=0:00:24.371187 2021-04-10 03:31:46,028 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.67ms, fps=1383 images/s, loss=0.4414, top1-acc=86.13%, top5-acc=98.66%, remaining_time=0:00:10.489304, arrival_time=2021-04-10 03:31:56.517687, cost_time=0:00:26.223292 2021-04-10 03:31:47,887 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.52ms, fps=1377 images/s, loss=0.4444, top1-acc=86.03%, top5-acc=98.65%, remaining_time=0:00:08.612028, arrival_time=2021-04-10 03:31:56.499848, cost_time=0:00:28.082682 2021-04-10 03:31:49,747 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.33ms, fps=1377 images/s, loss=0.4455, top1-acc=85.96%, top5-acc=98.65%, remaining_time=0:00:06.737076, arrival_time=2021-04-10 03:31:56.484690, cost_time=0:00:29.942535 2021-04-10 03:31:51,602 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=2.22ms, fps=1381 images/s, loss=0.4464, top1-acc=85.90%, top5-acc=98.66%, remaining_time=0:00:04.863092, arrival_time=2021-04-10 03:31:56.465405, cost_time=0:00:31.797173 2021-04-10 03:31:53,450 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.79ms, fps=1386 images/s, loss=0.4479, top1-acc=85.89%, top5-acc=98.64%, remaining_time=0:00:02.990656, arrival_time=2021-04-10 03:31:56.440685, cost_time=0:00:33.644868 2021-04-10 03:31:55,296 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.26ms, fps=1387 images/s, loss=0.4506, top1-acc=85.79%, top5-acc=98.63%, remaining_time=0:00:01.120776, arrival_time=2021-04-10 03:31:56.417120, cost_time=0:00:35.491251 2021-04-10 03:31:56,290 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.22ms, fps=1368 images/s, loss=0.4520, top1-acc=85.73%, top5-acc=98.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:56.290916, cost_time=0:00:36.485780 2021-04-10 03:31:56,769 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=0.33ms, fps=5376 images/s, loss=1.5024, top1-acc=62.77%, top5-acc=88.83%, remaining_time=0:00:01.428390, arrival_time=2021-04-10 03:31:58.198177, cost_time=0:00:00.476130 2021-04-10 03:31:57,127 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.58ms, fps=7180 images/s, loss=1.4727, top1-acc=63.93%, top5-acc=88.95%, remaining_time=0:00:00.833460, arrival_time=2021-04-10 03:31:57.960433, cost_time=0:00:00.833462 2021-04-10 03:31:57,490 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.71ms, fps=7052 images/s, loss=1.4494, top1-acc=64.19%, top5-acc=89.26%, remaining_time=0:00:00.398950, arrival_time=2021-04-10 03:31:57.889329, cost_time=0:00:01.196851 2021-04-10 03:31:57,828 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.08ms, fps=6861 images/s, loss=1.4812, top1-acc=64.17%, top5-acc=89.25%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:57.828854, cost_time=0:00:01.535366 2021-04-10 03:31:57,940 INFO : Epoch=0129 complete, best val top1-acc=64.45%, top5-acc=88.98% (epoch=116), remaining_time=0:45:02.058644, arrival_time=2021-04-10 04:16:59.999192, cost_time=1:21:49.374101 2021-04-10 03:31:57,941 INFO : Train start, epoch=0130, lr=0.028003 2021-04-10 03:32:00,018 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.59ms, fps=1233 images/s, loss=0.4397, top1-acc=86.17%, top5-acc=98.98%, remaining_time=0:00:38.620110, arrival_time=2021-04-10 03:32:38.638520, cost_time=0:00:02.076352 2021-04-10 03:32:01,873 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.86ms, fps=1380 images/s, loss=0.4339, top1-acc=86.41%, top5-acc=98.93%, remaining_time=0:00:34.602304, arrival_time=2021-04-10 03:32:36.476105, cost_time=0:00:03.932088 2021-04-10 03:32:03,735 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.46ms, fps=1376 images/s, loss=0.4394, top1-acc=86.09%, top5-acc=98.82%, remaining_time=0:00:32.056924, arrival_time=2021-04-10 03:32:35.792268, cost_time=0:00:05.793424 2021-04-10 03:32:05,595 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.40ms, fps=1377 images/s, loss=0.4402, top1-acc=86.07%, top5-acc=98.73%, remaining_time=0:00:29.846700, arrival_time=2021-04-10 03:32:35.441642, cost_time=0:00:07.653002 2021-04-10 03:32:07,454 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.43ms, fps=1377 images/s, loss=0.4360, top1-acc=86.28%, top5-acc=98.76%, remaining_time=0:00:27.776792, arrival_time=2021-04-10 03:32:35.231113, cost_time=0:00:09.512590 2021-04-10 03:32:09,300 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.90ms, fps=1387 images/s, loss=0.4307, top1-acc=86.53%, top5-acc=98.77%, remaining_time=0:00:25.746432, arrival_time=2021-04-10 03:32:35.047024, cost_time=0:00:11.358728 2021-04-10 03:32:11,158 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.39ms, fps=1378 images/s, loss=0.4283, top1-acc=86.56%, top5-acc=98.76%, remaining_time=0:00:23.790816, arrival_time=2021-04-10 03:32:34.949662, cost_time=0:00:13.217124 2021-04-10 03:32:13,005 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.30ms, fps=1386 images/s, loss=0.4250, top1-acc=86.76%, top5-acc=98.78%, remaining_time=0:00:21.842684, arrival_time=2021-04-10 03:32:34.848324, cost_time=0:00:15.063914 2021-04-10 03:32:14,867 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.91ms, fps=1375 images/s, loss=0.4299, top1-acc=86.55%, top5-acc=98.75%, remaining_time=0:00:19.934678, arrival_time=2021-04-10 03:32:34.802039, cost_time=0:00:16.925635 2021-04-10 03:32:16,714 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=2.15ms, fps=1386 images/s, loss=0.4298, top1-acc=86.47%, top5-acc=98.77%, remaining_time=0:00:18.022080, arrival_time=2021-04-10 03:32:34.736902, cost_time=0:00:18.773031 2021-04-10 03:32:18,562 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.46ms, fps=1386 images/s, loss=0.4334, top1-acc=86.37%, top5-acc=98.74%, remaining_time=0:00:16.121388, arrival_time=2021-04-10 03:32:34.683530, cost_time=0:00:20.620400 2021-04-10 03:32:20,408 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.91ms, fps=1387 images/s, loss=0.4341, top1-acc=86.35%, top5-acc=98.74%, remaining_time=0:00:14.228872, arrival_time=2021-04-10 03:32:34.637181, cost_time=0:00:22.466593 2021-04-10 03:32:22,278 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.90ms, fps=1369 images/s, loss=0.4358, top1-acc=86.33%, top5-acc=98.72%, remaining_time=0:00:12.355794, arrival_time=2021-04-10 03:32:34.634693, cost_time=0:00:24.337135 2021-04-10 03:32:24,136 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.89ms, fps=1378 images/s, loss=0.4369, top1-acc=86.31%, top5-acc=98.72%, remaining_time=0:00:10.477992, arrival_time=2021-04-10 03:32:34.614732, cost_time=0:00:26.194974 2021-04-10 03:32:25,986 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.34ms, fps=1384 images/s, loss=0.4387, top1-acc=86.30%, top5-acc=98.70%, remaining_time=0:00:08.600482, arrival_time=2021-04-10 03:32:34.587295, cost_time=0:00:28.045092 2021-04-10 03:32:27,851 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=2.08ms, fps=1373 images/s, loss=0.4422, top1-acc=86.17%, top5-acc=98.68%, remaining_time=0:00:06.729660, arrival_time=2021-04-10 03:32:34.580991, cost_time=0:00:29.909532 2021-04-10 03:32:29,703 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.86ms, fps=1383 images/s, loss=0.4430, top1-acc=86.14%, top5-acc=98.64%, remaining_time=0:00:04.857658, arrival_time=2021-04-10 03:32:34.561030, cost_time=0:00:31.761613 2021-04-10 03:32:31,552 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.56ms, fps=1385 images/s, loss=0.4452, top1-acc=86.04%, top5-acc=98.66%, remaining_time=0:00:02.987600, arrival_time=2021-04-10 03:32:34.539764, cost_time=0:00:33.610426 2021-04-10 03:32:33,401 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=0.4470, top1-acc=85.97%, top5-acc=98.66%, remaining_time=0:00:01.119768, arrival_time=2021-04-10 03:32:34.520964, cost_time=0:00:35.459321 2021-04-10 03:32:34,404 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.22ms, fps=1357 images/s, loss=0.4479, top1-acc=85.94%, top5-acc=98.66%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:34.404042, cost_time=0:00:36.462271 2021-04-10 03:32:34,874 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=1.49ms, fps=5478 images/s, loss=1.4775, top1-acc=65.23%, top5-acc=88.05%, remaining_time=0:00:01.402020, arrival_time=2021-04-10 03:32:36.276070, cost_time=0:00:00.467336 2021-04-10 03:32:35,235 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.39ms, fps=7089 images/s, loss=1.4861, top1-acc=64.59%, top5-acc=88.03%, remaining_time=0:00:00.828940, arrival_time=2021-04-10 03:32:36.064610, cost_time=0:00:00.828943 2021-04-10 03:32:35,600 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.81ms, fps=7021 images/s, loss=1.4661, top1-acc=64.32%, top5-acc=88.31%, remaining_time=0:00:00.398030, arrival_time=2021-04-10 03:32:35.998799, cost_time=0:00:01.194094 2021-04-10 03:32:35,936 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.07ms, fps=6917 images/s, loss=1.4690, top1-acc=64.14%, top5-acc=88.37%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:35.936516, cost_time=0:00:01.529866 2021-04-10 03:32:36,045 INFO : Epoch=0130 complete, best val top1-acc=64.45%, top5-acc=88.98% (epoch=116), remaining_time=0:44:24.027240, arrival_time=2021-04-10 04:17:00.072891, cost_time=1:22:27.479159 2021-04-10 03:32:36,047 INFO : Train start, epoch=0131, lr=0.027300 2021-04-10 03:32:38,158 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=1.49ms, fps=1213 images/s, loss=0.4386, top1-acc=86.02%, top5-acc=98.79%, remaining_time=0:00:39.253998, arrival_time=2021-04-10 03:33:17.412218, cost_time=0:00:02.110428 2021-04-10 03:32:40,010 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.57ms, fps=1383 images/s, loss=0.4237, top1-acc=86.29%, top5-acc=98.98%, remaining_time=0:00:34.869296, arrival_time=2021-04-10 03:33:14.879523, cost_time=0:00:03.962416 2021-04-10 03:32:41,894 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=3.27ms, fps=1359 images/s, loss=0.4230, top1-acc=86.69%, top5-acc=98.88%, remaining_time=0:00:32.349084, arrival_time=2021-04-10 03:33:14.243136, cost_time=0:00:05.846230 2021-04-10 03:32:43,752 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.47ms, fps=1378 images/s, loss=0.4171, top1-acc=86.72%, top5-acc=98.91%, remaining_time=0:00:30.049344, arrival_time=2021-04-10 03:33:13.802198, cost_time=0:00:07.704946 2021-04-10 03:32:45,623 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.82ms, fps=1369 images/s, loss=0.4139, top1-acc=86.95%, top5-acc=98.89%, remaining_time=0:00:27.959584, arrival_time=2021-04-10 03:33:13.582689, cost_time=0:00:09.575184 2021-04-10 03:32:47,475 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.83ms, fps=1382 images/s, loss=0.4216, top1-acc=86.73%, top5-acc=98.89%, remaining_time=0:00:25.903512, arrival_time=2021-04-10 03:33:13.379294, cost_time=0:00:11.428027 2021-04-10 03:32:49,329 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.38ms, fps=1382 images/s, loss=0.4193, top1-acc=86.74%, top5-acc=98.90%, remaining_time=0:00:23.905854, arrival_time=2021-04-10 03:33:13.234790, cost_time=0:00:13.281019 2021-04-10 03:32:51,185 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.48ms, fps=1379 images/s, loss=0.4209, top1-acc=86.79%, top5-acc=98.86%, remaining_time=0:00:21.950332, arrival_time=2021-04-10 03:33:13.136262, cost_time=0:00:15.138173 2021-04-10 03:32:53,042 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.73ms, fps=1380 images/s, loss=0.4243, top1-acc=86.72%, top5-acc=98.86%, remaining_time=0:00:20.015450, arrival_time=2021-04-10 03:33:13.057438, cost_time=0:00:16.994247 2021-04-10 03:32:54,896 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.81ms, fps=1381 images/s, loss=0.4260, top1-acc=86.68%, top5-acc=98.84%, remaining_time=0:00:18.094656, arrival_time=2021-04-10 03:33:12.991199, cost_time=0:00:18.848648 2021-04-10 03:32:56,764 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.45ms, fps=1371 images/s, loss=0.4270, top1-acc=86.65%, top5-acc=98.84%, remaining_time=0:00:16.196724, arrival_time=2021-04-10 03:33:12.961284, cost_time=0:00:20.716767 2021-04-10 03:32:58,615 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.53ms, fps=1383 images/s, loss=0.4273, top1-acc=86.69%, top5-acc=98.82%, remaining_time=0:00:14.292940, arrival_time=2021-04-10 03:33:12.908601, cost_time=0:00:22.567857 2021-04-10 03:33:00,549 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=2.13ms, fps=1324 images/s, loss=0.4292, top1-acc=86.60%, top5-acc=98.76%, remaining_time=0:00:12.439482, arrival_time=2021-04-10 03:33:12.989342, cost_time=0:00:24.501978 2021-04-10 03:33:02,411 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=2.24ms, fps=1376 images/s, loss=0.4298, top1-acc=86.65%, top5-acc=98.75%, remaining_time=0:00:10.545360, arrival_time=2021-04-10 03:33:12.956568, cost_time=0:00:26.363388 2021-04-10 03:33:04,270 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=2.10ms, fps=1377 images/s, loss=0.4293, top1-acc=86.67%, top5-acc=98.76%, remaining_time=0:00:08.655084, arrival_time=2021-04-10 03:33:12.925957, cost_time=0:00:28.223048 2021-04-10 03:33:06,121 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=2.78ms, fps=1384 images/s, loss=0.4315, top1-acc=86.57%, top5-acc=98.75%, remaining_time=0:00:06.766596, arrival_time=2021-04-10 03:33:12.888136, cost_time=0:00:30.073703 2021-04-10 03:33:07,972 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.53ms, fps=1384 images/s, loss=0.4330, top1-acc=86.55%, top5-acc=98.75%, remaining_time=0:00:04.882540, arrival_time=2021-04-10 03:33:12.854570, cost_time=0:00:31.924249 2021-04-10 03:33:09,820 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.93ms, fps=1386 images/s, loss=0.4339, top1-acc=86.53%, top5-acc=98.73%, remaining_time=0:00:03.001984, arrival_time=2021-04-10 03:33:12.822019, cost_time=0:00:33.772280 2021-04-10 03:33:11,678 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.84ms, fps=1378 images/s, loss=0.4353, top1-acc=86.45%, top5-acc=98.73%, remaining_time=0:00:01.125180, arrival_time=2021-04-10 03:33:12.803785, cost_time=0:00:35.630700 2021-04-10 03:33:12,674 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.26ms, fps=1366 images/s, loss=0.4354, top1-acc=86.46%, top5-acc=98.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:12.674821, cost_time=0:00:36.627023 2021-04-10 03:33:13,164 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=1.76ms, fps=5252 images/s, loss=1.3796, top1-acc=66.52%, top5-acc=88.59%, remaining_time=0:00:01.462110, arrival_time=2021-04-10 03:33:14.626825, cost_time=0:00:00.487368 2021-04-10 03:33:13,526 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.74ms, fps=7088 images/s, loss=1.3661, top1-acc=66.21%, top5-acc=89.12%, remaining_time=0:00:00.849120, arrival_time=2021-04-10 03:33:14.375633, cost_time=0:00:00.849125 2021-04-10 03:33:13,890 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.87ms, fps=7043 images/s, loss=1.3676, top1-acc=66.20%, top5-acc=89.40%, remaining_time=0:00:00.404430, arrival_time=2021-04-10 03:33:14.294987, cost_time=0:00:01.213303 2021-04-10 03:33:14,240 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.11ms, fps=6630 images/s, loss=1.3400, top1-acc=66.46%, top5-acc=89.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:14.240920, cost_time=0:00:01.563632 2021-04-10 03:33:14,458 INFO : Epoch=0131 complete, best val top1-acc=66.46%, top5-acc=89.73% (epoch=131), remaining_time=0:43:46.156698, arrival_time=2021-04-10 04:17:00.614909, cost_time=1:23:05.891765 2021-04-10 03:33:14,459 INFO : Train start, epoch=0132, lr=0.026604 2021-04-10 03:33:16,495 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.77ms, fps=1258 images/s, loss=0.3963, top1-acc=87.07%, top5-acc=98.95%, remaining_time=0:00:37.864950, arrival_time=2021-04-10 03:33:54.360113, cost_time=0:00:02.035746 2021-04-10 03:33:18,350 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.80ms, fps=1380 images/s, loss=0.4066, top1-acc=86.66%, top5-acc=98.93%, remaining_time=0:00:34.242032, arrival_time=2021-04-10 03:33:52.592629, cost_time=0:00:03.891134 2021-04-10 03:33:20,226 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.79ms, fps=1365 images/s, loss=0.4014, top1-acc=87.03%, top5-acc=98.95%, remaining_time=0:00:31.909516, arrival_time=2021-04-10 03:33:52.135793, cost_time=0:00:05.766790 2021-04-10 03:33:22,072 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=2.23ms, fps=1387 images/s, loss=0.3987, top1-acc=87.17%, top5-acc=98.97%, remaining_time=0:00:29.689140, arrival_time=2021-04-10 03:33:51.761276, cost_time=0:00:07.612608 2021-04-10 03:33:23,936 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.56ms, fps=1374 images/s, loss=0.4005, top1-acc=87.19%, top5-acc=98.91%, remaining_time=0:00:27.673132, arrival_time=2021-04-10 03:33:51.609632, cost_time=0:00:09.477095 2021-04-10 03:33:25,792 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.79ms, fps=1380 images/s, loss=0.4007, top1-acc=87.21%, top5-acc=98.91%, remaining_time=0:00:25.686864, arrival_time=2021-04-10 03:33:51.478882, cost_time=0:00:11.332443 2021-04-10 03:33:27,641 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.64ms, fps=1385 images/s, loss=0.4042, top1-acc=87.14%, top5-acc=98.93%, remaining_time=0:00:23.726934, arrival_time=2021-04-10 03:33:51.368036, cost_time=0:00:13.181661 2021-04-10 03:33:29,499 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.33ms, fps=1378 images/s, loss=0.4058, top1-acc=87.08%, top5-acc=98.96%, remaining_time=0:00:21.808116, arrival_time=2021-04-10 03:33:51.307681, cost_time=0:00:15.040105 2021-04-10 03:33:31,346 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=2.18ms, fps=1386 images/s, loss=0.4050, top1-acc=87.12%, top5-acc=98.97%, remaining_time=0:00:19.889204, arrival_time=2021-04-10 03:33:51.235748, cost_time=0:00:16.887067 2021-04-10 03:33:33,204 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.41ms, fps=1379 images/s, loss=0.4061, top1-acc=87.11%, top5-acc=98.93%, remaining_time=0:00:17.994912, arrival_time=2021-04-10 03:33:51.199027, cost_time=0:00:18.744652 2021-04-10 03:33:35,059 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.74ms, fps=1380 images/s, loss=0.4095, top1-acc=87.06%, top5-acc=98.88%, remaining_time=0:00:16.105220, arrival_time=2021-04-10 03:33:51.164439, cost_time=0:00:20.599665 2021-04-10 03:33:36,913 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.64ms, fps=1381 images/s, loss=0.4128, top1-acc=86.95%, top5-acc=98.87%, remaining_time=0:00:14.221044, arrival_time=2021-04-10 03:33:51.134804, cost_time=0:00:22.454271 2021-04-10 03:33:38,777 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.72ms, fps=1374 images/s, loss=0.4145, top1-acc=86.90%, top5-acc=98.85%, remaining_time=0:00:12.345894, arrival_time=2021-04-10 03:33:51.123039, cost_time=0:00:24.317646 2021-04-10 03:33:40,627 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.51ms, fps=1384 images/s, loss=0.4174, top1-acc=86.76%, top5-acc=98.83%, remaining_time=0:00:10.467016, arrival_time=2021-04-10 03:33:51.094150, cost_time=0:00:26.167584 2021-04-10 03:33:42,478 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.40ms, fps=1383 images/s, loss=0.4196, top1-acc=86.72%, top5-acc=98.82%, remaining_time=0:00:08.592524, arrival_time=2021-04-10 03:33:51.071064, cost_time=0:00:28.019094 2021-04-10 03:33:44,339 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.44ms, fps=1377 images/s, loss=0.4206, top1-acc=86.67%, top5-acc=98.82%, remaining_time=0:00:06.722856, arrival_time=2021-04-10 03:33:51.061778, cost_time=0:00:29.879347 2021-04-10 03:33:46,194 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.43ms, fps=1381 images/s, loss=0.4227, top1-acc=86.59%, top5-acc=98.81%, remaining_time=0:00:04.853524, arrival_time=2021-04-10 03:33:51.047525, cost_time=0:00:31.734591 2021-04-10 03:33:48,051 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.86ms, fps=1379 images/s, loss=0.4248, top1-acc=86.51%, top5-acc=98.81%, remaining_time=0:00:02.985952, arrival_time=2021-04-10 03:33:51.037367, cost_time=0:00:33.592007 2021-04-10 03:33:49,908 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.26ms, fps=1379 images/s, loss=0.4290, top1-acc=86.37%, top5-acc=98.78%, remaining_time=0:00:01.119432, arrival_time=2021-04-10 03:33:51.027692, cost_time=0:00:35.448734 2021-04-10 03:33:50,908 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.28ms, fps=1361 images/s, loss=0.4317, top1-acc=86.32%, top5-acc=98.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:50.908324, cost_time=0:00:36.448920 2021-04-10 03:33:51,427 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=0.50ms, fps=4947 images/s, loss=1.5191, top1-acc=62.58%, top5-acc=88.16%, remaining_time=0:00:01.552500, arrival_time=2021-04-10 03:33:52.980017, cost_time=0:00:00.517503 2021-04-10 03:33:51,791 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.74ms, fps=7036 images/s, loss=1.5289, top1-acc=63.14%, top5-acc=88.05%, remaining_time=0:00:00.881900, arrival_time=2021-04-10 03:33:52.673742, cost_time=0:00:00.881893 2021-04-10 03:33:52,153 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.98ms, fps=7097 images/s, loss=1.5200, top1-acc=63.29%, top5-acc=87.93%, remaining_time=0:00:00.414320, arrival_time=2021-04-10 03:33:52.567262, cost_time=0:00:01.242945 2021-04-10 03:33:52,488 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.06ms, fps=6924 images/s, loss=1.5084, top1-acc=63.39%, top5-acc=87.93%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:52.488457, cost_time=0:00:01.578536 2021-04-10 03:33:52,603 INFO : Epoch=0132 complete, best val top1-acc=66.46%, top5-acc=89.73% (epoch=131), remaining_time=0:43:08.140384, arrival_time=2021-04-10 04:17:00.744104, cost_time=1:23:44.037276 2021-04-10 03:33:52,605 INFO : Train start, epoch=0133, lr=0.025912 2021-04-10 03:33:54,686 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.52ms, fps=1230 images/s, loss=0.4160, top1-acc=86.95%, top5-acc=98.87%, remaining_time=0:00:38.710692, arrival_time=2021-04-10 03:34:33.397255, cost_time=0:00:02.081217 2021-04-10 03:33:56,539 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.57ms, fps=1382 images/s, loss=0.4175, top1-acc=87.15%, top5-acc=98.81%, remaining_time=0:00:34.618672, arrival_time=2021-04-10 03:34:31.157881, cost_time=0:00:03.933940 2021-04-10 03:33:58,386 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.91ms, fps=1386 images/s, loss=0.4059, top1-acc=87.70%, top5-acc=98.79%, remaining_time=0:00:31.987038, arrival_time=2021-04-10 03:34:30.373287, cost_time=0:00:05.780785 2021-04-10 03:34:00,234 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=2.70ms, fps=1386 images/s, loss=0.4041, top1-acc=87.70%, top5-acc=98.83%, remaining_time=0:00:29.753568, arrival_time=2021-04-10 03:34:29.988129, cost_time=0:00:07.629127 2021-04-10 03:34:02,097 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.66ms, fps=1375 images/s, loss=0.4090, top1-acc=87.48%, top5-acc=98.84%, remaining_time=0:00:27.717808, arrival_time=2021-04-10 03:34:29.815520, cost_time=0:00:09.492383 2021-04-10 03:34:03,951 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.82ms, fps=1381 images/s, loss=0.4085, top1-acc=87.46%, top5-acc=98.87%, remaining_time=0:00:25.718824, arrival_time=2021-04-10 03:34:29.670624, cost_time=0:00:11.346513 2021-04-10 03:34:05,811 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=2.16ms, fps=1377 images/s, loss=0.4072, top1-acc=87.42%, top5-acc=98.90%, remaining_time=0:00:23.770278, arrival_time=2021-04-10 03:34:29.581456, cost_time=0:00:13.205711 2021-04-10 03:34:07,666 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.96ms, fps=1380 images/s, loss=0.4068, top1-acc=87.37%, top5-acc=98.91%, remaining_time=0:00:21.838972, arrival_time=2021-04-10 03:34:29.505573, cost_time=0:00:15.061322 2021-04-10 03:34:09,520 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.85ms, fps=1381 images/s, loss=0.4081, top1-acc=87.28%, top5-acc=98.89%, remaining_time=0:00:19.922170, arrival_time=2021-04-10 03:34:29.442508, cost_time=0:00:16.915029 2021-04-10 03:34:11,376 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.40ms, fps=1379 images/s, loss=0.4085, top1-acc=87.26%, top5-acc=98.88%, remaining_time=0:00:18.020544, arrival_time=2021-04-10 03:34:29.397278, cost_time=0:00:18.771377 2021-04-10 03:34:13,227 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.52ms, fps=1384 images/s, loss=0.4083, top1-acc=87.24%, top5-acc=98.87%, remaining_time=0:00:16.122678, arrival_time=2021-04-10 03:34:29.350097, cost_time=0:00:20.622046 2021-04-10 03:34:15,072 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.54ms, fps=1388 images/s, loss=0.4111, top1-acc=87.18%, top5-acc=98.84%, remaining_time=0:00:14.229480, arrival_time=2021-04-10 03:34:29.302412, cost_time=0:00:22.467646 2021-04-10 03:34:16,930 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.54ms, fps=1378 images/s, loss=0.4116, top1-acc=87.13%, top5-acc=98.85%, remaining_time=0:00:12.349920, arrival_time=2021-04-10 03:34:29.280835, cost_time=0:00:24.325634 2021-04-10 03:34:18,784 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.88ms, fps=1382 images/s, loss=0.4105, top1-acc=87.19%, top5-acc=98.85%, remaining_time=0:00:10.471552, arrival_time=2021-04-10 03:34:29.255666, cost_time=0:00:26.178829 2021-04-10 03:34:20,637 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=2.25ms, fps=1382 images/s, loss=0.4115, top1-acc=87.15%, top5-acc=98.83%, remaining_time=0:00:08.596434, arrival_time=2021-04-10 03:34:29.233534, cost_time=0:00:28.031821 2021-04-10 03:34:22,493 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.74ms, fps=1380 images/s, loss=0.4144, top1-acc=87.03%, top5-acc=98.80%, remaining_time=0:00:06.724728, arrival_time=2021-04-10 03:34:29.217809, cost_time=0:00:29.887736 2021-04-10 03:34:24,339 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.72ms, fps=1387 images/s, loss=0.4158, top1-acc=86.97%, top5-acc=98.78%, remaining_time=0:00:04.853420, arrival_time=2021-04-10 03:34:29.192652, cost_time=0:00:31.733901 2021-04-10 03:34:26,193 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.47ms, fps=1381 images/s, loss=0.4187, top1-acc=86.88%, top5-acc=98.80%, remaining_time=0:00:02.985632, arrival_time=2021-04-10 03:34:29.179395, cost_time=0:00:33.588409 2021-04-10 03:34:28,053 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.57ms, fps=1377 images/s, loss=0.4204, top1-acc=86.81%, top5-acc=98.79%, remaining_time=0:00:01.119414, arrival_time=2021-04-10 03:34:29.172809, cost_time=0:00:35.448125 2021-04-10 03:34:29,053 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.42ms, fps=1361 images/s, loss=0.4218, top1-acc=86.77%, top5-acc=98.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:29.053271, cost_time=0:00:36.447995 2021-04-10 03:34:29,518 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=1.37ms, fps=5528 images/s, loss=1.5877, top1-acc=62.46%, top5-acc=87.70%, remaining_time=0:00:01.389300, arrival_time=2021-04-10 03:34:30.907324, cost_time=0:00:00.463103 2021-04-10 03:34:29,883 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.86ms, fps=7022 images/s, loss=1.5812, top1-acc=62.99%, top5-acc=87.85%, remaining_time=0:00:00.828000, arrival_time=2021-04-10 03:34:30.710971, cost_time=0:00:00.828003 2021-04-10 03:34:30,248 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.92ms, fps=7021 images/s, loss=1.5751, top1-acc=63.05%, top5-acc=88.16%, remaining_time=0:00:00.397710, arrival_time=2021-04-10 03:34:30.645786, cost_time=0:00:01.193125 2021-04-10 03:34:30,589 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.09ms, fps=6812 images/s, loss=1.5374, top1-acc=63.46%, top5-acc=88.15%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:30.589088, cost_time=0:00:01.534197 2021-04-10 03:34:30,712 INFO : Epoch=0133 complete, best val top1-acc=66.46%, top5-acc=89.73% (epoch=131), remaining_time=0:42:30.103750, arrival_time=2021-04-10 04:17:00.816401, cost_time=1:24:22.146189 2021-04-10 03:34:30,714 INFO : Train start, epoch=0134, lr=0.025227 2021-04-10 03:34:32,761 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.92ms, fps=1251 images/s, loss=0.3890, top1-acc=87.77%, top5-acc=99.06%, remaining_time=0:00:38.065458, arrival_time=2021-04-10 03:35:10.826565, cost_time=0:00:02.046529 2021-04-10 03:34:34,614 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.64ms, fps=1382 images/s, loss=0.3929, top1-acc=87.56%, top5-acc=99.04%, remaining_time=0:00:34.318944, arrival_time=2021-04-10 03:35:08.933423, cost_time=0:00:03.899889 2021-04-10 03:34:36,467 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.80ms, fps=1382 images/s, loss=0.3956, top1-acc=87.67%, top5-acc=99.01%, remaining_time=0:00:31.833820, arrival_time=2021-04-10 03:35:08.301536, cost_time=0:00:05.753088 2021-04-10 03:34:38,315 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=2.33ms, fps=1386 images/s, loss=0.3974, top1-acc=87.67%, top5-acc=98.85%, remaining_time=0:00:29.642652, arrival_time=2021-04-10 03:35:07.957958, cost_time=0:00:07.600690 2021-04-10 03:34:40,164 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.35ms, fps=1385 images/s, loss=0.3945, top1-acc=87.80%, top5-acc=98.84%, remaining_time=0:00:27.593416, arrival_time=2021-04-10 03:35:07.757808, cost_time=0:00:09.449802 2021-04-10 03:34:42,028 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.87ms, fps=1374 images/s, loss=0.3873, top1-acc=88.01%, top5-acc=98.91%, remaining_time=0:00:25.643480, arrival_time=2021-04-10 03:35:07.671465, cost_time=0:00:11.313312 2021-04-10 03:34:43,880 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.92ms, fps=1383 images/s, loss=0.3835, top1-acc=88.06%, top5-acc=98.94%, remaining_time=0:00:23.698080, arrival_time=2021-04-10 03:35:07.578271, cost_time=0:00:13.165603 2021-04-10 03:34:45,741 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.87ms, fps=1376 images/s, loss=0.3857, top1-acc=87.98%, top5-acc=98.96%, remaining_time=0:00:21.788860, arrival_time=2021-04-10 03:35:07.530180, cost_time=0:00:15.026787 2021-04-10 03:34:47,596 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.72ms, fps=1380 images/s, loss=0.3867, top1-acc=87.92%, top5-acc=98.98%, remaining_time=0:00:19.883056, arrival_time=2021-04-10 03:35:07.479728, cost_time=0:00:16.881815 2021-04-10 03:34:49,454 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.72ms, fps=1379 images/s, loss=0.3883, top1-acc=87.93%, top5-acc=98.98%, remaining_time=0:00:17.989728, arrival_time=2021-04-10 03:35:07.443807, cost_time=0:00:18.739315 2021-04-10 03:34:51,329 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=2.78ms, fps=1365 images/s, loss=0.3883, top1-acc=87.90%, top5-acc=98.98%, remaining_time=0:00:16.117260, arrival_time=2021-04-10 03:35:07.447045, cost_time=0:00:20.615088 2021-04-10 03:34:53,179 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.58ms, fps=1385 images/s, loss=0.3901, top1-acc=87.84%, top5-acc=98.96%, remaining_time=0:00:14.227656, arrival_time=2021-04-10 03:35:07.407022, cost_time=0:00:22.464676 2021-04-10 03:34:55,066 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.49ms, fps=1357 images/s, loss=0.3924, top1-acc=87.76%, top5-acc=98.95%, remaining_time=0:00:12.363054, arrival_time=2021-04-10 03:35:07.429110, cost_time=0:00:24.351432 2021-04-10 03:34:56,924 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.48ms, fps=1378 images/s, loss=0.3968, top1-acc=87.60%, top5-acc=98.94%, remaining_time=0:00:10.483704, arrival_time=2021-04-10 03:35:07.407612, cost_time=0:00:26.209205 2021-04-10 03:34:58,767 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.45ms, fps=1389 images/s, loss=0.3978, top1-acc=87.59%, top5-acc=98.92%, remaining_time=0:00:08.602874, arrival_time=2021-04-10 03:35:07.370224, cost_time=0:00:28.052808 2021-04-10 03:35:00,609 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.42ms, fps=1390 images/s, loss=0.4003, top1-acc=87.50%, top5-acc=98.90%, remaining_time=0:00:06.726240, arrival_time=2021-04-10 03:35:07.335389, cost_time=0:00:29.894456 2021-04-10 03:35:02,478 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=2.22ms, fps=1370 images/s, loss=0.4026, top1-acc=87.40%, top5-acc=98.89%, remaining_time=0:00:04.858074, arrival_time=2021-04-10 03:35:07.336949, cost_time=0:00:31.764332 2021-04-10 03:35:04,326 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.64ms, fps=1386 images/s, loss=0.4054, top1-acc=87.29%, top5-acc=98.87%, remaining_time=0:00:02.987696, arrival_time=2021-04-10 03:35:07.313952, cost_time=0:00:33.611653 2021-04-10 03:35:06,193 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.21ms, fps=1372 images/s, loss=0.4062, top1-acc=87.26%, top5-acc=98.87%, remaining_time=0:00:01.120374, arrival_time=2021-04-10 03:35:07.313650, cost_time=0:00:35.478598 2021-04-10 03:35:07,209 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=2.19ms, fps=1340 images/s, loss=0.4078, top1-acc=87.23%, top5-acc=98.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:07.209100, cost_time=0:00:36.494505 2021-04-10 03:35:07,758 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=2.37ms, fps=4684 images/s, loss=1.4347, top1-acc=66.60%, top5-acc=89.65%, remaining_time=0:00:01.639710, arrival_time=2021-04-10 03:35:09.398351, cost_time=0:00:00.546572 2021-04-10 03:35:08,124 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=2.55ms, fps=7009 images/s, loss=1.4560, top1-acc=66.48%, top5-acc=89.59%, remaining_time=0:00:00.912280, arrival_time=2021-04-10 03:35:09.036644, cost_time=0:00:00.912274 2021-04-10 03:35:08,490 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.95ms, fps=7011 images/s, loss=1.4743, top1-acc=66.05%, top5-acc=89.37%, remaining_time=0:00:00.426000, arrival_time=2021-04-10 03:35:08.916072, cost_time=0:00:01.278003 2021-04-10 03:35:08,833 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.12ms, fps=6769 images/s, loss=1.4722, top1-acc=65.57%, top5-acc=89.25%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:08.833287, cost_time=0:00:01.621221 2021-04-10 03:35:08,968 INFO : Epoch=0134 complete, best val top1-acc=66.46%, top5-acc=89.73% (epoch=131), remaining_time=0:41:52.138464, arrival_time=2021-04-10 04:17:01.107199, cost_time=1:25:00.402269 2021-04-10 03:35:08,970 INFO : Train start, epoch=0135, lr=0.024548 2021-04-10 03:35:11,057 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=0.33ms, fps=1227 images/s, loss=0.3811, top1-acc=88.12%, top5-acc=99.06%, remaining_time=0:00:38.806854, arrival_time=2021-04-10 03:35:49.863890, cost_time=0:00:02.086391 2021-04-10 03:35:12,900 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.54ms, fps=1389 images/s, loss=0.3964, top1-acc=87.56%, top5-acc=99.08%, remaining_time=0:00:34.579072, arrival_time=2021-04-10 03:35:47.479192, cost_time=0:00:03.929437 2021-04-10 03:35:14,734 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.50ms, fps=1396 images/s, loss=0.3933, top1-acc=87.77%, top5-acc=99.06%, remaining_time=0:00:31.890260, arrival_time=2021-04-10 03:35:46.624474, cost_time=0:00:05.763286 2021-04-10 03:35:16,662 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.56ms, fps=1329 images/s, loss=0.3888, top1-acc=87.94%, top5-acc=99.07%, remaining_time=0:00:29.996772, arrival_time=2021-04-10 03:35:46.658936, cost_time=0:00:07.691482 2021-04-10 03:35:18,501 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.52ms, fps=1392 images/s, loss=0.3847, top1-acc=88.12%, top5-acc=99.04%, remaining_time=0:00:27.830666, arrival_time=2021-04-10 03:35:46.332418, cost_time=0:00:09.531055 2021-04-10 03:35:20,338 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.42ms, fps=1394 images/s, loss=0.3800, top1-acc=88.18%, top5-acc=99.09%, remaining_time=0:00:25.767648, arrival_time=2021-04-10 03:35:46.106395, cost_time=0:00:11.368052 2021-04-10 03:35:22,176 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=2.07ms, fps=1394 images/s, loss=0.3831, top1-acc=88.05%, top5-acc=99.08%, remaining_time=0:00:23.769900, arrival_time=2021-04-10 03:35:45.946075, cost_time=0:00:13.205490 2021-04-10 03:35:24,019 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.56ms, fps=1389 images/s, loss=0.3887, top1-acc=87.82%, top5-acc=99.06%, remaining_time=0:00:21.821456, arrival_time=2021-04-10 03:35:45.841386, cost_time=0:00:15.049302 2021-04-10 03:35:25,855 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.57ms, fps=1395 images/s, loss=0.3871, top1-acc=87.86%, top5-acc=99.08%, remaining_time=0:00:19.886660, arrival_time=2021-04-10 03:35:45.742199, cost_time=0:00:16.884929 2021-04-10 03:35:27,692 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.36ms, fps=1394 images/s, loss=0.3863, top1-acc=87.93%, top5-acc=99.07%, remaining_time=0:00:17.973120, arrival_time=2021-04-10 03:35:45.665774, cost_time=0:00:18.721957 2021-04-10 03:35:29,527 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.94ms, fps=1395 images/s, loss=0.3883, top1-acc=87.82%, top5-acc=99.07%, remaining_time=0:00:16.071938, arrival_time=2021-04-10 03:35:45.599751, cost_time=0:00:20.557133 2021-04-10 03:35:31,372 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.42ms, fps=1388 images/s, loss=0.3907, top1-acc=87.71%, top5-acc=99.05%, remaining_time=0:00:14.188060, arrival_time=2021-04-10 03:35:45.560880, cost_time=0:00:22.402191 2021-04-10 03:35:33,214 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=2.16ms, fps=1391 images/s, loss=0.3917, top1-acc=87.60%, top5-acc=99.04%, remaining_time=0:00:12.308340, arrival_time=2021-04-10 03:35:45.522765, cost_time=0:00:24.243664 2021-04-10 03:35:35,045 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.77ms, fps=1399 images/s, loss=0.3938, top1-acc=87.54%, top5-acc=99.03%, remaining_time=0:00:10.429832, arrival_time=2021-04-10 03:35:45.475130, cost_time=0:00:26.074639 2021-04-10 03:35:36,885 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=2.01ms, fps=1391 images/s, loss=0.3962, top1-acc=87.44%, top5-acc=99.02%, remaining_time=0:00:08.560600, arrival_time=2021-04-10 03:35:45.446309, cost_time=0:00:27.914968 2021-04-10 03:35:38,719 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.42ms, fps=1397 images/s, loss=0.3979, top1-acc=87.41%, top5-acc=99.00%, remaining_time=0:00:06.693372, arrival_time=2021-04-10 03:35:45.412448, cost_time=0:00:29.748380 2021-04-10 03:35:40,556 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.44ms, fps=1393 images/s, loss=0.3989, top1-acc=87.36%, top5-acc=99.00%, remaining_time=0:00:04.830826, arrival_time=2021-04-10 03:35:45.387618, cost_time=0:00:31.586175 2021-04-10 03:35:42,391 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.52ms, fps=1396 images/s, loss=0.4012, top1-acc=87.27%, top5-acc=98.98%, remaining_time=0:00:02.970752, arrival_time=2021-04-10 03:35:45.362413, cost_time=0:00:33.420983 2021-04-10 03:35:44,217 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.67ms, fps=1402 images/s, loss=0.4023, top1-acc=87.22%, top5-acc=98.95%, remaining_time=0:00:01.113072, arrival_time=2021-04-10 03:35:45.330959, cost_time=0:00:35.247239 2021-04-10 03:35:45,209 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.27ms, fps=1373 images/s, loss=0.4020, top1-acc=87.25%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:45.209461, cost_time=0:00:36.238865 2021-04-10 03:35:45,686 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=1.95ms, fps=5384 images/s, loss=1.5446, top1-acc=64.14%, top5-acc=88.91%, remaining_time=0:00:01.426380, arrival_time=2021-04-10 03:35:47.112909, cost_time=0:00:00.475465 2021-04-10 03:35:46,041 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.89ms, fps=7221 images/s, loss=1.4771, top1-acc=64.88%, top5-acc=89.32%, remaining_time=0:00:00.830340, arrival_time=2021-04-10 03:35:46.871781, cost_time=0:00:00.830340 2021-04-10 03:35:46,400 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.37ms, fps=7147 images/s, loss=1.4863, top1-acc=64.71%, top5-acc=88.85%, remaining_time=0:00:00.396340, arrival_time=2021-04-10 03:35:46.796461, cost_time=0:00:01.189030 2021-04-10 03:35:46,745 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.08ms, fps=6725 images/s, loss=1.4924, top1-acc=64.87%, top5-acc=88.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:46.745486, cost_time=0:00:01.534444 2021-04-10 03:35:46,849 INFO : Epoch=0135 complete, best val top1-acc=66.46%, top5-acc=89.73% (epoch=131), remaining_time=0:41:13.988140, arrival_time=2021-04-10 04:17:00.837679, cost_time=1:25:38.283104 2021-04-10 03:35:46,850 INFO : Train start, epoch=0136, lr=0.023875 2021-04-10 03:35:48,891 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=2.12ms, fps=1255 images/s, loss=0.3744, top1-acc=87.73%, top5-acc=99.18%, remaining_time=0:00:37.951812, arrival_time=2021-04-10 03:36:26.843229, cost_time=0:00:02.040422 2021-04-10 03:35:50,724 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.59ms, fps=1397 images/s, loss=0.3656, top1-acc=88.40%, top5-acc=99.18%, remaining_time=0:00:34.086096, arrival_time=2021-04-10 03:36:24.810514, cost_time=0:00:03.873414 2021-04-10 03:35:52,568 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.42ms, fps=1389 images/s, loss=0.3605, top1-acc=88.59%, top5-acc=99.09%, remaining_time=0:00:31.634288, arrival_time=2021-04-10 03:36:24.202413, cost_time=0:00:05.717039 2021-04-10 03:35:54,405 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.85ms, fps=1394 images/s, loss=0.3577, top1-acc=88.72%, top5-acc=99.08%, remaining_time=0:00:29.461380, arrival_time=2021-04-10 03:36:23.866717, cost_time=0:00:07.554186 2021-04-10 03:35:56,235 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.43ms, fps=1399 images/s, loss=0.3642, top1-acc=88.38%, top5-acc=99.09%, remaining_time=0:00:27.402740, arrival_time=2021-04-10 03:36:23.638213, cost_time=0:00:09.384485 2021-04-10 03:35:58,068 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.64ms, fps=1397 images/s, loss=0.3688, top1-acc=88.26%, top5-acc=99.08%, remaining_time=0:00:25.426424, arrival_time=2021-04-10 03:36:23.495039, cost_time=0:00:11.217511 2021-04-10 03:35:59,912 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=2.12ms, fps=1389 images/s, loss=0.3700, top1-acc=88.29%, top5-acc=99.07%, remaining_time=0:00:23.511348, arrival_time=2021-04-10 03:36:23.424266, cost_time=0:00:13.061851 2021-04-10 03:36:01,965 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.47ms, fps=1248 images/s, loss=0.3680, top1-acc=88.37%, top5-acc=99.11%, remaining_time=0:00:21.915184, arrival_time=2021-04-10 03:36:23.880183, cost_time=0:00:15.113929 2021-04-10 03:36:03,786 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.33ms, fps=1406 images/s, loss=0.3669, top1-acc=88.47%, top5-acc=99.10%, remaining_time=0:00:19.946444, arrival_time=2021-04-10 03:36:23.733136, cost_time=0:00:16.935700 2021-04-10 03:36:05,612 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.35ms, fps=1403 images/s, loss=0.3670, top1-acc=88.50%, top5-acc=99.08%, remaining_time=0:00:18.010848, arrival_time=2021-04-10 03:36:23.623108, cost_time=0:00:18.761260 2021-04-10 03:36:07,435 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.39ms, fps=1405 images/s, loss=0.3679, top1-acc=88.48%, top5-acc=99.08%, remaining_time=0:00:16.093524, arrival_time=2021-04-10 03:36:23.529302, cost_time=0:00:20.584702 2021-04-10 03:36:09,269 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.92ms, fps=1397 images/s, loss=0.3688, top1-acc=88.41%, top5-acc=99.07%, remaining_time=0:00:14.197940, arrival_time=2021-04-10 03:36:23.467099, cost_time=0:00:22.417852 2021-04-10 03:36:11,096 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.43ms, fps=1401 images/s, loss=0.3723, top1-acc=88.22%, top5-acc=99.08%, remaining_time=0:00:12.309396, arrival_time=2021-04-10 03:36:23.406185, cost_time=0:00:24.245769 2021-04-10 03:36:12,935 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.36ms, fps=1393 images/s, loss=0.3724, top1-acc=88.26%, top5-acc=99.08%, remaining_time=0:00:10.433752, arrival_time=2021-04-10 03:36:23.369141, cost_time=0:00:26.084397 2021-04-10 03:36:14,756 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.43ms, fps=1406 images/s, loss=0.3746, top1-acc=88.19%, top5-acc=99.05%, remaining_time=0:00:08.557518, arrival_time=2021-04-10 03:36:23.313473, cost_time=0:00:27.904959 2021-04-10 03:36:16,582 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.42ms, fps=1402 images/s, loss=0.3762, top1-acc=88.10%, top5-acc=99.04%, remaining_time=0:00:06.689448, arrival_time=2021-04-10 03:36:23.271385, cost_time=0:00:29.730860 2021-04-10 03:36:18,413 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.76ms, fps=1398 images/s, loss=0.3797, top1-acc=87.99%, top5-acc=99.01%, remaining_time=0:00:04.827238, arrival_time=2021-04-10 03:36:23.240964, cost_time=0:00:31.562725 2021-04-10 03:36:20,237 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.53ms, fps=1404 images/s, loss=0.3807, top1-acc=87.95%, top5-acc=99.01%, remaining_time=0:00:02.967696, arrival_time=2021-04-10 03:36:23.205251, cost_time=0:00:33.386562 2021-04-10 03:36:22,057 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.25ms, fps=1407 images/s, loss=0.3834, top1-acc=87.88%, top5-acc=99.00%, remaining_time=0:00:01.111794, arrival_time=2021-04-10 03:36:23.169609, cost_time=0:00:35.206814 2021-04-10 03:36:23,039 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.21ms, fps=1386 images/s, loss=0.3855, top1-acc=87.85%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:23.039479, cost_time=0:00:36.188494 2021-04-10 03:36:23,475 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.39ms, fps=5897 images/s, loss=1.5548, top1-acc=64.73%, top5-acc=88.09%, remaining_time=0:00:01.302390, arrival_time=2021-04-10 03:36:24.777551, cost_time=0:00:00.434128 2021-04-10 03:36:23,829 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.43ms, fps=7232 images/s, loss=1.5365, top1-acc=64.53%, top5-acc=88.50%, remaining_time=0:00:00.788560, arrival_time=2021-04-10 03:36:24.618130, cost_time=0:00:00.788564 2021-04-10 03:36:24,181 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.31ms, fps=7286 images/s, loss=1.5252, top1-acc=64.71%, top5-acc=88.41%, remaining_time=0:00:00.380090, arrival_time=2021-04-10 03:36:24.561358, cost_time=0:00:01.140271 2021-04-10 03:36:24,516 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.09ms, fps=6927 images/s, loss=1.5314, top1-acc=64.81%, top5-acc=88.60%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:24.516546, cost_time=0:00:01.475532 2021-04-10 03:36:24,628 INFO : Epoch=0136 complete, best val top1-acc=66.46%, top5-acc=89.73% (epoch=131), remaining_time=0:40:35.793728, arrival_time=2021-04-10 04:17:00.421828, cost_time=1:26:16.061645 2021-04-10 03:36:24,629 INFO : Train start, epoch=0137, lr=0.023209 2021-04-10 03:36:26,683 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.34ms, fps=1247 images/s, loss=0.3986, top1-acc=87.19%, top5-acc=98.98%, remaining_time=0:00:38.186172, arrival_time=2021-04-10 03:37:04.869259, cost_time=0:00:02.053015 2021-04-10 03:36:28,506 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.42ms, fps=1404 images/s, loss=0.3847, top1-acc=87.50%, top5-acc=98.93%, remaining_time=0:00:34.111792, arrival_time=2021-04-10 03:37:02.618189, cost_time=0:00:03.876332 2021-04-10 03:36:30,338 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.51ms, fps=1397 images/s, loss=0.3686, top1-acc=88.22%, top5-acc=99.08%, remaining_time=0:00:31.587642, arrival_time=2021-04-10 03:37:01.926328, cost_time=0:00:05.708618 2021-04-10 03:36:32,167 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.47ms, fps=1400 images/s, loss=0.3678, top1-acc=88.46%, top5-acc=98.98%, remaining_time=0:00:29.395704, arrival_time=2021-04-10 03:37:01.563130, cost_time=0:00:07.537364 2021-04-10 03:36:33,996 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.49ms, fps=1400 images/s, loss=0.3664, top1-acc=88.50%, top5-acc=99.00%, remaining_time=0:00:27.348428, arrival_time=2021-04-10 03:37:01.344421, cost_time=0:00:09.365916 2021-04-10 03:36:35,818 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.48ms, fps=1405 images/s, loss=0.3666, top1-acc=88.52%, top5-acc=99.02%, remaining_time=0:00:25.360192, arrival_time=2021-04-10 03:37:01.178594, cost_time=0:00:11.188315 2021-04-10 03:36:37,646 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.39ms, fps=1401 images/s, loss=0.3669, top1-acc=88.54%, top5-acc=99.02%, remaining_time=0:00:23.429322, arrival_time=2021-04-10 03:37:01.075771, cost_time=0:00:13.016310 2021-04-10 03:36:39,473 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.29ms, fps=1402 images/s, loss=0.3682, top1-acc=88.48%, top5-acc=98.99%, remaining_time=0:00:21.522408, arrival_time=2021-04-10 03:37:00.995534, cost_time=0:00:14.843071 2021-04-10 03:36:41,304 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.49ms, fps=1398 images/s, loss=0.3735, top1-acc=88.29%, top5-acc=98.99%, remaining_time=0:00:19.638726, arrival_time=2021-04-10 03:37:00.943246, cost_time=0:00:16.674429 2021-04-10 03:36:43,130 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=2.08ms, fps=1402 images/s, loss=0.3736, top1-acc=88.24%, top5-acc=99.04%, remaining_time=0:00:17.760480, arrival_time=2021-04-10 03:37:00.891058, cost_time=0:00:18.500506 2021-04-10 03:36:44,960 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.42ms, fps=1399 images/s, loss=0.3753, top1-acc=88.16%, top5-acc=99.02%, remaining_time=0:00:15.894606, arrival_time=2021-04-10 03:37:00.855026, cost_time=0:00:20.330353 2021-04-10 03:36:46,790 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.29ms, fps=1399 images/s, loss=0.3798, top1-acc=88.02%, top5-acc=99.02%, remaining_time=0:00:14.034768, arrival_time=2021-04-10 03:37:00.824960, cost_time=0:00:22.160118 2021-04-10 03:36:48,609 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.30ms, fps=1407 images/s, loss=0.3804, top1-acc=87.94%, top5-acc=99.02%, remaining_time=0:00:12.174294, arrival_time=2021-04-10 03:37:00.784059, cost_time=0:00:23.979693 2021-04-10 03:36:50,428 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.31ms, fps=1408 images/s, loss=0.3801, top1-acc=87.96%, top5-acc=99.02%, remaining_time=0:00:10.319456, arrival_time=2021-04-10 03:37:00.748219, cost_time=0:00:25.798703 2021-04-10 03:36:52,256 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.84ms, fps=1401 images/s, loss=0.3800, top1-acc=87.98%, top5-acc=99.02%, remaining_time=0:00:08.472096, arrival_time=2021-04-10 03:37:00.728493, cost_time=0:00:27.626330 2021-04-10 03:36:54,083 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.35ms, fps=1402 images/s, loss=0.3799, top1-acc=87.98%, top5-acc=99.02%, remaining_time=0:00:06.626916, arrival_time=2021-04-10 03:37:00.709963, cost_time=0:00:29.452985 2021-04-10 03:36:55,901 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.35ms, fps=1408 images/s, loss=0.3835, top1-acc=87.90%, top5-acc=98.99%, remaining_time=0:00:04.782700, arrival_time=2021-04-10 03:37:00.684325, cost_time=0:00:31.271563 2021-04-10 03:36:57,720 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.39ms, fps=1407 images/s, loss=0.3849, top1-acc=87.83%, top5-acc=98.96%, remaining_time=0:00:02.941408, arrival_time=2021-04-10 03:37:00.662270, cost_time=0:00:33.090807 2021-04-10 03:36:59,542 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.24ms, fps=1406 images/s, loss=0.3853, top1-acc=87.83%, top5-acc=98.95%, remaining_time=0:00:01.102494, arrival_time=2021-04-10 03:37:00.644850, cost_time=0:00:34.912290 2021-04-10 03:37:00,604 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.37ms, fps=1281 images/s, loss=0.3871, top1-acc=87.80%, top5-acc=98.94%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:00.604128, cost_time=0:00:35.974080 2021-04-10 03:37:01,048 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=0.30ms, fps=5783 images/s, loss=1.4901, top1-acc=64.22%, top5-acc=88.71%, remaining_time=0:00:01.328040, arrival_time=2021-04-10 03:37:02.376443, cost_time=0:00:00.442676 2021-04-10 03:37:01,400 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.27ms, fps=7293 images/s, loss=1.4315, top1-acc=65.41%, top5-acc=89.34%, remaining_time=0:00:00.794220, arrival_time=2021-04-10 03:37:02.194169, cost_time=0:00:00.794211 2021-04-10 03:37:01,751 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.31ms, fps=7290 images/s, loss=1.4427, top1-acc=65.35%, top5-acc=89.51%, remaining_time=0:00:00.381960, arrival_time=2021-04-10 03:37:02.133520, cost_time=0:00:01.145888 2021-04-10 03:37:02,081 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.07ms, fps=7036 images/s, loss=1.4501, top1-acc=64.99%, top5-acc=89.20%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:02.081606, cost_time=0:00:01.475948 2021-04-10 03:37:02,188 INFO : Epoch=0137 complete, best val top1-acc=66.46%, top5-acc=89.73% (epoch=131), remaining_time=0:39:57.504879, arrival_time=2021-04-10 04:16:59.693045, cost_time=1:26:53.621728 2021-04-10 03:37:02,189 INFO : Train start, epoch=0138, lr=0.022549 2021-04-10 03:37:04,244 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.35ms, fps=1246 images/s, loss=0.3710, top1-acc=87.62%, top5-acc=99.26%, remaining_time=0:00:38.224488, arrival_time=2021-04-10 03:37:42.468918, cost_time=0:00:02.055081 2021-04-10 03:37:06,076 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.52ms, fps=1397 images/s, loss=0.3584, top1-acc=88.63%, top5-acc=99.22%, remaining_time=0:00:34.208944, arrival_time=2021-04-10 03:37:40.285736, cost_time=0:00:03.887379 2021-04-10 03:37:07,911 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.77ms, fps=1395 images/s, loss=0.3531, top1-acc=88.79%, top5-acc=99.23%, remaining_time=0:00:31.664002, arrival_time=2021-04-10 03:37:39.575757, cost_time=0:00:05.722418 2021-04-10 03:37:09,735 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.58ms, fps=1404 images/s, loss=0.3488, top1-acc=89.03%, top5-acc=99.29%, remaining_time=0:00:29.431272, arrival_time=2021-04-10 03:37:39.167125, cost_time=0:00:07.546475 2021-04-10 03:37:11,567 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.39ms, fps=1398 images/s, loss=0.3545, top1-acc=88.92%, top5-acc=99.24%, remaining_time=0:00:27.385074, arrival_time=2021-04-10 03:37:38.952891, cost_time=0:00:09.378471 2021-04-10 03:37:13,393 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.48ms, fps=1403 images/s, loss=0.3587, top1-acc=88.68%, top5-acc=99.22%, remaining_time=0:00:25.395280, arrival_time=2021-04-10 03:37:38.788446, cost_time=0:00:11.203801 2021-04-10 03:37:15,212 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.38ms, fps=1408 images/s, loss=0.3568, top1-acc=88.74%, top5-acc=99.25%, remaining_time=0:00:23.441292, arrival_time=2021-04-10 03:37:38.653603, cost_time=0:00:13.022961 2021-04-10 03:37:17,041 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.47ms, fps=1400 images/s, loss=0.3601, top1-acc=88.70%, top5-acc=99.25%, remaining_time=0:00:21.534936, arrival_time=2021-04-10 03:37:38.576020, cost_time=0:00:14.851719 2021-04-10 03:37:18,869 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.29ms, fps=1401 images/s, loss=0.3601, top1-acc=88.66%, top5-acc=99.23%, remaining_time=0:00:19.645086, arrival_time=2021-04-10 03:37:38.514267, cost_time=0:00:16.679834 2021-04-10 03:37:20,701 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.55ms, fps=1397 images/s, loss=0.3609, top1-acc=88.68%, top5-acc=99.20%, remaining_time=0:00:17.771712, arrival_time=2021-04-10 03:37:38.473332, cost_time=0:00:18.512221 2021-04-10 03:37:22,527 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.35ms, fps=1403 images/s, loss=0.3631, top1-acc=88.57%, top5-acc=99.18%, remaining_time=0:00:15.900454, arrival_time=2021-04-10 03:37:38.427622, cost_time=0:00:20.337818 2021-04-10 03:37:24,348 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.36ms, fps=1406 images/s, loss=0.3644, top1-acc=88.56%, top5-acc=99.17%, remaining_time=0:00:14.034084, arrival_time=2021-04-10 03:37:38.382538, cost_time=0:00:22.159107 2021-04-10 03:37:26,168 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.37ms, fps=1407 images/s, loss=0.3644, top1-acc=88.52%, top5-acc=99.17%, remaining_time=0:00:12.173964, arrival_time=2021-04-10 03:37:38.342388, cost_time=0:00:23.979080 2021-04-10 03:37:27,992 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.40ms, fps=1404 images/s, loss=0.3670, top1-acc=88.48%, top5-acc=99.13%, remaining_time=0:00:10.321192, arrival_time=2021-04-10 03:37:38.313580, cost_time=0:00:25.803038 2021-04-10 03:37:29,827 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.39ms, fps=1395 images/s, loss=0.3683, top1-acc=88.42%, top5-acc=99.14%, remaining_time=0:00:08.475730, arrival_time=2021-04-10 03:37:38.303262, cost_time=0:00:27.638176 2021-04-10 03:37:31,648 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.37ms, fps=1406 images/s, loss=0.3678, top1-acc=88.45%, top5-acc=99.15%, remaining_time=0:00:06.628356, arrival_time=2021-04-10 03:37:38.277085, cost_time=0:00:29.459377 2021-04-10 03:37:33,482 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.38ms, fps=1396 images/s, loss=0.3690, top1-acc=88.44%, top5-acc=99.14%, remaining_time=0:00:04.786002, arrival_time=2021-04-10 03:37:38.268564, cost_time=0:00:31.293159 2021-04-10 03:37:35,314 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.38ms, fps=1398 images/s, loss=0.3707, top1-acc=88.40%, top5-acc=99.12%, remaining_time=0:00:02.944464, arrival_time=2021-04-10 03:37:38.259029, cost_time=0:00:33.125178 2021-04-10 03:37:37,138 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.21ms, fps=1404 images/s, loss=0.3708, top1-acc=88.40%, top5-acc=99.11%, remaining_time=0:00:01.103664, arrival_time=2021-04-10 03:37:38.242306, cost_time=0:00:34.949296 2021-04-10 03:37:38,119 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.22ms, fps=1387 images/s, loss=0.3712, top1-acc=88.40%, top5-acc=99.12%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:38.119660, cost_time=0:00:35.930313 2021-04-10 03:37:38,579 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=0.20ms, fps=5589 images/s, loss=1.5534, top1-acc=63.40%, top5-acc=88.75%, remaining_time=0:00:01.373970, arrival_time=2021-04-10 03:37:39.953215, cost_time=0:00:00.457988 2021-04-10 03:37:38,931 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.34ms, fps=7277 images/s, loss=1.5243, top1-acc=63.71%, top5-acc=88.57%, remaining_time=0:00:00.810120, arrival_time=2021-04-10 03:37:39.741490, cost_time=0:00:00.810124 2021-04-10 03:37:39,282 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.36ms, fps=7297 images/s, loss=1.5453, top1-acc=63.63%, top5-acc=88.28%, remaining_time=0:00:00.387100, arrival_time=2021-04-10 03:37:39.669641, cost_time=0:00:01.161289 2021-04-10 03:37:39,613 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.08ms, fps=7009 images/s, loss=1.5106, top1-acc=63.67%, top5-acc=88.45%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:39.613859, cost_time=0:00:01.492630 2021-04-10 03:37:39,722 INFO : Epoch=0138 complete, best val top1-acc=66.46%, top5-acc=89.73% (epoch=131), remaining_time=0:39:19.215072, arrival_time=2021-04-10 04:16:58.937588, cost_time=1:27:31.156077 2021-04-10 03:37:39,723 INFO : Train start, epoch=0139, lr=0.021896 2021-04-10 03:37:41,725 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=0.23ms, fps=1279 images/s, loss=0.3442, top1-acc=89.37%, top5-acc=99.18%, remaining_time=0:00:37.228644, arrival_time=2021-04-10 03:38:18.953830, cost_time=0:00:02.001542 2021-04-10 03:37:43,555 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.59ms, fps=1399 images/s, loss=0.3576, top1-acc=88.67%, top5-acc=99.16%, remaining_time=0:00:33.720368, arrival_time=2021-04-10 03:38:17.275958, cost_time=0:00:03.831860 2021-04-10 03:37:45,380 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.37ms, fps=1403 images/s, loss=0.3487, top1-acc=88.88%, top5-acc=99.23%, remaining_time=0:00:31.299300, arrival_time=2021-04-10 03:38:16.679563, cost_time=0:00:05.656505 2021-04-10 03:37:47,206 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.39ms, fps=1402 images/s, loss=0.3485, top1-acc=88.96%, top5-acc=99.28%, remaining_time=0:00:29.182452, arrival_time=2021-04-10 03:38:16.388832, cost_time=0:00:07.482689 2021-04-10 03:37:49,045 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.53ms, fps=1392 images/s, loss=0.3432, top1-acc=89.17%, top5-acc=99.30%, remaining_time=0:00:27.220532, arrival_time=2021-04-10 03:38:16.266358, cost_time=0:00:09.322096 2021-04-10 03:37:50,866 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.37ms, fps=1407 images/s, loss=0.3436, top1-acc=89.21%, top5-acc=99.28%, remaining_time=0:00:25.256016, arrival_time=2021-04-10 03:38:16.121987, cost_time=0:00:11.142330 2021-04-10 03:37:52,693 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.50ms, fps=1401 images/s, loss=0.3447, top1-acc=89.19%, top5-acc=99.25%, remaining_time=0:00:23.345280, arrival_time=2021-04-10 03:38:16.038497, cost_time=0:00:12.969575 2021-04-10 03:37:54,522 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.53ms, fps=1400 images/s, loss=0.3427, top1-acc=89.28%, top5-acc=99.24%, remaining_time=0:00:21.458608, arrival_time=2021-04-10 03:38:15.981428, cost_time=0:00:14.799024 2021-04-10 03:37:56,349 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.32ms, fps=1402 images/s, loss=0.3458, top1-acc=89.17%, top5-acc=99.24%, remaining_time=0:00:19.581062, arrival_time=2021-04-10 03:38:15.930162, cost_time=0:00:16.625427 2021-04-10 03:37:58,174 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.51ms, fps=1403 images/s, loss=0.3461, top1-acc=89.20%, top5-acc=99.21%, remaining_time=0:00:17.712576, arrival_time=2021-04-10 03:38:15.886838, cost_time=0:00:18.450621 2021-04-10 03:37:59,998 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.38ms, fps=1404 images/s, loss=0.3490, top1-acc=89.11%, top5-acc=99.18%, remaining_time=0:00:15.851348, arrival_time=2021-04-10 03:38:15.849983, cost_time=0:00:20.275010 2021-04-10 03:38:01,830 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.30ms, fps=1398 images/s, loss=0.3504, top1-acc=89.03%, top5-acc=99.16%, remaining_time=0:00:14.001252, arrival_time=2021-04-10 03:38:15.832069, cost_time=0:00:22.107196 2021-04-10 03:38:03,660 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.37ms, fps=1399 images/s, loss=0.3506, top1-acc=89.09%, top5-acc=99.16%, remaining_time=0:00:12.152580, arrival_time=2021-04-10 03:38:15.813171, cost_time=0:00:23.936927 2021-04-10 03:38:05,480 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.56ms, fps=1407 images/s, loss=0.3530, top1-acc=89.00%, top5-acc=99.15%, remaining_time=0:00:10.302600, arrival_time=2021-04-10 03:38:15.782750, cost_time=0:00:25.756459 2021-04-10 03:38:07,312 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.89ms, fps=1398 images/s, loss=0.3553, top1-acc=88.93%, top5-acc=99.14%, remaining_time=0:00:08.460412, arrival_time=2021-04-10 03:38:15.772453, cost_time=0:00:27.588337 2021-04-10 03:38:09,137 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.62ms, fps=1403 images/s, loss=0.3581, top1-acc=88.81%, top5-acc=99.14%, remaining_time=0:00:06.618060, arrival_time=2021-04-10 03:38:15.755393, cost_time=0:00:29.413677 2021-04-10 03:38:10,960 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.50ms, fps=1404 images/s, loss=0.3606, top1-acc=88.75%, top5-acc=99.12%, remaining_time=0:00:04.777448, arrival_time=2021-04-10 03:38:15.738233, cost_time=0:00:31.237145 2021-04-10 03:38:12,789 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.48ms, fps=1400 images/s, loss=0.3616, top1-acc=88.71%, top5-acc=99.12%, remaining_time=0:00:02.939216, arrival_time=2021-04-10 03:38:15.729117, cost_time=0:00:33.066240 2021-04-10 03:38:14,614 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.20ms, fps=1404 images/s, loss=0.3645, top1-acc=88.63%, top5-acc=99.10%, remaining_time=0:00:01.101804, arrival_time=2021-04-10 03:38:15.715956, cost_time=0:00:34.890507 2021-04-10 03:38:15,603 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.51ms, fps=1375 images/s, loss=0.3666, top1-acc=88.57%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:15.603656, cost_time=0:00:35.879996 2021-04-10 03:38:16,099 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=0.31ms, fps=5189 images/s, loss=1.5443, top1-acc=64.49%, top5-acc=88.71%, remaining_time=0:00:01.480050, arrival_time=2021-04-10 03:38:17.579179, cost_time=0:00:00.493350 2021-04-10 03:38:16,464 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=2.18ms, fps=7010 images/s, loss=1.5351, top1-acc=64.55%, top5-acc=89.10%, remaining_time=0:00:00.859000, arrival_time=2021-04-10 03:38:17.323862, cost_time=0:00:00.858994 2021-04-10 03:38:16,826 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.75ms, fps=7089 images/s, loss=1.5576, top1-acc=63.88%, top5-acc=88.65%, remaining_time=0:00:00.407000, arrival_time=2021-04-10 03:38:17.233757, cost_time=0:00:01.220990 2021-04-10 03:38:17,160 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.08ms, fps=6954 images/s, loss=1.5403, top1-acc=64.15%, top5-acc=88.84%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:17.160748, cost_time=0:00:01.555024 2021-04-10 03:38:17,265 INFO : Epoch=0139 complete, best val top1-acc=66.46%, top5-acc=89.73% (epoch=131), remaining_time=0:38:40.939956, arrival_time=2021-04-10 04:16:58.205601, cost_time=1:28:08.699211 2021-04-10 03:38:17,266 INFO : Train start, epoch=0140, lr=0.021250 2021-04-10 03:38:19,280 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.58ms, fps=1272 images/s, loss=0.3499, top1-acc=88.63%, top5-acc=99.34%, remaining_time=0:00:37.447380, arrival_time=2021-04-10 03:38:56.727593, cost_time=0:00:02.013299 2021-04-10 03:38:21,101 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.41ms, fps=1406 images/s, loss=0.3488, top1-acc=88.89%, top5-acc=99.30%, remaining_time=0:00:33.745712, arrival_time=2021-04-10 03:38:54.847284, cost_time=0:00:03.834749 2021-04-10 03:38:22,926 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.60ms, fps=1403 images/s, loss=0.3430, top1-acc=89.37%, top5-acc=99.21%, remaining_time=0:00:31.314074, arrival_time=2021-04-10 03:38:54.240120, cost_time=0:00:05.659160 2021-04-10 03:38:24,751 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.43ms, fps=1403 images/s, loss=0.3433, top1-acc=89.37%, top5-acc=99.23%, remaining_time=0:00:29.190720, arrival_time=2021-04-10 03:38:53.942460, cost_time=0:00:07.484786 2021-04-10 03:38:26,580 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.57ms, fps=1401 images/s, loss=0.3429, top1-acc=89.45%, top5-acc=99.24%, remaining_time=0:00:27.194690, arrival_time=2021-04-10 03:38:53.774764, cost_time=0:00:09.313242 2021-04-10 03:38:28,410 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.68ms, fps=1399 images/s, loss=0.3422, top1-acc=89.56%, top5-acc=99.23%, remaining_time=0:00:25.258192, arrival_time=2021-04-10 03:38:53.668445, cost_time=0:00:11.143322 2021-04-10 03:38:30,240 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.37ms, fps=1399 images/s, loss=0.3394, top1-acc=89.55%, top5-acc=99.25%, remaining_time=0:00:23.352714, arrival_time=2021-04-10 03:38:53.593270, cost_time=0:00:12.973731 2021-04-10 03:38:32,067 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.41ms, fps=1402 images/s, loss=0.3380, top1-acc=89.54%, top5-acc=99.26%, remaining_time=0:00:21.460696, arrival_time=2021-04-10 03:38:53.527986, cost_time=0:00:14.800468 2021-04-10 03:38:33,907 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=2.06ms, fps=1392 images/s, loss=0.3396, top1-acc=89.48%, top5-acc=99.27%, remaining_time=0:00:19.598234, arrival_time=2021-04-10 03:38:53.505194, cost_time=0:00:16.640051 2021-04-10 03:38:35,727 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.32ms, fps=1407 images/s, loss=0.3438, top1-acc=89.36%, top5-acc=99.23%, remaining_time=0:00:17.722272, arrival_time=2021-04-10 03:38:53.449882, cost_time=0:00:18.460730 2021-04-10 03:38:37,551 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.52ms, fps=1404 images/s, loss=0.3473, top1-acc=89.25%, top5-acc=99.19%, remaining_time=0:00:15.859174, arrival_time=2021-04-10 03:38:53.410986, cost_time=0:00:20.284936 2021-04-10 03:38:39,388 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.39ms, fps=1394 images/s, loss=0.3478, top1-acc=89.24%, top5-acc=99.19%, remaining_time=0:00:14.010144, arrival_time=2021-04-10 03:38:53.398377, cost_time=0:00:22.121326 2021-04-10 03:38:41,230 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.75ms, fps=1390 images/s, loss=0.3477, top1-acc=89.20%, top5-acc=99.17%, remaining_time=0:00:12.165912, arrival_time=2021-04-10 03:38:53.396035, cost_time=0:00:23.963140 2021-04-10 03:38:43,056 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=2.23ms, fps=1402 images/s, loss=0.3476, top1-acc=89.17%, top5-acc=99.18%, remaining_time=0:00:10.315760, arrival_time=2021-04-10 03:38:53.372054, cost_time=0:00:25.789467 2021-04-10 03:38:44,881 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.36ms, fps=1403 images/s, loss=0.3499, top1-acc=89.09%, top5-acc=99.15%, remaining_time=0:00:08.468370, arrival_time=2021-04-10 03:38:53.349639, cost_time=0:00:27.614320 2021-04-10 03:38:46,707 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.60ms, fps=1403 images/s, loss=0.3513, top1-acc=89.07%, top5-acc=99.16%, remaining_time=0:00:06.624072, arrival_time=2021-04-10 03:38:53.331154, cost_time=0:00:29.440250 2021-04-10 03:38:48,530 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.36ms, fps=1404 images/s, loss=0.3527, top1-acc=89.00%, top5-acc=99.15%, remaining_time=0:00:04.781556, arrival_time=2021-04-10 03:38:53.312355, cost_time=0:00:31.263944 2021-04-10 03:38:50,367 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.32ms, fps=1395 images/s, loss=0.3527, top1-acc=88.95%, top5-acc=99.16%, remaining_time=0:00:02.942224, arrival_time=2021-04-10 03:38:53.309196, cost_time=0:00:33.100068 2021-04-10 03:38:52,195 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.21ms, fps=1401 images/s, loss=0.3529, top1-acc=88.96%, top5-acc=99.14%, remaining_time=0:00:01.102992, arrival_time=2021-04-10 03:38:53.297998, cost_time=0:00:34.928169 2021-04-10 03:38:53,178 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.41ms, fps=1384 images/s, loss=0.3544, top1-acc=88.87%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:53.178394, cost_time=0:00:35.911534 2021-04-10 03:38:53,612 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=0.25ms, fps=5935 images/s, loss=1.4734, top1-acc=65.39%, top5-acc=90.12%, remaining_time=0:00:01.293990, arrival_time=2021-04-10 03:38:54.906177, cost_time=0:00:00.431326 2021-04-10 03:38:53,977 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.76ms, fps=7020 images/s, loss=1.4743, top1-acc=65.94%, top5-acc=90.00%, remaining_time=0:00:00.796400, arrival_time=2021-04-10 03:38:54.773639, cost_time=0:00:00.796392 2021-04-10 03:38:54,331 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.41ms, fps=7238 images/s, loss=1.4922, top1-acc=65.87%, top5-acc=89.91%, remaining_time=0:00:00.383480, arrival_time=2021-04-10 03:38:54.714743, cost_time=0:00:01.150426 2021-04-10 03:38:54,662 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.07ms, fps=7008 images/s, loss=1.4860, top1-acc=65.85%, top5-acc=89.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:54.662632, cost_time=0:00:01.481827 2021-04-10 03:38:54,753 INFO : Epoch=0140 complete, best val top1-acc=66.46%, top5-acc=89.73% (epoch=131), remaining_time=0:38:02.651580, arrival_time=2021-04-10 04:16:57.405007, cost_time=1:28:46.187000 2021-04-10 03:38:54,754 INFO : Train start, epoch=0141, lr=0.020611 2021-04-10 03:38:56,769 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.82ms, fps=1271 images/s, loss=0.3581, top1-acc=88.95%, top5-acc=99.22%, remaining_time=0:00:37.472676, arrival_time=2021-04-10 03:39:34.241917, cost_time=0:00:02.014658 2021-04-10 03:38:58,594 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.37ms, fps=1403 images/s, loss=0.3494, top1-acc=89.04%, top5-acc=99.41%, remaining_time=0:00:33.787952, arrival_time=2021-04-10 03:39:32.382061, cost_time=0:00:03.839544 2021-04-10 03:39:00,427 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.97ms, fps=1397 images/s, loss=0.3427, top1-acc=89.31%, top5-acc=99.41%, remaining_time=0:00:31.387114, arrival_time=2021-04-10 03:39:31.814175, cost_time=0:00:05.672367 2021-04-10 03:39:02,254 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.33ms, fps=1402 images/s, loss=0.3400, top1-acc=89.38%, top5-acc=99.37%, remaining_time=0:00:29.247816, arrival_time=2021-04-10 03:39:31.502049, cost_time=0:00:07.499450 2021-04-10 03:39:04,080 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.53ms, fps=1402 images/s, loss=0.3347, top1-acc=89.48%, top5-acc=99.39%, remaining_time=0:00:27.232942, arrival_time=2021-04-10 03:39:31.313880, cost_time=0:00:09.326360 2021-04-10 03:39:05,914 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.50ms, fps=1397 images/s, loss=0.3319, top1-acc=89.64%, top5-acc=99.38%, remaining_time=0:00:25.294640, arrival_time=2021-04-10 03:39:31.208679, cost_time=0:00:11.159386 2021-04-10 03:39:07,735 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.49ms, fps=1406 images/s, loss=0.3353, top1-acc=89.61%, top5-acc=99.31%, remaining_time=0:00:23.365062, arrival_time=2021-04-10 03:39:31.100244, cost_time=0:00:12.980590 2021-04-10 03:39:09,565 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.53ms, fps=1399 images/s, loss=0.3352, top1-acc=89.58%, top5-acc=99.31%, remaining_time=0:00:21.475428, arrival_time=2021-04-10 03:39:31.040632, cost_time=0:00:14.810638 2021-04-10 03:39:11,388 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.40ms, fps=1405 images/s, loss=0.3343, top1-acc=89.51%, top5-acc=99.33%, remaining_time=0:00:19.590708, arrival_time=2021-04-10 03:39:30.978897, cost_time=0:00:16.633624 2021-04-10 03:39:13,216 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.63ms, fps=1400 images/s, loss=0.3332, top1-acc=89.55%, top5-acc=99.32%, remaining_time=0:00:17.723424, arrival_time=2021-04-10 03:39:30.940013, cost_time=0:00:18.461916 2021-04-10 03:39:15,044 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.70ms, fps=1401 images/s, loss=0.3329, top1-acc=89.55%, top5-acc=99.30%, remaining_time=0:00:15.862958, arrival_time=2021-04-10 03:39:30.907439, cost_time=0:00:20.289878 2021-04-10 03:39:16,871 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.33ms, fps=1402 images/s, loss=0.3340, top1-acc=89.49%, top5-acc=99.30%, remaining_time=0:00:14.007332, arrival_time=2021-04-10 03:39:30.878749, cost_time=0:00:22.116832 2021-04-10 03:39:18,694 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.65ms, fps=1404 images/s, loss=0.3332, top1-acc=89.47%, top5-acc=99.30%, remaining_time=0:00:12.154296, arrival_time=2021-04-10 03:39:30.849161, cost_time=0:00:23.940282 2021-04-10 03:39:20,525 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.75ms, fps=1399 images/s, loss=0.3338, top1-acc=89.44%, top5-acc=99.30%, remaining_time=0:00:10.308368, arrival_time=2021-04-10 03:39:30.833922, cost_time=0:00:25.770972 2021-04-10 03:39:22,351 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.42ms, fps=1403 images/s, loss=0.3348, top1-acc=89.41%, top5-acc=99.29%, remaining_time=0:00:08.462942, arrival_time=2021-04-10 03:39:30.814036, cost_time=0:00:27.596514 2021-04-10 03:39:24,180 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.36ms, fps=1399 images/s, loss=0.3342, top1-acc=89.42%, top5-acc=99.28%, remaining_time=0:00:06.620904, arrival_time=2021-04-10 03:39:30.801751, cost_time=0:00:29.426272 2021-04-10 03:39:26,009 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.32ms, fps=1401 images/s, loss=0.3360, top1-acc=89.36%, top5-acc=99.27%, remaining_time=0:00:04.780074, arrival_time=2021-04-10 03:39:30.789007, cost_time=0:00:31.254276 2021-04-10 03:39:27,828 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.41ms, fps=1407 images/s, loss=0.3383, top1-acc=89.30%, top5-acc=99.26%, remaining_time=0:00:02.939904, arrival_time=2021-04-10 03:39:30.768429, cost_time=0:00:33.073932 2021-04-10 03:39:29,655 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.19ms, fps=1402 images/s, loss=0.3395, top1-acc=89.26%, top5-acc=99.25%, remaining_time=0:00:01.102134, arrival_time=2021-04-10 03:39:30.757642, cost_time=0:00:34.900912 2021-04-10 03:39:30,636 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.44ms, fps=1387 images/s, loss=0.3400, top1-acc=89.24%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:30.636274, cost_time=0:00:35.881701 2021-04-10 03:39:31,079 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=0.22ms, fps=5803 images/s, loss=1.5679, top1-acc=62.93%, top5-acc=88.09%, remaining_time=0:00:01.323330, arrival_time=2021-04-10 03:39:32.402355, cost_time=0:00:00.441107 2021-04-10 03:39:31,435 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.44ms, fps=7188 images/s, loss=1.5123, top1-acc=64.18%, top5-acc=88.50%, remaining_time=0:00:00.797560, arrival_time=2021-04-10 03:39:32.233055, cost_time=0:00:00.797564 2021-04-10 03:39:31,786 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=0.20ms, fps=7303 images/s, loss=1.5325, top1-acc=63.98%, top5-acc=88.58%, remaining_time=0:00:00.382820, arrival_time=2021-04-10 03:39:32.169204, cost_time=0:00:01.148445 2021-04-10 03:39:32,115 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.07ms, fps=7050 images/s, loss=1.5010, top1-acc=64.54%, top5-acc=88.69%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:32.115852, cost_time=0:00:01.477949 2021-04-10 03:39:32,202 INFO : Epoch=0141 complete, best val top1-acc=66.46%, top5-acc=89.73% (epoch=131), remaining_time=0:37:24.358171, arrival_time=2021-04-10 04:16:56.560270, cost_time=1:29:23.635666 2021-04-10 03:39:32,203 INFO : Train start, epoch=0142, lr=0.019979 2021-04-10 03:39:34,195 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=1.51ms, fps=1285 images/s, loss=0.2977, top1-acc=90.43%, top5-acc=99.57%, remaining_time=0:00:37.058640, arrival_time=2021-04-10 03:40:11.254255, cost_time=0:00:01.992405 2021-04-10 03:39:36,024 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=2.07ms, fps=1400 images/s, loss=0.3045, top1-acc=90.51%, top5-acc=99.51%, remaining_time=0:00:33.623744, arrival_time=2021-04-10 03:40:09.647875, cost_time=0:00:03.820877 2021-04-10 03:39:37,864 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.52ms, fps=1392 images/s, loss=0.3118, top1-acc=90.27%, top5-acc=99.40%, remaining_time=0:00:31.324864, arrival_time=2021-04-10 03:40:09.189393, cost_time=0:00:05.661123 2021-04-10 03:39:39,707 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.98ms, fps=1390 images/s, loss=0.3131, top1-acc=90.18%, top5-acc=99.34%, remaining_time=0:00:29.264976, arrival_time=2021-04-10 03:40:08.972103, cost_time=0:00:07.503844 2021-04-10 03:39:41,536 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.48ms, fps=1400 images/s, loss=0.3127, top1-acc=90.41%, top5-acc=99.35%, remaining_time=0:00:27.252068, arrival_time=2021-04-10 03:40:08.788208, cost_time=0:00:09.332915 2021-04-10 03:39:43,372 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.61ms, fps=1395 images/s, loss=0.3142, top1-acc=90.32%, top5-acc=99.30%, remaining_time=0:00:25.315720, arrival_time=2021-04-10 03:40:08.687709, cost_time=0:00:11.168699 2021-04-10 03:39:45,194 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.56ms, fps=1405 images/s, loss=0.3164, top1-acc=90.32%, top5-acc=99.33%, remaining_time=0:00:23.383962, arrival_time=2021-04-10 03:40:08.578265, cost_time=0:00:12.991078 2021-04-10 03:39:47,021 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.39ms, fps=1401 images/s, loss=0.3145, top1-acc=90.38%, top5-acc=99.32%, remaining_time=0:00:21.487144, arrival_time=2021-04-10 03:40:08.509073, cost_time=0:00:14.818719 2021-04-10 03:39:48,848 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.41ms, fps=1402 images/s, loss=0.3145, top1-acc=90.42%, top5-acc=99.31%, remaining_time=0:00:19.604064, arrival_time=2021-04-10 03:40:08.452268, cost_time=0:00:16.644995 2021-04-10 03:39:50,685 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.42ms, fps=1393 images/s, loss=0.3150, top1-acc=90.41%, top5-acc=99.34%, remaining_time=0:00:17.743296, arrival_time=2021-04-10 03:40:08.429144, cost_time=0:00:18.482564 2021-04-10 03:39:52,512 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.35ms, fps=1402 images/s, loss=0.3152, top1-acc=90.42%, top5-acc=99.34%, remaining_time=0:00:15.877750, arrival_time=2021-04-10 03:40:08.389750, cost_time=0:00:20.308771 2021-04-10 03:39:54,341 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.31ms, fps=1400 images/s, loss=0.3173, top1-acc=90.34%, top5-acc=99.34%, remaining_time=0:00:14.020632, arrival_time=2021-04-10 03:40:08.361621, cost_time=0:00:22.137780 2021-04-10 03:39:56,167 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.35ms, fps=1402 images/s, loss=0.3168, top1-acc=90.33%, top5-acc=99.35%, remaining_time=0:00:12.166506, arrival_time=2021-04-10 03:40:08.334123, cost_time=0:00:23.964370 2021-04-10 03:39:57,990 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.48ms, fps=1405 images/s, loss=0.3177, top1-acc=90.27%, top5-acc=99.36%, remaining_time=0:00:10.315032, arrival_time=2021-04-10 03:40:08.305753, cost_time=0:00:25.787520 2021-04-10 03:39:59,827 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.50ms, fps=1394 images/s, loss=0.3214, top1-acc=90.16%, top5-acc=99.34%, remaining_time=0:00:08.471544, arrival_time=2021-04-10 03:40:08.299416, cost_time=0:00:27.624663 2021-04-10 03:40:01,663 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.47ms, fps=1395 images/s, loss=0.3237, top1-acc=90.06%, top5-acc=99.33%, remaining_time=0:00:06.628464, arrival_time=2021-04-10 03:40:08.291542, cost_time=0:00:29.459875 2021-04-10 03:40:03,482 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.49ms, fps=1407 images/s, loss=0.3255, top1-acc=90.00%, top5-acc=99.33%, remaining_time=0:00:04.783948, arrival_time=2021-04-10 03:40:08.266884, cost_time=0:00:31.279668 2021-04-10 03:40:05,316 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.43ms, fps=1397 images/s, loss=0.3254, top1-acc=89.97%, top5-acc=99.32%, remaining_time=0:00:02.943392, arrival_time=2021-04-10 03:40:08.259831, cost_time=0:00:33.113200 2021-04-10 03:40:07,137 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.33ms, fps=1406 images/s, loss=0.3268, top1-acc=89.91%, top5-acc=99.31%, remaining_time=0:00:01.103184, arrival_time=2021-04-10 03:40:08.240580, cost_time=0:00:34.934183 2021-04-10 03:40:08,117 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.21ms, fps=1388 images/s, loss=0.3272, top1-acc=89.92%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:08.117384, cost_time=0:00:35.914169 2021-04-10 03:40:08,582 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=2.42ms, fps=5521 images/s, loss=1.4945, top1-acc=64.92%, top5-acc=88.95%, remaining_time=0:00:01.390950, arrival_time=2021-04-10 03:40:09.973591, cost_time=0:00:00.463654 2021-04-10 03:40:08,941 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=2.11ms, fps=7136 images/s, loss=1.4587, top1-acc=66.04%, top5-acc=89.06%, remaining_time=0:00:00.822760, arrival_time=2021-04-10 03:40:09.764532, cost_time=0:00:00.822751 2021-04-10 03:40:09,302 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.37ms, fps=7101 images/s, loss=1.4510, top1-acc=66.07%, top5-acc=89.10%, remaining_time=0:00:00.394570, arrival_time=2021-04-10 03:40:09.697279, cost_time=0:00:01.183717 2021-04-10 03:40:09,640 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.08ms, fps=6867 images/s, loss=1.4674, top1-acc=65.89%, top5-acc=88.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:09.640898, cost_time=0:00:01.521932 2021-04-10 03:40:09,752 INFO : Epoch=0142 complete, best val top1-acc=66.46%, top5-acc=89.73% (epoch=131), remaining_time=0:36:46.118102, arrival_time=2021-04-10 04:16:55.870277, cost_time=1:30:01.185748 2021-04-10 03:40:09,753 INFO : Train start, epoch=0143, lr=0.019355 2021-04-10 03:40:11,762 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.54ms, fps=1274 images/s, loss=0.3264, top1-acc=89.88%, top5-acc=99.26%, remaining_time=0:00:37.364424, arrival_time=2021-04-10 03:40:49.126640, cost_time=0:00:02.008840 2021-04-10 03:40:13,589 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.37ms, fps=1401 images/s, loss=0.3234, top1-acc=90.04%, top5-acc=99.36%, remaining_time=0:00:33.756448, arrival_time=2021-04-10 03:40:47.345788, cost_time=0:00:03.835962 2021-04-10 03:40:15,416 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.86ms, fps=1401 images/s, loss=0.3147, top1-acc=90.29%, top5-acc=99.47%, remaining_time=0:00:31.336318, arrival_time=2021-04-10 03:40:46.753036, cost_time=0:00:05.663204 2021-04-10 03:40:17,252 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.91ms, fps=1395 images/s, loss=0.3120, top1-acc=90.35%, top5-acc=99.46%, remaining_time=0:00:29.244384, arrival_time=2021-04-10 03:40:46.496421, cost_time=0:00:07.498569 2021-04-10 03:40:19,077 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.66ms, fps=1403 images/s, loss=0.3048, top1-acc=90.66%, top5-acc=99.45%, remaining_time=0:00:27.224912, arrival_time=2021-04-10 03:40:46.301964, cost_time=0:00:09.323604 2021-04-10 03:40:20,922 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.34ms, fps=1387 images/s, loss=0.3037, top1-acc=90.76%, top5-acc=99.47%, remaining_time=0:00:25.317080, arrival_time=2021-04-10 03:40:46.239863, cost_time=0:00:11.169317 2021-04-10 03:40:22,744 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.48ms, fps=1406 images/s, loss=0.3056, top1-acc=90.62%, top5-acc=99.48%, remaining_time=0:00:23.383710, arrival_time=2021-04-10 03:40:46.128117, cost_time=0:00:12.990966 2021-04-10 03:40:24,585 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=2.00ms, fps=1391 images/s, loss=0.3023, top1-acc=90.71%, top5-acc=99.48%, remaining_time=0:00:21.506980, arrival_time=2021-04-10 03:40:46.092805, cost_time=0:00:14.832427 2021-04-10 03:40:26,416 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.38ms, fps=1399 images/s, loss=0.3028, top1-acc=90.68%, top5-acc=99.45%, remaining_time=0:00:19.624946, arrival_time=2021-04-10 03:40:46.040976, cost_time=0:00:16.662647 2021-04-10 03:40:28,241 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.50ms, fps=1403 images/s, loss=0.3040, top1-acc=90.64%, top5-acc=99.45%, remaining_time=0:00:17.748576, arrival_time=2021-04-10 03:40:45.990177, cost_time=0:00:18.488137 2021-04-10 03:40:30,064 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=2.21ms, fps=1405 images/s, loss=0.3064, top1-acc=90.49%, top5-acc=99.44%, remaining_time=0:00:15.879298, arrival_time=2021-04-10 03:40:45.943514, cost_time=0:00:20.310752 2021-04-10 03:40:31,890 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.40ms, fps=1402 images/s, loss=0.3067, top1-acc=90.51%, top5-acc=99.42%, remaining_time=0:00:14.020024, arrival_time=2021-04-10 03:40:45.910241, cost_time=0:00:22.136842 2021-04-10 03:40:33,721 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.48ms, fps=1398 images/s, loss=0.3080, top1-acc=90.43%, top5-acc=99.41%, remaining_time=0:00:12.168354, arrival_time=2021-04-10 03:40:45.889698, cost_time=0:00:23.967960 2021-04-10 03:40:35,550 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.53ms, fps=1400 images/s, loss=0.3099, top1-acc=90.36%, top5-acc=99.42%, remaining_time=0:00:10.318672, arrival_time=2021-04-10 03:40:45.868786, cost_time=0:00:25.796723 2021-04-10 03:40:37,383 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=2.03ms, fps=1397 images/s, loss=0.3121, top1-acc=90.29%, top5-acc=99.39%, remaining_time=0:00:08.473062, arrival_time=2021-04-10 03:40:45.856056, cost_time=0:00:27.629550 2021-04-10 03:40:39,218 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.46ms, fps=1395 images/s, loss=0.3140, top1-acc=90.22%, top5-acc=99.38%, remaining_time=0:00:06.629724, arrival_time=2021-04-10 03:40:45.848500, cost_time=0:00:29.465390 2021-04-10 03:40:41,050 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.41ms, fps=1398 images/s, loss=0.3176, top1-acc=90.11%, top5-acc=99.35%, remaining_time=0:00:04.786600, arrival_time=2021-04-10 03:40:45.837063, cost_time=0:00:31.297000 2021-04-10 03:40:42,876 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.37ms, fps=1403 images/s, loss=0.3193, top1-acc=90.04%, top5-acc=99.35%, remaining_time=0:00:02.944256, arrival_time=2021-04-10 03:40:45.820482, cost_time=0:00:33.122845 2021-04-10 03:40:44,706 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.46ms, fps=1399 images/s, loss=0.3208, top1-acc=89.99%, top5-acc=99.34%, remaining_time=0:00:01.103778, arrival_time=2021-04-10 03:40:45.810078, cost_time=0:00:34.952895 2021-04-10 03:40:45,692 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.29ms, fps=1380 images/s, loss=0.3236, top1-acc=89.91%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:45.692419, cost_time=0:00:35.939027 2021-04-10 03:40:46,122 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=0.18ms, fps=5979 images/s, loss=1.4317, top1-acc=67.19%, top5-acc=89.69%, remaining_time=0:00:01.284450, arrival_time=2021-04-10 03:40:47.406675, cost_time=0:00:00.428151 2021-04-10 03:40:46,484 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.64ms, fps=7082 images/s, loss=1.4414, top1-acc=67.17%, top5-acc=89.45%, remaining_time=0:00:00.789940, arrival_time=2021-04-10 03:40:47.274016, cost_time=0:00:00.789943 2021-04-10 03:40:46,840 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.30ms, fps=7183 images/s, loss=1.4359, top1-acc=67.08%, top5-acc=89.69%, remaining_time=0:00:00.382260, arrival_time=2021-04-10 03:40:47.223120, cost_time=0:00:01.146776 2021-04-10 03:40:47,172 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.07ms, fps=7013 images/s, loss=1.4575, top1-acc=66.67%, top5-acc=89.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:47.171999, cost_time=0:00:01.477929 2021-04-10 03:40:47,372 INFO : Epoch=0143 complete, best val top1-acc=66.67%, top5-acc=89.57% (epoch=143), remaining_time=0:36:07.915542, arrival_time=2021-04-10 04:16:55.287610, cost_time=1:30:38.805625 2021-04-10 03:40:47,373 INFO : Train start, epoch=0144, lr=0.018738 2021-04-10 03:40:49,403 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.50ms, fps=1261 images/s, loss=0.3166, top1-acc=90.39%, top5-acc=99.02%, remaining_time=0:00:37.752978, arrival_time=2021-04-10 03:41:27.155945, cost_time=0:00:02.029733 2021-04-10 03:40:51,230 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=2.09ms, fps=1401 images/s, loss=0.3181, top1-acc=90.37%, top5-acc=99.20%, remaining_time=0:00:33.944768, arrival_time=2021-04-10 03:41:25.175350, cost_time=0:00:03.857353 2021-04-10 03:40:53,050 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.53ms, fps=1407 images/s, loss=0.3105, top1-acc=90.62%, top5-acc=99.28%, remaining_time=0:00:31.414172, arrival_time=2021-04-10 03:41:24.464675, cost_time=0:00:05.677261 2021-04-10 03:40:54,874 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.38ms, fps=1404 images/s, loss=0.3128, top1-acc=90.36%, top5-acc=99.36%, remaining_time=0:00:29.255616, arrival_time=2021-04-10 03:41:24.130262, cost_time=0:00:07.501423 2021-04-10 03:40:56,700 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.36ms, fps=1402 images/s, loss=0.3119, top1-acc=90.43%, top5-acc=99.30%, remaining_time=0:00:27.236738, arrival_time=2021-04-10 03:41:23.937637, cost_time=0:00:09.327669 2021-04-10 03:40:58,524 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=2.20ms, fps=1404 images/s, loss=0.3111, top1-acc=90.50%, top5-acc=99.30%, remaining_time=0:00:25.275872, arrival_time=2021-04-10 03:41:23.800236, cost_time=0:00:11.151094 2021-04-10 03:41:00,347 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.63ms, fps=1405 images/s, loss=0.3083, top1-acc=90.55%, top5-acc=99.32%, remaining_time=0:00:23.352714, arrival_time=2021-04-10 03:41:23.699754, cost_time=0:00:12.973751 2021-04-10 03:41:02,176 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.34ms, fps=1400 images/s, loss=0.3064, top1-acc=90.63%, top5-acc=99.35%, remaining_time=0:00:21.464524, arrival_time=2021-04-10 03:41:23.640871, cost_time=0:00:14.803114 2021-04-10 03:41:04,007 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.40ms, fps=1398 images/s, loss=0.3029, top1-acc=90.77%, top5-acc=99.37%, remaining_time=0:00:19.591768, arrival_time=2021-04-10 03:41:23.599549, cost_time=0:00:16.634541 2021-04-10 03:41:05,838 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.84ms, fps=1399 images/s, loss=0.3021, top1-acc=90.79%, top5-acc=99.36%, remaining_time=0:00:17.726784, arrival_time=2021-04-10 03:41:23.565400, cost_time=0:00:18.465377 2021-04-10 03:41:07,665 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.82ms, fps=1402 images/s, loss=0.3009, top1-acc=90.79%, top5-acc=99.38%, remaining_time=0:00:15.864764, arrival_time=2021-04-10 03:41:23.530132, cost_time=0:00:20.292130 2021-04-10 03:41:09,495 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.51ms, fps=1399 images/s, loss=0.3019, top1-acc=90.68%, top5-acc=99.40%, remaining_time=0:00:14.010980, arrival_time=2021-04-10 03:41:23.506772, cost_time=0:00:22.122541 2021-04-10 03:41:11,331 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.37ms, fps=1395 images/s, loss=0.3040, top1-acc=90.61%, top5-acc=99.39%, remaining_time=0:00:12.163338, arrival_time=2021-04-10 03:41:23.494716, cost_time=0:00:23.958136 2021-04-10 03:41:13,161 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=2.16ms, fps=1400 images/s, loss=0.3040, top1-acc=90.58%, top5-acc=99.40%, remaining_time=0:00:10.315088, arrival_time=2021-04-10 03:41:23.476059, cost_time=0:00:25.787654 2021-04-10 03:41:14,993 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.42ms, fps=1397 images/s, loss=0.3060, top1-acc=90.47%, top5-acc=99.37%, remaining_time=0:00:08.470164, arrival_time=2021-04-10 03:41:23.463727, cost_time=0:00:27.620167 2021-04-10 03:41:16,827 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.31ms, fps=1396 images/s, loss=0.3072, top1-acc=90.39%, top5-acc=99.37%, remaining_time=0:00:06.627204, arrival_time=2021-04-10 03:41:23.454683, cost_time=0:00:29.454232 2021-04-10 03:41:18,658 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.45ms, fps=1399 images/s, loss=0.3088, top1-acc=90.31%, top5-acc=99.36%, remaining_time=0:00:04.784702, arrival_time=2021-04-10 03:41:23.442597, cost_time=0:00:31.284518 2021-04-10 03:41:20,485 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.35ms, fps=1402 images/s, loss=0.3106, top1-acc=90.21%, top5-acc=99.36%, remaining_time=0:00:02.943264, arrival_time=2021-04-10 03:41:23.428295, cost_time=0:00:33.111730 2021-04-10 03:41:22,309 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.44ms, fps=1403 images/s, loss=0.3123, top1-acc=90.18%, top5-acc=99.35%, remaining_time=0:00:01.103262, arrival_time=2021-04-10 03:41:23.413129, cost_time=0:00:34.936627 2021-04-10 03:41:23,294 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.20ms, fps=1382 images/s, loss=0.3135, top1-acc=90.15%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:23.294287, cost_time=0:00:35.921033 2021-04-10 03:41:23,733 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=1.46ms, fps=5845 images/s, loss=1.6082, top1-acc=63.12%, top5-acc=88.12%, remaining_time=0:00:01.313760, arrival_time=2021-04-10 03:41:25.047611, cost_time=0:00:00.437922 2021-04-10 03:41:24,093 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.74ms, fps=7128 images/s, loss=1.6088, top1-acc=63.52%, top5-acc=88.38%, remaining_time=0:00:00.797600, arrival_time=2021-04-10 03:41:24.891084, cost_time=0:00:00.797605 2021-04-10 03:41:24,446 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.30ms, fps=7257 images/s, loss=1.6384, top1-acc=63.74%, top5-acc=88.07%, remaining_time=0:00:00.383580, arrival_time=2021-04-10 03:41:24.830192, cost_time=0:00:01.150755 2021-04-10 03:41:24,776 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.07ms, fps=7053 images/s, loss=1.6419, top1-acc=63.51%, top5-acc=88.15%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:24.775944, cost_time=0:00:01.480017 2021-04-10 03:41:24,881 INFO : Epoch=0144 complete, best val top1-acc=66.67%, top5-acc=89.57% (epoch=143), remaining_time=0:35:29.678152, arrival_time=2021-04-10 04:16:54.559846, cost_time=1:31:16.315226 2021-04-10 03:41:24,883 INFO : Train start, epoch=0145, lr=0.018129 2021-04-10 03:41:26,866 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.40ms, fps=1291 images/s, loss=0.2997, top1-acc=90.66%, top5-acc=99.41%, remaining_time=0:00:36.881196, arrival_time=2021-04-10 03:42:03.747680, cost_time=0:00:01.982857 2021-04-10 03:41:28,696 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.36ms, fps=1399 images/s, loss=0.2915, top1-acc=91.02%, top5-acc=99.49%, remaining_time=0:00:33.554224, arrival_time=2021-04-10 03:42:02.250793, cost_time=0:00:03.812977 2021-04-10 03:41:30,527 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.66ms, fps=1399 images/s, loss=0.2883, top1-acc=91.05%, top5-acc=99.51%, remaining_time=0:00:31.226924, arrival_time=2021-04-10 03:42:01.754076, cost_time=0:00:05.643406 2021-04-10 03:41:32,379 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.98ms, fps=1382 images/s, loss=0.2899, top1-acc=91.03%, top5-acc=99.50%, remaining_time=0:00:29.234400, arrival_time=2021-04-10 03:42:01.614059, cost_time=0:00:07.495988 2021-04-10 03:41:34,209 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.42ms, fps=1399 images/s, loss=0.2850, top1-acc=91.26%, top5-acc=99.52%, remaining_time=0:00:27.232796, arrival_time=2021-04-10 03:42:01.442691, cost_time=0:00:09.326281 2021-04-10 03:41:36,031 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.44ms, fps=1406 images/s, loss=0.2851, top1-acc=91.28%, top5-acc=99.54%, remaining_time=0:00:25.268256, arrival_time=2021-04-10 03:42:01.299661, cost_time=0:00:11.147735 2021-04-10 03:41:37,859 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.33ms, fps=1401 images/s, loss=0.2820, top1-acc=91.32%, top5-acc=99.53%, remaining_time=0:00:23.356368, arrival_time=2021-04-10 03:42:01.215711, cost_time=0:00:12.975736 2021-04-10 03:41:39,678 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.30ms, fps=1408 images/s, loss=0.2829, top1-acc=91.34%, top5-acc=99.52%, remaining_time=0:00:21.452112, arrival_time=2021-04-10 03:42:01.130222, cost_time=0:00:14.794525 2021-04-10 03:41:41,510 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.74ms, fps=1397 images/s, loss=0.2839, top1-acc=91.36%, top5-acc=99.49%, remaining_time=0:00:19.582864, arrival_time=2021-04-10 03:42:01.093417, cost_time=0:00:16.626965 2021-04-10 03:41:43,335 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.50ms, fps=1403 images/s, loss=0.2857, top1-acc=91.27%, top5-acc=99.47%, remaining_time=0:00:17.713728, arrival_time=2021-04-10 03:42:01.049193, cost_time=0:00:18.451788 2021-04-10 03:41:45,156 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.52ms, fps=1406 images/s, loss=0.2861, top1-acc=91.22%, top5-acc=99.47%, remaining_time=0:00:15.849800, arrival_time=2021-04-10 03:42:01.006423, cost_time=0:00:20.272996 2021-04-10 03:41:46,984 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.33ms, fps=1401 images/s, loss=0.2869, top1-acc=91.16%, top5-acc=99.47%, remaining_time=0:00:13.997376, arrival_time=2021-04-10 03:42:00.982055, cost_time=0:00:22.101089 2021-04-10 03:41:48,811 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.60ms, fps=1402 images/s, loss=0.2881, top1-acc=91.09%, top5-acc=99.47%, remaining_time=0:00:12.147828, arrival_time=2021-04-10 03:42:00.958930, cost_time=0:00:23.927508 2021-04-10 03:41:50,635 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.64ms, fps=1403 images/s, loss=0.2906, top1-acc=91.03%, top5-acc=99.46%, remaining_time=0:00:10.300864, arrival_time=2021-04-10 03:42:00.936560, cost_time=0:00:25.752099 2021-04-10 03:41:52,460 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.38ms, fps=1403 images/s, loss=0.2913, top1-acc=90.98%, top5-acc=99.46%, remaining_time=0:00:08.456870, arrival_time=2021-04-10 03:42:00.917237, cost_time=0:00:27.576774 2021-04-10 03:41:54,288 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.47ms, fps=1400 images/s, loss=0.2919, top1-acc=90.95%, top5-acc=99.47%, remaining_time=0:00:06.616152, arrival_time=2021-04-10 03:42:00.904888, cost_time=0:00:29.405140 2021-04-10 03:41:56,123 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.46ms, fps=1396 images/s, loss=0.2940, top1-acc=90.84%, top5-acc=99.46%, remaining_time=0:00:04.777812, arrival_time=2021-04-10 03:42:00.901066, cost_time=0:00:31.239588 2021-04-10 03:41:57,952 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.36ms, fps=1400 images/s, loss=0.2947, top1-acc=90.81%, top5-acc=99.45%, remaining_time=0:00:02.939488, arrival_time=2021-04-10 03:42:00.892369, cost_time=0:00:33.069287 2021-04-10 03:41:59,784 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.58ms, fps=1398 images/s, loss=0.2959, top1-acc=90.75%, top5-acc=99.45%, remaining_time=0:00:01.102140, arrival_time=2021-04-10 03:42:00.886952, cost_time=0:00:34.901160 2021-04-10 03:42:00,770 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.23ms, fps=1380 images/s, loss=0.2968, top1-acc=90.71%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:00.770408, cost_time=0:00:35.886823 2021-04-10 03:42:01,213 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=5.18ms, fps=5795 images/s, loss=1.5311, top1-acc=65.59%, top5-acc=89.18%, remaining_time=0:00:01.325340, arrival_time=2021-04-10 03:42:02.539148, cost_time=0:00:00.441779 2021-04-10 03:42:01,564 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.51ms, fps=7316 images/s, loss=1.5349, top1-acc=65.55%, top5-acc=89.04%, remaining_time=0:00:00.792060, arrival_time=2021-04-10 03:42:02.356155, cost_time=0:00:00.792057 2021-04-10 03:42:01,916 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.31ms, fps=7276 images/s, loss=1.5203, top1-acc=65.81%, top5-acc=89.15%, remaining_time=0:00:00.381420, arrival_time=2021-04-10 03:42:02.297689, cost_time=0:00:01.144249 2021-04-10 03:42:02,246 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.07ms, fps=7034 images/s, loss=1.5052, top1-acc=65.69%, top5-acc=89.12%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:02.246386, cost_time=0:00:01.474374 2021-04-10 03:42:02,323 INFO : Epoch=0145 complete, best val top1-acc=66.67%, top5-acc=89.57% (epoch=143), remaining_time=0:34:51.425160, arrival_time=2021-04-10 04:16:53.748799, cost_time=1:31:53.757193 2021-04-10 03:42:02,325 INFO : Train start, epoch=0146, lr=0.017528 2021-04-10 03:42:04,467 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.41ms, fps=1195 images/s, loss=0.2936, top1-acc=90.94%, top5-acc=99.57%, remaining_time=0:00:39.847338, arrival_time=2021-04-10 03:42:44.315160, cost_time=0:00:02.142327 2021-04-10 03:42:06,295 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.39ms, fps=1401 images/s, loss=0.2934, top1-acc=91.07%, top5-acc=99.63%, remaining_time=0:00:34.936880, arrival_time=2021-04-10 03:42:41.232477, cost_time=0:00:03.970103 2021-04-10 03:42:08,118 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.53ms, fps=1405 images/s, loss=0.2922, top1-acc=91.17%, top5-acc=99.60%, remaining_time=0:00:32.053438, arrival_time=2021-04-10 03:42:40.171745, cost_time=0:00:05.792791 2021-04-10 03:42:09,951 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.39ms, fps=1397 images/s, loss=0.2879, top1-acc=91.12%, top5-acc=99.65%, remaining_time=0:00:29.742492, arrival_time=2021-04-10 03:42:39.694303, cost_time=0:00:07.626271 2021-04-10 03:42:11,773 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.38ms, fps=1406 images/s, loss=0.2841, top1-acc=91.29%, top5-acc=99.61%, remaining_time=0:00:27.586846, arrival_time=2021-04-10 03:42:39.359885, cost_time=0:00:09.447544 2021-04-10 03:42:13,597 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.51ms, fps=1404 images/s, loss=0.2837, top1-acc=91.25%, top5-acc=99.60%, remaining_time=0:00:25.548960, arrival_time=2021-04-10 03:42:39.146039, cost_time=0:00:11.271577 2021-04-10 03:42:15,420 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.42ms, fps=1405 images/s, loss=0.2843, top1-acc=91.29%, top5-acc=99.56%, remaining_time=0:00:23.570316, arrival_time=2021-04-10 03:42:38.990435, cost_time=0:00:13.094614 2021-04-10 03:42:17,248 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.45ms, fps=1401 images/s, loss=0.2827, top1-acc=91.26%, top5-acc=99.55%, remaining_time=0:00:21.637828, arrival_time=2021-04-10 03:42:38.885955, cost_time=0:00:14.922641 2021-04-10 03:42:19,070 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.37ms, fps=1405 images/s, loss=0.2814, top1-acc=91.29%, top5-acc=99.56%, remaining_time=0:00:19.721936, arrival_time=2021-04-10 03:42:38.792483, cost_time=0:00:16.745055 2021-04-10 03:42:20,900 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=2.03ms, fps=1399 images/s, loss=0.2813, top1-acc=91.23%, top5-acc=99.57%, remaining_time=0:00:17.832192, arrival_time=2021-04-10 03:42:38.732865, cost_time=0:00:18.575151 2021-04-10 03:42:22,732 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.50ms, fps=1398 images/s, loss=0.2830, top1-acc=91.27%, top5-acc=99.53%, remaining_time=0:00:15.954118, arrival_time=2021-04-10 03:42:38.686089, cost_time=0:00:20.406481 2021-04-10 03:42:24,556 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.56ms, fps=1404 images/s, loss=0.2851, top1-acc=91.21%, top5-acc=99.51%, remaining_time=0:00:14.079456, arrival_time=2021-04-10 03:42:38.635684, cost_time=0:00:22.230719 2021-04-10 03:42:26,383 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.41ms, fps=1402 images/s, loss=0.2859, top1-acc=91.17%, top5-acc=99.51%, remaining_time=0:00:12.213828, arrival_time=2021-04-10 03:42:38.596871, cost_time=0:00:24.057551 2021-04-10 03:42:28,209 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.52ms, fps=1402 images/s, loss=0.2870, top1-acc=91.07%, top5-acc=99.49%, remaining_time=0:00:10.353672, arrival_time=2021-04-10 03:42:38.563393, cost_time=0:00:25.884158 2021-04-10 03:42:30,034 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.38ms, fps=1404 images/s, loss=0.2875, top1-acc=91.05%, top5-acc=99.49%, remaining_time=0:00:08.497304, arrival_time=2021-04-10 03:42:38.531332, cost_time=0:00:27.708543 2021-04-10 03:42:31,856 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.45ms, fps=1405 images/s, loss=0.2875, top1-acc=91.07%, top5-acc=99.49%, remaining_time=0:00:06.644484, arrival_time=2021-04-10 03:42:38.500978, cost_time=0:00:29.530992 2021-04-10 03:42:33,687 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.43ms, fps=1398 images/s, loss=0.2897, top1-acc=91.03%, top5-acc=99.49%, remaining_time=0:00:04.796532, arrival_time=2021-04-10 03:42:38.483982, cost_time=0:00:31.361962 2021-04-10 03:42:35,525 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.31ms, fps=1393 images/s, loss=0.2910, top1-acc=90.97%, top5-acc=99.47%, remaining_time=0:00:02.951072, arrival_time=2021-04-10 03:42:38.476143, cost_time=0:00:33.199585 2021-04-10 03:42:37,349 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.52ms, fps=1403 images/s, loss=0.2932, top1-acc=90.86%, top5-acc=99.46%, remaining_time=0:00:01.106028, arrival_time=2021-04-10 03:42:38.455739, cost_time=0:00:35.024217 2021-04-10 03:42:38,332 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.35ms, fps=1385 images/s, loss=0.2953, top1-acc=90.81%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:38.332193, cost_time=0:00:36.006709 2021-04-10 03:42:38,768 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=0.44ms, fps=5884 images/s, loss=1.5100, top1-acc=66.41%, top5-acc=89.30%, remaining_time=0:00:01.305210, arrival_time=2021-04-10 03:42:40.074020, cost_time=0:00:00.435072 2021-04-10 03:42:39,130 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.25ms, fps=7085 images/s, loss=1.4827, top1-acc=66.97%, top5-acc=89.36%, remaining_time=0:00:00.796860, arrival_time=2021-04-10 03:42:39.927458, cost_time=0:00:00.796851 2021-04-10 03:42:39,486 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.32ms, fps=7213 images/s, loss=1.4916, top1-acc=66.80%, top5-acc=89.49%, remaining_time=0:00:00.384080, arrival_time=2021-04-10 03:42:39.870038, cost_time=0:00:01.152242 2021-04-10 03:42:39,816 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.07ms, fps=7029 images/s, loss=1.4747, top1-acc=67.02%, top5-acc=89.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:39.816364, cost_time=0:00:01.482676 2021-04-10 03:42:39,982 INFO : Epoch=0146 complete, best val top1-acc=67.02%, top5-acc=89.75% (epoch=146), remaining_time=0:34:13.263384, arrival_time=2021-04-10 04:16:53.245667, cost_time=1:32:31.415850 2021-04-10 03:42:39,983 INFO : Train start, epoch=0147, lr=0.016934 2021-04-10 03:42:42,001 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.34ms, fps=1269 images/s, loss=0.2858, top1-acc=91.60%, top5-acc=99.41%, remaining_time=0:00:37.535358, arrival_time=2021-04-10 03:43:19.536795, cost_time=0:00:02.018026 2021-04-10 03:42:43,825 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.68ms, fps=1404 images/s, loss=0.2908, top1-acc=91.39%, top5-acc=99.39%, remaining_time=0:00:33.812768, arrival_time=2021-04-10 03:43:17.638544, cost_time=0:00:03.842364 2021-04-10 03:42:45,650 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.55ms, fps=1403 images/s, loss=0.2855, top1-acc=91.34%, top5-acc=99.43%, remaining_time=0:00:31.358396, arrival_time=2021-04-10 03:43:17.009087, cost_time=0:00:05.667165 2021-04-10 03:42:47,478 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.31ms, fps=1401 images/s, loss=0.2810, top1-acc=91.49%, top5-acc=99.48%, remaining_time=0:00:29.229252, arrival_time=2021-04-10 03:43:16.707439, cost_time=0:00:07.494674 2021-04-10 03:42:49,299 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.51ms, fps=1406 images/s, loss=0.2772, top1-acc=91.66%, top5-acc=99.50%, remaining_time=0:00:27.202428, arrival_time=2021-04-10 03:43:16.501764, cost_time=0:00:09.315877 2021-04-10 03:42:51,131 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.45ms, fps=1398 images/s, loss=0.2771, top1-acc=91.63%, top5-acc=99.52%, remaining_time=0:00:25.268800, arrival_time=2021-04-10 03:43:16.400260, cost_time=0:00:11.147973 2021-04-10 03:42:52,959 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.64ms, fps=1401 images/s, loss=0.2752, top1-acc=91.69%, top5-acc=99.53%, remaining_time=0:00:23.357628, arrival_time=2021-04-10 03:43:16.317503, cost_time=0:00:12.976445 2021-04-10 03:42:54,795 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.62ms, fps=1395 images/s, loss=0.2723, top1-acc=91.81%, top5-acc=99.55%, remaining_time=0:00:21.477516, arrival_time=2021-04-10 03:43:16.272995, cost_time=0:00:14.812077 2021-04-10 03:42:56,632 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.36ms, fps=1394 images/s, loss=0.2742, top1-acc=91.71%, top5-acc=99.54%, remaining_time=0:00:19.609046, arrival_time=2021-04-10 03:43:16.241824, cost_time=0:00:16.649162 2021-04-10 03:42:58,465 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.36ms, fps=1398 images/s, loss=0.2736, top1-acc=91.72%, top5-acc=99.52%, remaining_time=0:00:17.742240, arrival_time=2021-04-10 03:43:16.207226, cost_time=0:00:18.481524 2021-04-10 03:43:00,286 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.57ms, fps=1405 images/s, loss=0.2734, top1-acc=91.72%, top5-acc=99.53%, remaining_time=0:00:15.873622, arrival_time=2021-04-10 03:43:16.160510, cost_time=0:00:20.303486 2021-04-10 03:43:02,108 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.48ms, fps=1406 images/s, loss=0.2732, top1-acc=91.71%, top5-acc=99.53%, remaining_time=0:00:14.012196, arrival_time=2021-04-10 03:43:16.120182, cost_time=0:00:22.124578 2021-04-10 03:43:03,932 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.35ms, fps=1404 images/s, loss=0.2736, top1-acc=91.68%, top5-acc=99.53%, remaining_time=0:00:12.158586, arrival_time=2021-04-10 03:43:16.090747, cost_time=0:00:23.948708 2021-04-10 03:43:05,770 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.46ms, fps=1393 images/s, loss=0.2751, top1-acc=91.61%, top5-acc=99.54%, remaining_time=0:00:10.314640, arrival_time=2021-04-10 03:43:16.084751, cost_time=0:00:25.786643 2021-04-10 03:43:07,604 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.39ms, fps=1396 images/s, loss=0.2767, top1-acc=91.54%, top5-acc=99.55%, remaining_time=0:00:08.470532, arrival_time=2021-04-10 03:43:16.075274, cost_time=0:00:27.621327 2021-04-10 03:43:09,432 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.53ms, fps=1401 images/s, loss=0.2764, top1-acc=91.54%, top5-acc=99.56%, remaining_time=0:00:06.625980, arrival_time=2021-04-10 03:43:16.058349, cost_time=0:00:29.448770 2021-04-10 03:43:11,256 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.37ms, fps=1404 images/s, loss=0.2775, top1-acc=91.50%, top5-acc=99.55%, remaining_time=0:00:04.782934, arrival_time=2021-04-10 03:43:16.039348, cost_time=0:00:31.273010 2021-04-10 03:43:13,080 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.47ms, fps=1404 images/s, loss=0.2774, top1-acc=91.48%, top5-acc=99.54%, remaining_time=0:00:02.941920, arrival_time=2021-04-10 03:43:16.022032, cost_time=0:00:33.096659 2021-04-10 03:43:14,902 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.31ms, fps=1405 images/s, loss=0.2781, top1-acc=91.44%, top5-acc=99.54%, remaining_time=0:00:01.102698, arrival_time=2021-04-10 03:43:16.004903, cost_time=0:00:34.918802 2021-04-10 03:43:15,883 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.27ms, fps=1386 images/s, loss=0.2794, top1-acc=91.39%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:15.883595, cost_time=0:00:35.900192 2021-04-10 03:43:16,312 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.19ms, fps=5995 images/s, loss=1.5919, top1-acc=64.26%, top5-acc=88.28%, remaining_time=0:00:01.281060, arrival_time=2021-04-10 03:43:17.593236, cost_time=0:00:00.427016 2021-04-10 03:43:16,674 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=2.47ms, fps=7064 images/s, loss=1.5123, top1-acc=65.57%, top5-acc=89.10%, remaining_time=0:00:00.789720, arrival_time=2021-04-10 03:43:17.464654, cost_time=0:00:00.789717 2021-04-10 03:43:17,036 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.63ms, fps=7097 images/s, loss=1.5162, top1-acc=65.40%, top5-acc=88.98%, remaining_time=0:00:00.383690, arrival_time=2021-04-10 03:43:17.419955, cost_time=0:00:01.151061 2021-04-10 03:43:17,366 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.07ms, fps=7034 images/s, loss=1.4863, top1-acc=65.56%, top5-acc=89.09%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:17.366490, cost_time=0:00:01.481342 2021-04-10 03:43:17,479 INFO : Epoch=0147 complete, best val top1-acc=67.02%, top5-acc=89.75% (epoch=146), remaining_time=0:33:35.050460, arrival_time=2021-04-10 04:16:52.530373, cost_time=1:33:08.913490 2021-04-10 03:43:17,480 INFO : Train start, epoch=0148, lr=0.016349 2021-04-10 03:43:19,486 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=1.36ms, fps=1276 images/s, loss=0.2896, top1-acc=90.55%, top5-acc=99.37%, remaining_time=0:00:37.307880, arrival_time=2021-04-10 03:43:56.794747, cost_time=0:00:02.005801 2021-04-10 03:43:21,315 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.47ms, fps=1400 images/s, loss=0.2762, top1-acc=91.00%, top5-acc=99.41%, remaining_time=0:00:33.742720, arrival_time=2021-04-10 03:43:55.058173, cost_time=0:00:03.834396 2021-04-10 03:43:23,147 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.32ms, fps=1398 images/s, loss=0.2678, top1-acc=91.46%, top5-acc=99.44%, remaining_time=0:00:31.351424, arrival_time=2021-04-10 03:43:54.498514, cost_time=0:00:05.665931 2021-04-10 03:43:24,981 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.79ms, fps=1397 images/s, loss=0.2669, top1-acc=91.53%, top5-acc=99.44%, remaining_time=0:00:29.248752, arrival_time=2021-04-10 03:43:54.229648, cost_time=0:00:07.499681 2021-04-10 03:43:26,830 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.34ms, fps=1398 images/s, loss=0.2642, top1-acc=91.72%, top5-acc=99.45%, remaining_time=0:00:27.299810, arrival_time=2021-04-10 03:43:54.130175, cost_time=0:00:09.349253 2021-04-10 03:43:28,655 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.40ms, fps=1403 images/s, loss=0.2620, top1-acc=91.80%, top5-acc=99.51%, remaining_time=0:00:25.328640, arrival_time=2021-04-10 03:43:53.984212, cost_time=0:00:11.174401 2021-04-10 03:43:30,481 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=2.09ms, fps=1403 images/s, loss=0.2627, top1-acc=91.78%, top5-acc=99.50%, remaining_time=0:00:23.400090, arrival_time=2021-04-10 03:43:53.881209, cost_time=0:00:13.000046 2021-04-10 03:43:32,304 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.48ms, fps=1404 images/s, loss=0.2614, top1-acc=91.80%, top5-acc=99.53%, remaining_time=0:00:21.494336, arrival_time=2021-04-10 03:43:53.799089, cost_time=0:00:14.823691 2021-04-10 03:43:34,125 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.56ms, fps=1407 images/s, loss=0.2614, top1-acc=91.80%, top5-acc=99.54%, remaining_time=0:00:19.602898, arrival_time=2021-04-10 03:43:53.728113, cost_time=0:00:16.643938 2021-04-10 03:43:35,949 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.41ms, fps=1404 images/s, loss=0.2627, top1-acc=91.76%, top5-acc=99.54%, remaining_time=0:00:17.729856, arrival_time=2021-04-10 03:43:53.679534, cost_time=0:00:18.468573 2021-04-10 03:43:37,778 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.53ms, fps=1400 images/s, loss=0.2636, top1-acc=91.74%, top5-acc=99.55%, remaining_time=0:00:15.868720, arrival_time=2021-04-10 03:43:53.646985, cost_time=0:00:20.297209 2021-04-10 03:43:39,605 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.40ms, fps=1401 images/s, loss=0.2647, top1-acc=91.72%, top5-acc=99.56%, remaining_time=0:00:14.012044, arrival_time=2021-04-10 03:43:53.617424, cost_time=0:00:22.124325 2021-04-10 03:43:41,428 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.32ms, fps=1405 images/s, loss=0.2639, top1-acc=91.75%, top5-acc=99.56%, remaining_time=0:00:12.157728, arrival_time=2021-04-10 03:43:53.585848, cost_time=0:00:23.947057 2021-04-10 03:43:43,260 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.50ms, fps=1398 images/s, loss=0.2657, top1-acc=91.69%, top5-acc=99.56%, remaining_time=0:00:10.311616, arrival_time=2021-04-10 03:43:53.571934, cost_time=0:00:25.779064 2021-04-10 03:43:45,083 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.42ms, fps=1405 images/s, loss=0.2664, top1-acc=91.63%, top5-acc=99.56%, remaining_time=0:00:08.464644, arrival_time=2021-04-10 03:43:53.547784, cost_time=0:00:27.602079 2021-04-10 03:43:46,917 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.69ms, fps=1396 images/s, loss=0.2679, top1-acc=91.56%, top5-acc=99.56%, remaining_time=0:00:06.623136, arrival_time=2021-04-10 03:43:53.540438, cost_time=0:00:29.436214 2021-04-10 03:43:48,741 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=2.02ms, fps=1404 images/s, loss=0.2685, top1-acc=91.55%, top5-acc=99.57%, remaining_time=0:00:04.780984, arrival_time=2021-04-10 03:43:53.522323, cost_time=0:00:31.260235 2021-04-10 03:43:50,564 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.31ms, fps=1405 images/s, loss=0.2696, top1-acc=91.53%, top5-acc=99.55%, remaining_time=0:00:02.940736, arrival_time=2021-04-10 03:43:53.505157, cost_time=0:00:33.083357 2021-04-10 03:43:52,391 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.17ms, fps=1402 images/s, loss=0.2705, top1-acc=91.48%, top5-acc=99.55%, remaining_time=0:00:01.102422, arrival_time=2021-04-10 03:43:53.493421, cost_time=0:00:34.909945 2021-04-10 03:43:53,383 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.18ms, fps=1370 images/s, loss=0.2717, top1-acc=91.46%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:53.383901, cost_time=0:00:35.902802 2021-04-10 03:43:53,856 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=3.75ms, fps=5438 images/s, loss=1.5007, top1-acc=65.51%, top5-acc=89.77%, remaining_time=0:00:01.412340, arrival_time=2021-04-10 03:43:55.269029, cost_time=0:00:00.470782 2021-04-10 03:43:54,225 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.77ms, fps=6948 images/s, loss=1.4928, top1-acc=66.23%, top5-acc=89.94%, remaining_time=0:00:00.839660, arrival_time=2021-04-10 03:43:55.065366, cost_time=0:00:00.839668 2021-04-10 03:43:54,585 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.75ms, fps=7131 images/s, loss=1.4925, top1-acc=66.03%, top5-acc=89.93%, remaining_time=0:00:00.399810, arrival_time=2021-04-10 03:43:54.985145, cost_time=0:00:01.199439 2021-04-10 03:43:54,917 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.07ms, fps=6998 images/s, loss=1.4713, top1-acc=66.19%, top5-acc=89.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:54.917232, cost_time=0:00:01.531371 2021-04-10 03:43:55,013 INFO : Epoch=0148 complete, best val top1-acc=67.02%, top5-acc=89.75% (epoch=146), remaining_time=0:32:56.859820, arrival_time=2021-04-10 04:16:51.873553, cost_time=1:33:46.447250 2021-04-10 03:43:55,015 INFO : Train start, epoch=0149, lr=0.015773 2021-04-10 03:43:57,023 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.45ms, fps=1275 images/s, loss=0.2481, top1-acc=92.46%, top5-acc=99.57%, remaining_time=0:00:37.354380, arrival_time=2021-04-10 03:44:34.378266, cost_time=0:00:02.008295 2021-04-10 03:43:58,863 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.51ms, fps=1392 images/s, loss=0.2445, top1-acc=92.95%, top5-acc=99.69%, remaining_time=0:00:33.865216, arrival_time=2021-04-10 03:44:32.729125, cost_time=0:00:03.848320 2021-04-10 03:44:00,689 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.46ms, fps=1403 images/s, loss=0.2431, top1-acc=93.02%, top5-acc=99.70%, remaining_time=0:00:31.393754, arrival_time=2021-04-10 03:44:32.083004, cost_time=0:00:05.673582 2021-04-10 03:44:02,513 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.54ms, fps=1404 images/s, loss=0.2422, top1-acc=92.95%, top5-acc=99.66%, remaining_time=0:00:29.239236, arrival_time=2021-04-10 03:44:31.752157, cost_time=0:00:07.497246 2021-04-10 03:44:04,333 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.39ms, fps=1406 images/s, loss=0.2465, top1-acc=92.75%, top5-acc=99.60%, remaining_time=0:00:27.209582, arrival_time=2021-04-10 03:44:31.543523, cost_time=0:00:09.318343 2021-04-10 03:44:06,156 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.37ms, fps=1405 images/s, loss=0.2461, top1-acc=92.76%, top5-acc=99.59%, remaining_time=0:00:25.252344, arrival_time=2021-04-10 03:44:31.408762, cost_time=0:00:11.140742 2021-04-10 03:44:07,976 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.38ms, fps=1407 images/s, loss=0.2474, top1-acc=92.70%, top5-acc=99.60%, remaining_time=0:00:23.329908, arrival_time=2021-04-10 03:44:31.306546, cost_time=0:00:12.961029 2021-04-10 03:44:09,796 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.33ms, fps=1407 images/s, loss=0.2484, top1-acc=92.62%, top5-acc=99.60%, remaining_time=0:00:21.432624, arrival_time=2021-04-10 03:44:31.229306, cost_time=0:00:14.781081 2021-04-10 03:44:11,638 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.79ms, fps=1390 images/s, loss=0.2488, top1-acc=92.59%, top5-acc=99.62%, remaining_time=0:00:19.578306, arrival_time=2021-04-10 03:44:31.217070, cost_time=0:00:16.623100 2021-04-10 03:44:13,462 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.61ms, fps=1404 images/s, loss=0.2501, top1-acc=92.50%, top5-acc=99.61%, remaining_time=0:00:17.708928, arrival_time=2021-04-10 03:44:31.171432, cost_time=0:00:18.446811 2021-04-10 03:44:15,285 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.42ms, fps=1405 images/s, loss=0.2505, top1-acc=92.50%, top5-acc=99.60%, remaining_time=0:00:15.847392, arrival_time=2021-04-10 03:44:31.132861, cost_time=0:00:20.269872 2021-04-10 03:44:17,109 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.54ms, fps=1404 images/s, loss=0.2523, top1-acc=92.44%, top5-acc=99.59%, remaining_time=0:00:13.992892, arrival_time=2021-04-10 03:44:31.102647, cost_time=0:00:22.094079 2021-04-10 03:44:18,930 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.39ms, fps=1406 images/s, loss=0.2540, top1-acc=92.37%, top5-acc=99.59%, remaining_time=0:00:12.141360, arrival_time=2021-04-10 03:44:31.071810, cost_time=0:00:23.914860 2021-04-10 03:44:20,760 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.63ms, fps=1399 images/s, loss=0.2543, top1-acc=92.37%, top5-acc=99.58%, remaining_time=0:00:10.298008, arrival_time=2021-04-10 03:44:31.058559, cost_time=0:00:25.744951 2021-04-10 03:44:22,601 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=2.14ms, fps=1391 images/s, loss=0.2552, top1-acc=92.33%, top5-acc=99.59%, remaining_time=0:00:08.459446, arrival_time=2021-04-10 03:44:31.060318, cost_time=0:00:27.585123 2021-04-10 03:44:24,434 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.70ms, fps=1397 images/s, loss=0.2555, top1-acc=92.29%, top5-acc=99.60%, remaining_time=0:00:06.619284, arrival_time=2021-04-10 03:44:31.054003, cost_time=0:00:29.419081 2021-04-10 03:44:26,269 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.46ms, fps=1396 images/s, loss=0.2575, top1-acc=92.20%, top5-acc=99.59%, remaining_time=0:00:04.779970, arrival_time=2021-04-10 03:44:31.049178, cost_time=0:00:31.253610 2021-04-10 03:44:28,091 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.39ms, fps=1405 images/s, loss=0.2583, top1-acc=92.14%, top5-acc=99.60%, remaining_time=0:00:02.940048, arrival_time=2021-04-10 03:44:31.031187, cost_time=0:00:33.075546 2021-04-10 03:44:29,922 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.22ms, fps=1398 images/s, loss=0.2600, top1-acc=92.03%, top5-acc=99.59%, remaining_time=0:00:01.102326, arrival_time=2021-04-10 03:44:31.024925, cost_time=0:00:34.907008 2021-04-10 03:44:30,905 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.40ms, fps=1384 images/s, loss=0.2606, top1-acc=92.01%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:30.905816, cost_time=0:00:35.890226 2021-04-10 03:44:31,371 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=2.26ms, fps=5515 images/s, loss=1.3674, top1-acc=67.81%, top5-acc=91.13%, remaining_time=0:00:01.392630, arrival_time=2021-04-10 03:44:32.764268, cost_time=0:00:00.464208 2021-04-10 03:44:31,723 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.40ms, fps=7287 images/s, loss=1.3731, top1-acc=68.34%, top5-acc=90.74%, remaining_time=0:00:00.815840, arrival_time=2021-04-10 03:44:32.539113, cost_time=0:00:00.815849 2021-04-10 03:44:32,077 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.63ms, fps=7235 images/s, loss=1.4070, top1-acc=67.99%, top5-acc=90.34%, remaining_time=0:00:00.390000, arrival_time=2021-04-10 03:44:32.467479, cost_time=0:00:01.169999 2021-04-10 03:44:32,409 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.09ms, fps=7003 images/s, loss=1.4267, top1-acc=68.00%, top5-acc=90.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:32.409180, cost_time=0:00:01.501770 2021-04-10 03:44:32,608 INFO : Epoch=0149 complete, best val top1-acc=68.00%, top5-acc=90.16% (epoch=149), remaining_time=0:32:18.698802, arrival_time=2021-04-10 04:16:51.306848, cost_time=1:34:24.041605 2021-04-10 03:44:32,609 INFO : Train start, epoch=0150, lr=0.015204 2021-04-10 03:44:34,611 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.50ms, fps=1279 images/s, loss=0.2296, top1-acc=92.54%, top5-acc=99.73%, remaining_time=0:00:37.235712, arrival_time=2021-04-10 03:45:11.846841, cost_time=0:00:02.001915 2021-04-10 03:44:36,431 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.43ms, fps=1407 images/s, loss=0.2331, top1-acc=92.75%, top5-acc=99.71%, remaining_time=0:00:33.633072, arrival_time=2021-04-10 03:45:10.064212, cost_time=0:00:03.821947 2021-04-10 03:44:38,255 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.39ms, fps=1404 images/s, loss=0.2295, top1-acc=92.89%, top5-acc=99.74%, remaining_time=0:00:31.239374, arrival_time=2021-04-10 03:45:09.494321, cost_time=0:00:05.645660 2021-04-10 03:44:40,090 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.2321, top1-acc=92.64%, top5-acc=99.76%, remaining_time=0:00:29.177616, arrival_time=2021-04-10 03:45:09.268360, cost_time=0:00:07.481453 2021-04-10 03:44:41,916 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.78ms, fps=1403 images/s, loss=0.2303, top1-acc=92.82%, top5-acc=99.75%, remaining_time=0:00:27.175710, arrival_time=2021-04-10 03:45:09.091730, cost_time=0:00:09.306770 2021-04-10 03:44:43,742 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.39ms, fps=1403 images/s, loss=0.2273, top1-acc=92.92%, top5-acc=99.77%, remaining_time=0:00:25.234392, arrival_time=2021-04-10 03:45:08.976485, cost_time=0:00:11.132795 2021-04-10 03:44:45,563 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.48ms, fps=1406 images/s, loss=0.2269, top1-acc=92.98%, top5-acc=99.76%, remaining_time=0:00:23.317182, arrival_time=2021-04-10 03:45:08.880387, cost_time=0:00:12.953999 2021-04-10 03:44:47,402 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.36ms, fps=1392 images/s, loss=0.2298, top1-acc=92.88%, top5-acc=99.75%, remaining_time=0:00:21.450488, arrival_time=2021-04-10 03:45:08.853167, cost_time=0:00:14.793472 2021-04-10 03:44:49,222 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.73ms, fps=1407 images/s, loss=0.2291, top1-acc=92.86%, top5-acc=99.74%, remaining_time=0:00:19.566752, arrival_time=2021-04-10 03:45:08.789442, cost_time=0:00:16.613257 2021-04-10 03:44:51,062 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.44ms, fps=1392 images/s, loss=0.2304, top1-acc=92.80%, top5-acc=99.73%, remaining_time=0:00:17.714592, arrival_time=2021-04-10 03:45:08.776570, cost_time=0:00:18.452714 2021-04-10 03:44:52,885 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.44ms, fps=1404 images/s, loss=0.2301, top1-acc=92.81%, top5-acc=99.72%, remaining_time=0:00:15.852552, arrival_time=2021-04-10 03:45:08.738324, cost_time=0:00:20.276557 2021-04-10 03:44:54,715 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.32ms, fps=1400 images/s, loss=0.2297, top1-acc=92.88%, top5-acc=99.71%, remaining_time=0:00:14.000416, arrival_time=2021-04-10 03:45:08.715589, cost_time=0:00:22.105968 2021-04-10 03:44:56,548 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.39ms, fps=1397 images/s, loss=0.2308, top1-acc=92.85%, top5-acc=99.69%, remaining_time=0:00:12.153504, arrival_time=2021-04-10 03:45:08.701474, cost_time=0:00:23.938754 2021-04-10 03:44:58,372 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.43ms, fps=1403 images/s, loss=0.2319, top1-acc=92.82%, top5-acc=99.68%, remaining_time=0:00:10.305400, arrival_time=2021-04-10 03:45:08.678066, cost_time=0:00:25.763454 2021-04-10 03:45:00,203 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.93ms, fps=1399 images/s, loss=0.2325, top1-acc=92.78%, top5-acc=99.68%, remaining_time=0:00:08.462206, arrival_time=2021-04-10 03:45:08.665578, cost_time=0:00:27.594154 2021-04-10 03:45:02,032 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.40ms, fps=1400 images/s, loss=0.2332, top1-acc=92.80%, top5-acc=99.66%, remaining_time=0:00:06.620112, arrival_time=2021-04-10 03:45:08.652274, cost_time=0:00:29.422770 2021-04-10 03:45:03,853 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.37ms, fps=1406 images/s, loss=0.2344, top1-acc=92.75%, top5-acc=99.66%, remaining_time=0:00:04.778566, arrival_time=2021-04-10 03:45:08.632168, cost_time=0:00:31.244392 2021-04-10 03:45:05,678 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.30ms, fps=1403 images/s, loss=0.2367, top1-acc=92.68%, top5-acc=99.65%, remaining_time=0:00:02.939488, arrival_time=2021-04-10 03:45:08.617972, cost_time=0:00:33.069227 2021-04-10 03:45:07,502 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.22ms, fps=1404 images/s, loss=0.2386, top1-acc=92.59%, top5-acc=99.64%, remaining_time=0:00:01.101900, arrival_time=2021-04-10 03:45:08.604544, cost_time=0:00:34.893434 2021-04-10 03:45:08,482 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.19ms, fps=1388 images/s, loss=0.2402, top1-acc=92.53%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:08.482723, cost_time=0:00:35.873529 2021-04-10 03:45:08,915 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=1.28ms, fps=5939 images/s, loss=1.3667, top1-acc=67.58%, top5-acc=90.90%, remaining_time=0:00:01.293150, arrival_time=2021-04-10 03:45:10.208417, cost_time=0:00:00.431047 2021-04-10 03:45:09,265 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.29ms, fps=7327 images/s, loss=1.3853, top1-acc=67.68%, top5-acc=90.64%, remaining_time=0:00:00.780820, arrival_time=2021-04-10 03:45:10.045857, cost_time=0:00:00.780811 2021-04-10 03:45:09,617 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.30ms, fps=7279 images/s, loss=1.4065, top1-acc=67.37%, top5-acc=90.40%, remaining_time=0:00:00.377620, arrival_time=2021-04-10 03:45:09.994702, cost_time=0:00:01.132869 2021-04-10 03:45:09,945 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.06ms, fps=7078 images/s, loss=1.3938, top1-acc=67.51%, top5-acc=90.53%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:09.945168, cost_time=0:00:01.460981 2021-04-10 03:45:10,050 INFO : Epoch=0150 complete, best val top1-acc=68.00%, top5-acc=90.16% (epoch=149), remaining_time=0:31:40.494800, arrival_time=2021-04-10 04:16:50.545597, cost_time=1:35:01.484363 2021-04-10 03:45:10,051 INFO : Train start, epoch=0151, lr=0.014645 2021-04-10 03:45:12,064 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.38ms, fps=1272 images/s, loss=0.2425, top1-acc=92.50%, top5-acc=99.49%, remaining_time=0:00:37.430454, arrival_time=2021-04-10 03:45:49.494784, cost_time=0:00:02.012388 2021-04-10 03:45:13,891 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.39ms, fps=1401 images/s, loss=0.2487, top1-acc=92.11%, top5-acc=99.63%, remaining_time=0:00:33.789536, arrival_time=2021-04-10 03:45:47.681202, cost_time=0:00:03.839723 2021-04-10 03:45:15,731 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.38ms, fps=1392 images/s, loss=0.2441, top1-acc=92.23%, top5-acc=99.60%, remaining_time=0:00:31.428282, arrival_time=2021-04-10 03:45:47.160021, cost_time=0:00:05.679796 2021-04-10 03:45:17,550 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.49ms, fps=1408 images/s, loss=0.2397, top1-acc=92.39%, top5-acc=99.60%, remaining_time=0:00:29.245320, arrival_time=2021-04-10 03:45:46.796071, cost_time=0:00:07.498816 2021-04-10 03:45:19,376 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.30ms, fps=1402 images/s, loss=0.2397, top1-acc=92.43%, top5-acc=99.63%, remaining_time=0:00:27.228562, arrival_time=2021-04-10 03:45:46.605327, cost_time=0:00:09.324831 2021-04-10 03:45:21,208 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.37ms, fps=1398 images/s, loss=0.2398, top1-acc=92.42%, top5-acc=99.64%, remaining_time=0:00:25.287432, arrival_time=2021-04-10 03:45:46.495615, cost_time=0:00:11.156238 2021-04-10 03:45:23,034 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.37ms, fps=1402 images/s, loss=0.2363, top1-acc=92.61%, top5-acc=99.65%, remaining_time=0:00:23.369346, arrival_time=2021-04-10 03:45:46.404247, cost_time=0:00:12.982946 2021-04-10 03:45:24,866 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.43ms, fps=1398 images/s, loss=0.2361, top1-acc=92.64%, top5-acc=99.66%, remaining_time=0:00:21.480996, arrival_time=2021-04-10 03:45:46.347398, cost_time=0:00:14.814460 2021-04-10 03:45:26,694 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.40ms, fps=1401 images/s, loss=0.2366, top1-acc=92.63%, top5-acc=99.68%, remaining_time=0:00:19.601096, arrival_time=2021-04-10 03:45:46.295443, cost_time=0:00:16.642401 2021-04-10 03:45:28,516 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.35ms, fps=1405 images/s, loss=0.2354, top1-acc=92.70%, top5-acc=99.68%, remaining_time=0:00:17.726208, arrival_time=2021-04-10 03:45:46.242922, cost_time=0:00:18.464779 2021-04-10 03:45:30,340 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.36ms, fps=1404 images/s, loss=0.2347, top1-acc=92.71%, top5-acc=99.67%, remaining_time=0:00:15.861840, arrival_time=2021-04-10 03:45:46.202164, cost_time=0:00:20.288388 2021-04-10 03:45:32,175 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.45ms, fps=1395 images/s, loss=0.2354, top1-acc=92.73%, top5-acc=99.66%, remaining_time=0:00:14.011588, arrival_time=2021-04-10 03:45:46.187196, cost_time=0:00:22.123619 2021-04-10 03:45:34,011 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.52ms, fps=1395 images/s, loss=0.2352, top1-acc=92.76%, top5-acc=99.68%, remaining_time=0:00:12.163866, arrival_time=2021-04-10 03:45:46.174951, cost_time=0:00:23.959145 2021-04-10 03:45:35,840 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.32ms, fps=1400 images/s, loss=0.2356, top1-acc=92.75%, top5-acc=99.67%, remaining_time=0:00:10.315368, arrival_time=2021-04-10 03:45:46.155805, cost_time=0:00:25.788429 2021-04-10 03:45:37,671 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.52ms, fps=1399 images/s, loss=0.2371, top1-acc=92.68%, top5-acc=99.67%, remaining_time=0:00:08.469980, arrival_time=2021-04-10 03:45:46.141361, cost_time=0:00:27.619431 2021-04-10 03:45:39,501 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.42ms, fps=1399 images/s, loss=0.2373, top1-acc=92.72%, top5-acc=99.66%, remaining_time=0:00:06.626052, arrival_time=2021-04-10 03:45:46.127164, cost_time=0:00:29.449172 2021-04-10 03:45:41,331 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.66ms, fps=1399 images/s, loss=0.2386, top1-acc=92.70%, top5-acc=99.66%, remaining_time=0:00:04.783870, arrival_time=2021-04-10 03:45:46.114997, cost_time=0:00:31.279161 2021-04-10 03:45:43,160 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.66ms, fps=1399 images/s, loss=0.2384, top1-acc=92.74%, top5-acc=99.64%, remaining_time=0:00:02.943008, arrival_time=2021-04-10 03:45:46.103841, cost_time=0:00:33.108888 2021-04-10 03:45:44,985 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.22ms, fps=1403 images/s, loss=0.2402, top1-acc=92.65%, top5-acc=99.64%, remaining_time=0:00:01.103160, arrival_time=2021-04-10 03:45:46.088474, cost_time=0:00:34.933395 2021-04-10 03:45:45,967 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.19ms, fps=1385 images/s, loss=0.2418, top1-acc=92.60%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:45.967683, cost_time=0:00:35.915747 2021-04-10 03:45:46,393 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=1.67ms, fps=6037 images/s, loss=1.4452, top1-acc=66.91%, top5-acc=89.41%, remaining_time=0:00:01.272000, arrival_time=2021-04-10 03:45:47.665385, cost_time=0:00:00.424004 2021-04-10 03:45:46,752 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.30ms, fps=7137 images/s, loss=1.4314, top1-acc=67.34%, top5-acc=89.51%, remaining_time=0:00:00.783160, arrival_time=2021-04-10 03:45:47.535655, cost_time=0:00:00.783169 2021-04-10 03:45:47,117 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=5.26ms, fps=7016 images/s, loss=1.4402, top1-acc=67.53%, top5-acc=89.31%, remaining_time=0:00:00.382800, arrival_time=2021-04-10 03:45:47.500576, cost_time=0:00:01.148396 2021-04-10 03:45:47,468 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.10ms, fps=6619 images/s, loss=1.4397, top1-acc=67.31%, top5-acc=89.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:47.468927, cost_time=0:00:01.499622 2021-04-10 03:45:47,544 INFO : Epoch=0151 complete, best val top1-acc=68.00%, top5-acc=90.16% (epoch=149), remaining_time=0:31:02.317471, arrival_time=2021-04-10 04:16:49.862202, cost_time=1:35:38.978297 2021-04-10 03:45:47,545 INFO : Train start, epoch=0152, lr=0.014094 2021-04-10 03:45:49,560 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.42ms, fps=1271 images/s, loss=0.2455, top1-acc=92.62%, top5-acc=99.49%, remaining_time=0:00:37.465980, arrival_time=2021-04-10 03:46:27.026119, cost_time=0:00:02.014300 2021-04-10 03:45:51,379 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.37ms, fps=1407 images/s, loss=0.2508, top1-acc=92.17%, top5-acc=99.63%, remaining_time=0:00:33.736384, arrival_time=2021-04-10 03:46:25.115908, cost_time=0:00:03.833678 2021-04-10 03:45:53,209 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=2.27ms, fps=1399 images/s, loss=0.2387, top1-acc=92.81%, top5-acc=99.70%, remaining_time=0:00:31.337148, arrival_time=2021-04-10 03:46:24.546423, cost_time=0:00:05.663337 2021-04-10 03:45:55,033 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.60ms, fps=1404 images/s, loss=0.2339, top1-acc=92.91%, top5-acc=99.74%, remaining_time=0:00:29.200704, arrival_time=2021-04-10 03:46:24.234029, cost_time=0:00:07.487376 2021-04-10 03:45:56,856 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.49ms, fps=1405 images/s, loss=0.2298, top1-acc=93.01%, top5-acc=99.74%, remaining_time=0:00:27.186514, arrival_time=2021-04-10 03:46:24.042796, cost_time=0:00:09.310447 2021-04-10 03:45:58,679 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.32ms, fps=1404 images/s, loss=0.2278, top1-acc=92.96%, top5-acc=99.74%, remaining_time=0:00:25.236024, arrival_time=2021-04-10 03:46:23.915536, cost_time=0:00:11.133567 2021-04-10 03:46:00,509 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.49ms, fps=1399 images/s, loss=0.2280, top1-acc=92.94%, top5-acc=99.70%, remaining_time=0:00:23.335326, arrival_time=2021-04-10 03:46:23.845220, cost_time=0:00:12.964054 2021-04-10 03:46:02,337 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.45ms, fps=1401 images/s, loss=0.2268, top1-acc=93.02%, top5-acc=99.70%, remaining_time=0:00:21.448052, arrival_time=2021-04-10 03:46:23.785649, cost_time=0:00:14.791753 2021-04-10 03:46:04,165 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=5.08ms, fps=1401 images/s, loss=0.2272, top1-acc=93.03%, top5-acc=99.68%, remaining_time=0:00:19.574066, arrival_time=2021-04-10 03:46:23.739532, cost_time=0:00:16.619518 2021-04-10 03:46:05,995 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.58ms, fps=1400 images/s, loss=0.2290, top1-acc=93.04%, top5-acc=99.67%, remaining_time=0:00:17.711328, arrival_time=2021-04-10 03:46:23.706448, cost_time=0:00:18.449256 2021-04-10 03:46:07,824 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.36ms, fps=1400 images/s, loss=0.2293, top1-acc=93.00%, top5-acc=99.67%, remaining_time=0:00:15.854014, arrival_time=2021-04-10 03:46:23.678288, cost_time=0:00:20.278415 2021-04-10 03:46:09,651 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.36ms, fps=1401 images/s, loss=0.2279, top1-acc=93.06%, top5-acc=99.66%, remaining_time=0:00:14.000264, arrival_time=2021-04-10 03:46:23.651804, cost_time=0:00:22.105692 2021-04-10 03:46:11,482 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.47ms, fps=1398 images/s, loss=0.2288, top1-acc=93.02%, top5-acc=99.66%, remaining_time=0:00:12.152580, arrival_time=2021-04-10 03:46:23.635310, cost_time=0:00:23.936889 2021-04-10 03:46:13,311 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.77ms, fps=1400 images/s, loss=0.2292, top1-acc=93.02%, top5-acc=99.65%, remaining_time=0:00:10.306240, arrival_time=2021-04-10 03:46:23.617686, cost_time=0:00:25.765599 2021-04-10 03:46:15,148 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=2.00ms, fps=1394 images/s, loss=0.2291, top1-acc=93.04%, top5-acc=99.66%, remaining_time=0:00:08.464736, arrival_time=2021-04-10 03:46:23.613037, cost_time=0:00:27.602406 2021-04-10 03:46:16,981 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.32ms, fps=1397 images/s, loss=0.2299, top1-acc=93.01%, top5-acc=99.64%, remaining_time=0:00:06.622920, arrival_time=2021-04-10 03:46:23.603963, cost_time=0:00:29.435220 2021-04-10 03:46:18,810 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.52ms, fps=1399 images/s, loss=0.2305, top1-acc=92.95%, top5-acc=99.64%, remaining_time=0:00:04.781686, arrival_time=2021-04-10 03:46:23.592390, cost_time=0:00:31.264787 2021-04-10 03:46:20,635 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.50ms, fps=1403 images/s, loss=0.2312, top1-acc=92.94%, top5-acc=99.65%, remaining_time=0:00:02.941296, arrival_time=2021-04-10 03:46:23.576681, cost_time=0:00:33.089536 2021-04-10 03:46:22,456 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.20ms, fps=1406 images/s, loss=0.2308, top1-acc=92.96%, top5-acc=99.65%, remaining_time=0:00:01.102452, arrival_time=2021-04-10 03:46:23.559300, cost_time=0:00:34.910985 2021-04-10 03:46:23,436 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.21ms, fps=1389 images/s, loss=0.2312, top1-acc=92.94%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:23.436665, cost_time=0:00:35.890780 2021-04-10 03:46:23,892 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.19ms, fps=5652 images/s, loss=1.3610, top1-acc=68.75%, top5-acc=90.86%, remaining_time=0:00:01.358820, arrival_time=2021-04-10 03:46:25.250926, cost_time=0:00:00.452942 2021-04-10 03:46:24,240 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=0.19ms, fps=7354 images/s, loss=1.3797, top1-acc=68.67%, top5-acc=90.35%, remaining_time=0:00:00.801420, arrival_time=2021-04-10 03:46:25.042010, cost_time=0:00:00.801421 2021-04-10 03:46:24,594 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=0.19ms, fps=7239 images/s, loss=1.3864, top1-acc=68.40%, top5-acc=90.08%, remaining_time=0:00:00.385140, arrival_time=2021-04-10 03:46:24.979727, cost_time=0:00:01.155433 2021-04-10 03:46:24,924 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.07ms, fps=7030 images/s, loss=1.4194, top1-acc=68.64%, top5-acc=90.13%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:24.924921, cost_time=0:00:01.485783 2021-04-10 03:46:25,084 INFO : Epoch=0152 complete, best val top1-acc=68.64%, top5-acc=90.13% (epoch=152), remaining_time=0:30:24.163488, arrival_time=2021-04-10 04:16:49.247612, cost_time=1:36:16.517677 2021-04-10 03:46:25,085 INFO : Train start, epoch=0153, lr=0.013552 2021-04-10 03:46:27,110 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.36ms, fps=1264 images/s, loss=0.2030, top1-acc=93.87%, top5-acc=99.77%, remaining_time=0:00:37.664256, arrival_time=2021-04-10 03:47:04.774526, cost_time=0:00:02.024956 2021-04-10 03:46:28,934 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.39ms, fps=1403 images/s, loss=0.2071, top1-acc=93.83%, top5-acc=99.77%, remaining_time=0:00:33.875424, arrival_time=2021-04-10 03:47:02.810211, cost_time=0:00:03.849475 2021-04-10 03:46:30,760 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.59ms, fps=1403 images/s, loss=0.2126, top1-acc=93.59%, top5-acc=99.74%, remaining_time=0:00:31.402054, arrival_time=2021-04-10 03:47:02.162509, cost_time=0:00:05.675059 2021-04-10 03:46:32,586 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.72ms, fps=1402 images/s, loss=0.2114, top1-acc=93.63%, top5-acc=99.76%, remaining_time=0:00:29.255460, arrival_time=2021-04-10 03:47:01.842242, cost_time=0:00:07.501391 2021-04-10 03:46:34,415 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.54ms, fps=1401 images/s, loss=0.2102, top1-acc=93.67%, top5-acc=99.79%, remaining_time=0:00:27.243016, arrival_time=2021-04-10 03:47:01.658120, cost_time=0:00:09.329787 2021-04-10 03:46:36,242 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.40ms, fps=1401 images/s, loss=0.2085, top1-acc=93.77%, top5-acc=99.79%, remaining_time=0:00:25.290152, arrival_time=2021-04-10 03:47:01.533011, cost_time=0:00:11.157429 2021-04-10 03:46:38,070 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.50ms, fps=1401 images/s, loss=0.2078, top1-acc=93.71%, top5-acc=99.78%, remaining_time=0:00:23.373756, arrival_time=2021-04-10 03:47:01.444523, cost_time=0:00:12.985417 2021-04-10 03:46:39,897 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.41ms, fps=1402 images/s, loss=0.2085, top1-acc=93.62%, top5-acc=99.78%, remaining_time=0:00:21.476936, arrival_time=2021-04-10 03:47:01.373920, cost_time=0:00:14.811687 2021-04-10 03:46:41,728 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.35ms, fps=1398 images/s, loss=0.2080, top1-acc=93.66%, top5-acc=99.77%, remaining_time=0:00:19.601308, arrival_time=2021-04-10 03:47:01.329428, cost_time=0:00:16.642599 2021-04-10 03:46:43,552 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.38ms, fps=1404 images/s, loss=0.2080, top1-acc=93.69%, top5-acc=99.77%, remaining_time=0:00:17.728224, arrival_time=2021-04-10 03:47:01.280425, cost_time=0:00:18.466891 2021-04-10 03:46:45,378 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.45ms, fps=1402 images/s, loss=0.2080, top1-acc=93.69%, top5-acc=99.77%, remaining_time=0:00:15.865710, arrival_time=2021-04-10 03:47:01.244468, cost_time=0:00:20.293306 2021-04-10 03:46:47,207 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.31ms, fps=1401 images/s, loss=0.2101, top1-acc=93.64%, top5-acc=99.76%, remaining_time=0:00:14.010524, arrival_time=2021-04-10 03:47:01.217877, cost_time=0:00:22.121890 2021-04-10 03:46:49,039 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.44ms, fps=1398 images/s, loss=0.2122, top1-acc=93.56%, top5-acc=99.76%, remaining_time=0:00:12.161424, arrival_time=2021-04-10 03:47:01.200995, cost_time=0:00:23.954266 2021-04-10 03:46:50,874 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.33ms, fps=1396 images/s, loss=0.2114, top1-acc=93.57%, top5-acc=99.75%, remaining_time=0:00:10.315536, arrival_time=2021-04-10 03:47:01.189904, cost_time=0:00:25.788909 2021-04-10 03:46:52,708 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.85ms, fps=1397 images/s, loss=0.2138, top1-acc=93.50%, top5-acc=99.75%, remaining_time=0:00:08.470992, arrival_time=2021-04-10 03:47:01.179140, cost_time=0:00:27.622751 2021-04-10 03:46:54,533 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.40ms, fps=1403 images/s, loss=0.2160, top1-acc=93.41%, top5-acc=99.76%, remaining_time=0:00:06.625764, arrival_time=2021-04-10 03:47:01.159043, cost_time=0:00:29.447893 2021-04-10 03:46:56,356 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.55ms, fps=1405 images/s, loss=0.2163, top1-acc=93.39%, top5-acc=99.75%, remaining_time=0:00:04.782570, arrival_time=2021-04-10 03:47:01.138527, cost_time=0:00:31.270641 2021-04-10 03:46:58,178 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.51ms, fps=1405 images/s, loss=0.2172, top1-acc=93.36%, top5-acc=99.76%, remaining_time=0:00:02.941568, arrival_time=2021-04-10 03:47:01.119677, cost_time=0:00:33.092708 2021-04-10 03:46:59,998 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.22ms, fps=1407 images/s, loss=0.2166, top1-acc=93.40%, top5-acc=99.76%, remaining_time=0:00:01.102518, arrival_time=2021-04-10 03:47:01.100976, cost_time=0:00:34.913160 2021-04-10 03:47:00,994 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.38ms, fps=1367 images/s, loss=0.2171, top1-acc=93.37%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:00.994039, cost_time=0:00:35.908734 2021-04-10 03:47:01,429 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=1.33ms, fps=5896 images/s, loss=1.3935, top1-acc=67.77%, top5-acc=90.51%, remaining_time=0:00:01.302480, arrival_time=2021-04-10 03:47:02.732269, cost_time=0:00:00.434158 2021-04-10 03:47:01,783 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.82ms, fps=7252 images/s, loss=1.3885, top1-acc=68.22%, top5-acc=90.57%, remaining_time=0:00:00.787520, arrival_time=2021-04-10 03:47:02.570669, cost_time=0:00:00.787527 2021-04-10 03:47:02,141 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.77ms, fps=7160 images/s, loss=1.3977, top1-acc=68.11%, top5-acc=90.34%, remaining_time=0:00:00.381800, arrival_time=2021-04-10 03:47:02.522873, cost_time=0:00:01.145406 2021-04-10 03:47:02,474 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.08ms, fps=6960 images/s, loss=1.3859, top1-acc=68.30%, top5-acc=90.39%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:02.474870, cost_time=0:00:01.479254 2021-04-10 03:47:02,562 INFO : Epoch=0153 complete, best val top1-acc=68.64%, top5-acc=90.13% (epoch=152), remaining_time=0:29:45.998778, arrival_time=2021-04-10 04:16:48.561293, cost_time=1:36:53.996089 2021-04-10 03:47:02,563 INFO : Train start, epoch=0154, lr=0.013018 2021-04-10 03:47:04,569 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.40ms, fps=1276 images/s, loss=0.2008, top1-acc=94.06%, top5-acc=99.88%, remaining_time=0:00:37.306950, arrival_time=2021-04-10 03:47:41.876337, cost_time=0:00:02.005748 2021-04-10 03:47:06,391 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.58ms, fps=1405 images/s, loss=0.1977, top1-acc=94.00%, top5-acc=99.82%, remaining_time=0:00:33.687632, arrival_time=2021-04-10 03:47:40.079420, cost_time=0:00:03.828140 2021-04-10 03:47:08,221 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.54ms, fps=1399 images/s, loss=0.1936, top1-acc=94.18%, top5-acc=99.83%, remaining_time=0:00:31.308098, arrival_time=2021-04-10 03:47:39.529858, cost_time=0:00:05.658101 2021-04-10 03:47:10,056 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.71ms, fps=1396 images/s, loss=0.1916, top1-acc=94.30%, top5-acc=99.81%, remaining_time=0:00:29.219736, arrival_time=2021-04-10 03:47:39.275686, cost_time=0:00:07.492240 2021-04-10 03:47:11,878 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.45ms, fps=1405 images/s, loss=0.1911, top1-acc=94.26%, top5-acc=99.81%, remaining_time=0:00:27.198194, arrival_time=2021-04-10 03:47:39.076375, cost_time=0:00:09.314451 2021-04-10 03:47:13,713 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.51ms, fps=1395 images/s, loss=0.1897, top1-acc=94.32%, top5-acc=99.82%, remaining_time=0:00:25.273288, arrival_time=2021-04-10 03:47:38.986982, cost_time=0:00:11.149967 2021-04-10 03:47:15,536 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.52ms, fps=1405 images/s, loss=0.1899, top1-acc=94.32%, top5-acc=99.82%, remaining_time=0:00:23.350950, arrival_time=2021-04-10 03:47:38.887362, cost_time=0:00:12.972763 2021-04-10 03:47:17,365 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.41ms, fps=1400 images/s, loss=0.1939, top1-acc=94.15%, top5-acc=99.81%, remaining_time=0:00:21.463016, arrival_time=2021-04-10 03:47:38.828872, cost_time=0:00:14.802116 2021-04-10 03:47:19,189 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.45ms, fps=1404 images/s, loss=0.1974, top1-acc=94.09%, top5-acc=99.78%, remaining_time=0:00:19.581698, arrival_time=2021-04-10 03:47:38.771307, cost_time=0:00:16.625963 2021-04-10 03:47:21,022 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.92ms, fps=1397 images/s, loss=0.1977, top1-acc=94.04%, top5-acc=99.78%, remaining_time=0:00:17.720736, arrival_time=2021-04-10 03:47:38.743477, cost_time=0:00:18.459053 2021-04-10 03:47:22,861 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=2.32ms, fps=1393 images/s, loss=0.1988, top1-acc=93.99%, top5-acc=99.78%, remaining_time=0:00:15.869150, arrival_time=2021-04-10 03:47:38.730612, cost_time=0:00:20.297742 2021-04-10 03:47:24,696 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.71ms, fps=1395 images/s, loss=0.2003, top1-acc=93.92%, top5-acc=99.79%, remaining_time=0:00:14.017592, arrival_time=2021-04-10 03:47:38.714280, cost_time=0:00:22.133027 2021-04-10 03:47:26,517 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.34ms, fps=1407 images/s, loss=0.2009, top1-acc=93.92%, top5-acc=99.78%, remaining_time=0:00:12.161028, arrival_time=2021-04-10 03:47:38.678240, cost_time=0:00:23.953572 2021-04-10 03:47:28,338 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.32ms, fps=1406 images/s, loss=0.2020, top1-acc=93.87%, top5-acc=99.78%, remaining_time=0:00:10.310104, arrival_time=2021-04-10 03:47:38.649013, cost_time=0:00:25.775269 2021-04-10 03:47:30,158 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.53ms, fps=1407 images/s, loss=0.2033, top1-acc=93.83%, top5-acc=99.78%, remaining_time=0:00:08.462436, arrival_time=2021-04-10 03:47:38.620919, cost_time=0:00:27.594839 2021-04-10 03:47:31,980 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.32ms, fps=1406 images/s, loss=0.2044, top1-acc=93.79%, top5-acc=99.77%, remaining_time=0:00:06.618672, arrival_time=2021-04-10 03:47:38.598626, cost_time=0:00:29.416316 2021-04-10 03:47:33,799 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.48ms, fps=1407 images/s, loss=0.2052, top1-acc=93.73%, top5-acc=99.76%, remaining_time=0:00:04.777318, arrival_time=2021-04-10 03:47:38.577185, cost_time=0:00:31.236228 2021-04-10 03:47:35,632 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=2.42ms, fps=1398 images/s, loss=0.2059, top1-acc=93.69%, top5-acc=99.76%, remaining_time=0:00:02.939408, arrival_time=2021-04-10 03:47:38.571511, cost_time=0:00:33.068384 2021-04-10 03:47:37,456 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.24ms, fps=1404 images/s, loss=0.2069, top1-acc=93.64%, top5-acc=99.76%, remaining_time=0:00:01.101876, arrival_time=2021-04-10 03:47:38.558209, cost_time=0:00:34.892691 2021-04-10 03:47:38,441 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.27ms, fps=1381 images/s, loss=0.2074, top1-acc=93.64%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:38.441301, cost_time=0:00:35.877631 2021-04-10 03:47:38,886 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=6.00ms, fps=5776 images/s, loss=1.4020, top1-acc=68.05%, top5-acc=90.51%, remaining_time=0:00:01.329600, arrival_time=2021-04-10 03:47:40.216528, cost_time=0:00:00.443197 2021-04-10 03:47:39,246 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=0.28ms, fps=7127 images/s, loss=1.3851, top1-acc=68.01%, top5-acc=90.43%, remaining_time=0:00:00.802880, arrival_time=2021-04-10 03:47:40.049460, cost_time=0:00:00.802875 2021-04-10 03:47:39,600 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.38ms, fps=7251 images/s, loss=1.3793, top1-acc=68.16%, top5-acc=90.60%, remaining_time=0:00:00.385440, arrival_time=2021-04-10 03:47:39.985442, cost_time=0:00:01.156319 2021-04-10 03:47:39,929 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.06ms, fps=7043 images/s, loss=1.3903, top1-acc=68.03%, top5-acc=90.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:39.929757, cost_time=0:00:01.486094 2021-04-10 03:47:40,048 INFO : Epoch=0154 complete, best val top1-acc=68.64%, top5-acc=90.13% (epoch=152), remaining_time=0:29:07.845164, arrival_time=2021-04-10 04:16:47.893184, cost_time=1:37:31.481592 2021-04-10 03:47:40,049 INFO : Train start, epoch=0155, lr=0.012494 2021-04-10 03:47:42,106 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.92ms, fps=1245 images/s, loss=0.1940, top1-acc=94.61%, top5-acc=99.80%, remaining_time=0:00:38.260758, arrival_time=2021-04-10 03:48:20.366980, cost_time=0:00:02.057029 2021-04-10 03:47:43,933 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.50ms, fps=1401 images/s, loss=0.1949, top1-acc=94.59%, top5-acc=99.79%, remaining_time=0:00:34.182720, arrival_time=2021-04-10 03:48:18.116294, cost_time=0:00:03.884391 2021-04-10 03:47:45,761 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.68ms, fps=1401 images/s, loss=0.1941, top1-acc=94.34%, top5-acc=99.77%, remaining_time=0:00:31.605902, arrival_time=2021-04-10 03:48:17.367164, cost_time=0:00:05.711922 2021-04-10 03:47:47,590 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.73ms, fps=1400 images/s, loss=0.1896, top1-acc=94.48%, top5-acc=99.79%, remaining_time=0:00:29.411772, arrival_time=2021-04-10 03:48:17.002517, cost_time=0:00:07.541472 2021-04-10 03:47:49,420 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.84ms, fps=1400 images/s, loss=0.1893, top1-acc=94.45%, top5-acc=99.80%, remaining_time=0:00:27.364196, arrival_time=2021-04-10 03:48:16.784693, cost_time=0:00:09.371301 2021-04-10 03:47:51,252 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.50ms, fps=1398 images/s, loss=0.1899, top1-acc=94.45%, top5-acc=99.80%, remaining_time=0:00:25.392832, arrival_time=2021-04-10 03:48:16.644922, cost_time=0:00:11.202732 2021-04-10 03:47:53,084 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.32ms, fps=1398 images/s, loss=0.1903, top1-acc=94.39%, top5-acc=99.79%, remaining_time=0:00:23.463216, arrival_time=2021-04-10 03:48:16.547590, cost_time=0:00:13.035150 2021-04-10 03:47:54,916 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.49ms, fps=1398 images/s, loss=0.1902, top1-acc=94.34%, top5-acc=99.79%, remaining_time=0:00:21.557092, arrival_time=2021-04-10 03:48:16.473200, cost_time=0:00:14.866922 2021-04-10 03:47:56,735 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.38ms, fps=1407 images/s, loss=0.1885, top1-acc=94.44%, top5-acc=99.79%, remaining_time=0:00:19.652930, arrival_time=2021-04-10 03:48:16.388617, cost_time=0:00:16.686494 2021-04-10 03:47:58,567 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.43ms, fps=1398 images/s, loss=0.1888, top1-acc=94.39%, top5-acc=99.79%, remaining_time=0:00:17.777760, arrival_time=2021-04-10 03:48:16.345499, cost_time=0:00:18.518469 2021-04-10 03:48:00,396 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.36ms, fps=1400 images/s, loss=0.1896, top1-acc=94.36%, top5-acc=99.78%, remaining_time=0:00:15.907764, arrival_time=2021-04-10 03:48:16.304201, cost_time=0:00:20.347190 2021-04-10 03:48:02,218 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.39ms, fps=1406 images/s, loss=0.1896, top1-acc=94.37%, top5-acc=99.79%, remaining_time=0:00:14.040468, arrival_time=2021-04-10 03:48:16.258788, cost_time=0:00:22.169136 2021-04-10 03:48:04,037 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.44ms, fps=1408 images/s, loss=0.1893, top1-acc=94.39%, top5-acc=99.79%, remaining_time=0:00:12.178518, arrival_time=2021-04-10 03:48:16.215681, cost_time=0:00:23.987982 2021-04-10 03:48:05,879 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.37ms, fps=1390 images/s, loss=0.1899, top1-acc=94.34%, top5-acc=99.79%, remaining_time=0:00:10.332224, arrival_time=2021-04-10 03:48:16.211982, cost_time=0:00:25.830524 2021-04-10 03:48:07,704 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.54ms, fps=1404 images/s, loss=0.1916, top1-acc=94.31%, top5-acc=99.78%, remaining_time=0:00:08.480836, arrival_time=2021-04-10 03:48:16.184916, cost_time=0:00:27.654841 2021-04-10 03:48:09,530 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.52ms, fps=1402 images/s, loss=0.1922, top1-acc=94.27%, top5-acc=99.79%, remaining_time=0:00:06.633288, arrival_time=2021-04-10 03:48:16.163783, cost_time=0:00:29.481300 2021-04-10 03:48:11,366 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.39ms, fps=1395 images/s, loss=0.1936, top1-acc=94.22%, top5-acc=99.78%, remaining_time=0:00:04.789720, arrival_time=2021-04-10 03:48:16.156445, cost_time=0:00:31.317434 2021-04-10 03:48:13,204 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.82ms, fps=1393 images/s, loss=0.1932, top1-acc=94.22%, top5-acc=99.79%, remaining_time=0:00:02.947152, arrival_time=2021-04-10 03:48:16.151824, cost_time=0:00:33.155388 2021-04-10 03:48:15,031 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=2.10ms, fps=1402 images/s, loss=0.1950, top1-acc=94.15%, top5-acc=99.78%, remaining_time=0:00:01.104714, arrival_time=2021-04-10 03:48:16.136512, cost_time=0:00:34.982543 2021-04-10 03:48:16,017 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.21ms, fps=1380 images/s, loss=0.1959, top1-acc=94.12%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:16.017856, cost_time=0:00:35.968635 2021-04-10 03:48:16,500 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=0.20ms, fps=5327 images/s, loss=1.5103, top1-acc=66.25%, top5-acc=90.00%, remaining_time=0:00:01.441680, arrival_time=2021-04-10 03:48:17.942383, cost_time=0:00:00.480558 2021-04-10 03:48:16,853 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.82ms, fps=7273 images/s, loss=1.5031, top1-acc=66.04%, top5-acc=89.77%, remaining_time=0:00:00.833100, arrival_time=2021-04-10 03:48:17.686313, cost_time=0:00:00.833098 2021-04-10 03:48:17,217 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.78ms, fps=7039 images/s, loss=1.4861, top1-acc=66.78%, top5-acc=89.84%, remaining_time=0:00:00.399100, arrival_time=2021-04-10 03:48:17.616532, cost_time=0:00:01.197305 2021-04-10 03:48:17,564 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.12ms, fps=6687 images/s, loss=1.4899, top1-acc=66.95%, top5-acc=89.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:17.564838, cost_time=0:00:01.544786 2021-04-10 03:48:17,648 INFO : Epoch=0155 complete, best val top1-acc=68.64%, top5-acc=90.13% (epoch=152), remaining_time=0:28:29.733420, arrival_time=2021-04-10 04:16:47.381651, cost_time=1:38:09.081793 2021-04-10 03:48:17,649 INFO : Train start, epoch=0156, lr=0.011980 2021-04-10 03:48:19,647 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.44ms, fps=1281 images/s, loss=0.1714, top1-acc=94.96%, top5-acc=99.84%, remaining_time=0:00:37.157406, arrival_time=2021-04-10 03:48:56.804544, cost_time=0:00:01.997708 2021-04-10 03:48:21,478 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.47ms, fps=1398 images/s, loss=0.1820, top1-acc=94.69%, top5-acc=99.88%, remaining_time=0:00:33.698192, arrival_time=2021-04-10 03:48:55.176960, cost_time=0:00:03.829334 2021-04-10 03:48:23,303 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.45ms, fps=1403 images/s, loss=0.1818, top1-acc=94.71%, top5-acc=99.87%, remaining_time=0:00:31.284360, arrival_time=2021-04-10 03:48:54.587577, cost_time=0:00:05.653785 2021-04-10 03:48:25,126 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.35ms, fps=1404 images/s, loss=0.1795, top1-acc=94.82%, top5-acc=99.84%, remaining_time=0:00:29.161080, arrival_time=2021-04-10 03:48:54.287693, cost_time=0:00:07.477180 2021-04-10 03:48:26,948 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=2.04ms, fps=1405 images/s, loss=0.1757, top1-acc=94.97%, top5-acc=99.87%, remaining_time=0:00:27.153810, arrival_time=2021-04-10 03:48:54.102511, cost_time=0:00:09.299262 2021-04-10 03:48:28,775 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.44ms, fps=1402 images/s, loss=0.1782, top1-acc=94.84%, top5-acc=99.87%, remaining_time=0:00:25.218752, arrival_time=2021-04-10 03:48:53.994211, cost_time=0:00:11.125941 2021-04-10 03:48:30,603 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.29ms, fps=1401 images/s, loss=0.1780, top1-acc=94.82%, top5-acc=99.87%, remaining_time=0:00:23.317812, arrival_time=2021-04-10 03:48:53.921566, cost_time=0:00:12.954309 2021-04-10 03:48:32,443 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.41ms, fps=1392 images/s, loss=0.1779, top1-acc=94.82%, top5-acc=99.86%, remaining_time=0:00:21.450836, arrival_time=2021-04-10 03:48:53.893923, cost_time=0:00:14.793655 2021-04-10 03:48:34,265 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.41ms, fps=1405 images/s, loss=0.1775, top1-acc=94.87%, top5-acc=99.84%, remaining_time=0:00:19.570250, arrival_time=2021-04-10 03:48:53.836009, cost_time=0:00:16.616225 2021-04-10 03:48:36,087 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.42ms, fps=1405 images/s, loss=0.1790, top1-acc=94.83%, top5-acc=99.85%, remaining_time=0:00:17.700768, arrival_time=2021-04-10 03:48:53.788642, cost_time=0:00:18.438320 2021-04-10 03:48:37,919 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.93ms, fps=1398 images/s, loss=0.1790, top1-acc=94.82%, top5-acc=99.85%, remaining_time=0:00:15.847392, arrival_time=2021-04-10 03:48:53.766771, cost_time=0:00:20.269879 2021-04-10 03:48:39,752 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.32ms, fps=1397 images/s, loss=0.1788, top1-acc=94.85%, top5-acc=99.85%, remaining_time=0:00:13.998896, arrival_time=2021-04-10 03:48:53.751824, cost_time=0:00:22.103474 2021-04-10 03:48:41,580 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.40ms, fps=1401 images/s, loss=0.1793, top1-acc=94.80%, top5-acc=99.85%, remaining_time=0:00:12.149478, arrival_time=2021-04-10 03:48:53.729712, cost_time=0:00:23.930793 2021-04-10 03:48:43,406 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.55ms, fps=1402 images/s, loss=0.1801, top1-acc=94.79%, top5-acc=99.85%, remaining_time=0:00:10.302824, arrival_time=2021-04-10 03:48:53.709351, cost_time=0:00:25.757088 2021-04-10 03:48:45,230 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.37ms, fps=1404 images/s, loss=0.1819, top1-acc=94.72%, top5-acc=99.84%, remaining_time=0:00:08.458250, arrival_time=2021-04-10 03:48:53.688997, cost_time=0:00:27.581229 2021-04-10 03:48:47,057 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.57ms, fps=1402 images/s, loss=0.1807, top1-acc=94.76%, top5-acc=99.84%, remaining_time=0:00:06.616728, arrival_time=2021-04-10 03:48:53.673887, cost_time=0:00:29.407706 2021-04-10 03:48:48,876 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.37ms, fps=1408 images/s, loss=0.1808, top1-acc=94.76%, top5-acc=99.85%, remaining_time=0:00:04.775862, arrival_time=2021-04-10 03:48:53.652136, cost_time=0:00:31.226845 2021-04-10 03:48:50,696 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.50ms, fps=1407 images/s, loss=0.1818, top1-acc=94.69%, top5-acc=99.84%, remaining_time=0:00:02.937536, arrival_time=2021-04-10 03:48:53.634282, cost_time=0:00:33.047316 2021-04-10 03:48:52,519 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.22ms, fps=1405 images/s, loss=0.1821, top1-acc=94.66%, top5-acc=99.84%, remaining_time=0:00:01.101162, arrival_time=2021-04-10 03:48:53.620637, cost_time=0:00:34.870037 2021-04-10 03:48:53,499 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.18ms, fps=1389 images/s, loss=0.1820, top1-acc=94.67%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:53.499255, cost_time=0:00:35.849825 2021-04-10 03:48:53,943 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=0.38ms, fps=5787 images/s, loss=1.3597, top1-acc=68.48%, top5-acc=91.02%, remaining_time=0:00:01.326960, arrival_time=2021-04-10 03:48:55.270176, cost_time=0:00:00.442325 2021-04-10 03:48:54,296 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.44ms, fps=7257 images/s, loss=1.3817, top1-acc=68.91%, top5-acc=90.72%, remaining_time=0:00:00.795600, arrival_time=2021-04-10 03:48:55.092009, cost_time=0:00:00.795592 2021-04-10 03:48:54,648 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.60ms, fps=7278 images/s, loss=1.3636, top1-acc=69.27%, top5-acc=90.78%, remaining_time=0:00:00.382550, arrival_time=2021-04-10 03:48:55.031042, cost_time=0:00:01.147650 2021-04-10 03:48:54,979 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.07ms, fps=7010 images/s, loss=1.3542, top1-acc=69.49%, top5-acc=90.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:54.979807, cost_time=0:00:01.478998 2021-04-10 03:48:55,154 INFO : Epoch=0156 complete, best val top1-acc=69.49%, top5-acc=90.89% (epoch=156), remaining_time=0:27:51.601668, arrival_time=2021-04-10 04:16:46.755876, cost_time=1:38:46.587765 2021-04-10 03:48:55,155 INFO : Train start, epoch=0157, lr=0.011474 2021-04-10 03:48:57,146 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.38ms, fps=1286 images/s, loss=0.1639, top1-acc=95.62%, top5-acc=99.80%, remaining_time=0:00:37.023672, arrival_time=2021-04-10 03:49:34.169614, cost_time=0:00:01.990523 2021-04-10 03:48:58,970 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.47ms, fps=1403 images/s, loss=0.1632, top1-acc=95.70%, top5-acc=99.86%, remaining_time=0:00:33.574464, arrival_time=2021-04-10 03:49:32.545152, cost_time=0:00:03.815276 2021-04-10 03:49:00,824 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.54ms, fps=1381 images/s, loss=0.1586, top1-acc=95.57%, top5-acc=99.90%, remaining_time=0:00:31.370182, arrival_time=2021-04-10 03:49:32.194907, cost_time=0:00:05.669307 2021-04-10 03:49:02,650 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.39ms, fps=1403 images/s, loss=0.1584, top1-acc=95.60%, top5-acc=99.88%, remaining_time=0:00:29.230812, arrival_time=2021-04-10 03:49:31.881298, cost_time=0:00:07.495069 2021-04-10 03:49:04,470 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.37ms, fps=1407 images/s, loss=0.1581, top1-acc=95.48%, top5-acc=99.90%, remaining_time=0:00:27.201260, arrival_time=2021-04-10 03:49:31.672111, cost_time=0:00:09.315510 2021-04-10 03:49:06,296 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.59ms, fps=1403 images/s, loss=0.1593, top1-acc=95.40%, top5-acc=99.90%, remaining_time=0:00:25.252072, arrival_time=2021-04-10 03:49:31.548087, cost_time=0:00:11.140610 2021-04-10 03:49:08,126 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.35ms, fps=1399 images/s, loss=0.1598, top1-acc=95.36%, top5-acc=99.91%, remaining_time=0:00:23.348178, arrival_time=2021-04-10 03:49:31.474733, cost_time=0:00:12.971183 2021-04-10 03:49:09,954 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.31ms, fps=1401 images/s, loss=0.1620, top1-acc=95.23%, top5-acc=99.89%, remaining_time=0:00:21.458260, arrival_time=2021-04-10 03:49:31.412410, cost_time=0:00:14.798813 2021-04-10 03:49:11,776 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.41ms, fps=1405 images/s, loss=0.1633, top1-acc=95.19%, top5-acc=99.89%, remaining_time=0:00:19.576080, arrival_time=2021-04-10 03:49:31.352645, cost_time=0:00:16.621195 2021-04-10 03:49:13,613 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.26ms, fps=1394 images/s, loss=0.1630, top1-acc=95.19%, top5-acc=99.89%, remaining_time=0:00:17.719488, arrival_time=2021-04-10 03:49:31.332762, cost_time=0:00:18.457832 2021-04-10 03:49:15,460 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.55ms, fps=1386 images/s, loss=0.1633, top1-acc=95.17%, top5-acc=99.90%, remaining_time=0:00:15.874740, arrival_time=2021-04-10 03:49:31.335108, cost_time=0:00:20.304945 2021-04-10 03:49:17,290 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.32ms, fps=1400 images/s, loss=0.1643, top1-acc=95.14%, top5-acc=99.90%, remaining_time=0:00:14.018656, arrival_time=2021-04-10 03:49:31.308815, cost_time=0:00:22.134727 2021-04-10 03:49:19,115 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.37ms, fps=1403 images/s, loss=0.1654, top1-acc=95.13%, top5-acc=99.89%, remaining_time=0:00:12.164592, arrival_time=2021-04-10 03:49:31.280426, cost_time=0:00:23.960506 2021-04-10 03:49:20,953 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.41ms, fps=1394 images/s, loss=0.1659, top1-acc=95.11%, top5-acc=99.88%, remaining_time=0:00:10.319120, arrival_time=2021-04-10 03:49:31.272296, cost_time=0:00:25.797750 2021-04-10 03:49:22,776 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.38ms, fps=1405 images/s, loss=0.1670, top1-acc=95.11%, top5-acc=99.88%, remaining_time=0:00:08.470348, arrival_time=2021-04-10 03:49:31.246353, cost_time=0:00:27.620677 2021-04-10 03:49:24,600 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.40ms, fps=1404 images/s, loss=0.1676, top1-acc=95.07%, top5-acc=99.89%, remaining_time=0:00:06.625116, arrival_time=2021-04-10 03:49:31.225371, cost_time=0:00:29.444928 2021-04-10 03:49:26,427 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.36ms, fps=1402 images/s, loss=0.1688, top1-acc=95.03%, top5-acc=99.88%, remaining_time=0:00:04.782726, arrival_time=2021-04-10 03:49:31.209747, cost_time=0:00:31.271600 2021-04-10 03:49:28,263 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.66ms, fps=1395 images/s, loss=0.1698, top1-acc=94.97%, top5-acc=99.88%, remaining_time=0:00:02.942912, arrival_time=2021-04-10 03:49:31.205984, cost_time=0:00:33.107730 2021-04-10 03:49:30,098 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.63ms, fps=1395 images/s, loss=0.1704, top1-acc=94.95%, top5-acc=99.88%, remaining_time=0:00:01.103478, arrival_time=2021-04-10 03:49:31.202320, cost_time=0:00:34.943507 2021-04-10 03:49:31,083 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.27ms, fps=1382 images/s, loss=0.1716, top1-acc=94.93%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:31.083313, cost_time=0:00:35.927986 2021-04-10 03:49:31,533 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=0.20ms, fps=5701 images/s, loss=1.4200, top1-acc=67.58%, top5-acc=89.57%, remaining_time=0:00:01.347030, arrival_time=2021-04-10 03:49:32.880857, cost_time=0:00:00.449009 2021-04-10 03:49:31,889 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=2.05ms, fps=7199 images/s, loss=1.4018, top1-acc=67.89%, top5-acc=90.18%, remaining_time=0:00:00.804900, arrival_time=2021-04-10 03:49:32.694690, cost_time=0:00:00.804906 2021-04-10 03:49:32,247 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.44ms, fps=7164 images/s, loss=1.3933, top1-acc=68.19%, top5-acc=90.23%, remaining_time=0:00:00.387640, arrival_time=2021-04-10 03:49:32.635414, cost_time=0:00:01.162920 2021-04-10 03:49:32,580 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.08ms, fps=6987 images/s, loss=1.3669, top1-acc=68.58%, top5-acc=90.34%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:32.580163, cost_time=0:00:01.495342 2021-04-10 03:49:32,693 INFO : Epoch=0157 complete, best val top1-acc=69.49%, top5-acc=90.89% (epoch=156), remaining_time=0:27:13.486881, arrival_time=2021-04-10 04:16:46.179859, cost_time=1:39:24.126546 2021-04-10 03:49:32,694 INFO : Train start, epoch=0158, lr=0.010978 2021-04-10 03:49:34,708 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.55ms, fps=1271 images/s, loss=0.1633, top1-acc=95.23%, top5-acc=100.00%, remaining_time=0:00:37.463934, arrival_time=2021-04-10 03:50:12.172347, cost_time=0:00:02.014190 2021-04-10 03:49:36,534 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.50ms, fps=1403 images/s, loss=0.1552, top1-acc=95.41%, top5-acc=99.96%, remaining_time=0:00:33.791648, arrival_time=2021-04-10 03:50:10.325826, cost_time=0:00:03.839955 2021-04-10 03:49:38,355 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.57ms, fps=1406 images/s, loss=0.1550, top1-acc=95.47%, top5-acc=99.93%, remaining_time=0:00:31.328848, arrival_time=2021-04-10 03:50:09.684800, cost_time=0:00:05.661831 2021-04-10 03:49:40,179 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.51ms, fps=1404 images/s, loss=0.1556, top1-acc=95.48%, top5-acc=99.93%, remaining_time=0:00:29.191656, arrival_time=2021-04-10 03:50:09.370909, cost_time=0:00:07.485037 2021-04-10 03:49:42,007 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.43ms, fps=1401 images/s, loss=0.1580, top1-acc=95.34%, top5-acc=99.92%, remaining_time=0:00:27.194982, arrival_time=2021-04-10 03:50:09.202442, cost_time=0:00:09.313331 2021-04-10 03:49:43,834 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.31ms, fps=1401 images/s, loss=0.1591, top1-acc=95.31%, top5-acc=99.92%, remaining_time=0:00:25.252072, arrival_time=2021-04-10 03:50:09.086822, cost_time=0:00:11.140618 2021-04-10 03:49:45,660 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.98ms, fps=1402 images/s, loss=0.1592, top1-acc=95.31%, top5-acc=99.91%, remaining_time=0:00:23.339484, arrival_time=2021-04-10 03:50:09.000074, cost_time=0:00:12.966357 2021-04-10 03:49:47,481 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.40ms, fps=1407 images/s, loss=0.1612, top1-acc=95.23%, top5-acc=99.88%, remaining_time=0:00:21.441324, arrival_time=2021-04-10 03:50:08.922568, cost_time=0:00:14.787095 2021-04-10 03:49:49,305 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.40ms, fps=1403 images/s, loss=0.1617, top1-acc=95.24%, top5-acc=99.87%, remaining_time=0:00:19.564844, arrival_time=2021-04-10 03:50:08.870631, cost_time=0:00:16.611662 2021-04-10 03:49:51,126 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.39ms, fps=1407 images/s, loss=0.1630, top1-acc=95.20%, top5-acc=99.87%, remaining_time=0:00:17.694528, arrival_time=2021-04-10 03:50:08.820498, cost_time=0:00:18.431843 2021-04-10 03:49:52,948 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.33ms, fps=1405 images/s, loss=0.1638, top1-acc=95.15%, top5-acc=99.86%, remaining_time=0:00:15.834922, arrival_time=2021-04-10 03:50:08.782976, cost_time=0:00:20.253924 2021-04-10 03:49:54,772 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.45ms, fps=1403 images/s, loss=0.1650, top1-acc=95.14%, top5-acc=99.86%, remaining_time=0:00:13.983164, arrival_time=2021-04-10 03:50:08.756009, cost_time=0:00:22.078714 2021-04-10 03:49:56,615 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.62ms, fps=1389 images/s, loss=0.1647, top1-acc=95.18%, top5-acc=99.86%, remaining_time=0:00:12.144792, arrival_time=2021-04-10 03:50:08.760590, cost_time=0:00:23.921583 2021-04-10 03:49:58,448 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=2.27ms, fps=1397 images/s, loss=0.1638, top1-acc=95.21%, top5-acc=99.85%, remaining_time=0:00:10.301872, arrival_time=2021-04-10 03:50:08.750700, cost_time=0:00:25.754614 2021-04-10 03:50:00,274 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.51ms, fps=1403 images/s, loss=0.1639, top1-acc=95.25%, top5-acc=99.85%, remaining_time=0:00:08.457836, arrival_time=2021-04-10 03:50:08.731851, cost_time=0:00:27.579894 2021-04-10 03:50:02,109 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.39ms, fps=1395 images/s, loss=0.1630, top1-acc=95.27%, top5-acc=99.86%, remaining_time=0:00:06.618384, arrival_time=2021-04-10 03:50:08.727548, cost_time=0:00:29.414962 2021-04-10 03:50:03,933 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.99ms, fps=1404 images/s, loss=0.1632, top1-acc=95.26%, top5-acc=99.86%, remaining_time=0:00:04.777682, arrival_time=2021-04-10 03:50:08.710624, cost_time=0:00:31.238740 2021-04-10 03:50:05,761 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.92ms, fps=1400 images/s, loss=0.1634, top1-acc=95.25%, top5-acc=99.87%, remaining_time=0:00:02.939360, arrival_time=2021-04-10 03:50:08.701276, cost_time=0:00:33.067782 2021-04-10 03:50:07,583 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.28ms, fps=1406 images/s, loss=0.1644, top1-acc=95.21%, top5-acc=99.87%, remaining_time=0:00:01.101762, arrival_time=2021-04-10 03:50:08.684985, cost_time=0:00:34.889100 2021-04-10 03:50:08,566 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.50ms, fps=1383 images/s, loss=0.1648, top1-acc=95.21%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:08.566767, cost_time=0:00:35.872552 2021-04-10 03:50:08,997 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=1.18ms, fps=5971 images/s, loss=1.3983, top1-acc=69.37%, top5-acc=90.31%, remaining_time=0:00:01.286070, arrival_time=2021-04-10 03:50:10.283190, cost_time=0:00:00.428692 2021-04-10 03:50:09,369 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.51ms, fps=6874 images/s, loss=1.4753, top1-acc=67.56%, top5-acc=89.73%, remaining_time=0:00:00.801440, arrival_time=2021-04-10 03:50:10.171350, cost_time=0:00:00.801435 2021-04-10 03:50:09,728 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.31ms, fps=7149 images/s, loss=1.4685, top1-acc=68.07%, top5-acc=90.14%, remaining_time=0:00:00.386650, arrival_time=2021-04-10 03:50:10.115093, cost_time=0:00:01.159955 2021-04-10 03:50:10,065 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.07ms, fps=6895 images/s, loss=1.4661, top1-acc=67.84%, top5-acc=90.11%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:10.065396, cost_time=0:00:01.496986 2021-04-10 03:50:10,147 INFO : Epoch=0158 complete, best val top1-acc=69.49%, top5-acc=90.89% (epoch=156), remaining_time=0:26:35.357064, arrival_time=2021-04-10 04:16:45.504784, cost_time=1:40:01.581294 2021-04-10 03:50:10,148 INFO : Train start, epoch=0159, lr=0.010492 2021-04-10 03:50:12,156 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.35ms, fps=1275 images/s, loss=0.1542, top1-acc=95.70%, top5-acc=99.92%, remaining_time=0:00:37.347684, arrival_time=2021-04-10 03:50:49.504571, cost_time=0:00:02.007939 2021-04-10 03:50:13,989 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.46ms, fps=1397 images/s, loss=0.1536, top1-acc=95.41%, top5-acc=99.96%, remaining_time=0:00:33.800272, arrival_time=2021-04-10 03:50:47.790151, cost_time=0:00:03.840932 2021-04-10 03:50:15,816 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.38ms, fps=1402 images/s, loss=0.1521, top1-acc=95.40%, top5-acc=99.96%, remaining_time=0:00:31.360886, arrival_time=2021-04-10 03:50:47.177405, cost_time=0:00:05.667622 2021-04-10 03:50:17,648 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.43ms, fps=1398 images/s, loss=0.1468, top1-acc=95.62%, top5-acc=99.95%, remaining_time=0:00:29.246412, arrival_time=2021-04-10 03:50:46.894419, cost_time=0:00:07.499082 2021-04-10 03:50:19,487 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.34ms, fps=1392 images/s, loss=0.1451, top1-acc=95.67%, top5-acc=99.95%, remaining_time=0:00:27.269296, arrival_time=2021-04-10 03:50:46.757117, cost_time=0:00:09.338800 2021-04-10 03:50:21,326 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.33ms, fps=1393 images/s, loss=0.1456, top1-acc=95.73%, top5-acc=99.94%, remaining_time=0:00:25.336392, arrival_time=2021-04-10 03:50:46.663148, cost_time=0:00:11.177816 2021-04-10 03:50:23,161 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.55ms, fps=1396 images/s, loss=0.1468, top1-acc=95.69%, top5-acc=99.93%, remaining_time=0:00:23.422770, arrival_time=2021-04-10 03:50:46.584416, cost_time=0:00:13.012633 2021-04-10 03:50:24,996 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.40ms, fps=1396 images/s, loss=0.1474, top1-acc=95.67%, top5-acc=99.92%, remaining_time=0:00:21.528440, arrival_time=2021-04-10 03:50:46.524502, cost_time=0:00:14.847202 2021-04-10 03:50:26,824 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.34ms, fps=1400 images/s, loss=0.1484, top1-acc=95.66%, top5-acc=99.92%, remaining_time=0:00:19.640422, arrival_time=2021-04-10 03:50:46.465130, cost_time=0:00:16.675869 2021-04-10 03:50:28,645 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.50ms, fps=1406 images/s, loss=0.1484, top1-acc=95.70%, top5-acc=99.91%, remaining_time=0:00:17.756832, arrival_time=2021-04-10 03:50:46.402346, cost_time=0:00:18.496671 2021-04-10 03:50:30,467 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.32ms, fps=1405 images/s, loss=0.1504, top1-acc=95.60%, top5-acc=99.91%, remaining_time=0:00:15.885490, arrival_time=2021-04-10 03:50:46.353052, cost_time=0:00:20.318632 2021-04-10 03:50:32,294 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.40ms, fps=1402 images/s, loss=0.1512, top1-acc=95.58%, top5-acc=99.92%, remaining_time=0:00:14.025648, arrival_time=2021-04-10 03:50:46.320236, cost_time=0:00:22.145739 2021-04-10 03:50:34,125 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.56ms, fps=1399 images/s, loss=0.1508, top1-acc=95.60%, top5-acc=99.92%, remaining_time=0:00:12.172644, arrival_time=2021-04-10 03:50:46.297937, cost_time=0:00:23.976449 2021-04-10 03:50:35,953 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.71ms, fps=1401 images/s, loss=0.1511, top1-acc=95.61%, top5-acc=99.92%, remaining_time=0:00:10.321696, arrival_time=2021-04-10 03:50:46.274831, cost_time=0:00:25.804249 2021-04-10 03:50:37,797 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.46ms, fps=1389 images/s, loss=0.1519, top1-acc=95.59%, top5-acc=99.91%, remaining_time=0:00:08.478766, arrival_time=2021-04-10 03:50:46.275829, cost_time=0:00:27.648208 2021-04-10 03:50:39,618 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.42ms, fps=1406 images/s, loss=0.1518, top1-acc=95.59%, top5-acc=99.92%, remaining_time=0:00:06.630732, arrival_time=2021-04-10 03:50:46.249579, cost_time=0:00:29.469990 2021-04-10 03:50:41,438 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.41ms, fps=1407 images/s, loss=0.1525, top1-acc=95.58%, top5-acc=99.91%, remaining_time=0:00:04.785430, arrival_time=2021-04-10 03:50:46.223607, cost_time=0:00:31.289319 2021-04-10 03:50:43,277 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.57ms, fps=1392 images/s, loss=0.1530, top1-acc=95.57%, top5-acc=99.91%, remaining_time=0:00:02.944800, arrival_time=2021-04-10 03:50:46.222650, cost_time=0:00:33.128920 2021-04-10 03:50:45,111 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.22ms, fps=1397 images/s, loss=0.1538, top1-acc=95.54%, top5-acc=99.90%, remaining_time=0:00:01.104072, arrival_time=2021-04-10 03:50:46.215269, cost_time=0:00:34.962352 2021-04-10 03:50:46,093 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.39ms, fps=1385 images/s, loss=0.1546, top1-acc=95.51%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:46.093343, cost_time=0:00:35.944450 2021-04-10 03:50:46,553 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=3.05ms, fps=5593 images/s, loss=1.3810, top1-acc=69.69%, top5-acc=90.86%, remaining_time=0:00:01.373130, arrival_time=2021-04-10 03:50:47.926676, cost_time=0:00:00.457713 2021-04-10 03:50:46,905 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=2.42ms, fps=7276 images/s, loss=1.3773, top1-acc=69.96%, top5-acc=90.31%, remaining_time=0:00:00.809920, arrival_time=2021-04-10 03:50:47.715680, cost_time=0:00:00.809923 2021-04-10 03:50:47,260 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.38ms, fps=7228 images/s, loss=1.3758, top1-acc=69.49%, top5-acc=90.62%, remaining_time=0:00:00.388150, arrival_time=2021-04-10 03:50:47.648426, cost_time=0:00:01.164452 2021-04-10 03:50:47,592 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.06ms, fps=6990 images/s, loss=1.4028, top1-acc=69.17%, top5-acc=90.49%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:47.592530, cost_time=0:00:01.496706 2021-04-10 03:50:47,697 INFO : Epoch=0159 complete, best val top1-acc=69.49%, top5-acc=90.89% (epoch=156), remaining_time=0:25:57.260237, arrival_time=2021-04-10 04:16:44.957810, cost_time=1:40:39.131143 2021-04-10 03:50:47,698 INFO : Train start, epoch=0160, lr=0.010016 2021-04-10 03:50:49,693 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.69ms, fps=1284 images/s, loss=0.1420, top1-acc=96.17%, top5-acc=99.96%, remaining_time=0:00:37.096398, arrival_time=2021-04-10 03:51:26.789642, cost_time=0:00:01.994426 2021-04-10 03:50:51,525 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.40ms, fps=1398 images/s, loss=0.1521, top1-acc=95.76%, top5-acc=99.92%, remaining_time=0:00:33.675136, arrival_time=2021-04-10 03:51:25.200670, cost_time=0:00:03.826718 2021-04-10 03:50:53,347 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.39ms, fps=1406 images/s, loss=0.1463, top1-acc=95.95%, top5-acc=99.91%, remaining_time=0:00:31.253484, arrival_time=2021-04-10 03:51:24.600497, cost_time=0:00:05.648209 2021-04-10 03:50:55,169 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=2.10ms, fps=1405 images/s, loss=0.1449, top1-acc=95.99%, top5-acc=99.91%, remaining_time=0:00:29.135652, arrival_time=2021-04-10 03:51:24.305131, cost_time=0:00:07.470678 2021-04-10 03:50:56,990 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.44ms, fps=1406 images/s, loss=0.1433, top1-acc=95.96%, top5-acc=99.91%, remaining_time=0:00:27.132056, arrival_time=2021-04-10 03:51:24.122623, cost_time=0:00:09.291815 2021-04-10 03:50:58,812 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.34ms, fps=1406 images/s, loss=0.1451, top1-acc=95.90%, top5-acc=99.90%, remaining_time=0:00:25.190600, arrival_time=2021-04-10 03:51:24.002852, cost_time=0:00:11.113520 2021-04-10 03:51:00,638 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.66ms, fps=1402 images/s, loss=0.1445, top1-acc=95.92%, top5-acc=99.91%, remaining_time=0:00:23.290722, arrival_time=2021-04-10 03:51:23.928696, cost_time=0:00:12.939261 2021-04-10 03:51:02,459 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.67ms, fps=1406 images/s, loss=0.1467, top1-acc=95.84%, top5-acc=99.90%, remaining_time=0:00:21.402696, arrival_time=2021-04-10 03:51:23.861916, cost_time=0:00:14.760489 2021-04-10 03:51:04,280 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.58ms, fps=1406 images/s, loss=0.1479, top1-acc=95.81%, top5-acc=99.90%, remaining_time=0:00:19.529334, arrival_time=2021-04-10 03:51:23.809582, cost_time=0:00:16.581485 2021-04-10 03:51:06,116 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.59ms, fps=1395 images/s, loss=0.1483, top1-acc=95.79%, top5-acc=99.90%, remaining_time=0:00:17.680608, arrival_time=2021-04-10 03:51:23.796687, cost_time=0:00:18.417252 2021-04-10 03:51:07,943 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.42ms, fps=1402 images/s, loss=0.1484, top1-acc=95.78%, top5-acc=99.90%, remaining_time=0:00:15.827354, arrival_time=2021-04-10 03:51:23.770432, cost_time=0:00:20.244330 2021-04-10 03:51:09,770 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.48ms, fps=1401 images/s, loss=0.1490, top1-acc=95.75%, top5-acc=99.89%, remaining_time=0:00:13.978604, arrival_time=2021-04-10 03:51:23.748766, cost_time=0:00:22.071427 2021-04-10 03:51:11,600 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.43ms, fps=1399 images/s, loss=0.1494, top1-acc=95.73%, top5-acc=99.89%, remaining_time=0:00:12.134562, arrival_time=2021-04-10 03:51:23.734728, cost_time=0:00:23.901429 2021-04-10 03:51:13,424 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.56ms, fps=1403 images/s, loss=0.1497, top1-acc=95.74%, top5-acc=99.90%, remaining_time=0:00:10.290448, arrival_time=2021-04-10 03:51:23.715314, cost_time=0:00:25.726143 2021-04-10 03:51:15,249 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.70ms, fps=1404 images/s, loss=0.1494, top1-acc=95.76%, top5-acc=99.89%, remaining_time=0:00:08.448774, arrival_time=2021-04-10 03:51:23.697915, cost_time=0:00:27.550406 2021-04-10 03:51:17,069 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.58ms, fps=1407 images/s, loss=0.1500, top1-acc=95.74%, top5-acc=99.89%, remaining_time=0:00:06.608412, arrival_time=2021-04-10 03:51:23.677932, cost_time=0:00:29.370785 2021-04-10 03:51:18,909 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.41ms, fps=1392 images/s, loss=0.1506, top1-acc=95.73%, top5-acc=99.89%, remaining_time=0:00:04.773314, arrival_time=2021-04-10 03:51:23.682309, cost_time=0:00:31.210116 2021-04-10 03:51:20,743 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.42ms, fps=1396 images/s, loss=0.1504, top1-acc=95.76%, top5-acc=99.90%, remaining_time=0:00:02.937296, arrival_time=2021-04-10 03:51:23.680791, cost_time=0:00:33.044603 2021-04-10 03:51:22,581 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.60ms, fps=1393 images/s, loss=0.1505, top1-acc=95.74%, top5-acc=99.90%, remaining_time=0:00:01.101558, arrival_time=2021-04-10 03:51:23.683063, cost_time=0:00:34.882697 2021-04-10 03:51:23,568 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.22ms, fps=1379 images/s, loss=0.1505, top1-acc=95.73%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:23.568094, cost_time=0:00:35.869232 2021-04-10 03:51:24,019 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=1.27ms, fps=5701 images/s, loss=1.3716, top1-acc=69.30%, top5-acc=91.09%, remaining_time=0:00:01.347150, arrival_time=2021-04-10 03:51:25.366407, cost_time=0:00:00.449051 2021-04-10 03:51:24,372 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.25ms, fps=7262 images/s, loss=1.4228, top1-acc=68.48%, top5-acc=90.64%, remaining_time=0:00:00.802040, arrival_time=2021-04-10 03:51:25.174241, cost_time=0:00:00.802045 2021-04-10 03:51:24,729 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.50ms, fps=7180 images/s, loss=1.4315, top1-acc=68.67%, top5-acc=90.42%, remaining_time=0:00:00.386310, arrival_time=2021-04-10 03:51:25.115463, cost_time=0:00:01.158921 2021-04-10 03:51:25,060 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.07ms, fps=7014 images/s, loss=1.4361, top1-acc=69.02%, top5-acc=90.59%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:25.060397, cost_time=0:00:01.490253 2021-04-10 03:51:25,150 INFO : Epoch=0160 complete, best val top1-acc=69.49%, top5-acc=90.89% (epoch=156), remaining_time=0:25:19.145920, arrival_time=2021-04-10 04:16:44.296076, cost_time=1:41:16.583722 2021-04-10 03:51:25,151 INFO : Train start, epoch=0161, lr=0.009549 2021-04-10 03:51:27,167 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.43ms, fps=1270 images/s, loss=0.1282, top1-acc=96.68%, top5-acc=99.96%, remaining_time=0:00:37.499646, arrival_time=2021-04-10 03:52:04.667072, cost_time=0:00:02.016112 2021-04-10 03:51:28,993 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.39ms, fps=1403 images/s, loss=0.1329, top1-acc=96.37%, top5-acc=99.96%, remaining_time=0:00:33.806960, arrival_time=2021-04-10 03:52:02.800046, cost_time=0:00:03.841696 2021-04-10 03:51:30,827 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.96ms, fps=1396 images/s, loss=0.1328, top1-acc=96.30%, top5-acc=99.96%, remaining_time=0:00:31.408694, arrival_time=2021-04-10 03:52:02.236355, cost_time=0:00:05.676259 2021-04-10 03:51:32,665 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.43ms, fps=1394 images/s, loss=0.1306, top1-acc=96.35%, top5-acc=99.96%, remaining_time=0:00:29.304600, arrival_time=2021-04-10 03:52:01.969899, cost_time=0:00:07.513984 2021-04-10 03:51:34,494 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.59ms, fps=1400 images/s, loss=0.1309, top1-acc=96.24%, top5-acc=99.96%, remaining_time=0:00:27.282290, arrival_time=2021-04-10 03:52:01.776923, cost_time=0:00:09.343232 2021-04-10 03:51:36,323 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.36ms, fps=1400 images/s, loss=0.1281, top1-acc=96.44%, top5-acc=99.95%, remaining_time=0:00:25.324288, arrival_time=2021-04-10 03:52:01.648093, cost_time=0:00:11.172489 2021-04-10 03:51:38,152 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.50ms, fps=1400 images/s, loss=0.1270, top1-acc=96.52%, top5-acc=99.95%, remaining_time=0:00:23.402106, arrival_time=2021-04-10 03:52:01.554579, cost_time=0:00:13.001172 2021-04-10 03:51:39,982 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=2.10ms, fps=1399 images/s, loss=0.1272, top1-acc=96.54%, top5-acc=99.94%, remaining_time=0:00:21.505356, arrival_time=2021-04-10 03:52:01.488001, cost_time=0:00:14.831249 2021-04-10 03:51:41,802 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.58ms, fps=1407 images/s, loss=0.1295, top1-acc=96.42%, top5-acc=99.94%, remaining_time=0:00:19.611272, arrival_time=2021-04-10 03:52:01.413688, cost_time=0:00:16.651080 2021-04-10 03:51:43,632 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.36ms, fps=1399 images/s, loss=0.1302, top1-acc=96.37%, top5-acc=99.94%, remaining_time=0:00:17.742336, arrival_time=2021-04-10 03:52:01.375264, cost_time=0:00:18.481620 2021-04-10 03:51:45,460 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=2.22ms, fps=1401 images/s, loss=0.1306, top1-acc=96.36%, top5-acc=99.94%, remaining_time=0:00:15.878266, arrival_time=2021-04-10 03:52:01.339002, cost_time=0:00:20.309419 2021-04-10 03:51:47,281 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.41ms, fps=1407 images/s, loss=0.1300, top1-acc=96.41%, top5-acc=99.94%, remaining_time=0:00:14.015540, arrival_time=2021-04-10 03:52:01.296610, cost_time=0:00:22.129764 2021-04-10 03:51:49,101 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.43ms, fps=1407 images/s, loss=0.1307, top1-acc=96.39%, top5-acc=99.94%, remaining_time=0:00:12.159312, arrival_time=2021-04-10 03:52:01.260824, cost_time=0:00:23.950197 2021-04-10 03:51:50,929 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.87ms, fps=1401 images/s, loss=0.1323, top1-acc=96.34%, top5-acc=99.94%, remaining_time=0:00:10.311392, arrival_time=2021-04-10 03:52:01.241171, cost_time=0:00:25.778469 2021-04-10 03:51:52,764 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=2.20ms, fps=1396 images/s, loss=0.1337, top1-acc=96.30%, top5-acc=99.93%, remaining_time=0:00:08.467956, arrival_time=2021-04-10 03:52:01.232244, cost_time=0:00:27.612901 2021-04-10 03:51:54,586 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.38ms, fps=1405 images/s, loss=0.1338, top1-acc=96.29%, top5-acc=99.93%, remaining_time=0:00:06.622884, arrival_time=2021-04-10 03:52:01.209187, cost_time=0:00:29.434996 2021-04-10 03:51:56,422 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.61ms, fps=1394 images/s, loss=0.1336, top1-acc=96.32%, top5-acc=99.93%, remaining_time=0:00:04.782674, arrival_time=2021-04-10 03:52:01.205356, cost_time=0:00:31.271343 2021-04-10 03:51:58,248 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.57ms, fps=1403 images/s, loss=0.1341, top1-acc=96.31%, top5-acc=99.93%, remaining_time=0:00:02.941936, arrival_time=2021-04-10 03:52:01.190117, cost_time=0:00:33.096869 2021-04-10 03:52:00,082 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.30ms, fps=1396 images/s, loss=0.1340, top1-acc=96.32%, top5-acc=99.93%, remaining_time=0:00:01.103100, arrival_time=2021-04-10 03:52:01.185984, cost_time=0:00:34.931574 2021-04-10 03:52:01,067 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.30ms, fps=1382 images/s, loss=0.1347, top1-acc=96.31%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:01.067621, cost_time=0:00:35.916226 2021-04-10 03:52:01,505 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=1.36ms, fps=5876 images/s, loss=1.3537, top1-acc=69.92%, top5-acc=91.17%, remaining_time=0:00:01.306950, arrival_time=2021-04-10 03:52:02.811971, cost_time=0:00:00.435654 2021-04-10 03:52:01,856 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.36ms, fps=7302 images/s, loss=1.3664, top1-acc=69.57%, top5-acc=91.13%, remaining_time=0:00:00.786600, arrival_time=2021-04-10 03:52:02.642577, cost_time=0:00:00.786606 2021-04-10 03:52:02,210 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.39ms, fps=7224 images/s, loss=1.3779, top1-acc=69.51%, top5-acc=90.90%, remaining_time=0:00:00.380440, arrival_time=2021-04-10 03:52:02.591229, cost_time=0:00:01.141323 2021-04-10 03:52:02,544 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.07ms, fps=6968 images/s, loss=1.3622, top1-acc=69.51%, top5-acc=90.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:02.544239, cost_time=0:00:01.474876 2021-04-10 03:52:02,697 INFO : Epoch=0161 complete, best val top1-acc=69.51%, top5-acc=90.89% (epoch=161), remaining_time=0:24:41.062674, arrival_time=2021-04-10 04:16:43.759647, cost_time=1:41:54.130528 2021-04-10 03:52:02,698 INFO : Train start, epoch=0162, lr=0.009093 2021-04-10 03:52:04,740 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.45ms, fps=1253 images/s, loss=0.1207, top1-acc=96.76%, top5-acc=99.96%, remaining_time=0:00:37.989570, arrival_time=2021-04-10 03:52:42.730173, cost_time=0:00:02.042448 2021-04-10 03:52:06,576 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.39ms, fps=1395 images/s, loss=0.1226, top1-acc=96.64%, top5-acc=99.96%, remaining_time=0:00:34.128336, arrival_time=2021-04-10 03:52:40.704878, cost_time=0:00:03.878221 2021-04-10 03:52:08,405 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.38ms, fps=1400 images/s, loss=0.1162, top1-acc=96.94%, top5-acc=99.96%, remaining_time=0:00:31.582330, arrival_time=2021-04-10 03:52:39.988224, cost_time=0:00:05.707650 2021-04-10 03:52:10,227 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.49ms, fps=1406 images/s, loss=0.1159, top1-acc=97.05%, top5-acc=99.95%, remaining_time=0:00:29.362476, arrival_time=2021-04-10 03:52:39.589460, cost_time=0:00:07.528842 2021-04-10 03:52:12,062 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.1178, top1-acc=96.87%, top5-acc=99.92%, remaining_time=0:00:27.343610, arrival_time=2021-04-10 03:52:39.406080, cost_time=0:00:09.364247 2021-04-10 03:52:13,900 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.34ms, fps=1393 images/s, loss=0.1177, top1-acc=96.81%, top5-acc=99.92%, remaining_time=0:00:25.391608, arrival_time=2021-04-10 03:52:39.292082, cost_time=0:00:11.202184 2021-04-10 03:52:15,728 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.83ms, fps=1401 images/s, loss=0.1185, top1-acc=96.86%, top5-acc=99.93%, remaining_time=0:00:23.454270, arrival_time=2021-04-10 03:52:39.182654, cost_time=0:00:13.030150 2021-04-10 03:52:17,551 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.59ms, fps=1405 images/s, loss=0.1191, top1-acc=96.82%, top5-acc=99.92%, remaining_time=0:00:21.537256, arrival_time=2021-04-10 03:52:39.088698, cost_time=0:00:14.853276 2021-04-10 03:52:19,382 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.41ms, fps=1399 images/s, loss=0.1188, top1-acc=96.85%, top5-acc=99.93%, remaining_time=0:00:19.650068, arrival_time=2021-04-10 03:52:39.032322, cost_time=0:00:16.684023 2021-04-10 03:52:21,209 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.37ms, fps=1401 images/s, loss=0.1192, top1-acc=96.87%, top5-acc=99.93%, remaining_time=0:00:17.770944, arrival_time=2021-04-10 03:52:38.980509, cost_time=0:00:18.511398 2021-04-10 03:52:23,031 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.37ms, fps=1405 images/s, loss=0.1197, top1-acc=96.83%, top5-acc=99.93%, remaining_time=0:00:15.897014, arrival_time=2021-04-10 03:52:38.928608, cost_time=0:00:20.333396 2021-04-10 03:52:24,868 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.65ms, fps=1394 images/s, loss=0.1201, top1-acc=96.82%, top5-acc=99.93%, remaining_time=0:00:14.041456, arrival_time=2021-04-10 03:52:38.910287, cost_time=0:00:22.170664 2021-04-10 03:52:26,694 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.79ms, fps=1403 images/s, loss=0.1214, top1-acc=96.74%, top5-acc=99.93%, remaining_time=0:00:12.182742, arrival_time=2021-04-10 03:52:38.877303, cost_time=0:00:23.996248 2021-04-10 03:52:28,530 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.44ms, fps=1395 images/s, loss=0.1217, top1-acc=96.73%, top5-acc=99.94%, remaining_time=0:00:10.332728, arrival_time=2021-04-10 03:52:38.862728, cost_time=0:00:25.831828 2021-04-10 03:52:30,350 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.38ms, fps=1406 images/s, loss=0.1223, top1-acc=96.71%, top5-acc=99.93%, remaining_time=0:00:08.480192, arrival_time=2021-04-10 03:52:38.831127, cost_time=0:00:27.652782 2021-04-10 03:52:32,181 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.38ms, fps=1399 images/s, loss=0.1226, top1-acc=96.70%, top5-acc=99.93%, remaining_time=0:00:06.633756, arrival_time=2021-04-10 03:52:38.815226, cost_time=0:00:29.483319 2021-04-10 03:52:34,007 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.43ms, fps=1402 images/s, loss=0.1232, top1-acc=96.67%, top5-acc=99.92%, remaining_time=0:00:04.788472, arrival_time=2021-04-10 03:52:38.795792, cost_time=0:00:31.309167 2021-04-10 03:52:35,829 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.50ms, fps=1405 images/s, loss=0.1244, top1-acc=96.63%, top5-acc=99.92%, remaining_time=0:00:02.945008, arrival_time=2021-04-10 03:52:38.774555, cost_time=0:00:33.131396 2021-04-10 03:52:37,650 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.38ms, fps=1406 images/s, loss=0.1251, top1-acc=96.61%, top5-acc=99.92%, remaining_time=0:00:01.103748, arrival_time=2021-04-10 03:52:38.753913, cost_time=0:00:34.952012 2021-04-10 03:52:38,646 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.59ms, fps=1366 images/s, loss=0.1256, top1-acc=96.59%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:38.646301, cost_time=0:00:35.948067 2021-04-10 03:52:39,121 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=1.57ms, fps=5408 images/s, loss=1.2919, top1-acc=71.29%, top5-acc=91.29%, remaining_time=0:00:01.420080, arrival_time=2021-04-10 03:52:40.541546, cost_time=0:00:00.473359 2021-04-10 03:52:39,484 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.25ms, fps=7056 images/s, loss=1.3439, top1-acc=69.63%, top5-acc=91.45%, remaining_time=0:00:00.836880, arrival_time=2021-04-10 03:52:40.321821, cost_time=0:00:00.836877 2021-04-10 03:52:39,837 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.16ms, fps=7259 images/s, loss=1.3641, top1-acc=69.65%, top5-acc=91.08%, remaining_time=0:00:00.396630, arrival_time=2021-04-10 03:52:40.234565, cost_time=0:00:01.189877 2021-04-10 03:52:40,175 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.08ms, fps=6873 images/s, loss=1.3547, top1-acc=69.87%, top5-acc=91.20%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:40.175852, cost_time=0:00:01.527775 2021-04-10 03:52:40,388 INFO : Epoch=0162 complete, best val top1-acc=69.87%, top5-acc=91.20% (epoch=162), remaining_time=0:24:03.020018, arrival_time=2021-04-10 04:16:43.408635, cost_time=1:42:31.822120 2021-04-10 03:52:40,390 INFO : Train start, epoch=0163, lr=0.008646 2021-04-10 03:52:42,409 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=1.99ms, fps=1268 images/s, loss=0.1128, top1-acc=96.84%, top5-acc=99.88%, remaining_time=0:00:37.550424, arrival_time=2021-04-10 03:53:19.959631, cost_time=0:00:02.018841 2021-04-10 03:52:44,229 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.35ms, fps=1407 images/s, loss=0.1101, top1-acc=97.11%, top5-acc=99.88%, remaining_time=0:00:33.784080, arrival_time=2021-04-10 03:53:18.013542, cost_time=0:00:03.839092 2021-04-10 03:52:46,054 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.48ms, fps=1403 images/s, loss=0.1158, top1-acc=97.02%, top5-acc=99.88%, remaining_time=0:00:31.340302, arrival_time=2021-04-10 03:53:17.394713, cost_time=0:00:05.663920 2021-04-10 03:52:47,889 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.55ms, fps=1396 images/s, loss=0.1161, top1-acc=97.00%, top5-acc=99.91%, remaining_time=0:00:29.245476, arrival_time=2021-04-10 03:53:17.134757, cost_time=0:00:07.498841 2021-04-10 03:52:49,716 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.67ms, fps=1401 images/s, loss=0.1150, top1-acc=97.02%, top5-acc=99.92%, remaining_time=0:00:27.232212, arrival_time=2021-04-10 03:53:16.948904, cost_time=0:00:09.326118 2021-04-10 03:52:51,555 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.45ms, fps=1393 images/s, loss=0.1157, top1-acc=97.01%, top5-acc=99.93%, remaining_time=0:00:25.306744, arrival_time=2021-04-10 03:53:16.861866, cost_time=0:00:11.164745 2021-04-10 03:52:53,381 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.31ms, fps=1402 images/s, loss=0.1169, top1-acc=96.99%, top5-acc=99.94%, remaining_time=0:00:23.383332, arrival_time=2021-04-10 03:53:16.764454, cost_time=0:00:12.990758 2021-04-10 03:52:55,211 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=2.13ms, fps=1399 images/s, loss=0.1155, top1-acc=97.02%, top5-acc=99.95%, remaining_time=0:00:21.490276, arrival_time=2021-04-10 03:53:16.701552, cost_time=0:00:14.820918 2021-04-10 03:52:57,038 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.51ms, fps=1402 images/s, loss=0.1160, top1-acc=96.99%, top5-acc=99.94%, remaining_time=0:00:19.607032, arrival_time=2021-04-10 03:53:16.644997, cost_time=0:00:16.647466 2021-04-10 03:52:58,867 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.66ms, fps=1400 images/s, loss=0.1165, top1-acc=96.93%, top5-acc=99.94%, remaining_time=0:00:17.738112, arrival_time=2021-04-10 03:53:16.605724, cost_time=0:00:18.477178 2021-04-10 03:53:00,692 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.50ms, fps=1403 images/s, loss=0.1172, top1-acc=96.90%, top5-acc=99.94%, remaining_time=0:00:15.872762, arrival_time=2021-04-10 03:53:16.565645, cost_time=0:00:20.302416 2021-04-10 03:53:02,513 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.50ms, fps=1406 images/s, loss=0.1173, top1-acc=96.91%, top5-acc=99.94%, remaining_time=0:00:14.011512, arrival_time=2021-04-10 03:53:16.525311, cost_time=0:00:22.123441 2021-04-10 03:53:04,335 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.32ms, fps=1406 images/s, loss=0.1175, top1-acc=96.91%, top5-acc=99.94%, remaining_time=0:00:12.156738, arrival_time=2021-04-10 03:53:16.492315, cost_time=0:00:23.945143 2021-04-10 03:53:06,156 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.63ms, fps=1406 images/s, loss=0.1173, top1-acc=96.92%, top5-acc=99.94%, remaining_time=0:00:10.306464, arrival_time=2021-04-10 03:53:16.463027, cost_time=0:00:25.766179 2021-04-10 03:53:07,989 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.79ms, fps=1397 images/s, loss=0.1170, top1-acc=96.94%, top5-acc=99.94%, remaining_time=0:00:08.463586, arrival_time=2021-04-10 03:53:16.452573, cost_time=0:00:27.598626 2021-04-10 03:53:09,821 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.52ms, fps=1398 images/s, loss=0.1174, top1-acc=96.94%, top5-acc=99.94%, remaining_time=0:00:06.621912, arrival_time=2021-04-10 03:53:16.442974, cost_time=0:00:29.430714 2021-04-10 03:53:11,657 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.42ms, fps=1395 images/s, loss=0.1178, top1-acc=96.93%, top5-acc=99.94%, remaining_time=0:00:04.781972, arrival_time=2021-04-10 03:53:16.439157, cost_time=0:00:31.266741 2021-04-10 03:53:13,480 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.41ms, fps=1404 images/s, loss=0.1180, top1-acc=96.91%, top5-acc=99.94%, remaining_time=0:00:02.941392, arrival_time=2021-04-10 03:53:16.422337, cost_time=0:00:33.090577 2021-04-10 03:53:15,310 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.29ms, fps=1399 images/s, loss=0.1179, top1-acc=96.90%, top5-acc=99.94%, remaining_time=0:00:01.102746, arrival_time=2021-04-10 03:53:16.413349, cost_time=0:00:34.920247 2021-04-10 03:53:16,303 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.26ms, fps=1370 images/s, loss=0.1184, top1-acc=96.90%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:16.303499, cost_time=0:00:35.913118 2021-04-10 03:53:16,740 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=2.24ms, fps=5884 images/s, loss=1.2906, top1-acc=71.45%, top5-acc=91.80%, remaining_time=0:00:01.305090, arrival_time=2021-04-10 03:53:18.045459, cost_time=0:00:00.435032 2021-04-10 03:53:17,106 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.91ms, fps=6996 images/s, loss=1.3816, top1-acc=69.90%, top5-acc=91.19%, remaining_time=0:00:00.801320, arrival_time=2021-04-10 03:53:17.908020, cost_time=0:00:00.801316 2021-04-10 03:53:17,460 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.29ms, fps=7239 images/s, loss=1.3730, top1-acc=69.99%, top5-acc=91.17%, remaining_time=0:00:00.385150, arrival_time=2021-04-10 03:53:17.845934, cost_time=0:00:01.155444 2021-04-10 03:53:17,790 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.07ms, fps=7049 images/s, loss=1.3455, top1-acc=70.08%, top5-acc=91.21%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:17.790240, cost_time=0:00:01.484933 2021-04-10 03:53:17,958 INFO : Epoch=0163 complete, best val top1-acc=70.08%, top5-acc=91.21% (epoch=163), remaining_time=0:23:24.953973, arrival_time=2021-04-10 04:16:42.912235, cost_time=1:43:09.391822 2021-04-10 03:53:17,959 INFO : Train start, epoch=0164, lr=0.008210 2021-04-10 03:53:19,956 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.28ms, fps=1282 images/s, loss=0.1069, top1-acc=97.15%, top5-acc=99.96%, remaining_time=0:00:37.137876, arrival_time=2021-04-10 03:53:57.093944, cost_time=0:00:01.996663 2021-04-10 03:53:21,793 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.36ms, fps=1393 images/s, loss=0.1085, top1-acc=97.27%, top5-acc=99.96%, remaining_time=0:00:33.741664, arrival_time=2021-04-10 03:53:55.535361, cost_time=0:00:03.834276 2021-04-10 03:53:23,623 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.38ms, fps=1400 images/s, loss=0.1079, top1-acc=97.30%, top5-acc=99.96%, remaining_time=0:00:31.337314, arrival_time=2021-04-10 03:53:54.960227, cost_time=0:00:05.663369 2021-04-10 03:53:25,445 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.63ms, fps=1405 images/s, loss=0.1068, top1-acc=97.29%, top5-acc=99.97%, remaining_time=0:00:29.195868, arrival_time=2021-04-10 03:53:54.641548, cost_time=0:00:07.486133 2021-04-10 03:53:27,269 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.37ms, fps=1404 images/s, loss=0.1039, top1-acc=97.41%, top5-acc=99.98%, remaining_time=0:00:27.185054, arrival_time=2021-04-10 03:53:54.454397, cost_time=0:00:09.309931 2021-04-10 03:53:29,105 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.57ms, fps=1395 images/s, loss=0.1038, top1-acc=97.37%, top5-acc=99.97%, remaining_time=0:00:25.264040, arrival_time=2021-04-10 03:53:54.369450, cost_time=0:00:11.145877 2021-04-10 03:53:30,927 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.39ms, fps=1405 images/s, loss=0.1042, top1-acc=97.38%, top5-acc=99.96%, remaining_time=0:00:23.342634, arrival_time=2021-04-10 03:53:54.270165, cost_time=0:00:12.968126 2021-04-10 03:53:32,748 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.41ms, fps=1406 images/s, loss=0.1052, top1-acc=97.31%, top5-acc=99.96%, remaining_time=0:00:21.444456, arrival_time=2021-04-10 03:53:54.193157, cost_time=0:00:14.789290 2021-04-10 03:53:34,575 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.53ms, fps=1402 images/s, loss=0.1048, top1-acc=97.36%, top5-acc=99.96%, remaining_time=0:00:19.570250, arrival_time=2021-04-10 03:53:54.146108, cost_time=0:00:16.616245 2021-04-10 03:53:36,410 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.41ms, fps=1396 images/s, loss=0.1038, top1-acc=97.36%, top5-acc=99.96%, remaining_time=0:00:17.713152, arrival_time=2021-04-10 03:53:54.123874, cost_time=0:00:18.451247 2021-04-10 03:53:38,233 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.40ms, fps=1405 images/s, loss=0.1043, top1-acc=97.34%, top5-acc=99.96%, remaining_time=0:00:15.850746, arrival_time=2021-04-10 03:53:54.084344, cost_time=0:00:20.274190 2021-04-10 03:53:40,053 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.40ms, fps=1407 images/s, loss=0.1048, top1-acc=97.33%, top5-acc=99.95%, remaining_time=0:00:13.992588, arrival_time=2021-04-10 03:53:54.045577, cost_time=0:00:22.093576 2021-04-10 03:53:41,871 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.42ms, fps=1408 images/s, loss=0.1045, top1-acc=97.34%, top5-acc=99.95%, remaining_time=0:00:12.139908, arrival_time=2021-04-10 03:53:54.011241, cost_time=0:00:23.911926 2021-04-10 03:53:43,695 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.40ms, fps=1404 images/s, loss=0.1049, top1-acc=97.36%, top5-acc=99.94%, remaining_time=0:00:10.294312, arrival_time=2021-04-10 03:53:53.989464, cost_time=0:00:25.735748 2021-04-10 03:53:45,528 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.41ms, fps=1397 images/s, loss=0.1047, top1-acc=97.39%, top5-acc=99.94%, remaining_time=0:00:08.454340, arrival_time=2021-04-10 03:53:53.982346, cost_time=0:00:27.568553 2021-04-10 03:53:47,355 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.55ms, fps=1401 images/s, loss=0.1051, top1-acc=97.39%, top5-acc=99.94%, remaining_time=0:00:06.614100, arrival_time=2021-04-10 03:53:53.969702, cost_time=0:00:29.395990 2021-04-10 03:53:49,180 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.32ms, fps=1403 images/s, loss=0.1049, top1-acc=97.38%, top5-acc=99.94%, remaining_time=0:00:04.775004, arrival_time=2021-04-10 03:53:53.955624, cost_time=0:00:31.221193 2021-04-10 03:53:51,006 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.45ms, fps=1403 images/s, loss=0.1051, top1-acc=97.36%, top5-acc=99.94%, remaining_time=0:00:02.937472, arrival_time=2021-04-10 03:53:53.943507, cost_time=0:00:33.046570 2021-04-10 03:53:52,833 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.21ms, fps=1402 images/s, loss=0.1059, top1-acc=97.32%, top5-acc=99.94%, remaining_time=0:00:01.101276, arrival_time=2021-04-10 03:53:53.934324, cost_time=0:00:34.873646 2021-04-10 03:53:53,818 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.45ms, fps=1380 images/s, loss=0.1060, top1-acc=97.33%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:53.818935, cost_time=0:00:35.859523 2021-04-10 03:53:54,269 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=2.67ms, fps=5700 images/s, loss=1.4230, top1-acc=69.96%, top5-acc=90.78%, remaining_time=0:00:01.347270, arrival_time=2021-04-10 03:53:55.616957, cost_time=0:00:00.449089 2021-04-10 03:53:54,623 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.54ms, fps=7242 images/s, loss=1.3930, top1-acc=69.84%, top5-acc=91.19%, remaining_time=0:00:00.802920, arrival_time=2021-04-10 03:53:55.426426, cost_time=0:00:00.802929 2021-04-10 03:53:54,977 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.47ms, fps=7243 images/s, loss=1.3693, top1-acc=70.21%, top5-acc=91.43%, remaining_time=0:00:00.385560, arrival_time=2021-04-10 03:53:55.362824, cost_time=0:00:01.156688 2021-04-10 03:53:55,307 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.07ms, fps=7039 images/s, loss=1.3718, top1-acc=69.92%, top5-acc=91.32%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:55.307147, cost_time=0:00:01.486583 2021-04-10 03:53:55,411 INFO : Epoch=0164 complete, best val top1-acc=70.08%, top5-acc=91.21% (epoch=163), remaining_time=0:22:46.868484, arrival_time=2021-04-10 04:16:42.280277, cost_time=1:43:46.845364 2021-04-10 03:53:55,412 INFO : Train start, epoch=0165, lr=0.007784 2021-04-10 03:53:57,420 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.32ms, fps=1275 images/s, loss=0.0981, top1-acc=97.81%, top5-acc=99.96%, remaining_time=0:00:37.345080, arrival_time=2021-04-10 03:54:34.765975, cost_time=0:00:02.007803 2021-04-10 03:53:59,250 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.39ms, fps=1399 images/s, loss=0.0993, top1-acc=97.66%, top5-acc=99.96%, remaining_time=0:00:33.771584, arrival_time=2021-04-10 03:54:33.022347, cost_time=0:00:03.837673 2021-04-10 03:54:01,123 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=2.33ms, fps=1367 images/s, loss=0.0996, top1-acc=97.54%, top5-acc=99.96%, remaining_time=0:00:31.598100, arrival_time=2021-04-10 03:54:32.721839, cost_time=0:00:05.710507 2021-04-10 03:54:02,957 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.39ms, fps=1397 images/s, loss=0.1004, top1-acc=97.48%, top5-acc=99.96%, remaining_time=0:00:29.422380, arrival_time=2021-04-10 03:54:32.379665, cost_time=0:00:07.544194 2021-04-10 03:54:04,779 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.38ms, fps=1405 images/s, loss=0.1000, top1-acc=97.52%, top5-acc=99.96%, remaining_time=0:00:27.348720, arrival_time=2021-04-10 03:54:32.127826, cost_time=0:00:09.366015 2021-04-10 03:54:06,601 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.33ms, fps=1405 images/s, loss=0.0992, top1-acc=97.55%, top5-acc=99.97%, remaining_time=0:00:25.361280, arrival_time=2021-04-10 03:54:31.963161, cost_time=0:00:11.188791 2021-04-10 03:54:08,423 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.40ms, fps=1406 images/s, loss=0.0988, top1-acc=97.56%, top5-acc=99.96%, remaining_time=0:00:23.418360, arrival_time=2021-04-10 03:54:31.841691, cost_time=0:00:13.010165 2021-04-10 03:54:10,243 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.40ms, fps=1407 images/s, loss=0.0994, top1-acc=97.53%, top5-acc=99.96%, remaining_time=0:00:21.504428, arrival_time=2021-04-10 03:54:31.748117, cost_time=0:00:14.830603 2021-04-10 03:54:12,079 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.53ms, fps=1395 images/s, loss=0.1011, top1-acc=97.42%, top5-acc=99.95%, remaining_time=0:00:19.628868, arrival_time=2021-04-10 03:54:31.708064, cost_time=0:00:16.666020 2021-04-10 03:54:13,900 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.71ms, fps=1406 images/s, loss=0.1005, top1-acc=97.45%, top5-acc=99.95%, remaining_time=0:00:17.747616, arrival_time=2021-04-10 03:54:31.647818, cost_time=0:00:18.487127 2021-04-10 03:54:15,731 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.30ms, fps=1398 images/s, loss=0.1004, top1-acc=97.48%, top5-acc=99.96%, remaining_time=0:00:15.885060, arrival_time=2021-04-10 03:54:31.616248, cost_time=0:00:20.318063 2021-04-10 03:54:17,570 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=2.22ms, fps=1392 images/s, loss=0.1003, top1-acc=97.44%, top5-acc=99.96%, remaining_time=0:00:14.032868, arrival_time=2021-04-10 03:54:31.603200, cost_time=0:00:22.157169 2021-04-10 03:54:19,396 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.41ms, fps=1403 images/s, loss=0.1011, top1-acc=97.45%, top5-acc=99.96%, remaining_time=0:00:12.175944, arrival_time=2021-04-10 03:54:31.571983, cost_time=0:00:23.982937 2021-04-10 03:54:21,240 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.35ms, fps=1388 images/s, loss=0.1013, top1-acc=97.40%, top5-acc=99.96%, remaining_time=0:00:10.330880, arrival_time=2021-04-10 03:54:31.571166, cost_time=0:00:25.827192 2021-04-10 03:54:23,061 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.40ms, fps=1406 images/s, loss=0.1019, top1-acc=97.36%, top5-acc=99.96%, remaining_time=0:00:08.478766, arrival_time=2021-04-10 03:54:31.540032, cost_time=0:00:27.648176 2021-04-10 03:54:24,889 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.41ms, fps=1400 images/s, loss=0.1028, top1-acc=97.32%, top5-acc=99.97%, remaining_time=0:00:06.632280, arrival_time=2021-04-10 03:54:31.522135, cost_time=0:00:29.476759 2021-04-10 03:54:26,714 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.51ms, fps=1403 images/s, loss=0.1031, top1-acc=97.31%, top5-acc=99.97%, remaining_time=0:00:04.787328, arrival_time=2021-04-10 03:54:31.502209, cost_time=0:00:31.301795 2021-04-10 03:54:28,537 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.48ms, fps=1405 images/s, loss=0.1029, top1-acc=97.32%, top5-acc=99.97%, remaining_time=0:00:02.944400, arrival_time=2021-04-10 03:54:31.482060, cost_time=0:00:33.124578 2021-04-10 03:54:30,372 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.28ms, fps=1395 images/s, loss=0.1032, top1-acc=97.31%, top5-acc=99.97%, remaining_time=0:00:01.103988, arrival_time=2021-04-10 03:54:31.476743, cost_time=0:00:34.959595 2021-04-10 03:54:31,353 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.25ms, fps=1387 images/s, loss=0.1036, top1-acc=97.33%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:31.353896, cost_time=0:00:35.940808 2021-04-10 03:54:31,807 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.19ms, fps=5664 images/s, loss=1.3963, top1-acc=69.10%, top5-acc=91.05%, remaining_time=0:00:01.355880, arrival_time=2021-04-10 03:54:33.163337, cost_time=0:00:00.451957 2021-04-10 03:54:32,165 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.80ms, fps=7156 images/s, loss=1.3659, top1-acc=70.00%, top5-acc=91.48%, remaining_time=0:00:00.810120, arrival_time=2021-04-10 03:54:32.975755, cost_time=0:00:00.810111 2021-04-10 03:54:32,526 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.29ms, fps=7103 images/s, loss=1.3373, top1-acc=70.77%, top5-acc=91.46%, remaining_time=0:00:00.390340, arrival_time=2021-04-10 03:54:32.916833, cost_time=0:00:01.171013 2021-04-10 03:54:32,855 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.08ms, fps=7052 images/s, loss=1.3222, top1-acc=70.80%, top5-acc=91.44%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:32.855798, cost_time=0:00:01.500326 2021-04-10 03:54:33,017 INFO : Epoch=0165 complete, best val top1-acc=70.80%, top5-acc=91.44% (epoch=165), remaining_time=0:22:08.822845, arrival_time=2021-04-10 04:16:41.839858, cost_time=1:44:24.450569 2021-04-10 03:54:33,018 INFO : Train start, epoch=0166, lr=0.007368 2021-04-10 03:54:35,010 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.36ms, fps=1285 images/s, loss=0.0902, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:37.047852, arrival_time=2021-04-10 03:55:12.057816, cost_time=0:00:01.991824 2021-04-10 03:54:36,832 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.45ms, fps=1405 images/s, loss=0.0961, top1-acc=97.75%, top5-acc=99.98%, remaining_time=0:00:33.565312, arrival_time=2021-04-10 03:55:10.397681, cost_time=0:00:03.814236 2021-04-10 03:54:38,676 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.90ms, fps=1388 images/s, loss=0.0964, top1-acc=97.71%, top5-acc=99.99%, remaining_time=0:00:31.310090, arrival_time=2021-04-10 03:55:09.986780, cost_time=0:00:05.658458 2021-04-10 03:54:40,502 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.87ms, fps=1403 images/s, loss=0.0969, top1-acc=97.59%, top5-acc=99.96%, remaining_time=0:00:29.187756, arrival_time=2021-04-10 03:55:09.690058, cost_time=0:00:07.484037 2021-04-10 03:54:42,330 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.54ms, fps=1401 images/s, loss=0.0968, top1-acc=97.52%, top5-acc=99.95%, remaining_time=0:00:27.193084, arrival_time=2021-04-10 03:55:09.523925, cost_time=0:00:09.312702 2021-04-10 03:54:44,157 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.42ms, fps=1402 images/s, loss=0.0978, top1-acc=97.43%, top5-acc=99.96%, remaining_time=0:00:25.249352, arrival_time=2021-04-10 03:55:09.407015, cost_time=0:00:11.139445 2021-04-10 03:54:45,981 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.33ms, fps=1404 images/s, loss=0.0960, top1-acc=97.51%, top5-acc=99.97%, remaining_time=0:00:23.334066, arrival_time=2021-04-10 03:55:09.315584, cost_time=0:00:12.963369 2021-04-10 03:54:47,806 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.64ms, fps=1403 images/s, loss=0.0961, top1-acc=97.52%, top5-acc=99.96%, remaining_time=0:00:21.443528, arrival_time=2021-04-10 03:55:09.250255, cost_time=0:00:14.788602 2021-04-10 03:54:49,638 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.85ms, fps=1398 images/s, loss=0.0957, top1-acc=97.52%, top5-acc=99.97%, remaining_time=0:00:19.574808, arrival_time=2021-04-10 03:55:09.213052, cost_time=0:00:16.620109 2021-04-10 03:54:51,467 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.38ms, fps=1400 images/s, loss=0.0952, top1-acc=97.52%, top5-acc=99.97%, remaining_time=0:00:17.711232, arrival_time=2021-04-10 03:55:09.178653, cost_time=0:00:18.449204 2021-04-10 03:54:53,294 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.83ms, fps=1402 images/s, loss=0.0957, top1-acc=97.53%, top5-acc=99.96%, remaining_time=0:00:15.852208, arrival_time=2021-04-10 03:55:09.146492, cost_time=0:00:20.276131 2021-04-10 03:54:55,118 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.32ms, fps=1404 images/s, loss=0.0954, top1-acc=97.57%, top5-acc=99.96%, remaining_time=0:00:13.996540, arrival_time=2021-04-10 03:55:09.114510, cost_time=0:00:22.099836 2021-04-10 03:54:56,941 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.31ms, fps=1404 images/s, loss=0.0960, top1-acc=97.54%, top5-acc=99.96%, remaining_time=0:00:12.145716, arrival_time=2021-04-10 03:55:09.087256, cost_time=0:00:23.923410 2021-04-10 03:54:58,768 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.49ms, fps=1402 images/s, loss=0.0963, top1-acc=97.53%, top5-acc=99.96%, remaining_time=0:00:10.300080, arrival_time=2021-04-10 03:55:09.068431, cost_time=0:00:25.750225 2021-04-10 03:55:00,602 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.52ms, fps=1396 images/s, loss=0.0969, top1-acc=97.53%, top5-acc=99.95%, remaining_time=0:00:08.459124, arrival_time=2021-04-10 03:55:09.061372, cost_time=0:00:27.584103 2021-04-10 03:55:02,430 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.55ms, fps=1400 images/s, loss=0.0960, top1-acc=97.56%, top5-acc=99.96%, remaining_time=0:00:06.617808, arrival_time=2021-04-10 03:55:09.048579, cost_time=0:00:29.412428 2021-04-10 03:55:04,263 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.44ms, fps=1397 images/s, loss=0.0956, top1-acc=97.58%, top5-acc=99.96%, remaining_time=0:00:04.778774, arrival_time=2021-04-10 03:55:09.042706, cost_time=0:00:31.245802 2021-04-10 03:55:06,094 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.54ms, fps=1399 images/s, loss=0.0962, top1-acc=97.56%, top5-acc=99.96%, remaining_time=0:00:02.940128, arrival_time=2021-04-10 03:55:09.034808, cost_time=0:00:33.076516 2021-04-10 03:55:07,921 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.31ms, fps=1402 images/s, loss=0.0957, top1-acc=97.58%, top5-acc=99.96%, remaining_time=0:00:01.102194, arrival_time=2021-04-10 03:55:09.023241, cost_time=0:00:34.902830 2021-04-10 03:55:08,902 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.23ms, fps=1386 images/s, loss=0.0964, top1-acc=97.55%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:08.902802, cost_time=0:00:35.884600 2021-04-10 03:55:09,350 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=2.41ms, fps=5737 images/s, loss=1.3520, top1-acc=70.31%, top5-acc=91.45%, remaining_time=0:00:01.338570, arrival_time=2021-04-10 03:55:10.689473, cost_time=0:00:00.446189 2021-04-10 03:55:09,707 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.55ms, fps=7180 images/s, loss=1.3592, top1-acc=70.57%, top5-acc=91.39%, remaining_time=0:00:00.803080, arrival_time=2021-04-10 03:55:10.510926, cost_time=0:00:00.803086 2021-04-10 03:55:10,071 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=2.36ms, fps=7055 images/s, loss=1.3593, top1-acc=70.44%, top5-acc=91.34%, remaining_time=0:00:00.388810, arrival_time=2021-04-10 03:55:10.460014, cost_time=0:00:01.166440 2021-04-10 03:55:10,403 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.06ms, fps=6986 images/s, loss=1.3477, top1-acc=70.34%, top5-acc=91.39%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:10.403720, cost_time=0:00:01.499034 2021-04-10 03:55:10,488 INFO : Epoch=0166 complete, best val top1-acc=70.80%, top5-acc=91.44% (epoch=165), remaining_time=0:21:30.755022, arrival_time=2021-04-10 04:16:41.243106, cost_time=1:45:01.921657 2021-04-10 03:55:10,489 INFO : Train start, epoch=0167, lr=0.006963 2021-04-10 03:55:12,492 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.50ms, fps=1278 images/s, loss=0.0952, top1-acc=97.30%, top5-acc=99.96%, remaining_time=0:00:37.268076, arrival_time=2021-04-10 03:55:49.760966, cost_time=0:00:02.003657 2021-04-10 03:55:14,312 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.31ms, fps=1407 images/s, loss=0.0915, top1-acc=97.54%, top5-acc=99.98%, remaining_time=0:00:33.645392, arrival_time=2021-04-10 03:55:47.958026, cost_time=0:00:03.823338 2021-04-10 03:55:16,136 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.55ms, fps=1404 images/s, loss=0.0900, top1-acc=97.71%, top5-acc=99.99%, remaining_time=0:00:31.245350, arrival_time=2021-04-10 03:55:47.381364, cost_time=0:00:05.646764 2021-04-10 03:55:17,961 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.53ms, fps=1403 images/s, loss=0.0891, top1-acc=97.76%, top5-acc=99.99%, remaining_time=0:00:29.140644, arrival_time=2021-04-10 03:55:47.101937, cost_time=0:00:07.471965 2021-04-10 03:55:19,795 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.48ms, fps=1396 images/s, loss=0.0892, top1-acc=97.75%, top5-acc=99.99%, remaining_time=0:00:27.173374, arrival_time=2021-04-10 03:55:46.968547, cost_time=0:00:09.305928 2021-04-10 03:55:21,620 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.49ms, fps=1403 images/s, loss=0.0870, top1-acc=97.86%, top5-acc=99.99%, remaining_time=0:00:25.229768, arrival_time=2021-04-10 03:55:46.849777, cost_time=0:00:11.130778 2021-04-10 03:55:23,454 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.46ms, fps=1396 images/s, loss=0.0887, top1-acc=97.80%, top5-acc=99.98%, remaining_time=0:00:23.337216, arrival_time=2021-04-10 03:55:46.791611, cost_time=0:00:12.965095 2021-04-10 03:55:25,287 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.45ms, fps=1397 images/s, loss=0.0881, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:21.457448, arrival_time=2021-04-10 03:55:46.744940, cost_time=0:00:14.798221 2021-04-10 03:55:27,117 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.42ms, fps=1399 images/s, loss=0.0873, top1-acc=97.82%, top5-acc=99.98%, remaining_time=0:00:19.584136, arrival_time=2021-04-10 03:55:46.701422, cost_time=0:00:16.628050 2021-04-10 03:55:28,939 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.41ms, fps=1405 images/s, loss=0.0874, top1-acc=97.82%, top5-acc=99.98%, remaining_time=0:00:17.712672, arrival_time=2021-04-10 03:55:46.652567, cost_time=0:00:18.450652 2021-04-10 03:55:30,774 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.83ms, fps=1396 images/s, loss=0.0870, top1-acc=97.83%, top5-acc=99.98%, remaining_time=0:00:15.859260, arrival_time=2021-04-10 03:55:46.633553, cost_time=0:00:20.285059 2021-04-10 03:55:32,593 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.32ms, fps=1408 images/s, loss=0.0872, top1-acc=97.83%, top5-acc=99.98%, remaining_time=0:00:13.999048, arrival_time=2021-04-10 03:55:46.592006, cost_time=0:00:22.103719 2021-04-10 03:55:34,414 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.47ms, fps=1406 images/s, loss=0.0869, top1-acc=97.85%, top5-acc=99.98%, remaining_time=0:00:12.146772, arrival_time=2021-04-10 03:55:46.561473, cost_time=0:00:23.925462 2021-04-10 03:55:36,248 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.61ms, fps=1396 images/s, loss=0.0865, top1-acc=97.88%, top5-acc=99.97%, remaining_time=0:00:10.303664, arrival_time=2021-04-10 03:55:46.552061, cost_time=0:00:25.759093 2021-04-10 03:55:38,068 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.51ms, fps=1407 images/s, loss=0.0872, top1-acc=97.86%, top5-acc=99.98%, remaining_time=0:00:08.457698, arrival_time=2021-04-10 03:55:46.526390, cost_time=0:00:27.579421 2021-04-10 03:55:39,895 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.49ms, fps=1402 images/s, loss=0.0871, top1-acc=97.86%, top5-acc=99.98%, remaining_time=0:00:06.616368, arrival_time=2021-04-10 03:55:46.511664, cost_time=0:00:29.406040 2021-04-10 03:55:41,721 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.31ms, fps=1402 images/s, loss=0.0878, top1-acc=97.85%, top5-acc=99.97%, remaining_time=0:00:04.776668, arrival_time=2021-04-10 03:55:46.497929, cost_time=0:00:31.232024 2021-04-10 03:55:43,547 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.45ms, fps=1402 images/s, loss=0.0873, top1-acc=97.87%, top5-acc=99.97%, remaining_time=0:00:02.938480, arrival_time=2021-04-10 03:55:46.485649, cost_time=0:00:33.057937 2021-04-10 03:55:45,375 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.37ms, fps=1400 images/s, loss=0.0874, top1-acc=97.87%, top5-acc=99.97%, remaining_time=0:00:01.101684, arrival_time=2021-04-10 03:55:46.477625, cost_time=0:00:34.886708 2021-04-10 03:55:46,363 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.20ms, fps=1377 images/s, loss=0.0880, top1-acc=97.87%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:46.363663, cost_time=0:00:35.874433 2021-04-10 03:55:46,797 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=1.96ms, fps=5925 images/s, loss=1.2635, top1-acc=72.38%, top5-acc=91.60%, remaining_time=0:00:01.296060, arrival_time=2021-04-10 03:55:48.093366, cost_time=0:00:00.432021 2021-04-10 03:55:47,156 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.32ms, fps=7144 images/s, loss=1.2854, top1-acc=71.66%, top5-acc=91.54%, remaining_time=0:00:00.790980, arrival_time=2021-04-10 03:55:47.947166, cost_time=0:00:00.790977 2021-04-10 03:55:47,507 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.33ms, fps=7297 images/s, loss=1.3035, top1-acc=71.41%, top5-acc=91.50%, remaining_time=0:00:00.380720, arrival_time=2021-04-10 03:55:47.888072, cost_time=0:00:01.142151 2021-04-10 03:55:47,838 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.08ms, fps=7006 images/s, loss=1.3555, top1-acc=71.27%, top5-acc=91.44%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:47.838864, cost_time=0:00:01.473639 2021-04-10 03:55:48,086 INFO : Epoch=0167 complete, best val top1-acc=71.27%, top5-acc=91.44% (epoch=167), remaining_time=0:20:52.719600, arrival_time=2021-04-10 04:16:40.806492, cost_time=1:45:39.520441 2021-04-10 03:55:48,087 INFO : Train start, epoch=0168, lr=0.006568 2021-04-10 03:55:50,081 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.39ms, fps=1284 images/s, loss=0.0821, top1-acc=97.93%, top5-acc=99.96%, remaining_time=0:00:37.084680, arrival_time=2021-04-10 03:56:27.166554, cost_time=0:00:01.993798 2021-04-10 03:55:51,913 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.50ms, fps=1398 images/s, loss=0.0772, top1-acc=98.14%, top5-acc=99.96%, remaining_time=0:00:33.666864, arrival_time=2021-04-10 03:56:25.580739, cost_time=0:00:03.825785 2021-04-10 03:55:53,743 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.66ms, fps=1399 images/s, loss=0.0789, top1-acc=98.09%, top5-acc=99.96%, remaining_time=0:00:31.294818, arrival_time=2021-04-10 03:56:25.038693, cost_time=0:00:05.655693 2021-04-10 03:55:55,572 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.90ms, fps=1401 images/s, loss=0.0806, top1-acc=98.02%, top5-acc=99.97%, remaining_time=0:00:29.186664, arrival_time=2021-04-10 03:56:24.758610, cost_time=0:00:07.483775 2021-04-10 03:55:57,394 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.60ms, fps=1405 images/s, loss=0.0795, top1-acc=98.05%, top5-acc=99.98%, remaining_time=0:00:27.174834, arrival_time=2021-04-10 03:56:24.569363, cost_time=0:00:09.306449 2021-04-10 03:55:59,220 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.35ms, fps=1402 images/s, loss=0.0792, top1-acc=98.05%, top5-acc=99.98%, remaining_time=0:00:25.232896, arrival_time=2021-04-10 03:56:24.453262, cost_time=0:00:11.132169 2021-04-10 03:56:01,049 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.51ms, fps=1400 images/s, loss=0.0787, top1-acc=98.11%, top5-acc=99.98%, remaining_time=0:00:23.330916, arrival_time=2021-04-10 03:56:24.380607, cost_time=0:00:12.961617 2021-04-10 03:56:02,872 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.38ms, fps=1404 images/s, loss=0.0782, top1-acc=98.15%, top5-acc=99.98%, remaining_time=0:00:21.437960, arrival_time=2021-04-10 03:56:24.310834, cost_time=0:00:14.784801 2021-04-10 03:56:04,692 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.30ms, fps=1407 images/s, loss=0.0783, top1-acc=98.16%, top5-acc=99.98%, remaining_time=0:00:19.556152, arrival_time=2021-04-10 03:56:24.248607, cost_time=0:00:16.604240 2021-04-10 03:56:06,513 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.36ms, fps=1407 images/s, loss=0.0778, top1-acc=98.18%, top5-acc=99.98%, remaining_time=0:00:17.688096, arrival_time=2021-04-10 03:56:24.201252, cost_time=0:00:18.425062 2021-04-10 03:56:08,345 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.46ms, fps=1397 images/s, loss=0.0789, top1-acc=98.14%, top5-acc=99.98%, remaining_time=0:00:15.837674, arrival_time=2021-04-10 03:56:24.183229, cost_time=0:00:20.257445 2021-04-10 03:56:10,176 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.49ms, fps=1398 images/s, loss=0.0786, top1-acc=98.15%, top5-acc=99.98%, remaining_time=0:00:13.989472, arrival_time=2021-04-10 03:56:24.166226, cost_time=0:00:22.088665 2021-04-10 03:56:12,002 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.43ms, fps=1402 images/s, loss=0.0792, top1-acc=98.13%, top5-acc=99.97%, remaining_time=0:00:12.141162, arrival_time=2021-04-10 03:56:24.143649, cost_time=0:00:23.914402 2021-04-10 03:56:13,825 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.33ms, fps=1405 images/s, loss=0.0792, top1-acc=98.15%, top5-acc=99.97%, remaining_time=0:00:10.294928, arrival_time=2021-04-10 03:56:24.120356, cost_time=0:00:25.737347 2021-04-10 03:56:15,646 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.53ms, fps=1406 images/s, loss=0.0800, top1-acc=98.11%, top5-acc=99.97%, remaining_time=0:00:08.451120, arrival_time=2021-04-10 03:56:24.097204, cost_time=0:00:27.558011 2021-04-10 03:56:17,472 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.46ms, fps=1402 images/s, loss=0.0797, top1-acc=98.14%, top5-acc=99.97%, remaining_time=0:00:06.611544, arrival_time=2021-04-10 03:56:24.084229, cost_time=0:00:29.384608 2021-04-10 03:56:19,303 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.29ms, fps=1399 images/s, loss=0.0795, top1-acc=98.15%, top5-acc=99.97%, remaining_time=0:00:04.774120, arrival_time=2021-04-10 03:56:24.077626, cost_time=0:00:31.215355 2021-04-10 03:56:21,127 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.33ms, fps=1404 images/s, loss=0.0800, top1-acc=98.13%, top5-acc=99.97%, remaining_time=0:00:02.936816, arrival_time=2021-04-10 03:56:24.064090, cost_time=0:00:33.039188 2021-04-10 03:56:22,949 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.23ms, fps=1405 images/s, loss=0.0806, top1-acc=98.10%, top5-acc=99.97%, remaining_time=0:00:01.100892, arrival_time=2021-04-10 03:56:24.050495, cost_time=0:00:34.861497 2021-04-10 03:56:23,938 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.21ms, fps=1376 images/s, loss=0.0810, top1-acc=98.10%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:23.938182, cost_time=0:00:35.850099 2021-04-10 03:56:24,392 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=2.53ms, fps=5661 images/s, loss=1.3895, top1-acc=70.47%, top5-acc=90.98%, remaining_time=0:00:01.356510, arrival_time=2021-04-10 03:56:25.748495, cost_time=0:00:00.452173 2021-04-10 03:56:24,748 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.37ms, fps=7179 images/s, loss=1.3879, top1-acc=70.39%, top5-acc=91.15%, remaining_time=0:00:00.809120, arrival_time=2021-04-10 03:56:25.558027, cost_time=0:00:00.809114 2021-04-10 03:56:25,102 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.26ms, fps=7249 images/s, loss=1.3810, top1-acc=70.42%, top5-acc=91.18%, remaining_time=0:00:00.387520, arrival_time=2021-04-10 03:56:25.489890, cost_time=0:00:01.162574 2021-04-10 03:56:25,435 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.09ms, fps=6981 images/s, loss=1.3629, top1-acc=70.44%, top5-acc=91.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:25.435036, cost_time=0:00:01.495222 2021-04-10 03:56:25,570 INFO : Epoch=0168 complete, best val top1-acc=71.27%, top5-acc=91.44% (epoch=167), remaining_time=0:20:14.667360, arrival_time=2021-04-10 04:16:40.237456, cost_time=1:46:17.003666 2021-04-10 03:56:25,571 INFO : Train start, epoch=0169, lr=0.006185 2021-04-10 03:56:27,586 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.41ms, fps=1270 images/s, loss=0.0824, top1-acc=98.05%, top5-acc=99.96%, remaining_time=0:00:37.477698, arrival_time=2021-04-10 03:57:05.063903, cost_time=0:00:02.014929 2021-04-10 03:56:29,408 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.38ms, fps=1405 images/s, loss=0.0807, top1-acc=98.20%, top5-acc=99.98%, remaining_time=0:00:33.767536, arrival_time=2021-04-10 03:57:03.175978, cost_time=0:00:03.837229 2021-04-10 03:56:31,231 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.41ms, fps=1405 images/s, loss=0.0786, top1-acc=98.24%, top5-acc=99.97%, remaining_time=0:00:31.318888, arrival_time=2021-04-10 03:57:02.550265, cost_time=0:00:05.660050 2021-04-10 03:56:33,051 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.42ms, fps=1407 images/s, loss=0.0799, top1-acc=98.15%, top5-acc=99.97%, remaining_time=0:00:29.174184, arrival_time=2021-04-10 03:57:02.226048, cost_time=0:00:07.480545 2021-04-10 03:56:34,874 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.38ms, fps=1405 images/s, loss=0.0785, top1-acc=98.25%, top5-acc=99.98%, remaining_time=0:00:27.165782, arrival_time=2021-04-10 03:57:02.040350, cost_time=0:00:09.303354 2021-04-10 03:56:36,697 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.61ms, fps=1404 images/s, loss=0.0785, top1-acc=98.22%, top5-acc=99.98%, remaining_time=0:00:25.220112, arrival_time=2021-04-10 03:57:01.917915, cost_time=0:00:11.126499 2021-04-10 03:56:38,521 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.31ms, fps=1405 images/s, loss=0.0793, top1-acc=98.17%, top5-acc=99.98%, remaining_time=0:00:23.309622, arrival_time=2021-04-10 03:57:01.830628, cost_time=0:00:12.949789 2021-04-10 03:56:40,353 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.83ms, fps=1397 images/s, loss=0.0789, top1-acc=98.16%, top5-acc=99.98%, remaining_time=0:00:21.433900, arrival_time=2021-04-10 03:57:01.787126, cost_time=0:00:14.782024 2021-04-10 03:56:42,185 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.43ms, fps=1398 images/s, loss=0.0788, top1-acc=98.15%, top5-acc=99.98%, remaining_time=0:00:19.567494, arrival_time=2021-04-10 03:57:01.752947, cost_time=0:00:16.613952 2021-04-10 03:56:44,011 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.37ms, fps=1403 images/s, loss=0.0794, top1-acc=98.12%, top5-acc=99.98%, remaining_time=0:00:17.702304, arrival_time=2021-04-10 03:57:01.713469, cost_time=0:00:18.439930 2021-04-10 03:56:45,831 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.57ms, fps=1406 images/s, loss=0.0790, top1-acc=98.14%, top5-acc=99.98%, remaining_time=0:00:15.839996, arrival_time=2021-04-10 03:57:01.671681, cost_time=0:00:20.260491 2021-04-10 03:56:47,659 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.31ms, fps=1401 images/s, loss=0.0788, top1-acc=98.13%, top5-acc=99.98%, remaining_time=0:00:13.989016, arrival_time=2021-04-10 03:57:01.648170, cost_time=0:00:22.087914 2021-04-10 03:56:49,485 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.48ms, fps=1402 images/s, loss=0.0793, top1-acc=98.12%, top5-acc=99.98%, remaining_time=0:00:12.140898, arrival_time=2021-04-10 03:57:01.626146, cost_time=0:00:23.913829 2021-04-10 03:56:51,309 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=2.06ms, fps=1404 images/s, loss=0.0796, top1-acc=98.10%, top5-acc=99.98%, remaining_time=0:00:10.295208, arrival_time=2021-04-10 03:57:01.604535, cost_time=0:00:25.738017 2021-04-10 03:56:53,143 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.39ms, fps=1396 images/s, loss=0.0798, top1-acc=98.08%, top5-acc=99.98%, remaining_time=0:00:08.455582, arrival_time=2021-04-10 03:57:01.599397, cost_time=0:00:27.572584 2021-04-10 03:56:54,966 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.34ms, fps=1405 images/s, loss=0.0801, top1-acc=98.07%, top5-acc=99.98%, remaining_time=0:00:06.613848, arrival_time=2021-04-10 03:57:01.580033, cost_time=0:00:29.394885 2021-04-10 03:56:56,790 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.36ms, fps=1404 images/s, loss=0.0800, top1-acc=98.08%, top5-acc=99.98%, remaining_time=0:00:04.774692, arrival_time=2021-04-10 03:57:01.565129, cost_time=0:00:31.219165 2021-04-10 03:56:58,616 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.39ms, fps=1402 images/s, loss=0.0806, top1-acc=98.07%, top5-acc=99.98%, remaining_time=0:00:02.937376, arrival_time=2021-04-10 03:57:01.554121, cost_time=0:00:33.045524 2021-04-10 03:57:00,448 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.43ms, fps=1398 images/s, loss=0.0804, top1-acc=98.08%, top5-acc=99.98%, remaining_time=0:00:01.101384, arrival_time=2021-04-10 03:57:01.549773, cost_time=0:00:34.877083 2021-04-10 03:57:01,440 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.85ms, fps=1371 images/s, loss=0.0810, top1-acc=98.06%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:01.440690, cost_time=0:00:35.869344 2021-04-10 03:57:01,894 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=2.32ms, fps=5666 images/s, loss=1.3325, top1-acc=70.31%, top5-acc=91.91%, remaining_time=0:00:01.355520, arrival_time=2021-04-10 03:57:03.249844, cost_time=0:00:00.451840 2021-04-10 03:57:02,247 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.34ms, fps=7266 images/s, loss=1.3095, top1-acc=70.96%, top5-acc=92.05%, remaining_time=0:00:00.804320, arrival_time=2021-04-10 03:57:03.051331, cost_time=0:00:00.804323 2021-04-10 03:57:02,602 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.81ms, fps=7217 images/s, loss=1.3101, top1-acc=70.96%, top5-acc=91.97%, remaining_time=0:00:00.386550, arrival_time=2021-04-10 03:57:02.988750, cost_time=0:00:01.159655 2021-04-10 03:57:02,933 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.06ms, fps=7009 images/s, loss=1.3142, top1-acc=71.28%, top5-acc=92.02%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:02.933652, cost_time=0:00:01.491184 2021-04-10 03:57:03,102 INFO : Epoch=0169 complete, best val top1-acc=71.28%, top5-acc=92.02% (epoch=169), remaining_time=0:19:36.630854, arrival_time=2021-04-10 04:16:39.733202, cost_time=1:46:54.535899 2021-04-10 03:57:03,103 INFO : Train start, epoch=0170, lr=0.005812 2021-04-10 03:57:05,092 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.33ms, fps=1287 images/s, loss=0.0721, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:36.996702, arrival_time=2021-04-10 03:57:42.089281, cost_time=0:00:01.989069 2021-04-10 03:57:06,917 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.63ms, fps=1403 images/s, loss=0.0737, top1-acc=98.30%, top5-acc=99.98%, remaining_time=0:00:33.562496, arrival_time=2021-04-10 03:57:40.479943, cost_time=0:00:03.813925 2021-04-10 03:57:08,755 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.58ms, fps=1394 images/s, loss=0.0746, top1-acc=98.33%, top5-acc=99.97%, remaining_time=0:00:31.271246, arrival_time=2021-04-10 03:57:40.026231, cost_time=0:00:05.651416 2021-04-10 03:57:10,589 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.82ms, fps=1396 images/s, loss=0.0740, top1-acc=98.38%, top5-acc=99.96%, remaining_time=0:00:29.196492, arrival_time=2021-04-10 03:57:39.786349, cost_time=0:00:07.486280 2021-04-10 03:57:12,416 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.36ms, fps=1402 images/s, loss=0.0742, top1-acc=98.41%, top5-acc=99.97%, remaining_time=0:00:27.194252, arrival_time=2021-04-10 03:57:39.610867, cost_time=0:00:09.313118 2021-04-10 03:57:14,252 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.85ms, fps=1395 images/s, loss=0.0713, top1-acc=98.50%, top5-acc=99.97%, remaining_time=0:00:25.270840, arrival_time=2021-04-10 03:57:39.523289, cost_time=0:00:11.148871 2021-04-10 03:57:16,075 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.51ms, fps=1405 images/s, loss=0.0699, top1-acc=98.57%, top5-acc=99.97%, remaining_time=0:00:23.349816, arrival_time=2021-04-10 03:57:39.425420, cost_time=0:00:12.972107 2021-04-10 03:57:17,902 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.36ms, fps=1402 images/s, loss=0.0690, top1-acc=98.59%, top5-acc=99.98%, remaining_time=0:00:21.458028, arrival_time=2021-04-10 03:57:39.360172, cost_time=0:00:14.798655 2021-04-10 03:57:19,731 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.99ms, fps=1400 images/s, loss=0.0692, top1-acc=98.58%, top5-acc=99.98%, remaining_time=0:00:19.584348, arrival_time=2021-04-10 03:57:39.316176, cost_time=0:00:16.628253 2021-04-10 03:57:21,557 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.57ms, fps=1403 images/s, loss=0.0695, top1-acc=98.57%, top5-acc=99.98%, remaining_time=0:00:17.715360, arrival_time=2021-04-10 03:57:39.272369, cost_time=0:00:18.453496 2021-04-10 03:57:23,377 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.36ms, fps=1407 images/s, loss=0.0697, top1-acc=98.55%, top5-acc=99.98%, remaining_time=0:00:15.850144, arrival_time=2021-04-10 03:57:39.227104, cost_time=0:00:20.273459 2021-04-10 03:57:25,200 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.91ms, fps=1404 images/s, loss=0.0699, top1-acc=98.53%, top5-acc=99.98%, remaining_time=0:00:13.994488, arrival_time=2021-04-10 03:57:39.194588, cost_time=0:00:22.096578 2021-04-10 03:57:27,025 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.38ms, fps=1403 images/s, loss=0.0698, top1-acc=98.53%, top5-acc=99.98%, remaining_time=0:00:12.144792, arrival_time=2021-04-10 03:57:39.169868, cost_time=0:00:23.921582 2021-04-10 03:57:28,853 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=2.63ms, fps=1401 images/s, loss=0.0697, top1-acc=98.52%, top5-acc=99.98%, remaining_time=0:00:10.299912, arrival_time=2021-04-10 03:57:39.153198, cost_time=0:00:25.749787 2021-04-10 03:57:30,688 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.32ms, fps=1395 images/s, loss=0.0700, top1-acc=98.51%, top5-acc=99.98%, remaining_time=0:00:08.459492, arrival_time=2021-04-10 03:57:39.148236, cost_time=0:00:27.585261 2021-04-10 03:57:32,515 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.87ms, fps=1402 images/s, loss=0.0703, top1-acc=98.49%, top5-acc=99.98%, remaining_time=0:00:06.617592, arrival_time=2021-04-10 03:57:39.132609, cost_time=0:00:29.411458 2021-04-10 03:57:34,349 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.37ms, fps=1396 images/s, loss=0.0703, top1-acc=98.48%, top5-acc=99.98%, remaining_time=0:00:04.778852, arrival_time=2021-04-10 03:57:39.128636, cost_time=0:00:31.246291 2021-04-10 03:57:36,178 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.42ms, fps=1400 images/s, loss=0.0704, top1-acc=98.48%, top5-acc=99.98%, remaining_time=0:00:02.939968, arrival_time=2021-04-10 03:57:39.118138, cost_time=0:00:33.074673 2021-04-10 03:57:38,002 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.37ms, fps=1403 images/s, loss=0.0702, top1-acc=98.49%, top5-acc=99.99%, remaining_time=0:00:01.102080, arrival_time=2021-04-10 03:57:39.104800, cost_time=0:00:34.899220 2021-04-10 03:57:38,984 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.24ms, fps=1386 images/s, loss=0.0705, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:38.984546, cost_time=0:00:35.881041 2021-04-10 03:57:39,453 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=0.36ms, fps=5481 images/s, loss=1.2948, top1-acc=71.76%, top5-acc=91.64%, remaining_time=0:00:01.401120, arrival_time=2021-04-10 03:57:40.854348, cost_time=0:00:00.467036 2021-04-10 03:57:39,819 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.57ms, fps=7004 images/s, loss=1.3715, top1-acc=71.15%, top5-acc=91.13%, remaining_time=0:00:00.832940, arrival_time=2021-04-10 03:57:40.652096, cost_time=0:00:00.832932 2021-04-10 03:57:40,183 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.52ms, fps=7039 images/s, loss=1.3284, top1-acc=71.39%, top5-acc=91.68%, remaining_time=0:00:00.399030, arrival_time=2021-04-10 03:57:40.582454, cost_time=0:00:01.197095 2021-04-10 03:57:40,516 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.06ms, fps=6977 images/s, loss=1.2987, top1-acc=71.57%, top5-acc=91.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:40.516585, cost_time=0:00:01.530410 2021-04-10 03:57:40,718 INFO : Epoch=0170 complete, best val top1-acc=71.57%, top5-acc=91.97% (epoch=170), remaining_time=0:18:58.615050, arrival_time=2021-04-10 04:16:39.333368, cost_time=1:47:32.151870 2021-04-10 03:57:40,719 INFO : Train start, epoch=0171, lr=0.005450 2021-04-10 03:57:42,740 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=0.48ms, fps=1266 images/s, loss=0.0630, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:37.597668, arrival_time=2021-04-10 03:58:20.338538, cost_time=0:00:02.021382 2021-04-10 03:57:44,576 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.57ms, fps=1395 images/s, loss=0.0638, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:33.944944, arrival_time=2021-04-10 03:58:18.521814, cost_time=0:00:03.857378 2021-04-10 03:57:46,403 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.33ms, fps=1402 images/s, loss=0.0664, top1-acc=98.61%, top5-acc=99.99%, remaining_time=0:00:31.452020, arrival_time=2021-04-10 03:58:17.855699, cost_time=0:00:05.684101 2021-04-10 03:57:48,233 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.83ms, fps=1400 images/s, loss=0.0663, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:29.303196, arrival_time=2021-04-10 03:58:17.536412, cost_time=0:00:07.513650 2021-04-10 03:57:50,054 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.43ms, fps=1406 images/s, loss=0.0663, top1-acc=98.61%, top5-acc=99.98%, remaining_time=0:00:27.256740, arrival_time=2021-04-10 03:58:17.310748, cost_time=0:00:09.334521 2021-04-10 03:57:51,877 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.55ms, fps=1404 images/s, loss=0.0674, top1-acc=98.57%, top5-acc=99.99%, remaining_time=0:00:25.290832, arrival_time=2021-04-10 03:58:17.168123, cost_time=0:00:11.157718 2021-04-10 03:57:53,702 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.48ms, fps=1403 images/s, loss=0.0676, top1-acc=98.58%, top5-acc=99.98%, remaining_time=0:00:23.370102, arrival_time=2021-04-10 03:58:17.072959, cost_time=0:00:12.983363 2021-04-10 03:57:55,524 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.33ms, fps=1405 images/s, loss=0.0668, top1-acc=98.62%, top5-acc=99.99%, remaining_time=0:00:21.467772, arrival_time=2021-04-10 03:58:16.992619, cost_time=0:00:14.805346 2021-04-10 03:57:57,373 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.59ms, fps=1385 images/s, loss=0.0671, top1-acc=98.58%, top5-acc=99.99%, remaining_time=0:00:19.614134, arrival_time=2021-04-10 03:58:16.987292, cost_time=0:00:16.653545 2021-04-10 03:57:59,216 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.45ms, fps=1390 images/s, loss=0.0662, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:17.756736, arrival_time=2021-04-10 03:58:16.972900, cost_time=0:00:18.496585 2021-04-10 03:58:01,047 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.29ms, fps=1398 images/s, loss=0.0663, top1-acc=98.62%, top5-acc=99.99%, remaining_time=0:00:15.892800, arrival_time=2021-04-10 03:58:16.940389, cost_time=0:00:20.328022 2021-04-10 03:58:02,873 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=2.08ms, fps=1403 images/s, loss=0.0666, top1-acc=98.60%, top5-acc=99.98%, remaining_time=0:00:14.030664, arrival_time=2021-04-10 03:58:16.904011, cost_time=0:00:22.153733 2021-04-10 03:58:04,711 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.84ms, fps=1393 images/s, loss=0.0659, top1-acc=98.64%, top5-acc=99.98%, remaining_time=0:00:12.180300, arrival_time=2021-04-10 03:58:16.891421, cost_time=0:00:23.991551 2021-04-10 03:58:06,534 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.50ms, fps=1405 images/s, loss=0.0654, top1-acc=98.65%, top5-acc=99.98%, remaining_time=0:00:10.325952, arrival_time=2021-04-10 03:58:16.860257, cost_time=0:00:25.814825 2021-04-10 03:58:08,360 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.75ms, fps=1402 images/s, loss=0.0653, top1-acc=98.65%, top5-acc=99.98%, remaining_time=0:00:08.476604, arrival_time=2021-04-10 03:58:16.837181, cost_time=0:00:27.641028 2021-04-10 03:58:10,185 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.40ms, fps=1404 images/s, loss=0.0656, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:06.629760, arrival_time=2021-04-10 03:58:16.814901, cost_time=0:00:29.465569 2021-04-10 03:58:12,014 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.44ms, fps=1400 images/s, loss=0.0657, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:04.786314, arrival_time=2021-04-10 03:58:16.800927, cost_time=0:00:31.295051 2021-04-10 03:58:13,839 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.52ms, fps=1403 images/s, loss=0.0661, top1-acc=98.62%, top5-acc=99.99%, remaining_time=0:00:02.943984, arrival_time=2021-04-10 03:58:16.783217, cost_time=0:00:33.119741 2021-04-10 03:58:15,664 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.24ms, fps=1402 images/s, loss=0.0661, top1-acc=98.63%, top5-acc=99.99%, remaining_time=0:00:01.103538, arrival_time=2021-04-10 03:58:16.768488, cost_time=0:00:34.945462 2021-04-10 03:58:16,645 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.37ms, fps=1387 images/s, loss=0.0667, top1-acc=98.62%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:16.645732, cost_time=0:00:35.926210 2021-04-10 03:58:17,082 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=0.23ms, fps=5882 images/s, loss=1.4095, top1-acc=69.06%, top5-acc=90.86%, remaining_time=0:00:01.305660, arrival_time=2021-04-10 03:58:18.388243, cost_time=0:00:00.435217 2021-04-10 03:58:17,441 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.45ms, fps=7145 images/s, loss=1.3432, top1-acc=70.70%, top5-acc=91.50%, remaining_time=0:00:00.793880, arrival_time=2021-04-10 03:58:18.235171, cost_time=0:00:00.793882 2021-04-10 03:58:17,802 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.79ms, fps=7098 images/s, loss=1.3156, top1-acc=71.21%, top5-acc=91.74%, remaining_time=0:00:00.385000, arrival_time=2021-04-10 03:58:18.187384, cost_time=0:00:01.155007 2021-04-10 03:58:18,139 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.07ms, fps=6890 images/s, loss=1.3417, top1-acc=71.29%, top5-acc=91.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:18.139437, cost_time=0:00:01.492098 2021-04-10 03:58:18,235 INFO : Epoch=0171 complete, best val top1-acc=71.57%, top5-acc=91.97% (epoch=170), remaining_time=0:18:20.587149, arrival_time=2021-04-10 04:16:38.822617, cost_time=1:48:09.669035 2021-04-10 03:58:18,236 INFO : Train start, epoch=0172, lr=0.005099 2021-04-10 03:58:20,228 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.53ms, fps=1285 images/s, loss=0.0600, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:37.044690, arrival_time=2021-04-10 03:58:57.273006, cost_time=0:00:01.991654 2021-04-10 03:58:22,055 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.54ms, fps=1402 images/s, loss=0.0611, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:33.602976, arrival_time=2021-04-10 03:58:55.658194, cost_time=0:00:03.818513 2021-04-10 03:58:23,892 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.38ms, fps=1394 images/s, loss=0.0610, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:31.293988, arrival_time=2021-04-10 03:58:55.186282, cost_time=0:00:05.655542 2021-04-10 03:58:25,717 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.45ms, fps=1403 images/s, loss=0.0607, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:29.175276, arrival_time=2021-04-10 03:58:54.892857, cost_time=0:00:07.480825 2021-04-10 03:58:27,544 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.38ms, fps=1402 images/s, loss=0.0613, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:27.177754, arrival_time=2021-04-10 03:58:54.721899, cost_time=0:00:09.307470 2021-04-10 03:58:29,366 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.34ms, fps=1405 images/s, loss=0.0609, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:25.226776, arrival_time=2021-04-10 03:58:54.593010, cost_time=0:00:11.129447 2021-04-10 03:58:31,196 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.34ms, fps=1399 images/s, loss=0.0606, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:23.327388, arrival_time=2021-04-10 03:58:54.523729, cost_time=0:00:12.959674 2021-04-10 03:58:33,024 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.76ms, fps=1400 images/s, loss=0.0601, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:21.442948, arrival_time=2021-04-10 03:58:54.467819, cost_time=0:00:14.788209 2021-04-10 03:58:34,868 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=3.02ms, fps=1389 images/s, loss=0.0598, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:19.588694, arrival_time=2021-04-10 03:58:54.457372, cost_time=0:00:16.631914 2021-04-10 03:58:36,696 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.38ms, fps=1401 images/s, loss=0.0593, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:17.720928, arrival_time=2021-04-10 03:58:54.416978, cost_time=0:00:18.459339 2021-04-10 03:58:38,518 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.41ms, fps=1405 images/s, loss=0.0603, top1-acc=98.79%, top5-acc=99.99%, remaining_time=0:00:15.856938, arrival_time=2021-04-10 03:58:54.375775, cost_time=0:00:20.282174 2021-04-10 03:58:40,340 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.45ms, fps=1406 images/s, loss=0.0610, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:13.998896, arrival_time=2021-04-10 03:58:54.339116, cost_time=0:00:22.103571 2021-04-10 03:58:42,163 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.48ms, fps=1405 images/s, loss=0.0609, top1-acc=98.77%, top5-acc=99.99%, remaining_time=0:00:12.147300, arrival_time=2021-04-10 03:58:54.310431, cost_time=0:00:23.926470 2021-04-10 03:58:43,996 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.61ms, fps=1396 images/s, loss=0.0606, top1-acc=98.79%, top5-acc=99.99%, remaining_time=0:00:10.304056, arrival_time=2021-04-10 03:58:54.300863, cost_time=0:00:25.760142 2021-04-10 03:58:45,827 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.46ms, fps=1399 images/s, loss=0.0602, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:08.461148, arrival_time=2021-04-10 03:58:54.288545, cost_time=0:00:27.590728 2021-04-10 03:58:47,660 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.37ms, fps=1397 images/s, loss=0.0608, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:06.620400, arrival_time=2021-04-10 03:58:54.281214, cost_time=0:00:29.423965 2021-04-10 03:58:49,483 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.87ms, fps=1405 images/s, loss=0.0613, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:04.778904, arrival_time=2021-04-10 03:58:54.262315, cost_time=0:00:31.246754 2021-04-10 03:58:51,334 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.43ms, fps=1384 images/s, loss=0.0614, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:02.941984, arrival_time=2021-04-10 03:58:54.275975, cost_time=0:00:33.097308 2021-04-10 03:58:53,163 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.21ms, fps=1400 images/s, loss=0.0616, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:01.102950, arrival_time=2021-04-10 03:58:54.266545, cost_time=0:00:34.926842 2021-04-10 03:58:54,146 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.45ms, fps=1384 images/s, loss=0.0621, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:54.146753, cost_time=0:00:35.910013 2021-04-10 03:58:54,618 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=0.20ms, fps=5447 images/s, loss=1.3110, top1-acc=71.02%, top5-acc=92.42%, remaining_time=0:00:01.409850, arrival_time=2021-04-10 03:58:56.028160, cost_time=0:00:00.469953 2021-04-10 03:58:54,973 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=2.01ms, fps=7213 images/s, loss=1.3369, top1-acc=71.02%, top5-acc=92.03%, remaining_time=0:00:00.825220, arrival_time=2021-04-10 03:58:55.798854, cost_time=0:00:00.825226 2021-04-10 03:58:55,331 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.77ms, fps=7156 images/s, loss=1.3337, top1-acc=71.22%, top5-acc=91.87%, remaining_time=0:00:00.394510, arrival_time=2021-04-10 03:58:55.726376, cost_time=0:00:01.183521 2021-04-10 03:58:55,666 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.07ms, fps=6952 images/s, loss=1.3592, top1-acc=71.42%, top5-acc=91.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:55.666010, cost_time=0:00:01.517558 2021-04-10 03:58:55,748 INFO : Epoch=0172 complete, best val top1-acc=71.57%, top5-acc=91.97% (epoch=170), remaining_time=0:17:42.564580, arrival_time=2021-04-10 04:16:38.313400, cost_time=1:48:47.182376 2021-04-10 03:58:55,749 INFO : Train start, epoch=0173, lr=0.004759 2021-04-10 03:58:57,736 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.39ms, fps=1289 images/s, loss=0.0564, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:36.941274, arrival_time=2021-04-10 03:59:34.677301, cost_time=0:00:01.986093 2021-04-10 03:58:59,556 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.34ms, fps=1406 images/s, loss=0.0596, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:33.498608, arrival_time=2021-04-10 03:59:33.055216, cost_time=0:00:03.806659 2021-04-10 03:59:01,384 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.70ms, fps=1401 images/s, loss=0.0605, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:31.177954, arrival_time=2021-04-10 03:59:32.562605, cost_time=0:00:05.634580 2021-04-10 03:59:03,211 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.41ms, fps=1402 images/s, loss=0.0597, top1-acc=98.80%, top5-acc=99.99%, remaining_time=0:00:29.099772, arrival_time=2021-04-10 03:59:32.311307, cost_time=0:00:07.461469 2021-04-10 03:59:05,045 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=2.46ms, fps=1396 images/s, loss=0.0596, top1-acc=98.80%, top5-acc=99.98%, remaining_time=0:00:27.142568, arrival_time=2021-04-10 03:59:32.187892, cost_time=0:00:09.295381 2021-04-10 03:59:06,869 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.41ms, fps=1404 images/s, loss=0.0578, top1-acc=98.89%, top5-acc=99.99%, remaining_time=0:00:25.204064, arrival_time=2021-04-10 03:59:32.073551, cost_time=0:00:11.119419 2021-04-10 03:59:08,695 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.45ms, fps=1403 images/s, loss=0.0579, top1-acc=98.90%, top5-acc=99.98%, remaining_time=0:00:23.301684, arrival_time=2021-04-10 03:59:31.996997, cost_time=0:00:12.945381 2021-04-10 03:59:10,525 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.62ms, fps=1399 images/s, loss=0.0577, top1-acc=98.91%, top5-acc=99.98%, remaining_time=0:00:21.424968, arrival_time=2021-04-10 03:59:31.950720, cost_time=0:00:14.775813 2021-04-10 03:59:12,350 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.39ms, fps=1403 images/s, loss=0.0579, top1-acc=98.90%, top5-acc=99.98%, remaining_time=0:00:19.551700, arrival_time=2021-04-10 03:59:31.902334, cost_time=0:00:16.600491 2021-04-10 03:59:14,180 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.38ms, fps=1399 images/s, loss=0.0577, top1-acc=98.88%, top5-acc=99.98%, remaining_time=0:00:17.693472, arrival_time=2021-04-10 03:59:31.874191, cost_time=0:00:18.430722 2021-04-10 03:59:16,007 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.51ms, fps=1402 images/s, loss=0.0575, top1-acc=98.90%, top5-acc=99.99%, remaining_time=0:00:15.837760, arrival_time=2021-04-10 03:59:31.845288, cost_time=0:00:20.257586 2021-04-10 03:59:17,839 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.61ms, fps=1398 images/s, loss=0.0577, top1-acc=98.89%, top5-acc=99.99%, remaining_time=0:00:13.989852, arrival_time=2021-04-10 03:59:31.829093, cost_time=0:00:22.089288 2021-04-10 03:59:19,668 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.53ms, fps=1400 images/s, loss=0.0577, top1-acc=98.87%, top5-acc=99.99%, remaining_time=0:00:12.143340, arrival_time=2021-04-10 03:59:31.812114, cost_time=0:00:23.918644 2021-04-10 03:59:21,498 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.37ms, fps=1400 images/s, loss=0.0573, top1-acc=98.89%, top5-acc=99.99%, remaining_time=0:00:10.299240, arrival_time=2021-04-10 03:59:31.797323, cost_time=0:00:25.748064 2021-04-10 03:59:23,329 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.90ms, fps=1398 images/s, loss=0.0578, top1-acc=98.87%, top5-acc=99.99%, remaining_time=0:00:08.457744, arrival_time=2021-04-10 03:59:31.787299, cost_time=0:00:27.579542 2021-04-10 03:59:25,157 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.36ms, fps=1401 images/s, loss=0.0579, top1-acc=98.86%, top5-acc=99.99%, remaining_time=0:00:06.616620, arrival_time=2021-04-10 03:59:31.773838, cost_time=0:00:29.407267 2021-04-10 03:59:26,981 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.29ms, fps=1403 images/s, loss=0.0577, top1-acc=98.88%, top5-acc=99.99%, remaining_time=0:00:04.776668, arrival_time=2021-04-10 03:59:31.758615, cost_time=0:00:31.232012 2021-04-10 03:59:28,804 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.40ms, fps=1405 images/s, loss=0.0577, top1-acc=98.88%, top5-acc=99.99%, remaining_time=0:00:02.938160, arrival_time=2021-04-10 03:59:31.742452, cost_time=0:00:33.054354 2021-04-10 03:59:30,629 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.25ms, fps=1403 images/s, loss=0.0581, top1-acc=98.85%, top5-acc=99.99%, remaining_time=0:00:01.101456, arrival_time=2021-04-10 03:59:31.730853, cost_time=0:00:34.879394 2021-04-10 03:59:31,609 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.60ms, fps=1388 images/s, loss=0.0580, top1-acc=98.86%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:31.609806, cost_time=0:00:35.859853 2021-04-10 03:59:32,046 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=1.83ms, fps=5886 images/s, loss=1.2478, top1-acc=72.70%, top5-acc=92.15%, remaining_time=0:00:01.304640, arrival_time=2021-04-10 03:59:33.351142, cost_time=0:00:00.434884 2021-04-10 03:59:32,403 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.60ms, fps=7190 images/s, loss=1.3173, top1-acc=71.95%, top5-acc=91.41%, remaining_time=0:00:00.791420, arrival_time=2021-04-10 03:59:33.194423, cost_time=0:00:00.791429 2021-04-10 03:59:32,755 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.18ms, fps=7275 images/s, loss=1.3110, top1-acc=71.89%, top5-acc=91.54%, remaining_time=0:00:00.381230, arrival_time=2021-04-10 03:59:33.136489, cost_time=0:00:01.143693 2021-04-10 03:59:33,092 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.09ms, fps=6890 images/s, loss=1.2987, top1-acc=71.87%, top5-acc=91.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:33.092335, cost_time=0:00:01.480774 2021-04-10 03:59:33,567 INFO : Epoch=0173 complete, best val top1-acc=71.87%, top5-acc=91.61% (epoch=173), remaining_time=0:17:04.595460, arrival_time=2021-04-10 04:16:38.162447, cost_time=1:49:25.000495 2021-04-10 03:59:33,569 INFO : Train start, epoch=0174, lr=0.004430 2021-04-10 03:59:35,559 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.50ms, fps=1286 images/s, loss=0.0584, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:37.018464, arrival_time=2021-04-10 04:00:12.577883, cost_time=0:00:01.990235 2021-04-10 03:59:37,382 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.43ms, fps=1404 images/s, loss=0.0584, top1-acc=98.73%, top5-acc=99.98%, remaining_time=0:00:33.560208, arrival_time=2021-04-10 04:00:10.943081, cost_time=0:00:03.813668 2021-04-10 03:59:39,207 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.68ms, fps=1404 images/s, loss=0.0562, top1-acc=98.87%, top5-acc=99.99%, remaining_time=0:00:31.195218, arrival_time=2021-04-10 04:00:10.402239, cost_time=0:00:05.637691 2021-04-10 03:59:41,046 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.46ms, fps=1392 images/s, loss=0.0563, top1-acc=98.79%, top5-acc=99.99%, remaining_time=0:00:29.160612, arrival_time=2021-04-10 04:00:10.206951, cost_time=0:00:07.477067 2021-04-10 03:59:42,875 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.52ms, fps=1400 images/s, loss=0.0564, top1-acc=98.82%, top5-acc=99.99%, remaining_time=0:00:27.174104, arrival_time=2021-04-10 04:00:10.049514, cost_time=0:00:09.306193 2021-04-10 03:59:44,703 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.47ms, fps=1400 images/s, loss=0.0554, top1-acc=98.90%, top5-acc=99.99%, remaining_time=0:00:25.238472, arrival_time=2021-04-10 04:00:09.942368, cost_time=0:00:11.134633 2021-04-10 03:59:46,529 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.56ms, fps=1403 images/s, loss=0.0553, top1-acc=98.92%, top5-acc=99.99%, remaining_time=0:00:23.328900, arrival_time=2021-04-10 04:00:09.858573, cost_time=0:00:12.960467 2021-04-10 03:59:48,352 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.44ms, fps=1405 images/s, loss=0.0553, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:21.436220, arrival_time=2021-04-10 04:00:09.788980, cost_time=0:00:14.783569 2021-04-10 03:59:50,173 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.49ms, fps=1406 images/s, loss=0.0556, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:19.556152, arrival_time=2021-04-10 04:00:09.729574, cost_time=0:00:16.604238 2021-04-10 03:59:51,998 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.53ms, fps=1403 images/s, loss=0.0551, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:17.691648, arrival_time=2021-04-10 04:00:09.689721, cost_time=0:00:18.428810 2021-04-10 03:59:53,827 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.49ms, fps=1400 images/s, loss=0.0546, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:15.838534, arrival_time=2021-04-10 04:00:09.666317, cost_time=0:00:20.258560 2021-04-10 03:59:55,649 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.49ms, fps=1406 images/s, loss=0.0547, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:13.983848, arrival_time=2021-04-10 04:00:09.632831, cost_time=0:00:22.079784 2021-04-10 03:59:57,479 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.34ms, fps=1399 images/s, loss=0.0550, top1-acc=98.94%, top5-acc=99.99%, remaining_time=0:00:12.139248, arrival_time=2021-04-10 04:00:09.619056, cost_time=0:00:23.910614 2021-04-10 03:59:59,302 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.28ms, fps=1405 images/s, loss=0.0549, top1-acc=98.94%, top5-acc=99.99%, remaining_time=0:00:10.293360, arrival_time=2021-04-10 04:00:09.596040, cost_time=0:00:25.733439 2021-04-10 04:00:01,147 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.42ms, fps=1388 images/s, loss=0.0545, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:08.457238, arrival_time=2021-04-10 04:00:09.604345, cost_time=0:00:27.577887 2021-04-10 04:00:02,982 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.40ms, fps=1395 images/s, loss=0.0543, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:06.617880, arrival_time=2021-04-10 04:00:09.600004, cost_time=0:00:29.412868 2021-04-10 04:00:04,809 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.39ms, fps=1401 images/s, loss=0.0547, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:04.777968, arrival_time=2021-04-10 04:00:09.587699, cost_time=0:00:31.240515 2021-04-10 04:00:06,632 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.38ms, fps=1405 images/s, loss=0.0549, top1-acc=98.95%, top5-acc=99.99%, remaining_time=0:00:02.938992, arrival_time=2021-04-10 04:00:09.571851, cost_time=0:00:33.063626 2021-04-10 04:00:08,454 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.39ms, fps=1406 images/s, loss=0.0547, top1-acc=98.95%, top5-acc=99.99%, remaining_time=0:00:01.101636, arrival_time=2021-04-10 04:00:09.556056, cost_time=0:00:34.885219 2021-04-10 04:00:09,438 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.40ms, fps=1383 images/s, loss=0.0548, top1-acc=98.95%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:09.438485, cost_time=0:00:35.869296 2021-04-10 04:00:09,880 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=0.24ms, fps=5813 images/s, loss=1.3504, top1-acc=71.17%, top5-acc=91.25%, remaining_time=0:00:01.321170, arrival_time=2021-04-10 04:00:11.201600, cost_time=0:00:00.440394 2021-04-10 04:00:10,232 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.80ms, fps=7274 images/s, loss=1.3514, top1-acc=71.02%, top5-acc=91.21%, remaining_time=0:00:00.792640, arrival_time=2021-04-10 04:00:11.025372, cost_time=0:00:00.792632 2021-04-10 04:00:10,594 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.59ms, fps=7093 images/s, loss=1.3199, top1-acc=71.86%, top5-acc=91.65%, remaining_time=0:00:00.384680, arrival_time=2021-04-10 04:00:10.978777, cost_time=0:00:01.154054 2021-04-10 04:00:10,925 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.10ms, fps=7019 images/s, loss=1.3188, top1-acc=72.16%, top5-acc=91.71%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:10.924987, cost_time=0:00:01.484943 2021-04-10 04:00:11,159 INFO : Epoch=0174 complete, best val top1-acc=72.16%, top5-acc=91.71% (epoch=174), remaining_time=0:16:26.594414, arrival_time=2021-04-10 04:16:37.754255, cost_time=1:50:02.593400 2021-04-10 04:00:11,160 INFO : Train start, epoch=0175, lr=0.004112 2021-04-10 04:00:13,158 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.41ms, fps=1282 images/s, loss=0.0576, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:37.155360, arrival_time=2021-04-10 04:00:50.313962, cost_time=0:00:01.997598 2021-04-10 04:00:14,982 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=2.10ms, fps=1404 images/s, loss=0.0538, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:33.630960, arrival_time=2021-04-10 04:00:48.613659, cost_time=0:00:03.821691 2021-04-10 04:00:16,813 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.47ms, fps=1398 images/s, loss=0.0534, top1-acc=98.88%, top5-acc=99.99%, remaining_time=0:00:31.278052, arrival_time=2021-04-10 04:00:48.091834, cost_time=0:00:05.652665 2021-04-10 04:00:18,646 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.48ms, fps=1397 images/s, loss=0.0523, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:29.193684, arrival_time=2021-04-10 04:00:47.840358, cost_time=0:00:07.485543 2021-04-10 04:00:20,475 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.45ms, fps=1400 images/s, loss=0.0525, top1-acc=98.97%, top5-acc=99.98%, remaining_time=0:00:27.198486, arrival_time=2021-04-10 04:00:47.674051, cost_time=0:00:09.314560 2021-04-10 04:00:22,303 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.44ms, fps=1401 images/s, loss=0.0517, top1-acc=98.99%, top5-acc=99.99%, remaining_time=0:00:25.256696, arrival_time=2021-04-10 04:00:47.560439, cost_time=0:00:11.142644 2021-04-10 04:00:24,133 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.42ms, fps=1400 images/s, loss=0.0518, top1-acc=99.01%, top5-acc=99.99%, remaining_time=0:00:23.349690, arrival_time=2021-04-10 04:00:47.482755, cost_time=0:00:12.972067 2021-04-10 04:00:25,957 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.52ms, fps=1404 images/s, loss=0.0520, top1-acc=98.99%, top5-acc=99.99%, remaining_time=0:00:21.454316, arrival_time=2021-04-10 04:00:47.411400, cost_time=0:00:14.796063 2021-04-10 04:00:27,782 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.45ms, fps=1403 images/s, loss=0.0520, top1-acc=98.98%, top5-acc=99.99%, remaining_time=0:00:19.575550, arrival_time=2021-04-10 04:00:47.357547, cost_time=0:00:16.620771 2021-04-10 04:00:29,627 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.66ms, fps=1388 images/s, loss=0.0519, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:17.727360, arrival_time=2021-04-10 04:00:47.354364, cost_time=0:00:18.465984 2021-04-10 04:00:31,459 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.39ms, fps=1397 images/s, loss=0.0515, top1-acc=98.99%, top5-acc=99.99%, remaining_time=0:00:15.869838, arrival_time=2021-04-10 04:00:47.329555, cost_time=0:00:20.298632 2021-04-10 04:00:33,283 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.52ms, fps=1404 images/s, loss=0.0519, top1-acc=98.97%, top5-acc=99.99%, remaining_time=0:00:14.010828, arrival_time=2021-04-10 04:00:47.294259, cost_time=0:00:22.122340 2021-04-10 04:00:35,111 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.30ms, fps=1401 images/s, loss=0.0522, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:12.159444, arrival_time=2021-04-10 04:00:47.271019, cost_time=0:00:23.950359 2021-04-10 04:00:36,942 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.66ms, fps=1399 images/s, loss=0.0524, top1-acc=98.95%, top5-acc=99.99%, remaining_time=0:00:10.312568, arrival_time=2021-04-10 04:00:47.254958, cost_time=0:00:25.781372 2021-04-10 04:00:38,773 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.41ms, fps=1398 images/s, loss=0.0524, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:08.467910, arrival_time=2021-04-10 04:00:47.241725, cost_time=0:00:27.612807 2021-04-10 04:00:40,601 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.33ms, fps=1401 images/s, loss=0.0525, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:06.624108, arrival_time=2021-04-10 04:00:47.225666, cost_time=0:00:29.440559 2021-04-10 04:00:42,441 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.25ms, fps=1392 images/s, loss=0.0526, top1-acc=98.97%, top5-acc=99.99%, remaining_time=0:00:04.784026, arrival_time=2021-04-10 04:00:47.225338, cost_time=0:00:31.280251 2021-04-10 04:00:44,267 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.42ms, fps=1402 images/s, loss=0.0526, top1-acc=98.97%, top5-acc=99.99%, remaining_time=0:00:02.942768, arrival_time=2021-04-10 04:00:47.210017, cost_time=0:00:33.106206 2021-04-10 04:00:46,096 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.20ms, fps=1400 images/s, loss=0.0528, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:01.103220, arrival_time=2021-04-10 04:00:47.199601, cost_time=0:00:34.935379 2021-04-10 04:00:47,086 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.21ms, fps=1374 images/s, loss=0.0529, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:47.086251, cost_time=0:00:35.925257 2021-04-10 04:00:47,553 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=0.38ms, fps=5500 images/s, loss=1.2865, top1-acc=72.03%, top5-acc=92.19%, remaining_time=0:00:01.396380, arrival_time=2021-04-10 04:00:48.949604, cost_time=0:00:00.465461 2021-04-10 04:00:47,906 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.56ms, fps=7261 images/s, loss=1.3110, top1-acc=71.33%, top5-acc=92.05%, remaining_time=0:00:00.818540, arrival_time=2021-04-10 04:00:48.724810, cost_time=0:00:00.818549 2021-04-10 04:00:48,258 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.52ms, fps=7276 images/s, loss=1.3304, top1-acc=71.37%, top5-acc=91.81%, remaining_time=0:00:00.390250, arrival_time=2021-04-10 04:00:48.648699, cost_time=0:00:01.170741 2021-04-10 04:00:48,588 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.08ms, fps=7035 images/s, loss=1.3050, top1-acc=71.65%, top5-acc=91.81%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:48.588554, cost_time=0:00:01.500847 2021-04-10 04:00:48,694 INFO : Epoch=0175 complete, best val top1-acc=72.16%, top5-acc=91.71% (epoch=174), remaining_time=0:15:48.589775, arrival_time=2021-04-10 04:16:37.284714, cost_time=1:50:40.128511 2021-04-10 04:00:48,695 INFO : Train start, epoch=0176, lr=0.003806 2021-04-10 04:00:50,677 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.41ms, fps=1292 images/s, loss=0.0481, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:36.855900, arrival_time=2021-04-10 04:01:27.533458, cost_time=0:00:01.981497 2021-04-10 04:00:52,501 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.86ms, fps=1404 images/s, loss=0.0507, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:33.491744, arrival_time=2021-04-10 04:01:25.993678, cost_time=0:00:03.805873 2021-04-10 04:00:54,328 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.46ms, fps=1402 images/s, loss=0.0492, top1-acc=99.26%, top5-acc=99.99%, remaining_time=0:00:31.162848, arrival_time=2021-04-10 04:01:25.490809, cost_time=0:00:05.631843 2021-04-10 04:00:56,154 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.80ms, fps=1402 images/s, loss=0.0482, top1-acc=99.23%, top5-acc=99.99%, remaining_time=0:00:29.088072, arrival_time=2021-04-10 04:01:25.242630, cost_time=0:00:07.458483 2021-04-10 04:00:57,995 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=2.14ms, fps=1391 images/s, loss=0.0486, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:27.153518, arrival_time=2021-04-10 04:01:25.148771, cost_time=0:00:09.299154 2021-04-10 04:00:59,824 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.34ms, fps=1400 images/s, loss=0.0487, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:25.224464, arrival_time=2021-04-10 04:01:25.049189, cost_time=0:00:11.128436 2021-04-10 04:01:01,658 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.40ms, fps=1397 images/s, loss=0.0487, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:23.331672, arrival_time=2021-04-10 04:01:24.989805, cost_time=0:00:12.962060 2021-04-10 04:01:03,486 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.36ms, fps=1400 images/s, loss=0.0489, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:21.446428, arrival_time=2021-04-10 04:01:24.933195, cost_time=0:00:14.790622 2021-04-10 04:01:05,308 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.36ms, fps=1406 images/s, loss=0.0491, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:19.565692, arrival_time=2021-04-10 04:01:24.874208, cost_time=0:00:16.612420 2021-04-10 04:01:07,131 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.57ms, fps=1405 images/s, loss=0.0486, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:17.697696, arrival_time=2021-04-10 04:01:24.828937, cost_time=0:00:18.435107 2021-04-10 04:01:08,954 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.48ms, fps=1404 images/s, loss=0.0492, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:15.838534, arrival_time=2021-04-10 04:01:24.793211, cost_time=0:00:20.258617 2021-04-10 04:01:10,785 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.63ms, fps=1399 images/s, loss=0.0488, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:13.990004, arrival_time=2021-04-10 04:01:24.775649, cost_time=0:00:22.089512 2021-04-10 04:01:12,632 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.84ms, fps=1387 images/s, loss=0.0488, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:12.152118, arrival_time=2021-04-10 04:01:24.784350, cost_time=0:00:23.936052 2021-04-10 04:01:14,475 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=2.12ms, fps=1389 images/s, loss=0.0493, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:10.311840, arrival_time=2021-04-10 04:01:24.787583, cost_time=0:00:25.779558 2021-04-10 04:01:16,296 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.58ms, fps=1406 images/s, loss=0.0493, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:08.464230, arrival_time=2021-04-10 04:01:24.760977, cost_time=0:00:27.600687 2021-04-10 04:01:18,122 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.53ms, fps=1403 images/s, loss=0.0493, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:06.620868, arrival_time=2021-04-10 04:01:24.743156, cost_time=0:00:29.426073 2021-04-10 04:01:19,949 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.39ms, fps=1401 images/s, loss=0.0494, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:04.779970, arrival_time=2021-04-10 04:01:24.729632, cost_time=0:00:31.253571 2021-04-10 04:01:21,784 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.89ms, fps=1395 images/s, loss=0.0495, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:02.941216, arrival_time=2021-04-10 04:01:24.725894, cost_time=0:00:33.088607 2021-04-10 04:01:23,614 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.70ms, fps=1399 images/s, loss=0.0496, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:01.102692, arrival_time=2021-04-10 04:01:24.717428, cost_time=0:00:34.918633 2021-04-10 04:01:24,601 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.26ms, fps=1379 images/s, loss=0.0499, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:24.601568, cost_time=0:00:35.905443 2021-04-10 04:01:25,045 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=0.22ms, fps=5793 images/s, loss=1.2827, top1-acc=71.56%, top5-acc=91.72%, remaining_time=0:00:01.325730, arrival_time=2021-04-10 04:01:26.370812, cost_time=0:00:00.441908 2021-04-10 04:01:25,395 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.29ms, fps=7321 images/s, loss=1.3328, top1-acc=71.04%, top5-acc=91.64%, remaining_time=0:00:00.791900, arrival_time=2021-04-10 04:01:26.186978, cost_time=0:00:00.791906 2021-04-10 04:01:25,753 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=2.34ms, fps=7152 images/s, loss=1.3225, top1-acc=71.41%, top5-acc=91.65%, remaining_time=0:00:00.383380, arrival_time=2021-04-10 04:01:26.136759, cost_time=0:00:01.150147 2021-04-10 04:01:26,097 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.09ms, fps=6761 images/s, loss=1.3278, top1-acc=71.42%, top5-acc=91.55%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:26.097166, cost_time=0:00:01.493966 2021-04-10 04:01:26,222 INFO : Epoch=0176 complete, best val top1-acc=72.16%, top5-acc=91.71% (epoch=174), remaining_time=0:15:10.589520, arrival_time=2021-04-10 04:16:36.812411, cost_time=1:51:17.656459 2021-04-10 04:01:26,223 INFO : Train start, epoch=0177, lr=0.003511 2021-04-10 04:01:28,222 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.48ms, fps=1281 images/s, loss=0.0474, top1-acc=99.02%, top5-acc=99.96%, remaining_time=0:00:37.170612, arrival_time=2021-04-10 04:02:05.393069, cost_time=0:00:01.998416 2021-04-10 04:01:30,049 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=2.07ms, fps=1402 images/s, loss=0.0479, top1-acc=99.04%, top5-acc=99.98%, remaining_time=0:00:33.660704, arrival_time=2021-04-10 04:02:03.709830, cost_time=0:00:03.825082 2021-04-10 04:01:31,879 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.84ms, fps=1399 images/s, loss=0.0467, top1-acc=99.11%, top5-acc=99.99%, remaining_time=0:00:31.292162, arrival_time=2021-04-10 04:02:03.171543, cost_time=0:00:05.655220 2021-04-10 04:01:33,703 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.41ms, fps=1404 images/s, loss=0.0466, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:29.167476, arrival_time=2021-04-10 04:02:02.870444, cost_time=0:00:07.478846 2021-04-10 04:01:35,530 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.42ms, fps=1401 images/s, loss=0.0452, top1-acc=99.27%, top5-acc=99.98%, remaining_time=0:00:27.175564, arrival_time=2021-04-10 04:02:02.706353, cost_time=0:00:09.306725 2021-04-10 04:01:37,360 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.44ms, fps=1400 images/s, loss=0.0460, top1-acc=99.24%, top5-acc=99.99%, remaining_time=0:00:25.242416, arrival_time=2021-04-10 04:02:02.602887, cost_time=0:00:11.136353 2021-04-10 04:01:39,180 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.53ms, fps=1407 images/s, loss=0.0451, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:23.320710, arrival_time=2021-04-10 04:02:02.500738, cost_time=0:00:12.955969 2021-04-10 04:01:41,007 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.54ms, fps=1401 images/s, loss=0.0449, top1-acc=99.26%, top5-acc=99.99%, remaining_time=0:00:21.436452, arrival_time=2021-04-10 04:02:02.444343, cost_time=0:00:14.783761 2021-04-10 04:01:42,830 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.63ms, fps=1406 images/s, loss=0.0451, top1-acc=99.25%, top5-acc=99.99%, remaining_time=0:00:19.558060, arrival_time=2021-04-10 04:02:02.388115, cost_time=0:00:16.605907 2021-04-10 04:01:44,650 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.35ms, fps=1407 images/s, loss=0.0457, top1-acc=99.22%, top5-acc=99.99%, remaining_time=0:00:17.689152, arrival_time=2021-04-10 04:02:02.339358, cost_time=0:00:18.426162 2021-04-10 04:01:46,475 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.46ms, fps=1403 images/s, loss=0.0457, top1-acc=99.22%, top5-acc=99.99%, remaining_time=0:00:15.832428, arrival_time=2021-04-10 04:02:02.307376, cost_time=0:00:20.250774 2021-04-10 04:01:48,302 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.40ms, fps=1403 images/s, loss=0.0464, top1-acc=99.20%, top5-acc=99.99%, remaining_time=0:00:13.981796, arrival_time=2021-04-10 04:02:02.284572, cost_time=0:00:22.076504 2021-04-10 04:01:50,146 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.32ms, fps=1389 images/s, loss=0.0468, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:12.145320, arrival_time=2021-04-10 04:02:02.292070, cost_time=0:00:23.922589 2021-04-10 04:01:51,969 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.37ms, fps=1405 images/s, loss=0.0465, top1-acc=99.19%, top5-acc=99.99%, remaining_time=0:00:10.298008, arrival_time=2021-04-10 04:02:02.267234, cost_time=0:00:25.745072 2021-04-10 04:01:53,810 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.36ms, fps=1391 images/s, loss=0.0468, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:08.459630, arrival_time=2021-04-10 04:02:02.269634, cost_time=0:00:27.585752 2021-04-10 04:01:55,644 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=2.09ms, fps=1396 images/s, loss=0.0469, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:06.619536, arrival_time=2021-04-10 04:02:02.263900, cost_time=0:00:29.420233 2021-04-10 04:01:57,476 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.73ms, fps=1398 images/s, loss=0.0470, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:04.779710, arrival_time=2021-04-10 04:02:02.255820, cost_time=0:00:31.251948 2021-04-10 04:01:59,314 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.36ms, fps=1393 images/s, loss=0.0470, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:02.941344, arrival_time=2021-04-10 04:02:02.255588, cost_time=0:00:33.090088 2021-04-10 04:02:01,141 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.21ms, fps=1401 images/s, loss=0.0471, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:01.102668, arrival_time=2021-04-10 04:02:02.244610, cost_time=0:00:34.917908 2021-04-10 04:02:02,125 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.59ms, fps=1384 images/s, loss=0.0472, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:02.125087, cost_time=0:00:35.900991 2021-04-10 04:02:02,559 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=2.80ms, fps=5923 images/s, loss=1.2244, top1-acc=73.20%, top5-acc=92.70%, remaining_time=0:00:01.296630, arrival_time=2021-04-10 04:02:03.855640, cost_time=0:00:00.432206 2021-04-10 04:02:02,918 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.93ms, fps=7127 images/s, loss=1.2602, top1-acc=73.12%, top5-acc=92.29%, remaining_time=0:00:00.792000, arrival_time=2021-04-10 04:02:03.710765, cost_time=0:00:00.792007 2021-04-10 04:02:03,284 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.83ms, fps=7017 images/s, loss=1.2709, top1-acc=72.38%, top5-acc=92.37%, remaining_time=0:00:00.385750, arrival_time=2021-04-10 04:02:03.669803, cost_time=0:00:01.157255 2021-04-10 04:02:03,614 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.07ms, fps=7036 images/s, loss=1.2903, top1-acc=71.98%, top5-acc=91.92%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:03.614176, cost_time=0:00:01.487473 2021-04-10 04:02:03,716 INFO : Epoch=0177 complete, best val top1-acc=72.16%, top5-acc=91.71% (epoch=174), remaining_time=0:14:32.590123, arrival_time=2021-04-10 04:16:36.306700, cost_time=1:51:55.150131 2021-04-10 04:02:03,717 INFO : Train start, epoch=0178, lr=0.003228 2021-04-10 04:02:05,703 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=0.26ms, fps=1289 images/s, loss=0.0435, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:36.940902, arrival_time=2021-04-10 04:02:42.644651, cost_time=0:00:01.986074 2021-04-10 04:02:07,526 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.84ms, fps=1405 images/s, loss=0.0449, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:33.520608, arrival_time=2021-04-10 04:02:41.047482, cost_time=0:00:03.809151 2021-04-10 04:02:09,359 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.87ms, fps=1397 images/s, loss=0.0459, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:31.218126, arrival_time=2021-04-10 04:02:40.577716, cost_time=0:00:05.641823 2021-04-10 04:02:11,190 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.82ms, fps=1399 images/s, loss=0.0462, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:29.144544, arrival_time=2021-04-10 04:02:40.335255, cost_time=0:00:07.472942 2021-04-10 04:02:13,013 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.40ms, fps=1405 images/s, loss=0.0456, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:27.144174, arrival_time=2021-04-10 04:02:40.157813, cost_time=0:00:09.295939 2021-04-10 04:02:14,841 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.35ms, fps=1401 images/s, loss=0.0454, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:25.212904, arrival_time=2021-04-10 04:02:40.053985, cost_time=0:00:11.123326 2021-04-10 04:02:16,661 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.47ms, fps=1407 images/s, loss=0.0445, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:23.298660, arrival_time=2021-04-10 04:02:39.960006, cost_time=0:00:12.943665 2021-04-10 04:02:18,484 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.43ms, fps=1405 images/s, loss=0.0443, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:21.411628, arrival_time=2021-04-10 04:02:39.895952, cost_time=0:00:14.766645 2021-04-10 04:02:20,314 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.27ms, fps=1399 images/s, loss=0.0441, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:19.547354, arrival_time=2021-04-10 04:02:39.861831, cost_time=0:00:16.596784 2021-04-10 04:02:22,152 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.56ms, fps=1393 images/s, loss=0.0444, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:17.697504, arrival_time=2021-04-10 04:02:39.850247, cost_time=0:00:18.434944 2021-04-10 04:02:23,976 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.36ms, fps=1404 images/s, loss=0.0444, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:15.838878, arrival_time=2021-04-10 04:02:39.815695, cost_time=0:00:20.259058 2021-04-10 04:02:25,806 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.63ms, fps=1399 images/s, loss=0.0445, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:13.989624, arrival_time=2021-04-10 04:02:39.796290, cost_time=0:00:22.088919 2021-04-10 04:02:27,627 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.45ms, fps=1406 images/s, loss=0.0446, top1-acc=99.29%, top5-acc=99.99%, remaining_time=0:00:12.138918, arrival_time=2021-04-10 04:02:39.766577, cost_time=0:00:23.909991 2021-04-10 04:02:29,453 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.39ms, fps=1402 images/s, loss=0.0449, top1-acc=99.28%, top5-acc=99.99%, remaining_time=0:00:10.294312, arrival_time=2021-04-10 04:02:39.747804, cost_time=0:00:25.735719 2021-04-10 04:02:31,283 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=2.04ms, fps=1400 images/s, loss=0.0449, top1-acc=99.28%, top5-acc=99.99%, remaining_time=0:00:08.453328, arrival_time=2021-04-10 04:02:39.736273, cost_time=0:00:27.565181 2021-04-10 04:02:33,119 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.62ms, fps=1395 images/s, loss=0.0451, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:06.615288, arrival_time=2021-04-10 04:02:39.734341, cost_time=0:00:29.401291 2021-04-10 04:02:34,964 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=2.05ms, fps=1388 images/s, loss=0.0450, top1-acc=99.28%, top5-acc=99.99%, remaining_time=0:00:04.778904, arrival_time=2021-04-10 04:02:39.743371, cost_time=0:00:31.246606 2021-04-10 04:02:36,798 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=2.06ms, fps=1396 images/s, loss=0.0449, top1-acc=99.28%, top5-acc=99.99%, remaining_time=0:00:02.940544, arrival_time=2021-04-10 04:02:39.739384, cost_time=0:00:33.081074 2021-04-10 04:02:38,624 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.41ms, fps=1402 images/s, loss=0.0450, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:01.102326, arrival_time=2021-04-10 04:02:39.727050, cost_time=0:00:34.907029 2021-04-10 04:02:39,605 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.40ms, fps=1388 images/s, loss=0.0454, top1-acc=99.25%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:39.605288, cost_time=0:00:35.887617 2021-04-10 04:02:40,040 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=1.49ms, fps=5901 images/s, loss=1.2332, top1-acc=73.01%, top5-acc=92.15%, remaining_time=0:00:01.301520, arrival_time=2021-04-10 04:02:41.342353, cost_time=0:00:00.433840 2021-04-10 04:02:40,402 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.40ms, fps=7090 images/s, loss=1.2777, top1-acc=72.30%, top5-acc=91.54%, remaining_time=0:00:00.795680, arrival_time=2021-04-10 04:02:41.198200, cost_time=0:00:00.795675 2021-04-10 04:02:40,761 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.43ms, fps=7147 images/s, loss=1.2922, top1-acc=72.04%, top5-acc=91.71%, remaining_time=0:00:00.384720, arrival_time=2021-04-10 04:02:41.145796, cost_time=0:00:01.154148 2021-04-10 04:02:41,095 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.08ms, fps=6953 images/s, loss=1.3030, top1-acc=71.95%, top5-acc=91.67%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:41.095183, cost_time=0:00:01.488343 2021-04-10 04:02:41,210 INFO : Epoch=0178 complete, best val top1-acc=72.16%, top5-acc=91.71% (epoch=174), remaining_time=0:13:54.596510, arrival_time=2021-04-10 04:16:35.807442, cost_time=1:52:32.644491 2021-04-10 04:02:41,211 INFO : Train start, epoch=0179, lr=0.002956 2021-04-10 04:02:43,218 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.31ms, fps=1276 images/s, loss=0.0460, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:37.320156, arrival_time=2021-04-10 04:03:20.538719, cost_time=0:00:02.006460 2021-04-10 04:02:45,043 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.98ms, fps=1403 images/s, loss=0.0461, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:33.715968, arrival_time=2021-04-10 04:03:18.759416, cost_time=0:00:03.831355 2021-04-10 04:02:46,869 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.85ms, fps=1402 images/s, loss=0.0452, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:31.305774, arrival_time=2021-04-10 04:03:18.175649, cost_time=0:00:05.657661 2021-04-10 04:02:48,713 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.31ms, fps=1389 images/s, loss=0.0442, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:29.253120, arrival_time=2021-04-10 04:03:17.966080, cost_time=0:00:07.500786 2021-04-10 04:02:50,541 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.33ms, fps=1400 images/s, loss=0.0442, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:27.242724, arrival_time=2021-04-10 04:03:17.784538, cost_time=0:00:09.329697 2021-04-10 04:02:52,371 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=2.06ms, fps=1399 images/s, loss=0.0436, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:25.294912, arrival_time=2021-04-10 04:03:17.666635, cost_time=0:00:11.159530 2021-04-10 04:02:54,203 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.47ms, fps=1398 images/s, loss=0.0442, top1-acc=99.31%, top5-acc=99.99%, remaining_time=0:00:23.384970, arrival_time=2021-04-10 04:03:17.588758, cost_time=0:00:12.991673 2021-04-10 04:02:56,025 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.40ms, fps=1406 images/s, loss=0.0436, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:21.479024, arrival_time=2021-04-10 04:03:17.504235, cost_time=0:00:14.813107 2021-04-10 04:02:57,846 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.49ms, fps=1406 images/s, loss=0.0436, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:19.591450, arrival_time=2021-04-10 04:03:17.437791, cost_time=0:00:16.634240 2021-04-10 04:02:59,668 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.52ms, fps=1406 images/s, loss=0.0440, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:17.717664, arrival_time=2021-04-10 04:03:17.385790, cost_time=0:00:18.455944 2021-04-10 04:03:01,502 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.51ms, fps=1396 images/s, loss=0.0440, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:15.863388, arrival_time=2021-04-10 04:03:17.365915, cost_time=0:00:20.290413 2021-04-10 04:03:03,338 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.59ms, fps=1394 images/s, loss=0.0437, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:14.013564, arrival_time=2021-04-10 04:03:17.352330, cost_time=0:00:22.126685 2021-04-10 04:03:05,168 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.40ms, fps=1400 images/s, loss=0.0443, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:12.162348, arrival_time=2021-04-10 04:03:17.330719, cost_time=0:00:23.956178 2021-04-10 04:03:06,993 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.53ms, fps=1403 images/s, loss=0.0438, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:10.312456, arrival_time=2021-04-10 04:03:17.305891, cost_time=0:00:25.781180 2021-04-10 04:03:08,827 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.46ms, fps=1397 images/s, loss=0.0438, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:08.468600, arrival_time=2021-04-10 04:03:17.295965, cost_time=0:00:27.615047 2021-04-10 04:03:10,661 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.84ms, fps=1397 images/s, loss=0.0438, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:06.626052, arrival_time=2021-04-10 04:03:17.287233, cost_time=0:00:29.449063 2021-04-10 04:03:12,486 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.29ms, fps=1403 images/s, loss=0.0434, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:04.783090, arrival_time=2021-04-10 04:03:17.269418, cost_time=0:00:31.274127 2021-04-10 04:03:14,319 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.87ms, fps=1397 images/s, loss=0.0434, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:02.942896, arrival_time=2021-04-10 04:03:17.262620, cost_time=0:00:33.107623 2021-04-10 04:03:16,145 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.43ms, fps=1403 images/s, loss=0.0433, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:01.103142, arrival_time=2021-04-10 04:03:17.248272, cost_time=0:00:34.932900 2021-04-10 04:03:17,133 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.21ms, fps=1378 images/s, loss=0.0434, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:17.133016, cost_time=0:00:35.920835 2021-04-10 04:03:17,578 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=0.20ms, fps=5783 images/s, loss=1.2938, top1-acc=71.72%, top5-acc=91.52%, remaining_time=0:00:01.328100, arrival_time=2021-04-10 04:03:18.906152, cost_time=0:00:00.442703 2021-04-10 04:03:17,929 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.35ms, fps=7284 images/s, loss=1.3017, top1-acc=71.97%, top5-acc=91.56%, remaining_time=0:00:00.794460, arrival_time=2021-04-10 04:03:18.724302, cost_time=0:00:00.794467 2021-04-10 04:03:18,285 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=2.51ms, fps=7209 images/s, loss=1.3020, top1-acc=72.11%, top5-acc=91.72%, remaining_time=0:00:00.383300, arrival_time=2021-04-10 04:03:18.668575, cost_time=0:00:01.149906 2021-04-10 04:03:18,619 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.09ms, fps=6940 images/s, loss=1.2935, top1-acc=71.69%, top5-acc=91.76%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:18.619896, cost_time=0:00:01.484547 2021-04-10 04:03:18,730 INFO : Epoch=0179 complete, best val top1-acc=72.16%, top5-acc=91.71% (epoch=174), remaining_time=0:13:16.611375, arrival_time=2021-04-10 04:16:35.341355, cost_time=1:53:10.163552 2021-04-10 04:03:18,730 INFO : Train start, epoch=0180, lr=0.002696 2021-04-10 04:03:20,715 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.30ms, fps=1290 images/s, loss=0.0413, top1-acc=99.53%, top5-acc=99.96%, remaining_time=0:00:36.902400, arrival_time=2021-04-10 04:03:57.617496, cost_time=0:00:01.983995 2021-04-10 04:03:22,554 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.46ms, fps=1392 images/s, loss=0.0417, top1-acc=99.36%, top5-acc=99.98%, remaining_time=0:00:33.646448, arrival_time=2021-04-10 04:03:56.201023, cost_time=0:00:03.823459 2021-04-10 04:03:24,392 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=2.16ms, fps=1394 images/s, loss=0.0414, top1-acc=99.31%, top5-acc=99.97%, remaining_time=0:00:31.323868, arrival_time=2021-04-10 04:03:55.715976, cost_time=0:00:05.660934 2021-04-10 04:03:26,219 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=2.40ms, fps=1402 images/s, loss=0.0414, top1-acc=99.34%, top5-acc=99.98%, remaining_time=0:00:29.202108, arrival_time=2021-04-10 04:03:55.421009, cost_time=0:00:07.487711 2021-04-10 04:03:28,042 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.39ms, fps=1404 images/s, loss=0.0416, top1-acc=99.39%, top5-acc=99.98%, remaining_time=0:00:27.189288, arrival_time=2021-04-10 04:03:55.231833, cost_time=0:00:09.311419 2021-04-10 04:03:29,881 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.50ms, fps=1393 images/s, loss=0.0412, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:25.273288, arrival_time=2021-04-10 04:03:55.154504, cost_time=0:00:11.149980 2021-04-10 04:03:31,711 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.58ms, fps=1400 images/s, loss=0.0399, top1-acc=99.46%, top5-acc=99.99%, remaining_time=0:00:23.364558, arrival_time=2021-04-10 04:03:55.076022, cost_time=0:00:12.980310 2021-04-10 04:03:33,535 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.38ms, fps=1404 images/s, loss=0.0397, top1-acc=99.47%, top5-acc=99.99%, remaining_time=0:00:21.465800, arrival_time=2021-04-10 04:03:55.000881, cost_time=0:00:14.803980 2021-04-10 04:03:35,373 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.55ms, fps=1393 images/s, loss=0.0396, top1-acc=99.46%, top5-acc=99.99%, remaining_time=0:00:19.600990, arrival_time=2021-04-10 04:03:54.974518, cost_time=0:00:16.642347 2021-04-10 04:03:37,200 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.43ms, fps=1402 images/s, loss=0.0399, top1-acc=99.46%, top5-acc=99.99%, remaining_time=0:00:17.730048, arrival_time=2021-04-10 04:03:54.930023, cost_time=0:00:18.468821 2021-04-10 04:03:39,025 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.71ms, fps=1403 images/s, loss=0.0402, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:15.866656, arrival_time=2021-04-10 04:03:54.892269, cost_time=0:00:20.294509 2021-04-10 04:03:40,854 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.46ms, fps=1400 images/s, loss=0.0402, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:14.011284, arrival_time=2021-04-10 04:03:54.865522, cost_time=0:00:22.123138 2021-04-10 04:03:42,681 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.52ms, fps=1401 images/s, loss=0.0402, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:12.159312, arrival_time=2021-04-10 04:03:54.840578, cost_time=0:00:23.950169 2021-04-10 04:03:44,507 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.49ms, fps=1402 images/s, loss=0.0403, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:10.310440, arrival_time=2021-04-10 04:03:54.817639, cost_time=0:00:25.776100 2021-04-10 04:03:46,334 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.37ms, fps=1401 images/s, loss=0.0403, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:08.465150, arrival_time=2021-04-10 04:03:54.799975, cost_time=0:00:27.603679 2021-04-10 04:03:48,160 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.56ms, fps=1403 images/s, loss=0.0405, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:06.621588, arrival_time=2021-04-10 04:03:54.782121, cost_time=0:00:29.429269 2021-04-10 04:03:49,989 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=2.08ms, fps=1400 images/s, loss=0.0406, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:04.780698, arrival_time=2021-04-10 04:03:54.770175, cost_time=0:00:31.258390 2021-04-10 04:03:51,816 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.89ms, fps=1402 images/s, loss=0.0405, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:02.940912, arrival_time=2021-04-10 04:03:54.757325, cost_time=0:00:33.085296 2021-04-10 04:03:53,642 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.23ms, fps=1403 images/s, loss=0.0406, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:01.102452, arrival_time=2021-04-10 04:03:54.744482, cost_time=0:00:34.910921 2021-04-10 04:03:54,622 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.25ms, fps=1387 images/s, loss=0.0405, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:54.622948, cost_time=0:00:35.891853 2021-04-10 04:03:55,048 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=0.19ms, fps=6031 images/s, loss=1.2822, top1-acc=72.11%, top5-acc=91.84%, remaining_time=0:00:01.273410, arrival_time=2021-04-10 04:03:56.322351, cost_time=0:00:00.424467 2021-04-10 04:03:55,400 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.32ms, fps=7296 images/s, loss=1.2693, top1-acc=72.77%, top5-acc=91.87%, remaining_time=0:00:00.775680, arrival_time=2021-04-10 04:03:56.175860, cost_time=0:00:00.775677 2021-04-10 04:03:55,755 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.12ms, fps=7215 images/s, loss=1.2945, top1-acc=72.36%, top5-acc=91.90%, remaining_time=0:00:00.376950, arrival_time=2021-04-10 04:03:56.132272, cost_time=0:00:01.130855 2021-04-10 04:03:56,083 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.10ms, fps=7068 images/s, loss=1.3258, top1-acc=71.96%, top5-acc=91.82%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:56.083864, cost_time=0:00:01.459413 2021-04-10 04:03:56,293 INFO : Epoch=0180 complete, best val top1-acc=72.16%, top5-acc=91.71% (epoch=174), remaining_time=0:12:38.636380, arrival_time=2021-04-10 04:16:34.930227, cost_time=1:53:47.727407 2021-04-10 04:03:56,294 INFO : Train start, epoch=0181, lr=0.002447 2021-04-10 04:03:58,317 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=0.46ms, fps=1266 images/s, loss=0.0337, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:37.615338, arrival_time=2021-04-10 04:04:35.932670, cost_time=0:00:02.022328 2021-04-10 04:04:00,148 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.41ms, fps=1398 images/s, loss=0.0378, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:33.909568, arrival_time=2021-04-10 04:04:34.057937, cost_time=0:00:03.853358 2021-04-10 04:04:01,983 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.40ms, fps=1396 images/s, loss=0.0360, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:31.473102, arrival_time=2021-04-10 04:04:33.456255, cost_time=0:00:05.687921 2021-04-10 04:04:03,831 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.97ms, fps=1386 images/s, loss=0.0372, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:29.390556, arrival_time=2021-04-10 04:04:33.221722, cost_time=0:00:07.536029 2021-04-10 04:04:05,661 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.64ms, fps=1399 images/s, loss=0.0370, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:27.350472, arrival_time=2021-04-10 04:04:33.012112, cost_time=0:00:09.366589 2021-04-10 04:04:07,502 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=2.56ms, fps=1391 images/s, loss=0.0370, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:25.402624, arrival_time=2021-04-10 04:04:32.904773, cost_time=0:00:11.207026 2021-04-10 04:04:09,333 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.62ms, fps=1398 images/s, loss=0.0366, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:23.469264, arrival_time=2021-04-10 04:04:32.802843, cost_time=0:00:13.038456 2021-04-10 04:04:11,158 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.38ms, fps=1403 images/s, loss=0.0365, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:21.551756, arrival_time=2021-04-10 04:04:32.710041, cost_time=0:00:14.863291 2021-04-10 04:04:12,985 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.42ms, fps=1402 images/s, loss=0.0366, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:19.657488, arrival_time=2021-04-10 04:04:32.642887, cost_time=0:00:16.690277 2021-04-10 04:04:14,813 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.43ms, fps=1401 images/s, loss=0.0364, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:17.778048, arrival_time=2021-04-10 04:04:32.591891, cost_time=0:00:18.518751 2021-04-10 04:04:16,641 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.32ms, fps=1401 images/s, loss=0.0362, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:15.906904, arrival_time=2021-04-10 04:04:32.548053, cost_time=0:00:20.346052 2021-04-10 04:04:18,473 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.73ms, fps=1398 images/s, loss=0.0364, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:14.045864, arrival_time=2021-04-10 04:04:32.518812, cost_time=0:00:22.177715 2021-04-10 04:04:20,304 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.33ms, fps=1398 images/s, loss=0.0364, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:12.189606, arrival_time=2021-04-10 04:04:32.494509, cost_time=0:00:24.009828 2021-04-10 04:04:22,128 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.40ms, fps=1404 images/s, loss=0.0362, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:10.333456, arrival_time=2021-04-10 04:04:32.462194, cost_time=0:00:25.833630 2021-04-10 04:04:23,954 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.37ms, fps=1402 images/s, loss=0.0364, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:08.482262, arrival_time=2021-04-10 04:04:32.436865, cost_time=0:00:27.659596 2021-04-10 04:04:25,788 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.31ms, fps=1397 images/s, loss=0.0364, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:06.635844, arrival_time=2021-04-10 04:04:32.423720, cost_time=0:00:29.492613 2021-04-10 04:04:27,625 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.44ms, fps=1394 images/s, loss=0.0363, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:04.791618, arrival_time=2021-04-10 04:04:32.416568, cost_time=0:00:31.329761 2021-04-10 04:04:29,451 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.39ms, fps=1402 images/s, loss=0.0363, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:02.947216, arrival_time=2021-04-10 04:04:32.398742, cost_time=0:00:33.156195 2021-04-10 04:04:31,284 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.47ms, fps=1398 images/s, loss=0.0366, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:01.104924, arrival_time=2021-04-10 04:04:32.389111, cost_time=0:00:34.989173 2021-04-10 04:04:32,267 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.23ms, fps=1384 images/s, loss=0.0372, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:32.267221, cost_time=0:00:35.972224 2021-04-10 04:04:32,724 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=0.36ms, fps=5621 images/s, loss=1.3154, top1-acc=71.72%, top5-acc=91.87%, remaining_time=0:00:01.366230, arrival_time=2021-04-10 04:04:34.090579, cost_time=0:00:00.455413 2021-04-10 04:04:33,079 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.47ms, fps=7229 images/s, loss=1.3088, top1-acc=72.09%, top5-acc=91.52%, remaining_time=0:00:00.810180, arrival_time=2021-04-10 04:04:33.889209, cost_time=0:00:00.810179 2021-04-10 04:04:33,434 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.72ms, fps=7201 images/s, loss=1.2916, top1-acc=72.14%, top5-acc=91.72%, remaining_time=0:00:00.388670, arrival_time=2021-04-10 04:04:33.823539, cost_time=0:00:01.166018 2021-04-10 04:04:33,771 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.07ms, fps=6890 images/s, loss=1.2932, top1-acc=72.03%, top5-acc=91.86%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:33.771943, cost_time=0:00:01.503100 2021-04-10 04:04:33,880 INFO : Epoch=0181 complete, best val top1-acc=72.16%, top5-acc=91.71% (epoch=174), remaining_time=0:12:00.668290, arrival_time=2021-04-10 04:16:34.548424, cost_time=1:54:25.313695 2021-04-10 04:04:33,881 INFO : Train start, epoch=0182, lr=0.002210 2021-04-10 04:04:35,906 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=0.34ms, fps=1264 images/s, loss=0.0356, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:37.671882, arrival_time=2021-04-10 04:05:13.578564, cost_time=0:00:02.025371 2021-04-10 04:04:37,733 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.32ms, fps=1402 images/s, loss=0.0389, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:33.900064, arrival_time=2021-04-10 04:05:11.633649, cost_time=0:00:03.852273 2021-04-10 04:04:39,658 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.65ms, fps=1401 images/s, loss=0.0382, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:31.966620, arrival_time=2021-04-10 04:05:11.625098, cost_time=0:00:05.777113 2021-04-10 04:04:41,495 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.41ms, fps=1394 images/s, loss=0.0373, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:29.693664, arrival_time=2021-04-10 04:05:11.188884, cost_time=0:00:07.613774 2021-04-10 04:04:43,322 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.67ms, fps=1401 images/s, loss=0.0370, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:27.568304, arrival_time=2021-04-10 04:05:10.890932, cost_time=0:00:09.441222 2021-04-10 04:04:45,149 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.64ms, fps=1402 images/s, loss=0.0363, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:25.540936, arrival_time=2021-04-10 04:05:10.690360, cost_time=0:00:11.268080 2021-04-10 04:04:46,985 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.63ms, fps=1395 images/s, loss=0.0366, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:23.587326, arrival_time=2021-04-10 04:05:10.572778, cost_time=0:00:13.104043 2021-04-10 04:04:48,814 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.57ms, fps=1400 images/s, loss=0.0368, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:21.652792, arrival_time=2021-04-10 04:05:10.467111, cost_time=0:00:14.932993 2021-04-10 04:04:50,638 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.72ms, fps=1404 images/s, loss=0.0365, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:19.735928, arrival_time=2021-04-10 04:05:10.374187, cost_time=0:00:16.756946 2021-04-10 04:04:52,471 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.33ms, fps=1397 images/s, loss=0.0367, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:17.846400, arrival_time=2021-04-10 04:05:10.317769, cost_time=0:00:18.589996 2021-04-10 04:04:54,305 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.39ms, fps=1396 images/s, loss=0.0362, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:15.968136, arrival_time=2021-04-10 04:05:10.273912, cost_time=0:00:20.424328 2021-04-10 04:04:56,146 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.85ms, fps=1391 images/s, loss=0.0363, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:14.101344, arrival_time=2021-04-10 04:05:10.247944, cost_time=0:00:22.265269 2021-04-10 04:04:57,972 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.41ms, fps=1402 images/s, loss=0.0362, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:12.230922, arrival_time=2021-04-10 04:05:10.203385, cost_time=0:00:24.091149 2021-04-10 04:04:59,802 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.39ms, fps=1399 images/s, loss=0.0365, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:10.368512, arrival_time=2021-04-10 04:05:10.171091, cost_time=0:00:25.921224 2021-04-10 04:05:01,645 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.34ms, fps=1390 images/s, loss=0.0363, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:08.514186, arrival_time=2021-04-10 04:05:10.159203, cost_time=0:00:27.763704 2021-04-10 04:05:03,477 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.35ms, fps=1397 images/s, loss=0.0361, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:06.659208, arrival_time=2021-04-10 04:05:10.137003, cost_time=0:00:29.596484 2021-04-10 04:05:05,300 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.31ms, fps=1405 images/s, loss=0.0359, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:04.805320, arrival_time=2021-04-10 04:05:10.106093, cost_time=0:00:31.419434 2021-04-10 04:05:07,125 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.46ms, fps=1403 images/s, loss=0.0360, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:02.955024, arrival_time=2021-04-10 04:05:10.080451, cost_time=0:00:33.244029 2021-04-10 04:05:08,957 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.69ms, fps=1398 images/s, loss=0.0362, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:01.107660, arrival_time=2021-04-10 04:05:10.064944, cost_time=0:00:35.075972 2021-04-10 04:05:09,938 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.36ms, fps=1387 images/s, loss=0.0368, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:09.938032, cost_time=0:00:36.056706 2021-04-10 04:05:10,377 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=2.88ms, fps=5850 images/s, loss=1.2528, top1-acc=72.19%, top5-acc=92.70%, remaining_time=0:00:01.312770, arrival_time=2021-04-10 04:05:11.689976, cost_time=0:00:00.437590 2021-04-10 04:05:10,730 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.30ms, fps=7252 images/s, loss=1.2649, top1-acc=72.36%, top5-acc=92.56%, remaining_time=0:00:00.790900, arrival_time=2021-04-10 04:05:11.521465, cost_time=0:00:00.790908 2021-04-10 04:05:11,085 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.30ms, fps=7231 images/s, loss=1.3085, top1-acc=71.58%, top5-acc=92.03%, remaining_time=0:00:00.381810, arrival_time=2021-04-10 04:05:11.466860, cost_time=0:00:01.145428 2021-04-10 04:05:11,418 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.07ms, fps=6961 images/s, loss=1.3304, top1-acc=71.73%, top5-acc=91.85%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:11.418633, cost_time=0:00:01.479038 2021-04-10 04:05:11,543 INFO : Epoch=0182 complete, best val top1-acc=72.16%, top5-acc=91.71% (epoch=174), remaining_time=0:11:22.712028, arrival_time=2021-04-10 04:16:34.255658, cost_time=1:55:02.977197 2021-04-10 04:05:11,544 INFO : Train start, epoch=0183, lr=0.001985 2021-04-10 04:05:13,532 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.71ms, fps=1288 images/s, loss=0.0395, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:36.961920, arrival_time=2021-04-10 04:05:50.493881, cost_time=0:00:01.987195 2021-04-10 04:05:15,358 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.41ms, fps=1402 images/s, loss=0.0380, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:33.563024, arrival_time=2021-04-10 04:05:48.921832, cost_time=0:00:03.813979 2021-04-10 04:05:17,184 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.90ms, fps=1403 images/s, loss=0.0380, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:31.204514, arrival_time=2021-04-10 04:05:48.388752, cost_time=0:00:05.639363 2021-04-10 04:05:19,013 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.94ms, fps=1400 images/s, loss=0.0385, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:29.127540, arrival_time=2021-04-10 04:05:48.141008, cost_time=0:00:07.468594 2021-04-10 04:05:20,843 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.56ms, fps=1399 images/s, loss=0.0371, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:27.153372, arrival_time=2021-04-10 04:05:47.997265, cost_time=0:00:09.299087 2021-04-10 04:05:22,688 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.41ms, fps=1389 images/s, loss=0.0366, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:25.257920, arrival_time=2021-04-10 04:05:47.945949, cost_time=0:00:11.143172 2021-04-10 04:05:24,515 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.52ms, fps=1402 images/s, loss=0.0366, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:23.346540, arrival_time=2021-04-10 04:05:47.861655, cost_time=0:00:12.970307 2021-04-10 04:05:26,335 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.50ms, fps=1407 images/s, loss=0.0361, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:21.446080, arrival_time=2021-04-10 04:05:47.781297, cost_time=0:00:14.790431 2021-04-10 04:05:28,155 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.36ms, fps=1407 images/s, loss=0.0359, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:19.563890, arrival_time=2021-04-10 04:05:47.719533, cost_time=0:00:16.610852 2021-04-10 04:05:29,980 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.32ms, fps=1403 images/s, loss=0.0363, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:17.698368, arrival_time=2021-04-10 04:05:47.679037, cost_time=0:00:18.435788 2021-04-10 04:05:31,807 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.41ms, fps=1402 images/s, loss=0.0365, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:15.841888, arrival_time=2021-04-10 04:05:47.649529, cost_time=0:00:20.262842 2021-04-10 04:05:33,638 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.42ms, fps=1398 images/s, loss=0.0367, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:13.992968, arrival_time=2021-04-10 04:05:47.631911, cost_time=0:00:22.094153 2021-04-10 04:05:35,467 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.70ms, fps=1400 images/s, loss=0.0362, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:12.145518, arrival_time=2021-04-10 04:05:47.613350, cost_time=0:00:23.923011 2021-04-10 04:05:37,300 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.59ms, fps=1397 images/s, loss=0.0361, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:10.302320, arrival_time=2021-04-10 04:05:47.602877, cost_time=0:00:25.755751 2021-04-10 04:05:39,126 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.40ms, fps=1402 images/s, loss=0.0362, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:08.458480, arrival_time=2021-04-10 04:05:47.585308, cost_time=0:00:27.581954 2021-04-10 04:05:40,957 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.36ms, fps=1399 images/s, loss=0.0364, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:06.617880, arrival_time=2021-04-10 04:05:47.575581, cost_time=0:00:29.412873 2021-04-10 04:05:42,786 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.32ms, fps=1400 images/s, loss=0.0365, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:04.778202, arrival_time=2021-04-10 04:05:47.565125, cost_time=0:00:31.242111 2021-04-10 04:05:44,622 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.52ms, fps=1395 images/s, loss=0.0364, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:02.940224, arrival_time=2021-04-10 04:05:47.562489, cost_time=0:00:33.077477 2021-04-10 04:05:46,453 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.54ms, fps=1398 images/s, loss=0.0364, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:01.102386, arrival_time=2021-04-10 04:05:47.556068, cost_time=0:00:34.908892 2021-04-10 04:05:47,442 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.28ms, fps=1376 images/s, loss=0.0365, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:47.442710, cost_time=0:00:35.897939 2021-04-10 04:05:47,875 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=0.20ms, fps=5936 images/s, loss=1.2936, top1-acc=71.80%, top5-acc=92.38%, remaining_time=0:00:01.293750, arrival_time=2021-04-10 04:05:49.169097, cost_time=0:00:00.431250 2021-04-10 04:05:48,227 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.47ms, fps=7286 images/s, loss=1.2897, top1-acc=72.48%, top5-acc=92.19%, remaining_time=0:00:00.782980, arrival_time=2021-04-10 04:05:49.010045, cost_time=0:00:00.782971 2021-04-10 04:05:48,579 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.37ms, fps=7277 images/s, loss=1.3021, top1-acc=72.16%, top5-acc=92.11%, remaining_time=0:00:00.378360, arrival_time=2021-04-10 04:05:48.957560, cost_time=0:00:01.135087 2021-04-10 04:05:48,912 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.08ms, fps=6972 images/s, loss=1.3079, top1-acc=71.87%, top5-acc=91.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:48.912305, cost_time=0:00:01.468204 2021-04-10 04:05:49,013 INFO : Epoch=0183 complete, best val top1-acc=72.16%, top5-acc=91.71% (epoch=174), remaining_time=0:10:44.740980, arrival_time=2021-04-10 04:16:33.754416, cost_time=1:55:40.446982 2021-04-10 04:05:49,014 INFO : Train start, epoch=0184, lr=0.001772 2021-04-10 04:05:50,999 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.39ms, fps=1290 images/s, loss=0.0359, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:36.922116, arrival_time=2021-04-10 04:06:27.921803, cost_time=0:00:01.985063 2021-04-10 04:05:52,823 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.64ms, fps=1404 images/s, loss=0.0360, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:33.516912, arrival_time=2021-04-10 04:06:26.340284, cost_time=0:00:03.808749 2021-04-10 04:05:54,646 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.76ms, fps=1404 images/s, loss=0.0349, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:31.165338, arrival_time=2021-04-10 04:06:25.812268, cost_time=0:00:05.632304 2021-04-10 04:05:56,474 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.52ms, fps=1401 images/s, loss=0.0359, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:29.092128, arrival_time=2021-04-10 04:06:25.566274, cost_time=0:00:07.459519 2021-04-10 04:05:58,294 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.40ms, fps=1407 images/s, loss=0.0359, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:27.097016, arrival_time=2021-04-10 04:06:25.391443, cost_time=0:00:09.279801 2021-04-10 04:06:00,115 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.49ms, fps=1406 images/s, loss=0.0362, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:25.162312, arrival_time=2021-04-10 04:06:25.277987, cost_time=0:00:11.101031 2021-04-10 04:06:01,935 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.37ms, fps=1407 images/s, loss=0.0357, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:23.256954, arrival_time=2021-04-10 04:06:25.192105, cost_time=0:00:12.920535 2021-04-10 04:06:03,761 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=2.22ms, fps=1402 images/s, loss=0.0356, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:21.382280, arrival_time=2021-04-10 04:06:25.143454, cost_time=0:00:14.746380 2021-04-10 04:06:05,586 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.40ms, fps=1403 images/s, loss=0.0355, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:19.517674, arrival_time=2021-04-10 04:06:25.103912, cost_time=0:00:16.571585 2021-04-10 04:06:07,425 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.81ms, fps=1392 images/s, loss=0.0354, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:17.674560, arrival_time=2021-04-10 04:06:25.100230, cost_time=0:00:18.411035 2021-04-10 04:06:09,251 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.38ms, fps=1403 images/s, loss=0.0354, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:15.821420, arrival_time=2021-04-10 04:06:25.072830, cost_time=0:00:20.236691 2021-04-10 04:06:11,080 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.60ms, fps=1400 images/s, loss=0.0352, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:13.975032, arrival_time=2021-04-10 04:06:25.055595, cost_time=0:00:22.065850 2021-04-10 04:06:12,914 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.41ms, fps=1397 images/s, loss=0.0355, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:12.133440, arrival_time=2021-04-10 04:06:25.047469, cost_time=0:00:23.899202 2021-04-10 04:06:14,739 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.76ms, fps=1403 images/s, loss=0.0352, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:10.290056, arrival_time=2021-04-10 04:06:25.029923, cost_time=0:00:25.725182 2021-04-10 04:06:16,562 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.45ms, fps=1405 images/s, loss=0.0351, top1-acc=99.51%, top5-acc=99.99%, remaining_time=0:00:08.448130, arrival_time=2021-04-10 04:06:25.010982, cost_time=0:00:27.548230 2021-04-10 04:06:18,390 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.41ms, fps=1401 images/s, loss=0.0353, top1-acc=99.50%, top5-acc=99.99%, remaining_time=0:00:06.609636, arrival_time=2021-04-10 04:06:25.000412, cost_time=0:00:29.376146 2021-04-10 04:06:20,211 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.30ms, fps=1407 images/s, loss=0.0352, top1-acc=99.50%, top5-acc=99.99%, remaining_time=0:00:04.771260, arrival_time=2021-04-10 04:06:24.982594, cost_time=0:00:31.196630 2021-04-10 04:06:22,036 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.49ms, fps=1403 images/s, loss=0.0355, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:02.935296, arrival_time=2021-04-10 04:06:24.972010, cost_time=0:00:33.022074 2021-04-10 04:06:23,864 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.36ms, fps=1401 images/s, loss=0.0356, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:01.100526, arrival_time=2021-04-10 04:06:24.965207, cost_time=0:00:34.849955 2021-04-10 04:06:24,848 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.24ms, fps=1384 images/s, loss=0.0355, top1-acc=99.50%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:24.848213, cost_time=0:00:35.833596 2021-04-10 04:06:25,328 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=3.25ms, fps=5354 images/s, loss=1.2975, top1-acc=72.46%, top5-acc=92.15%, remaining_time=0:00:01.434390, arrival_time=2021-04-10 04:06:26.762348, cost_time=0:00:00.478129 2021-04-10 04:06:25,681 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.78ms, fps=7250 images/s, loss=1.2742, top1-acc=72.68%, top5-acc=92.21%, remaining_time=0:00:00.831800, arrival_time=2021-04-10 04:06:26.513389, cost_time=0:00:00.831790 2021-04-10 04:06:26,035 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.31ms, fps=7243 images/s, loss=1.2998, top1-acc=71.97%, top5-acc=92.01%, remaining_time=0:00:00.395230, arrival_time=2021-04-10 04:06:26.430680, cost_time=0:00:01.185685 2021-04-10 04:06:26,378 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.09ms, fps=6762 images/s, loss=1.2974, top1-acc=72.18%, top5-acc=91.92%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:26.378884, cost_time=0:00:01.529144 2021-04-10 04:06:26,563 INFO : Epoch=0184 complete, best val top1-acc=72.18%, top5-acc=91.92% (epoch=184), remaining_time=0:10:06.782352, arrival_time=2021-04-10 04:16:33.345816, cost_time=1:56:17.997019 2021-04-10 04:06:26,564 INFO : Train start, epoch=0185, lr=0.001571 2021-04-10 04:06:28,551 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.62ms, fps=1289 images/s, loss=0.0311, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:36.952620, arrival_time=2021-04-10 04:07:05.504112, cost_time=0:00:01.986701 2021-04-10 04:06:30,387 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.40ms, fps=1395 images/s, loss=0.0323, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:33.638176, arrival_time=2021-04-10 04:07:04.025525, cost_time=0:00:03.822527 2021-04-10 04:06:32,217 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.34ms, fps=1399 images/s, loss=0.0325, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:31.279546, arrival_time=2021-04-10 04:07:03.497313, cost_time=0:00:05.652918 2021-04-10 04:06:34,044 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.67ms, fps=1402 images/s, loss=0.0327, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:29.170284, arrival_time=2021-04-10 04:07:03.214701, cost_time=0:00:07.479565 2021-04-10 04:06:35,872 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.43ms, fps=1401 images/s, loss=0.0324, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:27.177608, arrival_time=2021-04-10 04:07:03.049784, cost_time=0:00:09.307411 2021-04-10 04:06:37,700 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.84ms, fps=1400 images/s, loss=0.0325, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:25.241464, arrival_time=2021-04-10 04:07:02.942260, cost_time=0:00:11.135921 2021-04-10 04:06:39,539 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.44ms, fps=1393 images/s, loss=0.0334, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:23.354604, arrival_time=2021-04-10 04:07:02.894172, cost_time=0:00:12.974800 2021-04-10 04:06:41,372 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.36ms, fps=1397 images/s, loss=0.0333, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:21.470904, arrival_time=2021-04-10 04:07:02.843206, cost_time=0:00:14.807536 2021-04-10 04:06:43,194 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.32ms, fps=1406 images/s, loss=0.0334, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:19.585620, arrival_time=2021-04-10 04:07:02.779818, cost_time=0:00:16.629284 2021-04-10 04:06:45,030 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.51ms, fps=1395 images/s, loss=0.0334, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:17.726784, arrival_time=2021-04-10 04:07:02.756952, cost_time=0:00:18.465395 2021-04-10 04:06:46,862 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.40ms, fps=1397 images/s, loss=0.0334, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:15.869236, arrival_time=2021-04-10 04:07:02.731837, cost_time=0:00:20.297846 2021-04-10 04:06:48,685 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.38ms, fps=1405 images/s, loss=0.0335, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:14.009840, arrival_time=2021-04-10 04:07:02.695416, cost_time=0:00:22.120820 2021-04-10 04:06:50,510 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.40ms, fps=1403 images/s, loss=0.0336, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:12.157002, arrival_time=2021-04-10 04:07:02.667362, cost_time=0:00:23.945604 2021-04-10 04:06:52,341 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.46ms, fps=1398 images/s, loss=0.0334, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:10.310608, arrival_time=2021-04-10 04:07:02.651904, cost_time=0:00:25.776530 2021-04-10 04:06:54,171 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.49ms, fps=1399 images/s, loss=0.0333, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:08.466162, arrival_time=2021-04-10 04:07:02.638001, cost_time=0:00:27.607075 2021-04-10 04:06:55,998 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.91ms, fps=1402 images/s, loss=0.0334, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:06.622596, arrival_time=2021-04-10 04:07:02.621213, cost_time=0:00:29.433767 2021-04-10 04:06:57,833 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.45ms, fps=1396 images/s, loss=0.0336, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:04.782232, arrival_time=2021-04-10 04:07:02.615359, cost_time=0:00:31.268356 2021-04-10 04:06:59,668 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.51ms, fps=1395 images/s, loss=0.0335, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:02.942512, arrival_time=2021-04-10 04:07:02.610534, cost_time=0:00:33.103250 2021-04-10 04:07:01,500 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.21ms, fps=1397 images/s, loss=0.0334, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:01.103244, arrival_time=2021-04-10 04:07:02.604146, cost_time=0:00:34.936145 2021-04-10 04:07:02,480 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.19ms, fps=1389 images/s, loss=0.0336, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:02.480155, cost_time=0:00:35.915394 2021-04-10 04:07:02,922 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=5.69ms, fps=5815 images/s, loss=1.3359, top1-acc=71.17%, top5-acc=91.33%, remaining_time=0:00:01.320690, arrival_time=2021-04-10 04:07:04.242755, cost_time=0:00:00.440233 2021-04-10 04:07:03,275 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.31ms, fps=7247 images/s, loss=1.2529, top1-acc=72.73%, top5-acc=92.15%, remaining_time=0:00:00.793940, arrival_time=2021-04-10 04:07:04.069667, cost_time=0:00:00.793946 2021-04-10 04:07:03,630 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.37ms, fps=7221 images/s, loss=1.2873, top1-acc=72.68%, top5-acc=92.01%, remaining_time=0:00:00.382940, arrival_time=2021-04-10 04:07:04.013531, cost_time=0:00:01.148816 2021-04-10 04:07:03,963 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.09ms, fps=6969 images/s, loss=1.2859, top1-acc=72.61%, top5-acc=91.94%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:03.963823, cost_time=0:00:01.482047 2021-04-10 04:07:04,185 INFO : Epoch=0185 complete, best val top1-acc=72.61%, top5-acc=91.94% (epoch=185), remaining_time=0:09:28.833930, arrival_time=2021-04-10 04:16:33.018919, cost_time=1:56:55.618541 2021-04-10 04:07:04,186 INFO : Train start, epoch=0186, lr=0.001382 2021-04-10 04:07:06,194 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.55ms, fps=1275 images/s, loss=0.0315, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:37.348986, arrival_time=2021-04-10 04:07:43.543173, cost_time=0:00:02.008009 2021-04-10 04:07:08,021 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=2.28ms, fps=1401 images/s, loss=0.0303, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:33.749584, arrival_time=2021-04-10 04:07:41.770903, cost_time=0:00:03.835183 2021-04-10 04:07:09,849 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.46ms, fps=1401 images/s, loss=0.0317, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:31.336816, arrival_time=2021-04-10 04:07:41.186312, cost_time=0:00:05.663288 2021-04-10 04:07:11,693 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.63ms, fps=1389 images/s, loss=0.0309, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:29.278548, arrival_time=2021-04-10 04:07:40.972178, cost_time=0:00:07.507335 2021-04-10 04:07:13,523 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.41ms, fps=1400 images/s, loss=0.0314, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:27.264624, arrival_time=2021-04-10 04:07:40.787930, cost_time=0:00:09.337177 2021-04-10 04:07:15,352 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.61ms, fps=1400 images/s, loss=0.0312, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:25.308920, arrival_time=2021-04-10 04:07:40.660841, cost_time=0:00:11.165694 2021-04-10 04:07:17,188 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=2.20ms, fps=1395 images/s, loss=0.0313, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:23.403114, arrival_time=2021-04-10 04:07:40.591050, cost_time=0:00:13.001758 2021-04-10 04:07:19,022 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.90ms, fps=1396 images/s, loss=0.0312, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:21.511968, arrival_time=2021-04-10 04:07:40.533974, cost_time=0:00:14.835879 2021-04-10 04:07:20,848 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.97ms, fps=1402 images/s, loss=0.0316, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:19.623780, arrival_time=2021-04-10 04:07:40.471688, cost_time=0:00:16.661700 2021-04-10 04:07:22,682 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.84ms, fps=1396 images/s, loss=0.0318, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:17.756352, arrival_time=2021-04-10 04:07:40.438674, cost_time=0:00:18.496177 2021-04-10 04:07:24,502 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.36ms, fps=1407 images/s, loss=0.0317, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:15.883770, arrival_time=2021-04-10 04:07:40.386301, cost_time=0:00:20.316408 2021-04-10 04:07:26,328 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.49ms, fps=1403 images/s, loss=0.0318, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:14.023216, arrival_time=2021-04-10 04:07:40.351268, cost_time=0:00:22.141928 2021-04-10 04:07:28,170 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=2.27ms, fps=1390 images/s, loss=0.0319, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:12.176538, arrival_time=2021-04-10 04:07:40.346905, cost_time=0:00:23.984111 2021-04-10 04:07:29,999 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.39ms, fps=1400 images/s, loss=0.0319, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:10.325336, arrival_time=2021-04-10 04:07:40.324813, cost_time=0:00:25.813277 2021-04-10 04:07:31,833 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.44ms, fps=1396 images/s, loss=0.0323, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:08.478582, arrival_time=2021-04-10 04:07:40.312328, cost_time=0:00:27.647597 2021-04-10 04:07:33,665 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.43ms, fps=1398 images/s, loss=0.0326, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:06.632712, arrival_time=2021-04-10 04:07:40.297674, cost_time=0:00:29.478751 2021-04-10 04:07:35,496 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.52ms, fps=1398 images/s, loss=0.0325, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:04.788576, arrival_time=2021-04-10 04:07:40.284617, cost_time=0:00:31.309899 2021-04-10 04:07:37,330 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.53ms, fps=1396 images/s, loss=0.0325, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:02.946128, arrival_time=2021-04-10 04:07:40.276190, cost_time=0:00:33.143941 2021-04-10 04:07:39,155 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.25ms, fps=1403 images/s, loss=0.0323, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:01.104288, arrival_time=2021-04-10 04:07:40.259773, cost_time=0:00:34.969050 2021-04-10 04:07:40,147 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.22ms, fps=1372 images/s, loss=0.0325, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:40.147613, cost_time=0:00:35.961504 2021-04-10 04:07:40,578 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=0.30ms, fps=5961 images/s, loss=1.3496, top1-acc=71.68%, top5-acc=91.05%, remaining_time=0:00:01.288380, arrival_time=2021-04-10 04:07:41.866968, cost_time=0:00:00.429463 2021-04-10 04:07:40,935 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.41ms, fps=7191 images/s, loss=1.3114, top1-acc=71.95%, top5-acc=91.76%, remaining_time=0:00:00.785860, arrival_time=2021-04-10 04:07:41.720831, cost_time=0:00:00.785860 2021-04-10 04:07:41,288 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.31ms, fps=7259 images/s, loss=1.3092, top1-acc=71.85%, top5-acc=91.94%, remaining_time=0:00:00.379620, arrival_time=2021-04-10 04:07:41.667607, cost_time=0:00:01.138847 2021-04-10 04:07:41,621 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.08ms, fps=6956 images/s, loss=1.2821, top1-acc=72.26%, top5-acc=91.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:41.621917, cost_time=0:00:01.472785 2021-04-10 04:07:41,714 INFO : Epoch=0186 complete, best val top1-acc=72.61%, top5-acc=91.94% (epoch=185), remaining_time=0:08:50.882072, arrival_time=2021-04-10 04:16:32.596152, cost_time=1:57:33.147615 2021-04-10 04:07:41,715 INFO : Train start, epoch=0187, lr=0.001204 2021-04-10 04:07:43,755 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.58ms, fps=1255 images/s, loss=0.0326, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:37.941954, arrival_time=2021-04-10 04:08:21.697654, cost_time=0:00:02.039890 2021-04-10 04:07:45,582 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.47ms, fps=1402 images/s, loss=0.0329, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:34.026080, arrival_time=2021-04-10 04:08:19.608487, cost_time=0:00:03.866593 2021-04-10 04:07:47,412 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.56ms, fps=1399 images/s, loss=0.0326, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:31.520246, arrival_time=2021-04-10 04:08:18.932512, cost_time=0:00:05.696438 2021-04-10 04:07:49,233 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.31ms, fps=1406 images/s, loss=0.0321, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:29.320044, arrival_time=2021-04-10 04:08:18.553814, cost_time=0:00:07.517959 2021-04-10 04:07:51,064 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.45ms, fps=1398 images/s, loss=0.0320, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:27.299080, arrival_time=2021-04-10 04:08:18.363870, cost_time=0:00:09.348976 2021-04-10 04:07:52,885 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.37ms, fps=1407 images/s, loss=0.0317, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:25.317488, arrival_time=2021-04-10 04:08:18.202802, cost_time=0:00:11.169458 2021-04-10 04:07:54,727 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.40ms, fps=1390 images/s, loss=0.0316, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:23.420502, arrival_time=2021-04-10 04:08:18.147765, cost_time=0:00:13.011375 2021-04-10 04:07:56,561 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.42ms, fps=1396 images/s, loss=0.0317, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:21.525656, arrival_time=2021-04-10 04:08:18.086867, cost_time=0:00:14.845308 2021-04-10 04:07:58,389 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.56ms, fps=1401 images/s, loss=0.0314, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:19.637878, arrival_time=2021-04-10 04:08:18.027510, cost_time=0:00:16.673711 2021-04-10 04:08:00,212 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.35ms, fps=1405 images/s, loss=0.0311, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:17.756352, arrival_time=2021-04-10 04:08:17.968409, cost_time=0:00:18.496157 2021-04-10 04:08:02,033 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.50ms, fps=1406 images/s, loss=0.0310, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:15.884630, arrival_time=2021-04-10 04:08:17.917973, cost_time=0:00:20.317510 2021-04-10 04:08:03,861 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.44ms, fps=1401 images/s, loss=0.0312, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:14.025268, arrival_time=2021-04-10 04:08:17.886302, cost_time=0:00:22.145193 2021-04-10 04:08:05,686 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.36ms, fps=1403 images/s, loss=0.0311, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:12.169806, arrival_time=2021-04-10 04:08:17.856486, cost_time=0:00:23.970872 2021-04-10 04:08:07,517 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.34ms, fps=1399 images/s, loss=0.0312, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:10.320688, arrival_time=2021-04-10 04:08:17.838357, cost_time=0:00:25.801775 2021-04-10 04:08:09,347 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.33ms, fps=1399 images/s, loss=0.0312, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:08.473798, arrival_time=2021-04-10 04:08:17.821627, cost_time=0:00:27.631999 2021-04-10 04:08:11,170 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.54ms, fps=1405 images/s, loss=0.0318, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:06.627348, arrival_time=2021-04-10 04:08:17.798129, cost_time=0:00:29.454879 2021-04-10 04:08:12,992 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.38ms, fps=1406 images/s, loss=0.0315, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:04.783428, arrival_time=2021-04-10 04:08:17.775571, cost_time=0:00:31.276242 2021-04-10 04:08:14,821 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.43ms, fps=1400 images/s, loss=0.0316, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:02.942720, arrival_time=2021-04-10 04:08:17.764125, cost_time=0:00:33.105588 2021-04-10 04:08:16,656 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.38ms, fps=1396 images/s, loss=0.0316, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:01.103370, arrival_time=2021-04-10 04:08:17.759301, cost_time=0:00:34.940015 2021-04-10 04:08:17,638 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.31ms, fps=1385 images/s, loss=0.0316, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:17.638458, cost_time=0:00:35.922660 2021-04-10 04:08:18,076 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=2.33ms, fps=5869 images/s, loss=1.2714, top1-acc=72.93%, top5-acc=91.95%, remaining_time=0:00:01.308570, arrival_time=2021-04-10 04:08:19.384743, cost_time=0:00:00.436190 2021-04-10 04:08:18,428 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.46ms, fps=7267 images/s, loss=1.2873, top1-acc=72.70%, top5-acc=91.95%, remaining_time=0:00:00.788840, arrival_time=2021-04-10 04:08:19.217657, cost_time=0:00:00.788841 2021-04-10 04:08:18,782 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.61ms, fps=7245 images/s, loss=1.3116, top1-acc=71.98%, top5-acc=91.89%, remaining_time=0:00:00.380850, arrival_time=2021-04-10 04:08:19.163373, cost_time=0:00:01.142549 2021-04-10 04:08:19,114 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.07ms, fps=7005 images/s, loss=1.3008, top1-acc=72.17%, top5-acc=91.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:19.114036, cost_time=0:00:01.474067 2021-04-10 04:08:19,205 INFO : Epoch=0187 complete, best val top1-acc=72.61%, top5-acc=91.94% (epoch=185), remaining_time=0:08:12.932115, arrival_time=2021-04-10 04:16:32.137442, cost_time=1:58:10.638890 2021-04-10 04:08:19,206 INFO : Train start, epoch=0188, lr=0.001039 2021-04-10 04:08:21,232 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.51ms, fps=1263 images/s, loss=0.0289, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:37.689552, arrival_time=2021-04-10 04:08:58.922349, cost_time=0:00:02.026320 2021-04-10 04:08:23,068 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.34ms, fps=1395 images/s, loss=0.0297, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:33.984544, arrival_time=2021-04-10 04:08:57.052907, cost_time=0:00:03.861876 2021-04-10 04:08:24,888 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.47ms, fps=1407 images/s, loss=0.0309, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:31.439238, arrival_time=2021-04-10 04:08:56.327516, cost_time=0:00:05.681791 2021-04-10 04:08:26,719 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.92ms, fps=1398 images/s, loss=0.0311, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:29.301792, arrival_time=2021-04-10 04:08:56.021591, cost_time=0:00:07.513262 2021-04-10 04:08:28,545 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.38ms, fps=1403 images/s, loss=0.0325, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:27.268128, arrival_time=2021-04-10 04:08:55.813085, cost_time=0:00:09.338384 2021-04-10 04:08:30,370 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.41ms, fps=1403 images/s, loss=0.0323, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:25.304160, arrival_time=2021-04-10 04:08:55.674259, cost_time=0:00:11.163584 2021-04-10 04:08:32,201 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.90ms, fps=1399 images/s, loss=0.0323, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:23.390010, arrival_time=2021-04-10 04:08:55.591021, cost_time=0:00:12.994477 2021-04-10 04:08:34,030 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.71ms, fps=1400 images/s, loss=0.0321, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:21.494452, arrival_time=2021-04-10 04:08:55.524728, cost_time=0:00:14.823795 2021-04-10 04:08:35,860 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.33ms, fps=1399 images/s, loss=0.0319, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:19.614134, arrival_time=2021-04-10 04:08:55.474095, cost_time=0:00:16.653474 2021-04-10 04:08:37,683 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.42ms, fps=1404 images/s, loss=0.0315, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:17.738208, arrival_time=2021-04-10 04:08:55.422042, cost_time=0:00:18.477331 2021-04-10 04:08:39,512 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.52ms, fps=1401 images/s, loss=0.0319, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:15.875256, arrival_time=2021-04-10 04:08:55.387278, cost_time=0:00:20.305531 2021-04-10 04:08:41,332 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.48ms, fps=1407 images/s, loss=0.0319, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:14.013032, arrival_time=2021-04-10 04:08:55.345408, cost_time=0:00:22.125815 2021-04-10 04:08:43,164 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.52ms, fps=1397 images/s, loss=0.0319, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:12.163470, arrival_time=2021-04-10 04:08:55.328346, cost_time=0:00:23.958374 2021-04-10 04:08:44,989 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.66ms, fps=1403 images/s, loss=0.0318, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:10.313128, arrival_time=2021-04-10 04:08:55.302514, cost_time=0:00:25.782876 2021-04-10 04:08:46,815 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.31ms, fps=1402 images/s, loss=0.0317, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:08.466852, arrival_time=2021-04-10 04:08:55.282742, cost_time=0:00:27.609361 2021-04-10 04:08:48,637 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.33ms, fps=1405 images/s, loss=0.0316, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:06.622056, arrival_time=2021-04-10 04:08:55.259951, cost_time=0:00:29.431399 2021-04-10 04:08:50,460 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.75ms, fps=1405 images/s, loss=0.0318, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:04.780048, arrival_time=2021-04-10 04:08:55.240624, cost_time=0:00:31.254075 2021-04-10 04:08:52,286 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.51ms, fps=1402 images/s, loss=0.0317, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:02.940432, arrival_time=2021-04-10 04:08:55.226870, cost_time=0:00:33.079910 2021-04-10 04:08:54,129 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.30ms, fps=1389 images/s, loss=0.0317, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:01.102848, arrival_time=2021-04-10 04:08:55.232772, cost_time=0:00:34.923427 2021-04-10 04:08:55,113 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.37ms, fps=1383 images/s, loss=0.0318, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:55.113417, cost_time=0:00:35.906938 2021-04-10 04:08:55,555 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=2.13ms, fps=5806 images/s, loss=1.2889, top1-acc=72.81%, top5-acc=91.56%, remaining_time=0:00:01.322670, arrival_time=2021-04-10 04:08:56.878522, cost_time=0:00:00.440891 2021-04-10 04:08:55,914 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.94ms, fps=7150 images/s, loss=1.2802, top1-acc=72.03%, top5-acc=91.97%, remaining_time=0:00:00.799260, arrival_time=2021-04-10 04:08:56.713548, cost_time=0:00:00.799269 2021-04-10 04:08:56,273 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=2.15ms, fps=7142 images/s, loss=1.2845, top1-acc=72.28%, top5-acc=91.99%, remaining_time=0:00:00.386080, arrival_time=2021-04-10 04:08:56.659327, cost_time=0:00:01.158255 2021-04-10 04:08:56,604 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.08ms, fps=7013 images/s, loss=1.2992, top1-acc=72.41%, top5-acc=91.91%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:56.604493, cost_time=0:00:01.489556 2021-04-10 04:08:56,706 INFO : Epoch=0188 complete, best val top1-acc=72.61%, top5-acc=91.94% (epoch=185), remaining_time=0:07:34.987680, arrival_time=2021-04-10 04:16:31.694463, cost_time=1:58:48.140344 2021-04-10 04:08:56,707 INFO : Train start, epoch=0189, lr=0.000886 2021-04-10 04:08:58,730 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.35ms, fps=1266 images/s, loss=0.0322, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:37.615152, arrival_time=2021-04-10 04:09:36.345383, cost_time=0:00:02.022322 2021-04-10 04:09:00,555 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.49ms, fps=1403 images/s, loss=0.0309, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:33.854656, arrival_time=2021-04-10 04:09:34.409686, cost_time=0:00:03.847120 2021-04-10 04:09:02,387 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.37ms, fps=1397 images/s, loss=0.0305, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:31.427784, arrival_time=2021-04-10 04:09:33.815524, cost_time=0:00:05.679728 2021-04-10 04:09:04,214 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=2.21ms, fps=1402 images/s, loss=0.0308, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:29.272932, arrival_time=2021-04-10 04:09:33.486829, cost_time=0:00:07.505869 2021-04-10 04:09:06,033 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.39ms, fps=1408 images/s, loss=0.0307, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:27.229292, arrival_time=2021-04-10 04:09:33.262293, cost_time=0:00:09.325086 2021-04-10 04:09:07,854 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.49ms, fps=1406 images/s, loss=0.0306, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:25.264584, arrival_time=2021-04-10 04:09:33.118713, cost_time=0:00:11.146136 2021-04-10 04:09:09,673 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.43ms, fps=1408 images/s, loss=0.0304, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:23.337720, arrival_time=2021-04-10 04:09:33.011058, cost_time=0:00:12.965424 2021-04-10 04:09:11,497 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.42ms, fps=1404 images/s, loss=0.0304, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:21.444572, arrival_time=2021-04-10 04:09:32.941814, cost_time=0:00:14.789336 2021-04-10 04:09:13,318 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.56ms, fps=1406 images/s, loss=0.0300, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:19.563466, arrival_time=2021-04-10 04:09:32.881915, cost_time=0:00:16.610464 2021-04-10 04:09:15,148 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.61ms, fps=1399 images/s, loss=0.0302, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:17.702688, arrival_time=2021-04-10 04:09:32.850921, cost_time=0:00:18.440296 2021-04-10 04:09:16,986 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=2.22ms, fps=1393 images/s, loss=0.0306, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:15.854358, arrival_time=2021-04-10 04:09:32.841079, cost_time=0:00:20.278808 2021-04-10 04:09:18,814 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.48ms, fps=1401 images/s, loss=0.0304, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:14.000720, arrival_time=2021-04-10 04:09:32.815044, cost_time=0:00:22.106417 2021-04-10 04:09:20,635 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.41ms, fps=1406 images/s, loss=0.0306, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:12.147828, arrival_time=2021-04-10 04:09:32.783312, cost_time=0:00:23.927569 2021-04-10 04:09:22,456 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.50ms, fps=1406 images/s, loss=0.0306, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:10.299296, arrival_time=2021-04-10 04:09:32.755397, cost_time=0:00:25.748192 2021-04-10 04:09:24,282 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.44ms, fps=1402 images/s, loss=0.0305, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:08.456226, arrival_time=2021-04-10 04:09:32.738853, cost_time=0:00:27.574626 2021-04-10 04:09:26,107 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.35ms, fps=1403 images/s, loss=0.0304, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:06.614928, arrival_time=2021-04-10 04:09:32.722474, cost_time=0:00:29.399633 2021-04-10 04:09:27,932 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.34ms, fps=1403 images/s, loss=0.0304, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:04.775446, arrival_time=2021-04-10 04:09:32.707420, cost_time=0:00:31.224044 2021-04-10 04:09:29,754 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.31ms, fps=1405 images/s, loss=0.0304, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:02.937424, arrival_time=2021-04-10 04:09:32.691408, cost_time=0:00:33.046027 2021-04-10 04:09:31,584 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.89ms, fps=1399 images/s, loss=0.0303, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:01.101360, arrival_time=2021-04-10 04:09:32.685680, cost_time=0:00:34.876401 2021-04-10 04:09:32,566 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.31ms, fps=1386 images/s, loss=0.0304, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:32.566126, cost_time=0:00:35.858174 2021-04-10 04:09:33,047 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=0.19ms, fps=5346 images/s, loss=1.3264, top1-acc=71.91%, top5-acc=91.80%, remaining_time=0:00:01.436670, arrival_time=2021-04-10 04:09:34.484065, cost_time=0:00:00.478893 2021-04-10 04:09:33,401 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=0.21ms, fps=7231 images/s, loss=1.2972, top1-acc=72.54%, top5-acc=91.91%, remaining_time=0:00:00.833260, arrival_time=2021-04-10 04:09:34.235012, cost_time=0:00:00.833257 2021-04-10 04:09:33,757 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.82ms, fps=7214 images/s, loss=1.2897, top1-acc=72.53%, top5-acc=91.90%, remaining_time=0:00:00.396160, arrival_time=2021-04-10 04:09:34.153180, cost_time=0:00:01.188467 2021-04-10 04:09:34,089 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.08ms, fps=6981 images/s, loss=1.3402, top1-acc=72.44%, top5-acc=91.87%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:34.089762, cost_time=0:00:01.521282 2021-04-10 04:09:34,196 INFO : Epoch=0189 complete, best val top1-acc=72.61%, top5-acc=91.94% (epoch=185), remaining_time=0:06:57.047257, arrival_time=2021-04-10 04:16:31.243824, cost_time=1:59:25.630122 2021-04-10 04:09:34,197 INFO : Train start, epoch=0190, lr=0.000745 2021-04-10 04:09:36,182 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.40ms, fps=1290 images/s, loss=0.0302, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:36.913374, arrival_time=2021-04-10 04:10:13.095740, cost_time=0:00:01.984593 2021-04-10 04:09:38,006 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.52ms, fps=1404 images/s, loss=0.0300, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:33.519904, arrival_time=2021-04-10 04:10:11.526758, cost_time=0:00:03.809072 2021-04-10 04:09:39,831 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.48ms, fps=1403 images/s, loss=0.0300, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:31.173804, arrival_time=2021-04-10 04:10:11.005332, cost_time=0:00:05.633825 2021-04-10 04:09:41,665 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.50ms, fps=1397 images/s, loss=0.0313, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:29.122548, arrival_time=2021-04-10 04:10:10.787648, cost_time=0:00:07.467316 2021-04-10 04:09:43,485 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.39ms, fps=1407 images/s, loss=0.0302, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:27.119062, arrival_time=2021-04-10 04:10:10.604125, cost_time=0:00:09.287367 2021-04-10 04:09:45,305 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.27ms, fps=1406 images/s, loss=0.0306, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:25.178496, arrival_time=2021-04-10 04:10:10.484329, cost_time=0:00:11.108134 2021-04-10 04:09:47,141 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.97ms, fps=1395 images/s, loss=0.0304, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:23.298030, arrival_time=2021-04-10 04:10:10.439171, cost_time=0:00:12.943369 2021-04-10 04:09:48,965 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.71ms, fps=1404 images/s, loss=0.0302, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:21.413484, arrival_time=2021-04-10 04:10:10.379165, cost_time=0:00:14.767948 2021-04-10 04:09:50,798 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.98ms, fps=1397 images/s, loss=0.0300, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:19.551912, arrival_time=2021-04-10 04:10:10.350355, cost_time=0:00:16.600694 2021-04-10 04:09:52,625 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.37ms, fps=1402 images/s, loss=0.0298, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:17.690496, arrival_time=2021-04-10 04:10:10.315839, cost_time=0:00:18.427647 2021-04-10 04:09:54,451 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.61ms, fps=1402 images/s, loss=0.0301, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:15.834836, arrival_time=2021-04-10 04:10:10.286440, cost_time=0:00:20.253913 2021-04-10 04:09:56,272 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.33ms, fps=1406 images/s, loss=0.0301, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:13.980960, arrival_time=2021-04-10 04:10:10.253821, cost_time=0:00:22.075165 2021-04-10 04:09:58,096 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.61ms, fps=1404 images/s, loss=0.0304, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:12.133374, arrival_time=2021-04-10 04:10:10.230118, cost_time=0:00:23.899037 2021-04-10 04:09:59,928 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=2.02ms, fps=1398 images/s, loss=0.0302, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:10.292184, arrival_time=2021-04-10 04:10:10.220421, cost_time=0:00:25.730458 2021-04-10 04:10:01,752 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.40ms, fps=1404 images/s, loss=0.0303, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:08.450062, arrival_time=2021-04-10 04:10:10.202357, cost_time=0:00:27.554595 2021-04-10 04:10:03,584 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.55ms, fps=1398 images/s, loss=0.0301, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:06.612048, arrival_time=2021-04-10 04:10:10.196574, cost_time=0:00:29.386803 2021-04-10 04:10:05,412 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.48ms, fps=1401 images/s, loss=0.0301, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:04.774042, arrival_time=2021-04-10 04:10:10.186664, cost_time=0:00:31.214912 2021-04-10 04:10:07,240 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.34ms, fps=1401 images/s, loss=0.0301, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:02.937120, arrival_time=2021-04-10 04:10:10.177389, cost_time=0:00:33.042581 2021-04-10 04:10:09,063 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.37ms, fps=1404 images/s, loss=0.0301, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:01.101030, arrival_time=2021-04-10 04:10:10.164638, cost_time=0:00:34.865909 2021-04-10 04:10:10,044 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.38ms, fps=1387 images/s, loss=0.0301, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:10.044345, cost_time=0:00:35.846667 2021-04-10 04:10:10,515 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=0.19ms, fps=5456 images/s, loss=1.3835, top1-acc=70.35%, top5-acc=91.45%, remaining_time=0:00:01.407480, arrival_time=2021-04-10 04:10:11.922605, cost_time=0:00:00.469164 2021-04-10 04:10:10,870 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.64ms, fps=7217 images/s, loss=1.2795, top1-acc=71.97%, top5-acc=92.09%, remaining_time=0:00:00.824380, arrival_time=2021-04-10 04:10:11.694680, cost_time=0:00:00.824385 2021-04-10 04:10:11,223 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.28ms, fps=7264 images/s, loss=1.2879, top1-acc=72.49%, top5-acc=91.95%, remaining_time=0:00:00.392380, arrival_time=2021-04-10 04:10:11.615421, cost_time=0:00:01.177142 2021-04-10 04:10:11,550 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.05ms, fps=7091 images/s, loss=1.3386, top1-acc=72.44%, top5-acc=91.94%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:11.550518, cost_time=0:00:01.504639 2021-04-10 04:10:11,657 INFO : Epoch=0190 complete, best val top1-acc=72.61%, top5-acc=91.94% (epoch=185), remaining_time=0:06:19.110030, arrival_time=2021-04-10 04:16:30.767067, cost_time=2:00:03.090594 2021-04-10 04:10:11,658 INFO : Train start, epoch=0191, lr=0.000616 2021-04-10 04:10:13,658 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.42ms, fps=1280 images/s, loss=0.0319, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:37.213578, arrival_time=2021-04-10 04:10:50.872507, cost_time=0:00:02.000731 2021-04-10 04:10:15,489 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.32ms, fps=1399 images/s, loss=0.0302, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:33.718784, arrival_time=2021-04-10 04:10:49.208680, cost_time=0:00:03.831690 2021-04-10 04:10:17,315 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.36ms, fps=1403 images/s, loss=0.0304, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:31.301458, arrival_time=2021-04-10 04:10:48.616528, cost_time=0:00:05.656896 2021-04-10 04:10:19,138 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.47ms, fps=1405 images/s, loss=0.0303, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:29.172000, arrival_time=2021-04-10 04:10:48.310167, cost_time=0:00:07.479995 2021-04-10 04:10:20,958 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.36ms, fps=1407 images/s, loss=0.0298, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:27.155562, arrival_time=2021-04-10 04:10:48.113568, cost_time=0:00:09.299830 2021-04-10 04:10:22,794 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.95ms, fps=1394 images/s, loss=0.0309, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:25.242008, arrival_time=2021-04-10 04:10:48.036428, cost_time=0:00:11.136162 2021-04-10 04:10:24,621 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.39ms, fps=1402 images/s, loss=0.0310, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:23.333184, arrival_time=2021-04-10 04:10:47.954244, cost_time=0:00:12.962883 2021-04-10 04:10:26,449 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.47ms, fps=1400 images/s, loss=0.0308, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:21.447820, arrival_time=2021-04-10 04:10:47.897654, cost_time=0:00:14.791600 2021-04-10 04:10:28,280 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.40ms, fps=1399 images/s, loss=0.0307, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:19.577776, arrival_time=2021-04-10 04:10:47.858580, cost_time=0:00:16.622607 2021-04-10 04:10:30,107 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.42ms, fps=1402 images/s, loss=0.0307, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:17.711232, arrival_time=2021-04-10 04:10:47.818635, cost_time=0:00:18.449227 2021-04-10 04:10:31,927 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.45ms, fps=1407 images/s, loss=0.0305, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:15.847048, arrival_time=2021-04-10 04:10:47.774690, cost_time=0:00:20.269470 2021-04-10 04:10:33,746 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.72ms, fps=1408 images/s, loss=0.0306, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:13.989396, arrival_time=2021-04-10 04:10:47.736134, cost_time=0:00:22.088553 2021-04-10 04:10:35,577 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.40ms, fps=1399 images/s, loss=0.0306, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:12.143538, arrival_time=2021-04-10 04:10:47.720855, cost_time=0:00:23.919106 2021-04-10 04:10:37,401 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.42ms, fps=1404 images/s, loss=0.0304, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:10.297392, arrival_time=2021-04-10 04:10:47.699054, cost_time=0:00:25.743485 2021-04-10 04:10:39,237 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.50ms, fps=1395 images/s, loss=0.0302, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:08.457652, arrival_time=2021-04-10 04:10:47.695066, cost_time=0:00:27.579242 2021-04-10 04:10:41,059 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.37ms, fps=1405 images/s, loss=0.0304, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:06.615360, arrival_time=2021-04-10 04:10:47.675250, cost_time=0:00:29.401660 2021-04-10 04:10:42,887 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.37ms, fps=1401 images/s, loss=0.0303, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:04.776200, arrival_time=2021-04-10 04:10:47.663405, cost_time=0:00:31.229030 2021-04-10 04:10:44,707 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.34ms, fps=1406 images/s, loss=0.0300, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:02.937744, arrival_time=2021-04-10 04:10:47.645598, cost_time=0:00:33.049683 2021-04-10 04:10:46,530 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.51ms, fps=1405 images/s, loss=0.0302, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:01.101240, arrival_time=2021-04-10 04:10:47.632094, cost_time=0:00:34.872659 2021-04-10 04:10:47,514 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.22ms, fps=1383 images/s, loss=0.0308, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:47.514506, cost_time=0:00:35.856335 2021-04-10 04:10:47,993 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=0.29ms, fps=5360 images/s, loss=1.2522, top1-acc=73.12%, top5-acc=92.50%, remaining_time=0:00:01.432710, arrival_time=2021-04-10 04:10:49.426378, cost_time=0:00:00.477571 2021-04-10 04:10:48,342 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.37ms, fps=7345 images/s, loss=1.2853, top1-acc=72.34%, top5-acc=92.17%, remaining_time=0:00:00.826440, arrival_time=2021-04-10 04:10:49.168968, cost_time=0:00:00.826441 2021-04-10 04:10:48,697 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=0.20ms, fps=7226 images/s, loss=1.2811, top1-acc=72.47%, top5-acc=92.14%, remaining_time=0:00:00.393680, arrival_time=2021-04-10 04:10:49.090869, cost_time=0:00:01.181032 2021-04-10 04:10:49,029 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.08ms, fps=6991 images/s, loss=1.2906, top1-acc=72.29%, top5-acc=91.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:49.029491, cost_time=0:00:01.513420 2021-04-10 04:10:49,135 INFO : Epoch=0191 complete, best val top1-acc=72.61%, top5-acc=91.94% (epoch=185), remaining_time=0:05:41.178615, arrival_time=2021-04-10 04:16:30.313556, cost_time=2:00:40.568470 2021-04-10 04:10:49,136 INFO : Train start, epoch=0192, lr=0.000499 2021-04-10 04:10:51,140 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.39ms, fps=1278 images/s, loss=0.0297, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:37.271424, arrival_time=2021-04-10 04:11:28.412091, cost_time=0:00:02.003838 2021-04-10 04:10:52,966 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.35ms, fps=1402 images/s, loss=0.0293, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:33.701888, arrival_time=2021-04-10 04:11:26.668464, cost_time=0:00:03.829763 2021-04-10 04:10:54,791 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.35ms, fps=1403 images/s, loss=0.0280, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:31.286684, arrival_time=2021-04-10 04:11:26.077790, cost_time=0:00:05.654230 2021-04-10 04:10:56,620 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.36ms, fps=1400 images/s, loss=0.0277, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:29.184792, arrival_time=2021-04-10 04:11:25.804978, cost_time=0:00:07.483289 2021-04-10 04:10:58,444 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.33ms, fps=1404 images/s, loss=0.0287, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:27.177608, arrival_time=2021-04-10 04:11:25.621818, cost_time=0:00:09.307387 2021-04-10 04:11:00,272 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.31ms, fps=1401 images/s, loss=0.0281, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:25.240512, arrival_time=2021-04-10 04:11:25.512844, cost_time=0:00:11.135506 2021-04-10 04:11:02,103 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.78ms, fps=1398 images/s, loss=0.0280, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:23.339862, arrival_time=2021-04-10 04:11:25.443290, cost_time=0:00:12.966561 2021-04-10 04:11:03,932 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.43ms, fps=1400 images/s, loss=0.0282, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:21.454084, arrival_time=2021-04-10 04:11:25.386823, cost_time=0:00:14.795923 2021-04-10 04:11:05,754 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.40ms, fps=1406 images/s, loss=0.0283, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:19.571416, arrival_time=2021-04-10 04:11:25.325489, cost_time=0:00:16.617250 2021-04-10 04:11:07,582 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.80ms, fps=1401 images/s, loss=0.0284, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:17.707584, arrival_time=2021-04-10 04:11:25.289847, cost_time=0:00:18.445396 2021-04-10 04:11:09,413 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.45ms, fps=1399 images/s, loss=0.0286, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:15.852466, arrival_time=2021-04-10 04:11:25.265670, cost_time=0:00:20.276390 2021-04-10 04:11:11,234 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.40ms, fps=1406 images/s, loss=0.0289, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:13.994944, arrival_time=2021-04-10 04:11:25.229031, cost_time=0:00:22.097274 2021-04-10 04:11:13,059 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.42ms, fps=1402 images/s, loss=0.0288, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:12.145584, arrival_time=2021-04-10 04:11:25.205531, cost_time=0:00:23.923133 2021-04-10 04:11:14,883 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.45ms, fps=1404 images/s, loss=0.0290, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:10.298568, arrival_time=2021-04-10 04:11:25.181768, cost_time=0:00:25.746376 2021-04-10 04:11:16,713 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.46ms, fps=1399 images/s, loss=0.0291, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:08.456732, arrival_time=2021-04-10 04:11:25.169992, cost_time=0:00:27.576361 2021-04-10 04:11:18,533 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.51ms, fps=1407 images/s, loss=0.0292, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:06.614172, arrival_time=2021-04-10 04:11:25.147322, cost_time=0:00:29.396329 2021-04-10 04:11:20,354 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.48ms, fps=1406 images/s, loss=0.0291, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:04.774510, arrival_time=2021-04-10 04:11:25.129201, cost_time=0:00:31.217882 2021-04-10 04:11:22,186 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=2.08ms, fps=1398 images/s, loss=0.0292, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:02.937760, arrival_time=2021-04-10 04:11:25.124505, cost_time=0:00:33.049844 2021-04-10 04:11:24,011 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.20ms, fps=1404 images/s, loss=0.0291, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:01.101294, arrival_time=2021-04-10 04:11:25.112482, cost_time=0:00:34.874381 2021-04-10 04:11:24,993 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.21ms, fps=1386 images/s, loss=0.0292, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:24.993074, cost_time=0:00:35.856259 2021-04-10 04:11:25,469 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=0.47ms, fps=5387 images/s, loss=1.3202, top1-acc=72.23%, top5-acc=92.03%, remaining_time=0:00:01.425570, arrival_time=2021-04-10 04:11:26.895426, cost_time=0:00:00.475188 2021-04-10 04:11:25,832 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.76ms, fps=7063 images/s, loss=1.3148, top1-acc=72.03%, top5-acc=92.05%, remaining_time=0:00:00.838020, arrival_time=2021-04-10 04:11:26.670697, cost_time=0:00:00.838011 2021-04-10 04:11:26,184 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.48ms, fps=7292 images/s, loss=1.3000, top1-acc=72.33%, top5-acc=91.93%, remaining_time=0:00:00.396470, arrival_time=2021-04-10 04:11:26.580564, cost_time=0:00:01.189411 2021-04-10 04:11:26,514 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.06ms, fps=7022 images/s, loss=1.2946, top1-acc=72.47%, top5-acc=91.88%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:26.514825, cost_time=0:00:01.520188 2021-04-10 04:11:26,622 INFO : Epoch=0192 complete, best val top1-acc=72.61%, top5-acc=91.94% (epoch=185), remaining_time=0:05:03.252328, arrival_time=2021-04-10 04:16:29.874654, cost_time=2:01:18.055888 2021-04-10 04:11:26,623 INFO : Train start, epoch=0193, lr=0.000394 2021-04-10 04:11:28,629 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.47ms, fps=1276 images/s, loss=0.0295, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:37.311600, arrival_time=2021-04-10 04:12:05.941113, cost_time=0:00:02.005999 2021-04-10 04:11:30,455 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.39ms, fps=1402 images/s, loss=0.0292, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:33.719488, arrival_time=2021-04-10 04:12:04.174753, cost_time=0:00:03.831755 2021-04-10 04:11:32,280 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.63ms, fps=1403 images/s, loss=0.0290, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:31.299466, arrival_time=2021-04-10 04:12:03.579678, cost_time=0:00:05.656536 2021-04-10 04:11:34,109 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.60ms, fps=1400 images/s, loss=0.0290, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:29.196024, arrival_time=2021-04-10 04:12:03.305821, cost_time=0:00:07.486150 2021-04-10 04:11:35,938 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=2.21ms, fps=1400 images/s, loss=0.0286, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:27.200822, arrival_time=2021-04-10 04:12:03.139652, cost_time=0:00:09.315330 2021-04-10 04:11:37,765 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.43ms, fps=1402 images/s, loss=0.0288, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:25.253976, arrival_time=2021-04-10 04:12:03.019024, cost_time=0:00:11.141448 2021-04-10 04:11:39,588 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.50ms, fps=1405 images/s, loss=0.0287, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:23.336334, arrival_time=2021-04-10 04:12:02.924486, cost_time=0:00:12.964642 2021-04-10 04:11:41,412 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.47ms, fps=1404 images/s, loss=0.0288, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:21.443876, arrival_time=2021-04-10 04:12:02.856234, cost_time=0:00:14.788843 2021-04-10 04:11:43,232 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.42ms, fps=1407 images/s, loss=0.0288, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:19.561876, arrival_time=2021-04-10 04:12:02.794678, cost_time=0:00:16.609107 2021-04-10 04:11:45,061 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=2.01ms, fps=1401 images/s, loss=0.0288, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:17.700096, arrival_time=2021-04-10 04:12:02.761224, cost_time=0:00:18.437577 2021-04-10 04:11:46,880 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.41ms, fps=1407 images/s, loss=0.0288, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:15.837416, arrival_time=2021-04-10 04:12:02.718052, cost_time=0:00:20.257145 2021-04-10 04:11:48,700 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.29ms, fps=1407 images/s, loss=0.0292, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:13.981796, arrival_time=2021-04-10 04:12:02.681840, cost_time=0:00:22.076541 2021-04-10 04:11:50,525 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.59ms, fps=1403 images/s, loss=0.0289, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:12.134826, arrival_time=2021-04-10 04:12:02.660284, cost_time=0:00:23.901948 2021-04-10 04:11:52,370 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.42ms, fps=1388 images/s, loss=0.0289, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:10.298680, arrival_time=2021-04-10 04:12:02.669158, cost_time=0:00:25.746733 2021-04-10 04:11:54,197 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.55ms, fps=1402 images/s, loss=0.0288, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:08.455950, arrival_time=2021-04-10 04:12:02.653243, cost_time=0:00:27.573764 2021-04-10 04:11:56,022 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=2.75ms, fps=1403 images/s, loss=0.0288, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:06.614820, arrival_time=2021-04-10 04:12:02.637565, cost_time=0:00:29.399162 2021-04-10 04:11:57,851 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.58ms, fps=1400 images/s, loss=0.0290, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:04.776070, arrival_time=2021-04-10 04:12:02.627813, cost_time=0:00:31.228171 2021-04-10 04:11:59,682 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.53ms, fps=1399 images/s, loss=0.0289, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:02.938560, arrival_time=2021-04-10 04:12:02.620891, cost_time=0:00:33.058813 2021-04-10 04:12:01,503 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.24ms, fps=1406 images/s, loss=0.0290, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:01.101474, arrival_time=2021-04-10 04:12:02.604936, cost_time=0:00:34.879967 2021-04-10 04:12:02,486 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.60ms, fps=1385 images/s, loss=0.0295, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:02.485980, cost_time=0:00:35.862406 2021-04-10 04:12:02,911 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=1.51ms, fps=6035 images/s, loss=1.2427, top1-acc=73.48%, top5-acc=92.77%, remaining_time=0:00:01.272480, arrival_time=2021-04-10 04:12:04.184272, cost_time=0:00:00.424161 2021-04-10 04:12:03,263 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.44ms, fps=7291 images/s, loss=1.2556, top1-acc=73.42%, top5-acc=92.34%, remaining_time=0:00:00.775600, arrival_time=2021-04-10 04:12:04.038837, cost_time=0:00:00.775602 2021-04-10 04:12:03,615 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.35ms, fps=7281 images/s, loss=1.2744, top1-acc=72.89%, top5-acc=92.17%, remaining_time=0:00:00.375870, arrival_time=2021-04-10 04:12:03.991108, cost_time=0:00:01.127611 2021-04-10 04:12:03,957 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.09ms, fps=6784 images/s, loss=1.3086, top1-acc=72.63%, top5-acc=91.94%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:03.957553, cost_time=0:00:01.469900 2021-04-10 04:12:04,132 INFO : Epoch=0193 complete, best val top1-acc=72.63%, top5-acc=91.94% (epoch=193), remaining_time=0:04:25.331402, arrival_time=2021-04-10 04:16:29.463736, cost_time=2:01:55.565877 2021-04-10 04:12:04,133 INFO : Train start, epoch=0194, lr=0.000302 2021-04-10 04:12:06,152 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.60ms, fps=1268 images/s, loss=0.0288, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:37.556004, arrival_time=2021-04-10 04:12:43.708747, cost_time=0:00:02.019145 2021-04-10 04:12:07,977 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.45ms, fps=1403 images/s, loss=0.0262, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:33.828432, arrival_time=2021-04-10 04:12:41.806185, cost_time=0:00:03.844143 2021-04-10 04:12:09,799 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.70ms, fps=1406 images/s, loss=0.0276, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:31.347440, arrival_time=2021-04-10 04:12:41.146401, cost_time=0:00:05.665202 2021-04-10 04:12:11,627 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=2.13ms, fps=1401 images/s, loss=0.0273, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:29.224728, arrival_time=2021-04-10 04:12:40.851930, cost_time=0:00:07.493514 2021-04-10 04:12:13,447 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.32ms, fps=1407 images/s, loss=0.0286, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:27.197610, arrival_time=2021-04-10 04:12:40.645457, cost_time=0:00:09.314232 2021-04-10 04:12:15,269 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.44ms, fps=1406 images/s, loss=0.0286, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:25.239968, arrival_time=2021-04-10 04:12:40.508927, cost_time=0:00:11.135275 2021-04-10 04:12:17,095 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.36ms, fps=1402 images/s, loss=0.0281, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:23.331420, arrival_time=2021-04-10 04:12:40.426990, cost_time=0:00:12.961899 2021-04-10 04:12:18,936 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.66ms, fps=1391 images/s, loss=0.0283, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:21.464060, arrival_time=2021-04-10 04:12:40.400505, cost_time=0:00:14.802806 2021-04-10 04:12:20,784 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=3.66ms, fps=1386 images/s, loss=0.0285, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:19.610530, arrival_time=2021-04-10 04:12:40.394641, cost_time=0:00:16.650413 2021-04-10 04:12:22,617 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.37ms, fps=1397 images/s, loss=0.0287, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:17.744064, arrival_time=2021-04-10 04:12:40.361159, cost_time=0:00:18.483414 2021-04-10 04:12:24,439 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.48ms, fps=1406 images/s, loss=0.0284, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:15.874998, arrival_time=2021-04-10 04:12:40.314044, cost_time=0:00:20.305251 2021-04-10 04:12:26,266 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.34ms, fps=1401 images/s, loss=0.0284, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:14.017440, arrival_time=2021-04-10 04:12:40.283849, cost_time=0:00:22.132789 2021-04-10 04:12:28,093 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.99ms, fps=1402 images/s, loss=0.0281, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:12.164196, arrival_time=2021-04-10 04:12:40.257575, cost_time=0:00:23.959790 2021-04-10 04:12:29,920 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.63ms, fps=1401 images/s, loss=0.0278, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:10.314920, arrival_time=2021-04-10 04:12:40.235865, cost_time=0:00:25.787348 2021-04-10 04:12:31,753 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.56ms, fps=1397 images/s, loss=0.0278, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:08.470210, arrival_time=2021-04-10 04:12:40.224056, cost_time=0:00:27.620176 2021-04-10 04:12:33,586 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.60ms, fps=1398 images/s, loss=0.0276, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:06.626772, arrival_time=2021-04-10 04:12:40.212755, cost_time=0:00:29.452369 2021-04-10 04:12:35,419 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.41ms, fps=1397 images/s, loss=0.0277, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:04.784884, arrival_time=2021-04-10 04:12:40.204194, cost_time=0:00:31.285701 2021-04-10 04:12:37,242 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.31ms, fps=1404 images/s, loss=0.0278, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:02.943040, arrival_time=2021-04-10 04:12:40.185774, cost_time=0:00:33.109130 2021-04-10 04:12:39,069 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.26ms, fps=1401 images/s, loss=0.0278, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:01.103250, arrival_time=2021-04-10 04:12:40.173077, cost_time=0:00:34.936176 2021-04-10 04:12:40,058 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.23ms, fps=1376 images/s, loss=0.0281, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:40.058419, cost_time=0:00:35.924821 2021-04-10 04:12:40,513 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=6.10ms, fps=5642 images/s, loss=1.2879, top1-acc=72.38%, top5-acc=91.99%, remaining_time=0:00:01.361160, arrival_time=2021-04-10 04:12:41.874851, cost_time=0:00:00.453718 2021-04-10 04:12:40,868 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.34ms, fps=7229 images/s, loss=1.2834, top1-acc=72.38%, top5-acc=92.19%, remaining_time=0:00:00.808360, arrival_time=2021-04-10 04:12:41.676637, cost_time=0:00:00.808361 2021-04-10 04:12:41,220 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.27ms, fps=7281 images/s, loss=1.2860, top1-acc=72.43%, top5-acc=91.95%, remaining_time=0:00:00.386770, arrival_time=2021-04-10 04:12:41.607003, cost_time=0:00:01.160311 2021-04-10 04:12:41,550 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.07ms, fps=7030 images/s, loss=1.2922, top1-acc=72.39%, top5-acc=91.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:41.550572, cost_time=0:00:01.490666 2021-04-10 04:12:41,673 INFO : Epoch=0194 complete, best val top1-acc=72.63%, top5-acc=91.94% (epoch=193), remaining_time=0:03:47.415666, arrival_time=2021-04-10 04:16:29.088719, cost_time=2:02:33.106619 2021-04-10 04:12:41,674 INFO : Train start, epoch=0195, lr=0.000222 2021-04-10 04:12:43,677 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.56ms, fps=1278 images/s, loss=0.0295, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:37.263240, arrival_time=2021-04-10 04:13:20.940879, cost_time=0:00:02.003403 2021-04-10 04:12:45,503 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.56ms, fps=1403 images/s, loss=0.0293, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:33.695552, arrival_time=2021-04-10 04:13:19.198824, cost_time=0:00:03.829045 2021-04-10 04:12:47,332 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.38ms, fps=1400 images/s, loss=0.0289, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:31.308928, arrival_time=2021-04-10 04:13:18.641574, cost_time=0:00:05.658235 2021-04-10 04:12:49,156 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=2.65ms, fps=1404 images/s, loss=0.0295, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:29.180112, arrival_time=2021-04-10 04:13:18.336503, cost_time=0:00:07.482063 2021-04-10 04:12:50,980 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.61ms, fps=1404 images/s, loss=0.0294, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:27.174104, arrival_time=2021-04-10 04:13:18.154559, cost_time=0:00:09.306214 2021-04-10 04:12:52,803 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.79ms, fps=1405 images/s, loss=0.0294, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:25.225824, arrival_time=2021-04-10 04:13:18.029197, cost_time=0:00:11.129051 2021-04-10 04:12:54,631 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.32ms, fps=1401 images/s, loss=0.0293, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:23.322726, arrival_time=2021-04-10 04:13:17.954005, cost_time=0:00:12.957038 2021-04-10 04:12:56,453 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.53ms, fps=1405 images/s, loss=0.0295, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:21.429956, arrival_time=2021-04-10 04:13:17.883504, cost_time=0:00:14.779314 2021-04-10 04:12:58,274 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=2.02ms, fps=1406 images/s, loss=0.0298, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:19.551488, arrival_time=2021-04-10 04:13:17.826144, cost_time=0:00:16.600336 2021-04-10 04:13:00,100 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.83ms, fps=1403 images/s, loss=0.0298, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:17.689056, arrival_time=2021-04-10 04:13:17.789394, cost_time=0:00:18.426089 2021-04-10 04:13:01,932 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=4.08ms, fps=1397 images/s, loss=0.0296, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:15.838448, arrival_time=2021-04-10 04:13:17.771121, cost_time=0:00:20.258446 2021-04-10 04:13:03,754 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.76ms, fps=1405 images/s, loss=0.0298, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:13.984304, arrival_time=2021-04-10 04:13:17.739089, cost_time=0:00:22.080488 2021-04-10 04:13:05,585 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.36ms, fps=1399 images/s, loss=0.0297, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:12.139512, arrival_time=2021-04-10 04:13:17.725067, cost_time=0:00:23.911118 2021-04-10 04:13:07,409 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=2.08ms, fps=1405 images/s, loss=0.0293, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:10.293864, arrival_time=2021-04-10 04:13:17.702798, cost_time=0:00:25.734606 2021-04-10 04:13:09,230 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.33ms, fps=1406 images/s, loss=0.0293, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:08.450430, arrival_time=2021-04-10 04:13:17.680402, cost_time=0:00:27.555721 2021-04-10 04:13:11,058 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.54ms, fps=1401 images/s, loss=0.0291, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:06.611400, arrival_time=2021-04-10 04:13:17.669663, cost_time=0:00:29.383936 2021-04-10 04:13:12,893 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.0290, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:04.774744, arrival_time=2021-04-10 04:13:17.668506, cost_time=0:00:31.219449 2021-04-10 04:13:14,728 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.76ms, fps=1396 images/s, loss=0.0290, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:02.938144, arrival_time=2021-04-10 04:13:17.666769, cost_time=0:00:33.054184 2021-04-10 04:13:16,553 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.35ms, fps=1404 images/s, loss=0.0291, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:01.101444, arrival_time=2021-04-10 04:13:17.654754, cost_time=0:00:34.879058 2021-04-10 04:13:17,534 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.43ms, fps=1387 images/s, loss=0.0292, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:17.534330, cost_time=0:00:35.860103 2021-04-10 04:13:17,973 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=0.39ms, fps=5856 images/s, loss=1.2467, top1-acc=72.77%, top5-acc=92.50%, remaining_time=0:00:01.311450, arrival_time=2021-04-10 04:13:19.284694, cost_time=0:00:00.437150 2021-04-10 04:13:18,325 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.45ms, fps=7284 images/s, loss=1.2939, top1-acc=72.21%, top5-acc=91.86%, remaining_time=0:00:00.789120, arrival_time=2021-04-10 04:13:19.114262, cost_time=0:00:00.789110 2021-04-10 04:13:18,680 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.72ms, fps=7218 images/s, loss=1.2950, top1-acc=72.36%, top5-acc=91.90%, remaining_time=0:00:00.381370, arrival_time=2021-04-10 04:13:19.061561, cost_time=0:00:01.144106 2021-04-10 04:13:19,010 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.07ms, fps=7044 images/s, loss=1.2765, top1-acc=72.51%, top5-acc=91.94%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:19.010009, cost_time=0:00:01.473983 2021-04-10 04:13:19,091 INFO : Epoch=0195 complete, best val top1-acc=72.63%, top5-acc=91.94% (epoch=193), remaining_time=0:03:09.500630, arrival_time=2021-04-10 04:16:28.591603, cost_time=2:03:10.524544 2021-04-10 04:13:19,091 INFO : Train start, epoch=0196, lr=0.000154 2021-04-10 04:13:21,100 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=2.02ms, fps=1274 images/s, loss=0.0279, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:37.362192, arrival_time=2021-04-10 04:13:58.463008, cost_time=0:00:02.008722 2021-04-10 04:13:22,931 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.30ms, fps=1399 images/s, loss=0.0280, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:33.785312, arrival_time=2021-04-10 04:13:56.716646, cost_time=0:00:03.839233 2021-04-10 04:13:24,753 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.42ms, fps=1406 images/s, loss=0.0289, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:31.323702, arrival_time=2021-04-10 04:13:56.076704, cost_time=0:00:05.660898 2021-04-10 04:13:26,580 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.87ms, fps=1402 images/s, loss=0.0294, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:29.201484, arrival_time=2021-04-10 04:13:55.781418, cost_time=0:00:07.487572 2021-04-10 04:13:28,412 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.61ms, fps=1397 images/s, loss=0.0290, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:27.216736, arrival_time=2021-04-10 04:13:55.629634, cost_time=0:00:09.320790 2021-04-10 04:13:30,234 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.48ms, fps=1406 images/s, loss=0.0283, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:25.256288, arrival_time=2021-04-10 04:13:55.490918, cost_time=0:00:11.142507 2021-04-10 04:13:32,056 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.37ms, fps=1405 images/s, loss=0.0282, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:23.336334, arrival_time=2021-04-10 04:13:55.393071, cost_time=0:00:12.964640 2021-04-10 04:13:33,884 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.44ms, fps=1401 images/s, loss=0.0283, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:21.449212, arrival_time=2021-04-10 04:13:55.333871, cost_time=0:00:14.792560 2021-04-10 04:13:35,710 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.34ms, fps=1403 images/s, loss=0.0285, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:19.572264, arrival_time=2021-04-10 04:13:55.282304, cost_time=0:00:16.617957 2021-04-10 04:13:37,536 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.40ms, fps=1402 images/s, loss=0.0284, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:17.706144, arrival_time=2021-04-10 04:13:55.242162, cost_time=0:00:18.443926 2021-04-10 04:13:39,357 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.37ms, fps=1406 images/s, loss=0.0283, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:15.843780, arrival_time=2021-04-10 04:13:55.201134, cost_time=0:00:20.265271 2021-04-10 04:13:41,195 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.37ms, fps=1393 images/s, loss=0.0282, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:13.998896, arrival_time=2021-04-10 04:13:55.194561, cost_time=0:00:22.103496 2021-04-10 04:13:43,025 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.37ms, fps=1399 images/s, loss=0.0283, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:12.151062, arrival_time=2021-04-10 04:13:55.177012, cost_time=0:00:23.933851 2021-04-10 04:13:44,917 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.39ms, fps=1354 images/s, loss=0.0278, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:10.330208, arrival_time=2021-04-10 04:13:55.247791, cost_time=0:00:25.825468 2021-04-10 04:13:46,743 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.73ms, fps=1403 images/s, loss=0.0278, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:08.479640, arrival_time=2021-04-10 04:13:55.222719, cost_time=0:00:27.650986 2021-04-10 04:13:48,565 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.43ms, fps=1405 images/s, loss=0.0277, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:06.631380, arrival_time=2021-04-10 04:13:55.196339, cost_time=0:00:29.472858 2021-04-10 04:13:50,391 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.58ms, fps=1402 images/s, loss=0.0277, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:04.786938, arrival_time=2021-04-10 04:13:55.178266, cost_time=0:00:31.299225 2021-04-10 04:13:52,212 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.43ms, fps=1406 images/s, loss=0.0278, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:02.944016, arrival_time=2021-04-10 04:13:55.156377, cost_time=0:00:33.120259 2021-04-10 04:13:54,040 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.42ms, fps=1401 images/s, loss=0.0276, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:01.103634, arrival_time=2021-04-10 04:13:55.144194, cost_time=0:00:34.948447 2021-04-10 04:13:55,026 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.36ms, fps=1380 images/s, loss=0.0278, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:55.026583, cost_time=0:00:35.934495 2021-04-10 04:13:55,455 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.41ms, fps=5983 images/s, loss=1.3062, top1-acc=72.50%, top5-acc=91.76%, remaining_time=0:00:01.283520, arrival_time=2021-04-10 04:13:56.739432, cost_time=0:00:00.427845 2021-04-10 04:13:55,816 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=2.31ms, fps=7117 images/s, loss=1.2675, top1-acc=72.93%, top5-acc=92.32%, remaining_time=0:00:00.788220, arrival_time=2021-04-10 04:13:56.604477, cost_time=0:00:00.788225 2021-04-10 04:13:56,170 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.35ms, fps=7241 images/s, loss=1.3047, top1-acc=72.16%, top5-acc=91.93%, remaining_time=0:00:00.380700, arrival_time=2021-04-10 04:13:56.550834, cost_time=0:00:01.142103 2021-04-10 04:13:56,500 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.07ms, fps=7040 images/s, loss=1.2806, top1-acc=72.50%, top5-acc=92.04%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:56.500001, cost_time=0:00:01.471984 2021-04-10 04:13:56,610 INFO : Epoch=0196 complete, best val top1-acc=72.63%, top5-acc=91.94% (epoch=193), remaining_time=0:02:31.592732, arrival_time=2021-04-10 04:16:28.203131, cost_time=2:03:48.043960 2021-04-10 04:13:56,611 INFO : Train start, epoch=0197, lr=0.000099 2021-04-10 04:13:58,636 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.31ms, fps=1264 images/s, loss=0.0319, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:37.655886, arrival_time=2021-04-10 04:14:36.291954, cost_time=0:00:02.024513 2021-04-10 04:14:00,480 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.57ms, fps=1388 images/s, loss=0.0298, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:34.045616, arrival_time=2021-04-10 04:14:34.525957, cost_time=0:00:03.868813 2021-04-10 04:14:02,308 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.67ms, fps=1401 images/s, loss=0.0292, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:31.519748, arrival_time=2021-04-10 04:14:33.827719, cost_time=0:00:05.696336 2021-04-10 04:14:04,130 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.51ms, fps=1405 images/s, loss=0.0290, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:29.322540, arrival_time=2021-04-10 04:14:33.452759, cost_time=0:00:07.518587 2021-04-10 04:14:05,954 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.45ms, fps=1404 images/s, loss=0.0288, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:27.279954, arrival_time=2021-04-10 04:14:33.233941, cost_time=0:00:09.342437 2021-04-10 04:14:07,777 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.54ms, fps=1405 images/s, loss=0.0293, top1-acc=99.67%, top5-acc=99.99%, remaining_time=0:00:25.308376, arrival_time=2021-04-10 04:14:33.085485, cost_time=0:00:11.165443 2021-04-10 04:14:09,600 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.32ms, fps=1405 images/s, loss=0.0290, top1-acc=99.69%, top5-acc=99.99%, remaining_time=0:00:23.379426, arrival_time=2021-04-10 04:14:32.979604, cost_time=0:00:12.988593 2021-04-10 04:14:11,423 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.50ms, fps=1405 images/s, loss=0.0286, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:21.476704, arrival_time=2021-04-10 04:14:32.899759, cost_time=0:00:14.811508 2021-04-10 04:14:13,250 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.56ms, fps=1402 images/s, loss=0.0290, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:19.596326, arrival_time=2021-04-10 04:14:32.846434, cost_time=0:00:16.638358 2021-04-10 04:14:15,085 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.41ms, fps=1395 images/s, loss=0.0294, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:17.734848, arrival_time=2021-04-10 04:14:32.820261, cost_time=0:00:18.473758 2021-04-10 04:14:16,910 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.71ms, fps=1403 images/s, loss=0.0293, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:15.870440, arrival_time=2021-04-10 04:14:32.781395, cost_time=0:00:20.299414 2021-04-10 04:14:18,742 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.40ms, fps=1398 images/s, loss=0.0293, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:14.016148, arrival_time=2021-04-10 04:14:32.758608, cost_time=0:00:22.130815 2021-04-10 04:14:20,567 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.39ms, fps=1403 images/s, loss=0.0292, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:12.162282, arrival_time=2021-04-10 04:14:32.729867, cost_time=0:00:23.955955 2021-04-10 04:14:22,388 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.54ms, fps=1407 images/s, loss=0.0291, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:10.310496, arrival_time=2021-04-10 04:14:32.698464, cost_time=0:00:25.776231 2021-04-10 04:14:24,217 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.41ms, fps=1399 images/s, loss=0.0290, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:08.465932, arrival_time=2021-04-10 04:14:32.683864, cost_time=0:00:27.606370 2021-04-10 04:14:26,050 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.36ms, fps=1397 images/s, loss=0.0290, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:06.623712, arrival_time=2021-04-10 04:14:32.673974, cost_time=0:00:29.438712 2021-04-10 04:14:27,871 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.47ms, fps=1406 images/s, loss=0.0288, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:04.780958, arrival_time=2021-04-10 04:14:32.652541, cost_time=0:00:31.260028 2021-04-10 04:14:29,697 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.51ms, fps=1402 images/s, loss=0.0286, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:02.940960, arrival_time=2021-04-10 04:14:32.638424, cost_time=0:00:33.085827 2021-04-10 04:14:31,521 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.22ms, fps=1404 images/s, loss=0.0286, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:01.102416, arrival_time=2021-04-10 04:14:32.623877, cost_time=0:00:34.909894 2021-04-10 04:14:32,501 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.20ms, fps=1388 images/s, loss=0.0287, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:32.501436, cost_time=0:00:35.889891 2021-04-10 04:14:32,940 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=0.19ms, fps=5857 images/s, loss=1.2953, top1-acc=71.09%, top5-acc=92.03%, remaining_time=0:00:01.311300, arrival_time=2021-04-10 04:14:34.251368, cost_time=0:00:00.437105 2021-04-10 04:14:33,293 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.35ms, fps=7247 images/s, loss=1.3348, top1-acc=71.07%, top5-acc=91.80%, remaining_time=0:00:00.790660, arrival_time=2021-04-10 04:14:34.084306, cost_time=0:00:00.790661 2021-04-10 04:14:33,645 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.40ms, fps=7285 images/s, loss=1.3146, top1-acc=71.58%, top5-acc=91.91%, remaining_time=0:00:00.380810, arrival_time=2021-04-10 04:14:34.026228, cost_time=0:00:01.142434 2021-04-10 04:14:33,974 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.08ms, fps=7049 images/s, loss=1.2966, top1-acc=72.31%, top5-acc=92.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:33.974890, cost_time=0:00:01.471928 2021-04-10 04:14:34,049 INFO : Epoch=0197 complete, best val top1-acc=72.63%, top5-acc=91.94% (epoch=193), remaining_time=0:01:53.687559, arrival_time=2021-04-10 04:16:27.737098, cost_time=2:04:25.483111 2021-04-10 04:14:34,050 INFO : Train start, epoch=0198, lr=0.000056 2021-04-10 04:14:36,040 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.44ms, fps=1287 images/s, loss=0.0337, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:37.006002, arrival_time=2021-04-10 04:15:13.046263, cost_time=0:00:01.989574 2021-04-10 04:14:37,880 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.33ms, fps=1391 images/s, loss=0.0297, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:33.705408, arrival_time=2021-04-10 04:15:11.586267, cost_time=0:00:03.830158 2021-04-10 04:14:39,711 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.70ms, fps=1399 images/s, loss=0.0298, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:31.319386, arrival_time=2021-04-10 04:15:11.030297, cost_time=0:00:05.660132 2021-04-10 04:14:41,542 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.53ms, fps=1398 images/s, loss=0.0295, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:29.218332, arrival_time=2021-04-10 04:15:10.761040, cost_time=0:00:07.491891 2021-04-10 04:14:43,379 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=10.71ms, fps=1394 images/s, loss=0.0292, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:27.239658, arrival_time=2021-04-10 04:15:10.619075, cost_time=0:00:09.328648 2021-04-10 04:14:45,201 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.52ms, fps=1406 images/s, loss=0.0287, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:25.274648, arrival_time=2021-04-10 04:15:10.476068, cost_time=0:00:11.150573 2021-04-10 04:14:47,035 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.58ms, fps=1396 images/s, loss=0.0282, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:23.372244, arrival_time=2021-04-10 04:15:10.407522, cost_time=0:00:12.984583 2021-04-10 04:14:48,862 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.61ms, fps=1401 images/s, loss=0.0280, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:21.477400, arrival_time=2021-04-10 04:15:10.340166, cost_time=0:00:14.811997 2021-04-10 04:14:50,698 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=2.56ms, fps=1395 images/s, loss=0.0282, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:19.607668, arrival_time=2021-04-10 04:15:10.306440, cost_time=0:00:16.648026 2021-04-10 04:14:52,537 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.61ms, fps=1393 images/s, loss=0.0283, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:17.746464, arrival_time=2021-04-10 04:15:10.283310, cost_time=0:00:18.485853 2021-04-10 04:14:54,362 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.43ms, fps=1403 images/s, loss=0.0286, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:15.880072, arrival_time=2021-04-10 04:15:10.242737, cost_time=0:00:20.311764 2021-04-10 04:14:56,191 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.65ms, fps=1401 images/s, loss=0.0283, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:14.022304, arrival_time=2021-04-10 04:15:10.213522, cost_time=0:00:22.140529 2021-04-10 04:14:58,012 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.38ms, fps=1406 images/s, loss=0.0285, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:12.165054, arrival_time=2021-04-10 04:15:10.177215, cost_time=0:00:23.961408 2021-04-10 04:14:59,832 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.38ms, fps=1407 images/s, loss=0.0285, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:10.312568, arrival_time=2021-04-10 04:15:10.144699, cost_time=0:00:25.781432 2021-04-10 04:15:01,658 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.37ms, fps=1402 images/s, loss=0.0282, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:08.466392, arrival_time=2021-04-10 04:15:10.124823, cost_time=0:00:27.607741 2021-04-10 04:15:03,493 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.76ms, fps=1396 images/s, loss=0.0280, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:06.624540, arrival_time=2021-04-10 04:15:10.117691, cost_time=0:00:29.442333 2021-04-10 04:15:05,328 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.44ms, fps=1396 images/s, loss=0.0281, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:04.783584, arrival_time=2021-04-10 04:15:10.111621, cost_time=0:00:31.277253 2021-04-10 04:15:07,159 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.47ms, fps=1398 images/s, loss=0.0284, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:02.943008, arrival_time=2021-04-10 04:15:10.102692, cost_time=0:00:33.108818 2021-04-10 04:15:08,995 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.21ms, fps=1395 images/s, loss=0.0285, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:01.103526, arrival_time=2021-04-10 04:15:10.099365, cost_time=0:00:34.945065 2021-04-10 04:15:09,977 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.37ms, fps=1387 images/s, loss=0.0286, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:09.977245, cost_time=0:00:35.926479 2021-04-10 04:15:10,418 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=0.34ms, fps=5822 images/s, loss=1.3341, top1-acc=72.27%, top5-acc=92.34%, remaining_time=0:00:01.318980, arrival_time=2021-04-10 04:15:11.737680, cost_time=0:00:00.439660 2021-04-10 04:15:10,775 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=2.64ms, fps=7191 images/s, loss=1.3453, top1-acc=71.87%, top5-acc=91.87%, remaining_time=0:00:00.796200, arrival_time=2021-04-10 04:15:11.571372, cost_time=0:00:00.796202 2021-04-10 04:15:11,131 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.76ms, fps=7195 images/s, loss=1.3019, top1-acc=72.71%, top5-acc=91.90%, remaining_time=0:00:00.384120, arrival_time=2021-04-10 04:15:11.515441, cost_time=0:00:01.152355 2021-04-10 04:15:11,458 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.07ms, fps=7099 images/s, loss=1.2902, top1-acc=72.57%, top5-acc=91.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:11.458440, cost_time=0:00:01.479505 2021-04-10 04:15:11,582 INFO : Epoch=0198 complete, best val top1-acc=72.63%, top5-acc=91.94% (epoch=193), remaining_time=0:01:15.788044, arrival_time=2021-04-10 04:16:27.370943, cost_time=2:05:03.016454 2021-04-10 04:15:11,583 INFO : Train start, epoch=0199, lr=0.000025 2021-04-10 04:15:13,560 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.31ms, fps=1295 images/s, loss=0.0290, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:36.769968, arrival_time=2021-04-10 04:15:50.330901, cost_time=0:00:01.976875 2021-04-10 04:15:15,399 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.40ms, fps=1393 images/s, loss=0.0284, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:33.572000, arrival_time=2021-04-10 04:15:48.971058, cost_time=0:00:03.814999 2021-04-10 04:15:17,227 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.41ms, fps=1401 images/s, loss=0.0282, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:31.225928, arrival_time=2021-04-10 04:15:48.453363, cost_time=0:00:05.643233 2021-04-10 04:15:19,065 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.32ms, fps=1394 images/s, loss=0.0283, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:29.175900, arrival_time=2021-04-10 04:15:48.241071, cost_time=0:00:07.481015 2021-04-10 04:15:20,887 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.34ms, fps=1406 images/s, loss=0.0279, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:27.164322, arrival_time=2021-04-10 04:15:48.051352, cost_time=0:00:09.302874 2021-04-10 04:15:22,713 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.33ms, fps=1402 images/s, loss=0.0282, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:25.226912, arrival_time=2021-04-10 04:15:47.940601, cost_time=0:00:11.129534 2021-04-10 04:15:24,535 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=2.30ms, fps=1406 images/s, loss=0.0280, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:23.312142, arrival_time=2021-04-10 04:15:47.847487, cost_time=0:00:12.951202 2021-04-10 04:15:26,361 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.44ms, fps=1402 images/s, loss=0.0279, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:21.427172, arrival_time=2021-04-10 04:15:47.788661, cost_time=0:00:14.777397 2021-04-10 04:15:28,197 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.41ms, fps=1395 images/s, loss=0.0283, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:19.566646, arrival_time=2021-04-10 04:15:47.764019, cost_time=0:00:16.613181 2021-04-10 04:15:30,030 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.38ms, fps=1397 images/s, loss=0.0283, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:17.707968, arrival_time=2021-04-10 04:15:47.737916, cost_time=0:00:18.445787 2021-04-10 04:15:31,858 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.87ms, fps=1401 images/s, loss=0.0288, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:15.850832, arrival_time=2021-04-10 04:15:47.709354, cost_time=0:00:20.274325 2021-04-10 04:15:33,698 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.63ms, fps=1392 images/s, loss=0.0286, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:14.005736, arrival_time=2021-04-10 04:15:47.704213, cost_time=0:00:22.114318 2021-04-10 04:15:35,524 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.39ms, fps=1403 images/s, loss=0.0283, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:12.154230, arrival_time=2021-04-10 04:15:47.678570, cost_time=0:00:23.940174 2021-04-10 04:15:37,379 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.73ms, fps=1381 images/s, loss=0.0283, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:10.318000, arrival_time=2021-04-10 04:15:47.697367, cost_time=0:00:25.794979 2021-04-10 04:15:39,217 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.75ms, fps=1394 images/s, loss=0.0280, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:08.474028, arrival_time=2021-04-10 04:15:47.691006, cost_time=0:00:27.632774 2021-04-10 04:15:41,054 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.45ms, fps=1394 images/s, loss=0.0282, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:06.630732, arrival_time=2021-04-10 04:15:47.684839, cost_time=0:00:29.469951 2021-04-10 04:15:42,891 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.47ms, fps=1394 images/s, loss=0.0284, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:04.788134, arrival_time=2021-04-10 04:15:47.679298, cost_time=0:00:31.307096 2021-04-10 04:15:44,723 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.46ms, fps=1397 images/s, loss=0.0282, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:02.945728, arrival_time=2021-04-10 04:15:47.669266, cost_time=0:00:33.139370 2021-04-10 04:15:46,581 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.31ms, fps=1378 images/s, loss=0.0282, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:01.105182, arrival_time=2021-04-10 04:15:47.686834, cost_time=0:00:34.997337 2021-04-10 04:15:47,584 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.34ms, fps=1358 images/s, loss=0.0280, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:47.584132, cost_time=0:00:36.000045 2021-04-10 04:15:48,057 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=0.30ms, fps=5425 images/s, loss=1.2728, top1-acc=73.05%, top5-acc=92.42%, remaining_time=0:00:01.415520, arrival_time=2021-04-10 04:15:49.473205, cost_time=0:00:00.471838 2021-04-10 04:15:48,420 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=2.71ms, fps=7057 images/s, loss=1.3016, top1-acc=72.64%, top5-acc=92.36%, remaining_time=0:00:00.834940, arrival_time=2021-04-10 04:15:49.255788, cost_time=0:00:00.834948 2021-04-10 04:15:48,789 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=2.07ms, fps=6947 images/s, loss=1.2929, top1-acc=72.75%, top5-acc=92.20%, remaining_time=0:00:00.401330, arrival_time=2021-04-10 04:15:49.191238, cost_time=0:00:01.203996 2021-04-10 04:15:49,122 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.09ms, fps=6995 images/s, loss=1.2937, top1-acc=72.53%, top5-acc=92.06%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:49.121962, cost_time=0:00:01.536135 2021-04-10 04:15:49,226 INFO : Epoch=0199 complete, best val top1-acc=72.63%, top5-acc=91.94% (epoch=193), remaining_time=0:00:37.892762, arrival_time=2021-04-10 04:16:27.118892, cost_time=2:05:40.659682 2021-04-10 04:15:49,227 INFO : Train start, epoch=0200, lr=0.000006 2021-04-10 04:15:51,208 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.40ms, fps=1292 images/s, loss=0.0248, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:36.858876, arrival_time=2021-04-10 04:16:28.067815, cost_time=0:00:01.981655 2021-04-10 04:15:53,028 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.49ms, fps=1407 images/s, loss=0.0271, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:33.454432, arrival_time=2021-04-10 04:16:26.483359, cost_time=0:00:03.801641 2021-04-10 04:15:54,872 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=2.25ms, fps=1389 images/s, loss=0.0275, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:31.237050, arrival_time=2021-04-10 04:16:26.109779, cost_time=0:00:05.645252 2021-04-10 04:15:56,698 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.53ms, fps=1403 images/s, loss=0.0282, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:29.135808, arrival_time=2021-04-10 04:16:25.833923, cost_time=0:00:07.470723 2021-04-10 04:15:58,530 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.36ms, fps=1398 images/s, loss=0.0285, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:27.165344, arrival_time=2021-04-10 04:16:25.695914, cost_time=0:00:09.303185 2021-04-10 04:16:00,375 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.45ms, fps=1388 images/s, loss=0.0282, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:25.268664, arrival_time=2021-04-10 04:16:25.643998, cost_time=0:00:11.147967 2021-04-10 04:16:02,198 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.34ms, fps=1405 images/s, loss=0.0278, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:23.348052, arrival_time=2021-04-10 04:16:25.546539, cost_time=0:00:12.971132 2021-04-10 04:16:04,018 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.66ms, fps=1407 images/s, loss=0.0281, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:21.447588, arrival_time=2021-04-10 04:16:25.466315, cost_time=0:00:14.791416 2021-04-10 04:16:05,854 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.89ms, fps=1395 images/s, loss=0.0283, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:19.583182, arrival_time=2021-04-10 04:16:25.437823, cost_time=0:00:16.627197 2021-04-10 04:16:07,684 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.47ms, fps=1400 images/s, loss=0.0285, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:17.718624, arrival_time=2021-04-10 04:16:25.402840, cost_time=0:00:18.456939 2021-04-10 04:16:09,504 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.73ms, fps=1407 images/s, loss=0.0288, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:15.853068, arrival_time=2021-04-10 04:16:25.357658, cost_time=0:00:20.277223 2021-04-10 04:16:11,325 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.44ms, fps=1407 images/s, loss=0.0286, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:13.995172, arrival_time=2021-04-10 04:16:25.320121, cost_time=0:00:22.097653 2021-04-10 04:16:13,167 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.60ms, fps=1390 images/s, loss=0.0284, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:12.154164, arrival_time=2021-04-10 04:16:25.321470, cost_time=0:00:23.939991 2021-04-10 04:16:15,001 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.99ms, fps=1396 images/s, loss=0.0281, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:10.309712, arrival_time=2021-04-10 04:16:25.311409, cost_time=0:00:25.774327 2021-04-10 04:16:16,837 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.48ms, fps=1395 images/s, loss=0.0283, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:08.467174, arrival_time=2021-04-10 04:16:25.305000, cost_time=0:00:27.610406 2021-04-10 04:16:18,679 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.47ms, fps=1390 images/s, loss=0.0282, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:06.626808, arrival_time=2021-04-10 04:16:25.306658, cost_time=0:00:29.452490 2021-04-10 04:16:20,525 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=2.09ms, fps=1388 images/s, loss=0.0281, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:04.786756, arrival_time=2021-04-10 04:16:25.312100, cost_time=0:00:31.297971 2021-04-10 04:16:22,344 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.52ms, fps=1408 images/s, loss=0.0280, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:02.943728, arrival_time=2021-04-10 04:16:25.287986, cost_time=0:00:33.116986 2021-04-10 04:16:24,170 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.19ms, fps=1403 images/s, loss=0.0281, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:01.103448, arrival_time=2021-04-10 04:16:25.273379, cost_time=0:00:34.942472 2021-04-10 04:16:25,165 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.79ms, fps=1368 images/s, loss=0.0284, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:16:25.165010, cost_time=0:00:35.937734 2021-04-10 04:16:25,606 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=2.36ms, fps=5830 images/s, loss=1.3261, top1-acc=72.27%, top5-acc=91.76%, remaining_time=0:00:01.317390, arrival_time=2021-04-10 04:16:26.923892, cost_time=0:00:00.439133 2021-04-10 04:16:25,955 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.27ms, fps=7344 images/s, loss=1.2915, top1-acc=72.09%, top5-acc=92.13%, remaining_time=0:00:00.788040, arrival_time=2021-04-10 04:16:26.743442, cost_time=0:00:00.788039 2021-04-10 04:16:26,307 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.39ms, fps=7278 images/s, loss=1.2914, top1-acc=72.36%, top5-acc=92.08%, remaining_time=0:00:00.380030, arrival_time=2021-04-10 04:16:26.687475, cost_time=0:00:01.140084 2021-04-10 04:16:26,640 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.10ms, fps=6977 images/s, loss=1.2976, top1-acc=72.37%, top5-acc=91.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:16:26.640258, cost_time=0:00:01.472878 2021-04-10 04:16:26,737 INFO : Epoch=0200 complete, best val top1-acc=72.63%, top5-acc=91.94% (epoch=193), remaining_time=0:00:00, arrival_time=2021-04-10 04:16:26.737554, cost_time=2:06:18.171116