2021-04-10 02:38:26,929 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 02:38:26,937 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_vgg16_bn'), ('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://127.0.0.1:48925', 'modifications': ['model.name=cifar100_vgg16_bn'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/vgg16_bn'), 'world_size': 1} 2021-04-10 02:38:27,514 INFO : Model details: n_params=15.30M, flops=313.77M. 2021-04-10 02:38:33,967 INFO : Train start, epoch=0001, lr=0.100000 2021-04-10 02:38:36,246 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.64ms, fps=1124 images/s, loss=4.6054, top1-acc=0.86%, top5-acc=5.31%, remaining_time=0:00:42.378984, arrival_time=2021-04-10 02:39:18.625278, cost_time=0:00:02.278435 2021-04-10 02:38:37,552 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.36ms, fps=1962 images/s, loss=4.6051, top1-acc=0.84%, top5-acc=5.31%, remaining_time=0:00:31.541312, arrival_time=2021-04-10 02:39:09.093252, cost_time=0:00:03.584234 2021-04-10 02:38:38,853 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.35ms, fps=1968 images/s, loss=4.6025, top1-acc=0.98%, top5-acc=5.29%, remaining_time=0:00:27.034594, arrival_time=2021-04-10 02:39:05.887987, cost_time=0:00:04.885758 2021-04-10 02:38:40,172 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.83ms, fps=1941 images/s, loss=4.5911, top1-acc=1.06%, top5-acc=5.57%, remaining_time=0:00:24.198252, arrival_time=2021-04-10 02:39:04.370743, cost_time=0:00:06.204670 2021-04-10 02:38:41,478 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.45ms, fps=1962 images/s, loss=4.5773, top1-acc=1.25%, top5-acc=6.11%, remaining_time=0:00:21.930806, arrival_time=2021-04-10 02:39:03.409083, cost_time=0:00:07.510570 2021-04-10 02:38:42,788 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.48ms, fps=1955 images/s, loss=4.5629, top1-acc=1.45%, top5-acc=6.74%, remaining_time=0:00:19.993224, arrival_time=2021-04-10 02:39:02.781484, cost_time=0:00:08.820517 2021-04-10 02:38:44,097 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.93ms, fps=1956 images/s, loss=4.5524, top1-acc=1.45%, top5-acc=6.99%, remaining_time=0:00:18.233838, arrival_time=2021-04-10 02:39:02.331548, cost_time=0:00:10.129929 2021-04-10 02:38:45,394 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.33ms, fps=1975 images/s, loss=4.5421, top1-acc=1.53%, top5-acc=7.40%, remaining_time=0:00:16.569092, arrival_time=2021-04-10 02:39:01.963692, cost_time=0:00:11.426947 2021-04-10 02:38:46,704 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.45ms, fps=1956 images/s, loss=4.5316, top1-acc=1.66%, top5-acc=7.77%, remaining_time=0:00:15.000590, arrival_time=2021-04-10 02:39:01.704701, cost_time=0:00:12.736390 2021-04-10 02:38:48,006 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.66ms, fps=1967 images/s, loss=4.5196, top1-acc=1.76%, top5-acc=8.23%, remaining_time=0:00:13.477152, arrival_time=2021-04-10 02:39:01.483587, cost_time=0:00:14.038661 2021-04-10 02:38:49,309 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.46ms, fps=1966 images/s, loss=4.5052, top1-acc=1.94%, top5-acc=8.77%, remaining_time=0:00:11.994592, arrival_time=2021-04-10 02:39:01.304131, cost_time=0:00:15.341886 2021-04-10 02:38:50,604 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.44ms, fps=1978 images/s, loss=4.4932, top1-acc=2.03%, top5-acc=9.11%, remaining_time=0:00:10.536488, arrival_time=2021-04-10 02:39:01.140750, cost_time=0:00:16.636548 2021-04-10 02:38:51,903 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.44ms, fps=1971 images/s, loss=4.4782, top1-acc=2.11%, top5-acc=9.52%, remaining_time=0:00:09.106086, arrival_time=2021-04-10 02:39:01.009946, cost_time=0:00:17.936225 2021-04-10 02:38:53,209 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.44ms, fps=1962 images/s, loss=4.4626, top1-acc=2.22%, top5-acc=9.95%, remaining_time=0:00:07.696584, arrival_time=2021-04-10 02:39:00.905877, cost_time=0:00:19.241499 2021-04-10 02:38:54,511 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.34ms, fps=1968 images/s, loss=4.4486, top1-acc=2.32%, top5-acc=10.32%, remaining_time=0:00:06.299976, arrival_time=2021-04-10 02:39:00.811066, cost_time=0:00:20.543396 2021-04-10 02:38:55,809 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.63ms, fps=1973 images/s, loss=4.4371, top1-acc=2.41%, top5-acc=10.62%, remaining_time=0:00:04.914360, arrival_time=2021-04-10 02:39:00.723703, cost_time=0:00:21.841599 2021-04-10 02:38:57,109 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.74ms, fps=1970 images/s, loss=4.4263, top1-acc=2.52%, top5-acc=10.97%, remaining_time=0:00:03.539302, arrival_time=2021-04-10 02:39:00.648595, cost_time=0:00:23.141653 2021-04-10 02:38:58,406 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.39ms, fps=1974 images/s, loss=4.4132, top1-acc=2.64%, top5-acc=11.43%, remaining_time=0:00:02.172336, arrival_time=2021-04-10 02:39:00.578876, cost_time=0:00:24.438823 2021-04-10 02:38:59,707 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=2.54ms, fps=1969 images/s, loss=4.4023, top1-acc=2.77%, top5-acc=11.86%, remaining_time=0:00:00.812838, arrival_time=2021-04-10 02:39:00.520426, cost_time=0:00:25.739885 2021-04-10 02:39:00,412 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=2.29ms, fps=1932 images/s, loss=4.3963, top1-acc=2.83%, top5-acc=12.05%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:00.412008, cost_time=0:00:26.444320 2021-04-10 02:39:01,160 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.40ms, fps=3479 images/s, loss=4.1756, top1-acc=4.53%, top5-acc=20.82%, remaining_time=0:00:02.207490, arrival_time=2021-04-10 02:39:03.368052, cost_time=0:00:00.735833 2021-04-10 02:39:01,594 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.37ms, fps=5914 images/s, loss=4.1743, top1-acc=4.75%, top5-acc=20.49%, remaining_time=0:00:01.169760, arrival_time=2021-04-10 02:39:02.764027, cost_time=0:00:01.169756 2021-04-10 02:39:02,035 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=2.02ms, fps=5803 images/s, loss=4.1709, top1-acc=4.77%, top5-acc=20.91%, remaining_time=0:00:00.537090, arrival_time=2021-04-10 02:39:02.572879, cost_time=0:00:01.611283 2021-04-10 02:39:02,428 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.08ms, fps=5916 images/s, loss=4.1756, top1-acc=4.76%, top5-acc=21.07%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:02.428246, cost_time=0:00:02.003774 2021-04-10 02:39:02,868 INFO : Epoch=0001 complete, best val top1-acc=4.76%, top5-acc=21.07% (epoch=1), remaining_time=1:35:51.411037, arrival_time=2021-04-10 04:14:54.279350, cost_time=0:00:28.901563 2021-04-10 02:39:02,869 INFO : Train start, epoch=0002, lr=0.099994 2021-04-10 02:39:04,323 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=4.1405, top1-acc=5.20%, top5-acc=22.19%, remaining_time=0:00:27.050910, arrival_time=2021-04-10 02:39:31.374412, cost_time=0:00:01.454354 2021-04-10 02:39:05,622 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.49ms, fps=1972 images/s, loss=4.1431, top1-acc=5.23%, top5-acc=21.84%, remaining_time=0:00:24.225520, arrival_time=2021-04-10 02:39:29.847567, cost_time=0:00:02.752909 2021-04-10 02:39:06,922 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.52ms, fps=1969 images/s, loss=4.1217, top1-acc=5.27%, top5-acc=22.23%, remaining_time=0:00:22.428592, arrival_time=2021-04-10 02:39:29.351083, cost_time=0:00:04.053354 2021-04-10 02:39:08,226 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.50ms, fps=1963 images/s, loss=4.1098, top1-acc=5.43%, top5-acc=22.23%, remaining_time=0:00:20.894328, arrival_time=2021-04-10 02:39:29.121059, cost_time=0:00:05.357528 2021-04-10 02:39:09,531 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=2.27ms, fps=1963 images/s, loss=4.1057, top1-acc=5.43%, top5-acc=22.27%, remaining_time=0:00:19.453332, arrival_time=2021-04-10 02:39:28.984630, cost_time=0:00:06.662075 2021-04-10 02:39:10,829 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.62ms, fps=1973 images/s, loss=4.0897, top1-acc=5.61%, top5-acc=22.49%, remaining_time=0:00:18.042848, arrival_time=2021-04-10 02:39:28.872079, cost_time=0:00:07.960096 2021-04-10 02:39:12,131 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.33ms, fps=1967 images/s, loss=4.0804, top1-acc=5.74%, top5-acc=22.66%, remaining_time=0:00:16.671564, arrival_time=2021-04-10 02:39:28.802666, cost_time=0:00:09.261971 2021-04-10 02:39:13,437 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.33ms, fps=1961 images/s, loss=4.0727, top1-acc=5.73%, top5-acc=22.84%, remaining_time=0:00:15.323484, arrival_time=2021-04-10 02:39:28.760578, cost_time=0:00:10.567954 2021-04-10 02:39:14,744 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.87ms, fps=1959 images/s, loss=4.0669, top1-acc=5.84%, top5-acc=23.03%, remaining_time=0:00:13.986382, arrival_time=2021-04-10 02:39:28.730810, cost_time=0:00:11.875215 2021-04-10 02:39:16,041 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.47ms, fps=1975 images/s, loss=4.0542, top1-acc=6.05%, top5-acc=23.56%, remaining_time=0:00:12.645120, arrival_time=2021-04-10 02:39:28.686286, cost_time=0:00:13.172028 2021-04-10 02:39:17,345 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.36ms, fps=1964 images/s, loss=4.0503, top1-acc=6.08%, top5-acc=23.76%, remaining_time=0:00:11.317428, arrival_time=2021-04-10 02:39:28.662465, cost_time=0:00:14.475831 2021-04-10 02:39:18,655 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.47ms, fps=1955 images/s, loss=4.0436, top1-acc=6.11%, top5-acc=23.95%, remaining_time=0:00:09.997724, arrival_time=2021-04-10 02:39:28.652771, cost_time=0:00:15.785825 2021-04-10 02:39:19,961 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.43ms, fps=1960 images/s, loss=4.0355, top1-acc=6.15%, top5-acc=24.23%, remaining_time=0:00:08.677746, arrival_time=2021-04-10 02:39:28.639389, cost_time=0:00:17.092498 2021-04-10 02:39:21,262 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=2.09ms, fps=1969 images/s, loss=4.0273, top1-acc=6.19%, top5-acc=24.49%, remaining_time=0:00:07.357056, arrival_time=2021-04-10 02:39:28.619035, cost_time=0:00:18.392688 2021-04-10 02:39:22,563 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.44ms, fps=1968 images/s, loss=4.0195, top1-acc=6.22%, top5-acc=24.66%, remaining_time=0:00:06.039524, arrival_time=2021-04-10 02:39:28.602767, cost_time=0:00:19.694088 2021-04-10 02:39:23,864 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.40ms, fps=1968 images/s, loss=4.0111, top1-acc=6.31%, top5-acc=24.98%, remaining_time=0:00:04.723956, arrival_time=2021-04-10 02:39:28.588631, cost_time=0:00:20.995379 2021-04-10 02:39:25,169 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.87ms, fps=1963 images/s, loss=4.0012, top1-acc=6.47%, top5-acc=25.30%, remaining_time=0:00:03.410628, arrival_time=2021-04-10 02:39:28.580099, cost_time=0:00:22.300322 2021-04-10 02:39:26,470 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.40ms, fps=1969 images/s, loss=3.9944, top1-acc=6.53%, top5-acc=25.59%, remaining_time=0:00:02.097872, arrival_time=2021-04-10 02:39:28.568127, cost_time=0:00:23.601035 2021-04-10 02:39:27,768 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.36ms, fps=1972 images/s, loss=3.9866, top1-acc=6.59%, top5-acc=25.82%, remaining_time=0:00:00.786306, arrival_time=2021-04-10 02:39:28.555160, cost_time=0:00:24.899675 2021-04-10 02:39:28,471 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.74ms, fps=1938 images/s, loss=3.9821, top1-acc=6.63%, top5-acc=25.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:28.471001, cost_time=0:00:25.601816 2021-04-10 02:39:28,971 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=1.46ms, fps=5131 images/s, loss=3.8970, top1-acc=8.40%, top5-acc=29.53%, remaining_time=0:00:01.496880, arrival_time=2021-04-10 02:39:30.467907, cost_time=0:00:00.498964 2021-04-10 02:39:29,405 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=2.70ms, fps=5903 images/s, loss=3.8781, top1-acc=8.07%, top5-acc=30.18%, remaining_time=0:00:00.932960, arrival_time=2021-04-10 02:39:30.338006, cost_time=0:00:00.932968 2021-04-10 02:39:29,842 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.85ms, fps=5859 images/s, loss=3.8845, top1-acc=8.26%, top5-acc=29.84%, remaining_time=0:00:00.456760, arrival_time=2021-04-10 02:39:30.299121, cost_time=0:00:01.370293 2021-04-10 02:39:30,233 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.06ms, fps=5940 images/s, loss=3.8944, top1-acc=8.16%, top5-acc=29.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:30.233279, cost_time=0:00:01.761244 2021-04-10 02:39:31,743 INFO : Epoch=0002 complete, best val top1-acc=8.16%, top5-acc=29.84% (epoch=2), remaining_time=1:35:19.938048, arrival_time=2021-04-10 04:14:51.681940, cost_time=0:00:57.777152 2021-04-10 02:39:31,744 INFO : Train start, epoch=0003, lr=0.099975 2021-04-10 02:39:33,293 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.46ms, fps=1652 images/s, loss=3.8108, top1-acc=8.12%, top5-acc=31.45%, remaining_time=0:00:28.816608, arrival_time=2021-04-10 02:40:02.110493, cost_time=0:00:01.549280 2021-04-10 02:39:34,595 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.97ms, fps=1967 images/s, loss=3.8086, top1-acc=8.30%, top5-acc=31.54%, remaining_time=0:00:25.091440, arrival_time=2021-04-10 02:39:59.687335, cost_time=0:00:02.851299 2021-04-10 02:39:35,897 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.41ms, fps=1968 images/s, loss=3.8218, top1-acc=8.31%, top5-acc=31.07%, remaining_time=0:00:22.978550, arrival_time=2021-04-10 02:39:58.875939, cost_time=0:00:04.152759 2021-04-10 02:39:37,195 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.77ms, fps=1973 images/s, loss=3.8070, top1-acc=8.53%, top5-acc=31.59%, remaining_time=0:00:21.258744, arrival_time=2021-04-10 02:39:58.454297, cost_time=0:00:05.450953 2021-04-10 02:39:38,493 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.51ms, fps=1974 images/s, loss=3.8005, top1-acc=8.68%, top5-acc=31.87%, remaining_time=0:00:19.705328, arrival_time=2021-04-10 02:39:58.198316, cost_time=0:00:06.748389 2021-04-10 02:39:39,793 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.45ms, fps=1969 images/s, loss=3.7888, top1-acc=8.73%, top5-acc=32.28%, remaining_time=0:00:18.243856, arrival_time=2021-04-10 02:39:58.037199, cost_time=0:00:08.048750 2021-04-10 02:39:41,097 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=2.16ms, fps=1964 images/s, loss=3.7836, top1-acc=8.74%, top5-acc=32.43%, remaining_time=0:00:16.835238, arrival_time=2021-04-10 02:39:57.932788, cost_time=0:00:09.352895 2021-04-10 02:39:42,399 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.63ms, fps=1967 images/s, loss=3.7761, top1-acc=8.78%, top5-acc=32.66%, remaining_time=0:00:15.449808, arrival_time=2021-04-10 02:39:57.849473, cost_time=0:00:10.655043 2021-04-10 02:39:43,699 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.43ms, fps=1970 images/s, loss=3.7695, top1-acc=8.95%, top5-acc=32.87%, remaining_time=0:00:14.080722, arrival_time=2021-04-10 02:39:57.780656, cost_time=0:00:11.955315 2021-04-10 02:39:45,011 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.37ms, fps=1953 images/s, loss=3.7645, top1-acc=9.06%, top5-acc=32.95%, remaining_time=0:00:12.735648, arrival_time=2021-04-10 02:39:57.746601, cost_time=0:00:13.266349 2021-04-10 02:39:46,317 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=2.28ms, fps=1961 images/s, loss=3.7537, top1-acc=9.29%, top5-acc=33.28%, remaining_time=0:00:11.393022, arrival_time=2021-04-10 02:39:57.710121, cost_time=0:00:14.572503 2021-04-10 02:39:47,618 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.50ms, fps=1968 images/s, loss=3.7444, top1-acc=9.45%, top5-acc=33.61%, remaining_time=0:00:10.053280, arrival_time=2021-04-10 02:39:57.671442, cost_time=0:00:15.873567 2021-04-10 02:39:48,915 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.56ms, fps=1974 images/s, loss=3.7377, top1-acc=9.49%, top5-acc=33.86%, remaining_time=0:00:08.717478, arrival_time=2021-04-10 02:39:57.632815, cost_time=0:00:17.170744 2021-04-10 02:39:50,212 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.44ms, fps=1974 images/s, loss=3.7322, top1-acc=9.53%, top5-acc=33.99%, remaining_time=0:00:07.387184, arrival_time=2021-04-10 02:39:57.599756, cost_time=0:00:18.467955 2021-04-10 02:39:51,509 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.38ms, fps=1974 images/s, loss=3.7285, top1-acc=9.58%, top5-acc=34.09%, remaining_time=0:00:06.061282, arrival_time=2021-04-10 02:39:57.570992, cost_time=0:00:19.765071 2021-04-10 02:39:52,813 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.72ms, fps=1965 images/s, loss=3.7207, top1-acc=9.67%, top5-acc=34.40%, remaining_time=0:00:04.740444, arrival_time=2021-04-10 02:39:57.553753, cost_time=0:00:21.068648 2021-04-10 02:39:54,116 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.42ms, fps=1965 images/s, loss=3.7147, top1-acc=9.76%, top5-acc=34.58%, remaining_time=0:00:03.421626, arrival_time=2021-04-10 02:39:57.538468, cost_time=0:00:22.372170 2021-04-10 02:39:55,427 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=2.24ms, fps=1955 images/s, loss=3.7077, top1-acc=9.87%, top5-acc=34.83%, remaining_time=0:00:02.105088, arrival_time=2021-04-10 02:39:57.532152, cost_time=0:00:23.682323 2021-04-10 02:39:56,740 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.30ms, fps=1950 images/s, loss=3.7008, top1-acc=9.94%, top5-acc=35.03%, remaining_time=0:00:00.789336, arrival_time=2021-04-10 02:39:57.529696, cost_time=0:00:24.995655 2021-04-10 02:39:57,446 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.50ms, fps=1929 images/s, loss=3.6945, top1-acc=10.03%, top5-acc=35.20%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:57.446112, cost_time=0:00:25.701487 2021-04-10 02:39:57,960 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=1.46ms, fps=4985 images/s, loss=3.5339, top1-acc=12.77%, top5-acc=37.70%, remaining_time=0:00:01.540620, arrival_time=2021-04-10 02:39:59.501341, cost_time=0:00:00.513536 2021-04-10 02:39:58,391 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.80ms, fps=5955 images/s, loss=3.5485, top1-acc=12.38%, top5-acc=38.09%, remaining_time=0:00:00.943780, arrival_time=2021-04-10 02:39:59.334793, cost_time=0:00:00.943781 2021-04-10 02:39:58,818 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.47ms, fps=5990 images/s, loss=3.5489, top1-acc=12.57%, top5-acc=38.19%, remaining_time=0:00:00.457220, arrival_time=2021-04-10 02:39:59.276048, cost_time=0:00:01.371647 2021-04-10 02:39:59,210 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.12ms, fps=5922 images/s, loss=3.5500, top1-acc=12.51%, top5-acc=37.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:59.210934, cost_time=0:00:01.763711 2021-04-10 02:40:00,867 INFO : Epoch=0003 complete, best val top1-acc=12.51%, top5-acc=37.95% (epoch=3), remaining_time=1:35:06.461176, arrival_time=2021-04-10 04:15:07.328364, cost_time=0:01:26.900425 2021-04-10 02:40:00,868 INFO : Train start, epoch=0004, lr=0.099944 2021-04-10 02:40:02,418 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=0.46ms, fps=1651 images/s, loss=3.5533, top1-acc=12.19%, top5-acc=40.39%, remaining_time=0:00:28.833348, arrival_time=2021-04-10 02:40:31.251892, cost_time=0:00:01.550183 2021-04-10 02:40:03,724 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.49ms, fps=1962 images/s, loss=3.5419, top1-acc=12.60%, top5-acc=40.94%, remaining_time=0:00:25.132272, arrival_time=2021-04-10 02:40:28.856562, cost_time=0:00:02.855940 2021-04-10 02:40:05,028 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.55ms, fps=1965 images/s, loss=3.5356, top1-acc=12.30%, top5-acc=40.36%, remaining_time=0:00:23.016398, arrival_time=2021-04-10 02:40:28.044393, cost_time=0:00:04.159586 2021-04-10 02:40:06,326 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.47ms, fps=1973 images/s, loss=3.5252, top1-acc=12.33%, top5-acc=40.12%, remaining_time=0:00:21.285264, arrival_time=2021-04-10 02:40:27.611302, cost_time=0:00:05.457768 2021-04-10 02:40:07,633 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=3.23ms, fps=1960 images/s, loss=3.5161, top1-acc=12.37%, top5-acc=40.42%, remaining_time=0:00:19.752486, arrival_time=2021-04-10 02:40:27.385439, cost_time=0:00:06.764546 2021-04-10 02:40:08,933 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.47ms, fps=1969 images/s, loss=3.5050, top1-acc=12.38%, top5-acc=40.51%, remaining_time=0:00:18.282072, arrival_time=2021-04-10 02:40:27.215969, cost_time=0:00:08.065625 2021-04-10 02:40:10,244 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.63ms, fps=1955 images/s, loss=3.4858, top1-acc=12.66%, top5-acc=40.94%, remaining_time=0:00:16.876188, arrival_time=2021-04-10 02:40:27.120192, cost_time=0:00:09.375655 2021-04-10 02:40:11,552 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.71ms, fps=1957 images/s, loss=3.4741, top1-acc=12.95%, top5-acc=41.25%, remaining_time=0:00:15.492496, arrival_time=2021-04-10 02:40:27.045315, cost_time=0:00:10.684453 2021-04-10 02:40:12,876 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=2.46ms, fps=1936 images/s, loss=3.4630, top1-acc=13.10%, top5-acc=41.58%, remaining_time=0:00:14.142414, arrival_time=2021-04-10 02:40:27.018536, cost_time=0:00:12.007718 2021-04-10 02:40:14,181 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.46ms, fps=1962 images/s, loss=3.4604, top1-acc=13.23%, top5-acc=41.70%, remaining_time=0:00:12.780672, arrival_time=2021-04-10 02:40:26.962178, cost_time=0:00:13.313161 2021-04-10 02:40:15,490 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.99ms, fps=1956 images/s, loss=3.4537, top1-acc=13.36%, top5-acc=41.84%, remaining_time=0:00:11.432066, arrival_time=2021-04-10 02:40:26.922786, cost_time=0:00:14.622366 2021-04-10 02:40:16,796 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.45ms, fps=1962 images/s, loss=3.4461, top1-acc=13.38%, top5-acc=42.04%, remaining_time=0:00:10.087708, arrival_time=2021-04-10 02:40:26.883911, cost_time=0:00:15.927937 2021-04-10 02:40:18,100 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.56ms, fps=1963 images/s, loss=3.4393, top1-acc=13.53%, top5-acc=42.35%, remaining_time=0:00:08.748828, arrival_time=2021-04-10 02:40:26.849731, cost_time=0:00:17.232570 2021-04-10 02:40:19,413 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.43ms, fps=1951 images/s, loss=3.4302, top1-acc=13.71%, top5-acc=42.60%, remaining_time=0:00:07.417984, arrival_time=2021-04-10 02:40:26.831347, cost_time=0:00:18.545021 2021-04-10 02:40:20,715 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.93ms, fps=1967 images/s, loss=3.4247, top1-acc=13.88%, top5-acc=42.82%, remaining_time=0:00:06.086398, arrival_time=2021-04-10 02:40:26.801636, cost_time=0:00:19.846886 2021-04-10 02:40:22,017 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.61ms, fps=1967 images/s, loss=3.4138, top1-acc=14.08%, top5-acc=43.19%, remaining_time=0:00:04.758588, arrival_time=2021-04-10 02:40:26.776188, cost_time=0:00:21.149248 2021-04-10 02:40:23,323 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.80ms, fps=1961 images/s, loss=3.4059, top1-acc=14.22%, top5-acc=43.53%, remaining_time=0:00:03.434314, arrival_time=2021-04-10 02:40:26.757824, cost_time=0:00:22.455087 2021-04-10 02:40:24,625 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.63ms, fps=1967 images/s, loss=3.3984, top1-acc=14.40%, top5-acc=43.70%, remaining_time=0:00:02.111760, arrival_time=2021-04-10 02:40:26.737472, cost_time=0:00:23.757364 2021-04-10 02:40:25,936 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=2.40ms, fps=1954 images/s, loss=3.3929, top1-acc=14.51%, top5-acc=43.91%, remaining_time=0:00:00.791616, arrival_time=2021-04-10 02:40:26.727862, cost_time=0:00:25.067826 2021-04-10 02:40:26,647 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.63ms, fps=1915 images/s, loss=3.3875, top1-acc=14.55%, top5-acc=44.05%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:26.647171, cost_time=0:00:25.778845 2021-04-10 02:40:27,161 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=1.34ms, fps=4994 images/s, loss=3.8655, top1-acc=11.41%, top5-acc=36.64%, remaining_time=0:00:01.537650, arrival_time=2021-04-10 02:40:28.698997, cost_time=0:00:00.512549 2021-04-10 02:40:27,597 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.48ms, fps=5879 images/s, loss=3.8655, top1-acc=11.19%, top5-acc=36.62%, remaining_time=0:00:00.948780, arrival_time=2021-04-10 02:40:28.546178, cost_time=0:00:00.948789 2021-04-10 02:40:28,026 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.54ms, fps=5969 images/s, loss=3.8557, top1-acc=11.32%, top5-acc=37.02%, remaining_time=0:00:00.459390, arrival_time=2021-04-10 02:40:28.486127, cost_time=0:00:01.378156 2021-04-10 02:40:28,419 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.11ms, fps=5909 images/s, loss=3.8666, top1-acc=11.67%, top5-acc=37.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:28.419681, cost_time=0:00:01.771095 2021-04-10 02:40:29,272 INFO : Epoch=0004 complete, best val top1-acc=12.51%, top5-acc=37.95% (epoch=3), remaining_time=1:34:09.972832, arrival_time=2021-04-10 04:14:39.245160, cost_time=0:01:55.305566 2021-04-10 02:40:29,273 INFO : Train start, epoch=0005, lr=0.099901 2021-04-10 02:40:30,771 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=0.38ms, fps=1709 images/s, loss=3.3180, top1-acc=15.55%, top5-acc=46.17%, remaining_time=0:00:27.868752, arrival_time=2021-04-10 02:40:58.640572, cost_time=0:00:01.498315 2021-04-10 02:40:32,087 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.39ms, fps=1946 images/s, loss=3.2848, top1-acc=16.54%, top5-acc=47.13%, remaining_time=0:00:24.766368, arrival_time=2021-04-10 02:40:56.854240, cost_time=0:00:02.814367 2021-04-10 02:40:33,413 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.68ms, fps=1933 images/s, loss=3.2534, top1-acc=16.94%, top5-acc=48.07%, remaining_time=0:00:22.906174, arrival_time=2021-04-10 02:40:56.319299, cost_time=0:00:04.139669 2021-04-10 02:40:34,724 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.40ms, fps=1953 images/s, loss=3.2381, top1-acc=17.36%, top5-acc=48.78%, remaining_time=0:00:21.260148, arrival_time=2021-04-10 02:40:55.984910, cost_time=0:00:05.451313 2021-04-10 02:40:36,029 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.54ms, fps=1964 images/s, loss=3.2183, top1-acc=17.51%, top5-acc=49.29%, remaining_time=0:00:19.726352, arrival_time=2021-04-10 02:40:55.755381, cost_time=0:00:06.755575 2021-04-10 02:40:37,328 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.69ms, fps=1971 images/s, loss=3.2094, top1-acc=17.53%, top5-acc=49.52%, remaining_time=0:00:18.258544, arrival_time=2021-04-10 02:40:55.587173, cost_time=0:00:08.055241 2021-04-10 02:40:38,631 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.54ms, fps=1966 images/s, loss=3.2007, top1-acc=17.59%, top5-acc=49.79%, remaining_time=0:00:16.844436, arrival_time=2021-04-10 02:40:55.475877, cost_time=0:00:09.357992 2021-04-10 02:40:39,933 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.69ms, fps=1967 images/s, loss=3.1960, top1-acc=17.71%, top5-acc=50.11%, remaining_time=0:00:15.456768, arrival_time=2021-04-10 02:40:55.389984, cost_time=0:00:10.659834 2021-04-10 02:40:41,244 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.85ms, fps=1954 images/s, loss=3.1868, top1-acc=17.91%, top5-acc=50.39%, remaining_time=0:00:14.098742, arrival_time=2021-04-10 02:40:55.342841, cost_time=0:00:11.970630 2021-04-10 02:40:42,558 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.36ms, fps=1956 images/s, loss=3.1776, top1-acc=18.12%, top5-acc=50.58%, remaining_time=0:00:12.753600, arrival_time=2021-04-10 02:40:55.312156, cost_time=0:00:13.285044 2021-04-10 02:40:43,868 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=2.08ms, fps=1955 images/s, loss=3.1713, top1-acc=18.20%, top5-acc=50.71%, remaining_time=0:00:11.410910, arrival_time=2021-04-10 02:40:55.279734, cost_time=0:00:14.595370 2021-04-10 02:40:45,174 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.77ms, fps=1961 images/s, loss=3.1622, top1-acc=18.39%, top5-acc=50.94%, remaining_time=0:00:10.070760, arrival_time=2021-04-10 02:40:55.245407, cost_time=0:00:15.901165 2021-04-10 02:40:46,480 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.99ms, fps=1962 images/s, loss=3.1540, top1-acc=18.55%, top5-acc=51.15%, remaining_time=0:00:08.735628, arrival_time=2021-04-10 02:40:55.215694, cost_time=0:00:17.206510 2021-04-10 02:40:47,783 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=2.07ms, fps=1966 images/s, loss=3.1448, top1-acc=18.70%, top5-acc=51.52%, remaining_time=0:00:07.403816, arrival_time=2021-04-10 02:40:55.186792, cost_time=0:00:18.509550 2021-04-10 02:40:49,093 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.45ms, fps=1955 images/s, loss=3.1351, top1-acc=18.90%, top5-acc=51.80%, remaining_time=0:00:06.077980, arrival_time=2021-04-10 02:40:55.170993, cost_time=0:00:19.819554 2021-04-10 02:40:50,394 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=2.06ms, fps=1968 images/s, loss=3.1309, top1-acc=19.05%, top5-acc=51.89%, remaining_time=0:00:04.752180, arrival_time=2021-04-10 02:40:55.146342, cost_time=0:00:21.120783 2021-04-10 02:40:51,694 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.37ms, fps=1970 images/s, loss=3.1218, top1-acc=19.23%, top5-acc=52.13%, remaining_time=0:00:03.429036, arrival_time=2021-04-10 02:40:55.123079, cost_time=0:00:22.420597 2021-04-10 02:40:53,003 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.43ms, fps=1956 images/s, loss=3.1137, top1-acc=19.40%, top5-acc=52.34%, remaining_time=0:00:02.109360, arrival_time=2021-04-10 02:40:55.113073, cost_time=0:00:23.730230 2021-04-10 02:40:54,307 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.44ms, fps=1964 images/s, loss=3.1049, top1-acc=19.54%, top5-acc=52.53%, remaining_time=0:00:00.790560, arrival_time=2021-04-10 02:40:55.098451, cost_time=0:00:25.034329 2021-04-10 02:40:55,013 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.27ms, fps=1930 images/s, loss=3.1028, top1-acc=19.60%, top5-acc=52.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:55.013149, cost_time=0:00:25.739795 2021-04-10 02:40:55,551 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=1.31ms, fps=4766 images/s, loss=3.0108, top1-acc=23.24%, top5-acc=55.35%, remaining_time=0:00:01.611330, arrival_time=2021-04-10 02:40:57.162500, cost_time=0:00:00.537112 2021-04-10 02:40:55,987 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.52ms, fps=5874 images/s, loss=3.0479, top1-acc=22.62%, top5-acc=54.22%, remaining_time=0:00:00.973260, arrival_time=2021-04-10 02:40:56.960577, cost_time=0:00:00.973255 2021-04-10 02:40:56,422 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.40ms, fps=5889 images/s, loss=3.0546, top1-acc=22.64%, top5-acc=54.39%, remaining_time=0:00:00.469450, arrival_time=2021-04-10 02:40:56.891848, cost_time=0:00:01.408338 2021-04-10 02:40:56,813 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.08ms, fps=5930 images/s, loss=3.0663, top1-acc=22.50%, top5-acc=54.28%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:56.813949, cost_time=0:00:01.799927 2021-04-10 02:40:58,714 INFO : Epoch=0005 complete, best val top1-acc=22.50%, top5-acc=54.28% (epoch=5), remaining_time=1:34:05.151525, arrival_time=2021-04-10 04:15:03.865792, cost_time=0:02:24.747475 2021-04-10 02:40:58,715 INFO : Train start, epoch=0006, lr=0.099846 2021-04-10 02:41:00,216 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=0.51ms, fps=1706 images/s, loss=2.9670, top1-acc=24.34%, top5-acc=55.78%, remaining_time=0:00:27.911718, arrival_time=2021-04-10 02:41:28.127735, cost_time=0:00:01.500633 2021-04-10 02:41:01,530 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.42ms, fps=1948 images/s, loss=2.9358, top1-acc=24.06%, top5-acc=57.07%, remaining_time=0:00:24.773760, arrival_time=2021-04-10 02:41:26.304578, cost_time=0:00:02.815200 2021-04-10 02:41:02,838 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.50ms, fps=1958 images/s, loss=2.9154, top1-acc=24.32%, top5-acc=57.50%, remaining_time=0:00:22.817032, arrival_time=2021-04-10 02:41:25.655911, cost_time=0:00:04.123548 2021-04-10 02:41:04,142 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.46ms, fps=1965 images/s, loss=2.9166, top1-acc=24.08%, top5-acc=57.49%, remaining_time=0:00:21.163896, arrival_time=2021-04-10 02:41:25.305948, cost_time=0:00:05.426656 2021-04-10 02:41:05,451 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.90ms, fps=1955 images/s, loss=2.9082, top1-acc=24.21%, top5-acc=57.59%, remaining_time=0:00:19.670434, arrival_time=2021-04-10 02:41:25.122270, cost_time=0:00:06.736436 2021-04-10 02:41:06,765 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.88ms, fps=1949 images/s, loss=2.8982, top1-acc=24.19%, top5-acc=57.82%, remaining_time=0:00:18.247392, arrival_time=2021-04-10 02:41:25.013132, cost_time=0:00:08.050339 2021-04-10 02:41:08,071 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.45ms, fps=1962 images/s, loss=2.8949, top1-acc=24.12%, top5-acc=58.00%, remaining_time=0:00:16.840404, arrival_time=2021-04-10 02:41:24.911602, cost_time=0:00:09.355792 2021-04-10 02:41:09,381 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=3.04ms, fps=1955 images/s, loss=2.8980, top1-acc=24.11%, top5-acc=57.99%, remaining_time=0:00:15.465120, arrival_time=2021-04-10 02:41:24.846241, cost_time=0:00:10.665633 2021-04-10 02:41:10,687 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.34ms, fps=1962 images/s, loss=2.8901, top1-acc=24.15%, top5-acc=58.25%, remaining_time=0:00:14.099802, arrival_time=2021-04-10 02:41:24.786747, cost_time=0:00:11.971539 2021-04-10 02:41:12,015 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.87ms, fps=1928 images/s, loss=2.8829, top1-acc=24.36%, top5-acc=58.36%, remaining_time=0:00:12.768000, arrival_time=2021-04-10 02:41:24.783513, cost_time=0:00:13.300046 2021-04-10 02:41:13,322 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.44ms, fps=1959 images/s, loss=2.8804, top1-acc=24.40%, top5-acc=58.44%, remaining_time=0:00:11.420370, arrival_time=2021-04-10 02:41:24.743256, cost_time=0:00:14.607481 2021-04-10 02:41:14,625 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.44ms, fps=1966 images/s, loss=2.8806, top1-acc=24.48%, top5-acc=58.61%, remaining_time=0:00:10.076612, arrival_time=2021-04-10 02:41:24.702418, cost_time=0:00:15.910486 2021-04-10 02:41:15,944 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=2.20ms, fps=1943 images/s, loss=2.8809, top1-acc=24.37%, top5-acc=58.62%, remaining_time=0:00:08.746914, arrival_time=2021-04-10 02:41:24.691038, cost_time=0:00:17.228725 2021-04-10 02:41:17,244 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.57ms, fps=1969 images/s, loss=2.8745, top1-acc=24.46%, top5-acc=58.83%, remaining_time=0:00:07.411768, arrival_time=2021-04-10 02:41:24.656514, cost_time=0:00:18.529358 2021-04-10 02:41:18,561 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.84ms, fps=1945 images/s, loss=2.8722, top1-acc=24.56%, top5-acc=58.92%, remaining_time=0:00:06.086214, arrival_time=2021-04-10 02:41:24.647930, cost_time=0:00:19.846314 2021-04-10 02:41:19,865 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.53ms, fps=1965 images/s, loss=2.8675, top1-acc=24.64%, top5-acc=59.05%, remaining_time=0:00:04.758732, arrival_time=2021-04-10 02:41:24.624182, cost_time=0:00:21.149986 2021-04-10 02:41:21,167 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.61ms, fps=1967 images/s, loss=2.8620, top1-acc=24.70%, top5-acc=59.25%, remaining_time=0:00:03.433846, arrival_time=2021-04-10 02:41:24.601290, cost_time=0:00:22.452080 2021-04-10 02:41:22,474 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.58ms, fps=1959 images/s, loss=2.8574, top1-acc=24.80%, top5-acc=59.44%, remaining_time=0:00:02.111936, arrival_time=2021-04-10 02:41:24.586589, cost_time=0:00:23.759256 2021-04-10 02:41:23,776 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.36ms, fps=1967 images/s, loss=2.8562, top1-acc=24.75%, top5-acc=59.45%, remaining_time=0:00:00.791406, arrival_time=2021-04-10 02:41:24.567946, cost_time=0:00:25.061187 2021-04-10 02:41:24,479 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.42ms, fps=1937 images/s, loss=2.8573, top1-acc=24.77%, top5-acc=59.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:24.479256, cost_time=0:00:25.763942 2021-04-10 02:41:24,992 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=3.55ms, fps=4993 images/s, loss=2.7945, top1-acc=26.95%, top5-acc=59.69%, remaining_time=0:00:01.538010, arrival_time=2021-04-10 02:41:26.530937, cost_time=0:00:00.512668 2021-04-10 02:41:25,426 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.67ms, fps=5908 images/s, loss=2.8139, top1-acc=25.82%, top5-acc=59.49%, remaining_time=0:00:00.946400, arrival_time=2021-04-10 02:41:26.373056, cost_time=0:00:00.946396 2021-04-10 02:41:25,864 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.22ms, fps=5860 images/s, loss=2.8132, top1-acc=25.57%, top5-acc=59.71%, remaining_time=0:00:00.461250, arrival_time=2021-04-10 02:41:26.325274, cost_time=0:00:01.383764 2021-04-10 02:41:26,256 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.08ms, fps=5918 images/s, loss=2.7994, top1-acc=25.72%, top5-acc=59.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:26.256528, cost_time=0:00:01.776331 2021-04-10 02:41:27,814 INFO : Epoch=0006 complete, best val top1-acc=25.72%, top5-acc=59.65% (epoch=6), remaining_time=1:33:41.071430, arrival_time=2021-04-10 04:15:08.885762, cost_time=0:02:53.847570 2021-04-10 02:41:27,815 INFO : Train start, epoch=0007, lr=0.099778 2021-04-10 02:41:29,289 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=0.27ms, fps=1736 images/s, loss=2.7847, top1-acc=26.84%, top5-acc=61.25%, remaining_time=0:00:27.420678, arrival_time=2021-04-10 02:41:56.710311, cost_time=0:00:01.474227 2021-04-10 02:41:30,594 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.34ms, fps=1962 images/s, loss=2.7640, top1-acc=26.33%, top5-acc=61.86%, remaining_time=0:00:24.459600, arrival_time=2021-04-10 02:41:55.054479, cost_time=0:00:02.779502 2021-04-10 02:41:31,917 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.60ms, fps=1936 images/s, loss=2.7408, top1-acc=27.21%, top5-acc=62.41%, remaining_time=0:00:22.699172, arrival_time=2021-04-10 02:41:54.616862, cost_time=0:00:04.102253 2021-04-10 02:41:33,228 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.44ms, fps=1954 images/s, loss=2.7255, top1-acc=27.17%, top5-acc=63.01%, remaining_time=0:00:21.111792, arrival_time=2021-04-10 02:41:54.340476, cost_time=0:00:05.413296 2021-04-10 02:41:34,527 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.41ms, fps=1972 images/s, loss=2.7190, top1-acc=27.52%, top5-acc=63.14%, remaining_time=0:00:19.599040, arrival_time=2021-04-10 02:41:54.126401, cost_time=0:00:06.711991 2021-04-10 02:41:35,832 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.82ms, fps=1962 images/s, loss=2.7206, top1-acc=27.55%, top5-acc=63.07%, remaining_time=0:00:18.173000, arrival_time=2021-04-10 02:41:54.005894, cost_time=0:00:08.017525 2021-04-10 02:41:37,141 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.42ms, fps=1958 images/s, loss=2.7216, top1-acc=27.57%, top5-acc=62.96%, remaining_time=0:00:16.786098, arrival_time=2021-04-10 02:41:53.927122, cost_time=0:00:09.325586 2021-04-10 02:41:38,447 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.56ms, fps=1961 images/s, loss=2.7153, top1-acc=27.66%, top5-acc=63.02%, remaining_time=0:00:15.416052, arrival_time=2021-04-10 02:41:53.863178, cost_time=0:00:10.631750 2021-04-10 02:41:39,748 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.37ms, fps=1969 images/s, loss=2.7148, top1-acc=27.71%, top5-acc=63.00%, remaining_time=0:00:14.054116, arrival_time=2021-04-10 02:41:53.802288, cost_time=0:00:11.932756 2021-04-10 02:41:41,054 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=2.17ms, fps=1960 images/s, loss=2.7212, top1-acc=27.63%, top5-acc=62.94%, remaining_time=0:00:12.709824, arrival_time=2021-04-10 02:41:53.764468, cost_time=0:00:13.239351 2021-04-10 02:41:42,360 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=2.13ms, fps=1961 images/s, loss=2.7153, top1-acc=27.76%, top5-acc=63.00%, remaining_time=0:00:11.371866, arrival_time=2021-04-10 02:41:53.732697, cost_time=0:00:14.545463 2021-04-10 02:41:43,664 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.54ms, fps=1965 images/s, loss=2.7112, top1-acc=27.95%, top5-acc=63.11%, remaining_time=0:00:10.037548, arrival_time=2021-04-10 02:41:53.701717, cost_time=0:00:15.848722 2021-04-10 02:41:44,968 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.93ms, fps=1964 images/s, loss=2.7116, top1-acc=27.92%, top5-acc=63.11%, remaining_time=0:00:08.708634, arrival_time=2021-04-10 02:41:53.677340, cost_time=0:00:17.153332 2021-04-10 02:41:46,273 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.90ms, fps=1964 images/s, loss=2.7065, top1-acc=28.15%, top5-acc=63.18%, remaining_time=0:00:07.382984, arrival_time=2021-04-10 02:41:53.655918, cost_time=0:00:18.457483 2021-04-10 02:41:47,582 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=2.45ms, fps=1957 images/s, loss=2.7020, top1-acc=28.26%, top5-acc=63.33%, remaining_time=0:00:06.061788, arrival_time=2021-04-10 02:41:53.643832, cost_time=0:00:19.766752 2021-04-10 02:41:48,886 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.34ms, fps=1964 images/s, loss=2.6995, top1-acc=28.34%, top5-acc=63.40%, remaining_time=0:00:04.740840, arrival_time=2021-04-10 02:41:53.626731, cost_time=0:00:21.070460 2021-04-10 02:41:50,189 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.93ms, fps=1966 images/s, loss=2.6935, top1-acc=28.51%, top5-acc=63.56%, remaining_time=0:00:03.421834, arrival_time=2021-04-10 02:41:53.610804, cost_time=0:00:22.373600 2021-04-10 02:41:51,488 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.57ms, fps=1971 images/s, loss=2.6910, top1-acc=28.52%, top5-acc=63.62%, remaining_time=0:00:02.104288, arrival_time=2021-04-10 02:41:53.592747, cost_time=0:00:23.673163 2021-04-10 02:41:52,791 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.42ms, fps=1966 images/s, loss=2.6873, top1-acc=28.57%, top5-acc=63.74%, remaining_time=0:00:00.788706, arrival_time=2021-04-10 02:41:53.579737, cost_time=0:00:24.975661 2021-04-10 02:41:53,494 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.70ms, fps=1936 images/s, loss=2.6847, top1-acc=28.64%, top5-acc=63.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:53.494193, cost_time=0:00:25.678838 2021-04-10 02:41:54,010 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=2.30ms, fps=4969 images/s, loss=2.7409, top1-acc=27.03%, top5-acc=61.33%, remaining_time=0:00:01.545630, arrival_time=2021-04-10 02:41:55.556098, cost_time=0:00:00.515208 2021-04-10 02:41:54,441 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.73ms, fps=5950 images/s, loss=2.7322, top1-acc=27.44%, top5-acc=61.64%, remaining_time=0:00:00.945800, arrival_time=2021-04-10 02:41:55.386925, cost_time=0:00:00.945809 2021-04-10 02:41:54,877 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=2.39ms, fps=5872 images/s, loss=2.7201, top1-acc=28.26%, top5-acc=62.23%, remaining_time=0:00:00.460770, arrival_time=2021-04-10 02:41:55.338336, cost_time=0:00:01.382316 2021-04-10 02:41:55,269 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.08ms, fps=5919 images/s, loss=2.7123, top1-acc=28.35%, top5-acc=62.53%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:55.269840, cost_time=0:00:01.774617 2021-04-10 02:41:57,650 INFO : Epoch=0007 complete, best val top1-acc=28.35%, top5-acc=62.53% (epoch=7), remaining_time=1:33:35.854556, arrival_time=2021-04-10 04:15:33.505166, cost_time=0:03:23.683846 2021-04-10 02:41:57,651 INFO : Train start, epoch=0008, lr=0.099698 2021-04-10 02:41:59,195 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=1.51ms, fps=1659 images/s, loss=2.5797, top1-acc=29.06%, top5-acc=66.29%, remaining_time=0:00:28.709472, arrival_time=2021-04-10 02:42:27.904688, cost_time=0:00:01.543523 2021-04-10 02:42:00,510 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.91ms, fps=1947 images/s, loss=2.5488, top1-acc=30.53%, top5-acc=66.68%, remaining_time=0:00:25.160432, arrival_time=2021-04-10 02:42:25.671234, cost_time=0:00:02.859144 2021-04-10 02:42:01,823 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.99ms, fps=1951 images/s, loss=2.5604, top1-acc=30.81%, top5-acc=66.68%, remaining_time=0:00:23.083628, arrival_time=2021-04-10 02:42:24.907008, cost_time=0:00:04.171727 2021-04-10 02:42:03,128 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.93ms, fps=1963 images/s, loss=2.5537, top1-acc=31.14%, top5-acc=66.55%, remaining_time=0:00:21.358428, arrival_time=2021-04-10 02:42:24.486537, cost_time=0:00:05.476517 2021-04-10 02:42:04,427 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.43ms, fps=1971 images/s, loss=2.5521, top1-acc=31.31%, top5-acc=66.70%, remaining_time=0:00:19.785628, arrival_time=2021-04-10 02:42:24.213121, cost_time=0:00:06.775914 2021-04-10 02:42:05,729 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.60ms, fps=1967 images/s, loss=2.5564, top1-acc=31.20%, top5-acc=66.60%, remaining_time=0:00:18.310360, arrival_time=2021-04-10 02:42:24.040180, cost_time=0:00:08.078096 2021-04-10 02:42:07,032 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.33ms, fps=1967 images/s, loss=2.5531, top1-acc=31.50%, top5-acc=66.69%, remaining_time=0:00:16.885134, arrival_time=2021-04-10 02:42:23.917356, cost_time=0:00:09.380647 2021-04-10 02:42:08,333 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.98ms, fps=1968 images/s, loss=2.5558, top1-acc=31.32%, top5-acc=66.62%, remaining_time=0:00:15.488900, arrival_time=2021-04-10 02:42:23.822450, cost_time=0:00:10.681978 2021-04-10 02:42:09,633 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.67ms, fps=1970 images/s, loss=2.5549, top1-acc=31.25%, top5-acc=66.61%, remaining_time=0:00:14.111886, arrival_time=2021-04-10 02:42:23.745210, cost_time=0:00:11.981752 2021-04-10 02:42:10,941 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.52ms, fps=1958 images/s, loss=2.5576, top1-acc=31.26%, top5-acc=66.61%, remaining_time=0:00:12.758304, arrival_time=2021-04-10 02:42:23.699899, cost_time=0:00:13.289878 2021-04-10 02:42:12,252 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=2.42ms, fps=1954 images/s, loss=2.5508, top1-acc=31.50%, top5-acc=66.82%, remaining_time=0:00:11.414952, arrival_time=2021-04-10 02:42:23.667152, cost_time=0:00:14.600573 2021-04-10 02:42:13,556 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.36ms, fps=1963 images/s, loss=2.5514, top1-acc=31.52%, top5-acc=66.79%, remaining_time=0:00:10.073192, arrival_time=2021-04-10 02:42:23.629908, cost_time=0:00:15.905043 2021-04-10 02:42:14,865 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.46ms, fps=1958 images/s, loss=2.5477, top1-acc=31.62%, top5-acc=66.90%, remaining_time=0:00:08.739060, arrival_time=2021-04-10 02:42:23.603974, cost_time=0:00:17.213259 2021-04-10 02:42:16,169 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=2.20ms, fps=1963 images/s, loss=2.5408, top1-acc=31.79%, top5-acc=67.07%, remaining_time=0:00:07.407232, arrival_time=2021-04-10 02:42:23.576992, cost_time=0:00:18.518105 2021-04-10 02:42:17,477 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.66ms, fps=1958 images/s, loss=2.5420, top1-acc=31.78%, top5-acc=67.02%, remaining_time=0:00:06.080050, arrival_time=2021-04-10 02:42:23.557851, cost_time=0:00:19.826209 2021-04-10 02:42:18,781 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.42ms, fps=1965 images/s, loss=2.5388, top1-acc=31.87%, top5-acc=67.13%, remaining_time=0:00:04.754196, arrival_time=2021-04-10 02:42:23.535815, cost_time=0:00:21.129733 2021-04-10 02:42:20,085 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.93ms, fps=1965 images/s, loss=2.5325, top1-acc=32.05%, top5-acc=67.31%, remaining_time=0:00:03.431064, arrival_time=2021-04-10 02:42:23.516642, cost_time=0:00:22.433937 2021-04-10 02:42:21,391 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.41ms, fps=1961 images/s, loss=2.5313, top1-acc=32.11%, top5-acc=67.36%, remaining_time=0:00:02.110208, arrival_time=2021-04-10 02:42:23.501648, cost_time=0:00:23.739793 2021-04-10 02:42:22,696 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.26ms, fps=1962 images/s, loss=2.5265, top1-acc=32.28%, top5-acc=67.45%, remaining_time=0:00:00.790890, arrival_time=2021-04-10 02:42:23.487499, cost_time=0:00:25.044917 2021-04-10 02:42:23,400 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.37ms, fps=1935 images/s, loss=2.5262, top1-acc=32.32%, top5-acc=67.47%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:23.400085, cost_time=0:00:25.748497 2021-04-10 02:42:23,947 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=0.39ms, fps=4690 images/s, loss=2.4588, top1-acc=34.45%, top5-acc=67.85%, remaining_time=0:00:01.637460, arrival_time=2021-04-10 02:42:25.584478, cost_time=0:00:00.545821 2021-04-10 02:42:24,389 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.88ms, fps=5796 images/s, loss=2.5165, top1-acc=33.69%, top5-acc=67.27%, remaining_time=0:00:00.987940, arrival_time=2021-04-10 02:42:25.377132, cost_time=0:00:00.987948 2021-04-10 02:42:24,826 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.67ms, fps=5861 images/s, loss=2.5118, top1-acc=33.72%, top5-acc=67.27%, remaining_time=0:00:00.475090, arrival_time=2021-04-10 02:42:25.301552, cost_time=0:00:01.425281 2021-04-10 02:42:25,218 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.08ms, fps=5925 images/s, loss=2.4944, top1-acc=33.72%, top5-acc=67.31%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:25.218381, cost_time=0:00:01.817234 2021-04-10 02:42:26,720 INFO : Epoch=0008 complete, best val top1-acc=33.72%, top5-acc=67.31% (epoch=8), remaining_time=1:33:06.080256, arrival_time=2021-04-10 04:15:32.800351, cost_time=0:03:52.753340 2021-04-10 02:42:26,720 INFO : Train start, epoch=0009, lr=0.099606 2021-04-10 02:42:28,252 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=0.53ms, fps=1671 images/s, loss=2.4831, top1-acc=32.93%, top5-acc=69.30%, remaining_time=0:00:28.490364, arrival_time=2021-04-10 02:42:56.743004, cost_time=0:00:01.531737 2021-04-10 02:42:29,554 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=2.43ms, fps=1967 images/s, loss=2.4297, top1-acc=34.02%, top5-acc=70.31%, remaining_time=0:00:24.938144, arrival_time=2021-04-10 02:42:54.492980, cost_time=0:00:02.833874 2021-04-10 02:42:30,881 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.54ms, fps=1931 images/s, loss=2.4250, top1-acc=34.31%, top5-acc=70.25%, remaining_time=0:00:23.020880, arrival_time=2021-04-10 02:42:53.902248, cost_time=0:00:04.160388 2021-04-10 02:42:32,191 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.58ms, fps=1956 images/s, loss=2.4109, top1-acc=34.39%, top5-acc=70.39%, remaining_time=0:00:21.333156, arrival_time=2021-04-10 02:42:53.524083, cost_time=0:00:05.470039 2021-04-10 02:42:33,500 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.98ms, fps=1956 images/s, loss=2.4122, top1-acc=34.58%, top5-acc=70.37%, remaining_time=0:00:19.795702, arrival_time=2021-04-10 02:42:53.295933, cost_time=0:00:06.779335 2021-04-10 02:42:34,809 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=2.00ms, fps=1957 images/s, loss=2.4178, top1-acc=34.53%, top5-acc=70.21%, remaining_time=0:00:18.333072, arrival_time=2021-04-10 02:42:53.142166, cost_time=0:00:08.088136 2021-04-10 02:42:36,115 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.57ms, fps=1961 images/s, loss=2.4190, top1-acc=34.47%, top5-acc=70.12%, remaining_time=0:00:16.909830, arrival_time=2021-04-10 02:42:53.025008, cost_time=0:00:09.394349 2021-04-10 02:42:37,421 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.71ms, fps=1960 images/s, loss=2.4140, top1-acc=34.50%, top5-acc=70.15%, remaining_time=0:00:15.516160, arrival_time=2021-04-10 02:42:52.937877, cost_time=0:00:10.700826 2021-04-10 02:42:38,720 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.43ms, fps=1973 images/s, loss=2.4078, top1-acc=34.69%, top5-acc=70.22%, remaining_time=0:00:14.132344, arrival_time=2021-04-10 02:42:52.852307, cost_time=0:00:11.999151 2021-04-10 02:42:40,029 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.32ms, fps=1956 images/s, loss=2.4055, top1-acc=34.74%, top5-acc=70.30%, remaining_time=0:00:12.776064, arrival_time=2021-04-10 02:42:52.805364, cost_time=0:00:13.308406 2021-04-10 02:42:41,336 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.44ms, fps=1960 images/s, loss=2.4088, top1-acc=34.68%, top5-acc=70.23%, remaining_time=0:00:11.426562, arrival_time=2021-04-10 02:42:52.762797, cost_time=0:00:14.615357 2021-04-10 02:42:42,632 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.54ms, fps=1975 images/s, loss=2.4101, top1-acc=34.70%, top5-acc=70.22%, remaining_time=0:00:10.077600, arrival_time=2021-04-10 02:42:52.710452, cost_time=0:00:15.911957 2021-04-10 02:42:43,938 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.46ms, fps=1962 images/s, loss=2.4101, top1-acc=34.73%, top5-acc=70.18%, remaining_time=0:00:08.741172, arrival_time=2021-04-10 02:42:52.679512, cost_time=0:00:17.217523 2021-04-10 02:42:45,241 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.72ms, fps=1965 images/s, loss=2.4130, top1-acc=34.73%, top5-acc=70.13%, remaining_time=0:00:07.408184, arrival_time=2021-04-10 02:42:52.649582, cost_time=0:00:18.520456 2021-04-10 02:42:46,550 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.87ms, fps=1956 images/s, loss=2.4116, top1-acc=34.77%, top5-acc=70.15%, remaining_time=0:00:06.081200, arrival_time=2021-04-10 02:42:52.632015, cost_time=0:00:19.829986 2021-04-10 02:42:47,856 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=2.20ms, fps=1962 images/s, loss=2.4125, top1-acc=34.84%, top5-acc=70.14%, remaining_time=0:00:04.755456, arrival_time=2021-04-10 02:42:52.611555, cost_time=0:00:21.135282 2021-04-10 02:42:49,166 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.52ms, fps=1954 images/s, loss=2.4093, top1-acc=34.94%, top5-acc=70.25%, remaining_time=0:00:03.432858, arrival_time=2021-04-10 02:42:52.599448, cost_time=0:00:22.445693 2021-04-10 02:42:50,474 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.36ms, fps=1959 images/s, loss=2.4091, top1-acc=34.90%, top5-acc=70.21%, remaining_time=0:00:02.111408, arrival_time=2021-04-10 02:42:52.585590, cost_time=0:00:23.753286 2021-04-10 02:42:51,779 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.26ms, fps=1963 images/s, loss=2.4072, top1-acc=34.97%, top5-acc=70.25%, remaining_time=0:00:00.791310, arrival_time=2021-04-10 02:42:52.570431, cost_time=0:00:25.058227 2021-04-10 02:42:52,481 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.33ms, fps=1939 images/s, loss=2.4092, top1-acc=34.93%, top5-acc=70.17%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:52.481237, cost_time=0:00:25.760420 2021-04-10 02:42:53,018 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=0.20ms, fps=4779 images/s, loss=2.3950, top1-acc=35.94%, top5-acc=69.88%, remaining_time=0:00:01.607130, arrival_time=2021-04-10 02:42:54.625108, cost_time=0:00:00.535706 2021-04-10 02:42:53,445 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.52ms, fps=5989 images/s, loss=2.3845, top1-acc=36.13%, top5-acc=70.35%, remaining_time=0:00:00.963500, arrival_time=2021-04-10 02:42:54.409281, cost_time=0:00:00.963502 2021-04-10 02:42:53,875 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.54ms, fps=5958 images/s, loss=2.3834, top1-acc=35.83%, top5-acc=70.43%, remaining_time=0:00:00.464500, arrival_time=2021-04-10 02:42:54.340289, cost_time=0:00:01.393511 2021-04-10 02:42:54,268 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.08ms, fps=5916 images/s, loss=2.3916, top1-acc=35.55%, top5-acc=70.23%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:54.268349, cost_time=0:00:01.786047 2021-04-10 02:42:55,751 INFO : Epoch=0009 complete, best val top1-acc=35.55%, top5-acc=70.23% (epoch=9), remaining_time=1:32:35.649279, arrival_time=2021-04-10 04:15:31.400558, cost_time=0:04:21.784523 2021-04-10 02:42:55,751 INFO : Train start, epoch=0010, lr=0.099501 2021-04-10 02:42:57,263 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=0.45ms, fps=1693 images/s, loss=2.3724, top1-acc=35.43%, top5-acc=70.66%, remaining_time=0:00:28.120224, arrival_time=2021-04-10 02:43:25.384161, cost_time=0:00:01.511839 2021-04-10 02:42:58,569 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.44ms, fps=1961 images/s, loss=2.3395, top1-acc=36.09%, top5-acc=71.05%, remaining_time=0:00:24.795232, arrival_time=2021-04-10 02:43:23.365088, cost_time=0:00:02.817650 2021-04-10 02:42:59,874 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=2.07ms, fps=1963 images/s, loss=2.3404, top1-acc=36.22%, top5-acc=71.35%, remaining_time=0:00:22.809396, arrival_time=2021-04-10 02:43:22.683815, cost_time=0:00:04.122191 2021-04-10 02:43:01,189 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.59ms, fps=1948 images/s, loss=2.3334, top1-acc=36.26%, top5-acc=71.70%, remaining_time=0:00:21.205236, arrival_time=2021-04-10 02:43:22.394619, cost_time=0:00:05.437224 2021-04-10 02:43:02,501 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.81ms, fps=1953 images/s, loss=2.3268, top1-acc=36.48%, top5-acc=71.80%, remaining_time=0:00:19.706934, arrival_time=2021-04-10 02:43:22.208037, cost_time=0:00:06.748932 2021-04-10 02:43:03,813 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=5.68ms, fps=1951 images/s, loss=2.3357, top1-acc=36.18%, top5-acc=71.55%, remaining_time=0:00:18.273096, arrival_time=2021-04-10 02:43:22.086927, cost_time=0:00:08.061651 2021-04-10 02:43:05,114 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.79ms, fps=1969 images/s, loss=2.3252, top1-acc=36.58%, top5-acc=71.85%, remaining_time=0:00:16.852752, arrival_time=2021-04-10 02:43:21.967553, cost_time=0:00:09.362654 2021-04-10 02:43:06,428 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.53ms, fps=1950 images/s, loss=2.3211, top1-acc=36.74%, top5-acc=71.95%, remaining_time=0:00:15.480084, arrival_time=2021-04-10 02:43:21.908165, cost_time=0:00:10.675908 2021-04-10 02:43:07,735 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=2.15ms, fps=1960 images/s, loss=2.3162, top1-acc=36.87%, top5-acc=72.07%, remaining_time=0:00:14.113264, arrival_time=2021-04-10 02:43:21.848478, cost_time=0:00:11.982969 2021-04-10 02:43:09,049 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.52ms, fps=1950 images/s, loss=2.3155, top1-acc=37.01%, top5-acc=72.07%, remaining_time=0:00:12.765024, arrival_time=2021-04-10 02:43:21.814068, cost_time=0:00:13.296870 2021-04-10 02:43:10,357 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=2.06ms, fps=1957 images/s, loss=2.3137, top1-acc=37.10%, top5-acc=72.10%, remaining_time=0:00:11.418736, arrival_time=2021-04-10 02:43:21.776237, cost_time=0:00:14.605308 2021-04-10 02:43:11,656 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.54ms, fps=1972 images/s, loss=2.3088, top1-acc=37.18%, top5-acc=72.17%, remaining_time=0:00:10.072812, arrival_time=2021-04-10 02:43:21.729374, cost_time=0:00:15.904471 2021-04-10 02:43:12,962 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.38ms, fps=1962 images/s, loss=2.3088, top1-acc=37.24%, top5-acc=72.21%, remaining_time=0:00:08.737212, arrival_time=2021-04-10 02:43:21.699167, cost_time=0:00:17.209685 2021-04-10 02:43:14,268 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.36ms, fps=1960 images/s, loss=2.3083, top1-acc=37.30%, top5-acc=72.21%, remaining_time=0:00:07.406672, arrival_time=2021-04-10 02:43:21.675493, cost_time=0:00:18.516667 2021-04-10 02:43:15,579 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.68ms, fps=1954 images/s, loss=2.3092, top1-acc=37.36%, top5-acc=72.17%, remaining_time=0:00:06.080510, arrival_time=2021-04-10 02:43:21.660397, cost_time=0:00:19.827749 2021-04-10 02:43:16,882 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.41ms, fps=1966 images/s, loss=2.3099, top1-acc=37.34%, top5-acc=72.22%, remaining_time=0:00:04.754412, arrival_time=2021-04-10 02:43:21.637228, cost_time=0:00:21.130647 2021-04-10 02:43:18,187 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.51ms, fps=1963 images/s, loss=2.3084, top1-acc=37.33%, top5-acc=72.24%, remaining_time=0:00:03.431298, arrival_time=2021-04-10 02:43:21.618959, cost_time=0:00:22.435429 2021-04-10 02:43:19,491 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.49ms, fps=1965 images/s, loss=2.3030, top1-acc=37.46%, top5-acc=72.33%, remaining_time=0:00:02.110128, arrival_time=2021-04-10 02:43:21.601200, cost_time=0:00:23.738892 2021-04-10 02:43:20,799 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.29ms, fps=1958 images/s, loss=2.3012, top1-acc=37.53%, top5-acc=72.40%, remaining_time=0:00:00.790962, arrival_time=2021-04-10 02:43:21.590271, cost_time=0:00:25.047141 2021-04-10 02:43:21,504 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.68ms, fps=1930 images/s, loss=2.3032, top1-acc=37.46%, top5-acc=72.36%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:21.504552, cost_time=0:00:25.752460 2021-04-10 02:43:22,034 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=1.81ms, fps=4840 images/s, loss=2.4118, top1-acc=37.38%, top5-acc=69.18%, remaining_time=0:00:01.586790, arrival_time=2021-04-10 02:43:23.621390, cost_time=0:00:00.528933 2021-04-10 02:43:22,467 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.56ms, fps=5927 images/s, loss=2.4207, top1-acc=36.39%, top5-acc=68.75%, remaining_time=0:00:00.961440, arrival_time=2021-04-10 02:43:23.428472, cost_time=0:00:00.961442 2021-04-10 02:43:22,901 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.26ms, fps=5896 images/s, loss=2.4205, top1-acc=36.58%, top5-acc=68.42%, remaining_time=0:00:00.465350, arrival_time=2021-04-10 02:43:23.366989, cost_time=0:00:01.396063 2021-04-10 02:43:23,292 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.09ms, fps=5943 images/s, loss=2.4020, top1-acc=36.46%, top5-acc=68.27%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:23.292396, cost_time=0:00:01.786835 2021-04-10 02:43:24,841 INFO : Epoch=0010 complete, best val top1-acc=36.46%, top5-acc=68.27% (epoch=10), remaining_time=1:32:06.611130, arrival_time=2021-04-10 04:15:31.452141, cost_time=0:04:50.874266 2021-04-10 02:43:24,841 INFO : Train start, epoch=0011, lr=0.099384 2021-04-10 02:43:26,315 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.43ms, fps=1737 images/s, loss=2.2557, top1-acc=39.26%, top5-acc=72.89%, remaining_time=0:00:27.411192, arrival_time=2021-04-10 02:43:53.726713, cost_time=0:00:01.473725 2021-04-10 02:43:27,623 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.46ms, fps=1958 images/s, loss=2.2128, top1-acc=40.37%, top5-acc=73.67%, remaining_time=0:00:24.478784, arrival_time=2021-04-10 02:43:52.102288, cost_time=0:00:02.781677 2021-04-10 02:43:28,921 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.50ms, fps=1974 images/s, loss=2.2171, top1-acc=40.20%, top5-acc=73.80%, remaining_time=0:00:22.572846, arrival_time=2021-04-10 02:43:51.494000, cost_time=0:00:04.079440 2021-04-10 02:43:30,219 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.60ms, fps=1972 images/s, loss=2.2219, top1-acc=39.79%, top5-acc=73.65%, remaining_time=0:00:20.973108, arrival_time=2021-04-10 02:43:51.192737, cost_time=0:00:05.377712 2021-04-10 02:43:31,527 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=2.43ms, fps=1959 images/s, loss=2.2161, top1-acc=39.95%, top5-acc=73.66%, remaining_time=0:00:19.520930, arrival_time=2021-04-10 02:43:51.047941, cost_time=0:00:06.685227 2021-04-10 02:43:32,863 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=2.73ms, fps=1917 images/s, loss=2.2241, top1-acc=39.69%, top5-acc=73.53%, remaining_time=0:00:18.181976, arrival_time=2021-04-10 02:43:51.045323, cost_time=0:00:08.021478 2021-04-10 02:43:34,172 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.81ms, fps=1957 images/s, loss=2.2265, top1-acc=39.79%, top5-acc=73.45%, remaining_time=0:00:16.794792, arrival_time=2021-04-10 02:43:50.967228, cost_time=0:00:09.330428 2021-04-10 02:43:35,474 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.61ms, fps=1967 images/s, loss=2.2212, top1-acc=39.83%, top5-acc=73.61%, remaining_time=0:00:15.417560, arrival_time=2021-04-10 02:43:50.892061, cost_time=0:00:10.632785 2021-04-10 02:43:36,787 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.75ms, fps=1950 images/s, loss=2.2093, top1-acc=40.00%, top5-acc=73.90%, remaining_time=0:00:14.069486, arrival_time=2021-04-10 02:43:50.857004, cost_time=0:00:11.945803 2021-04-10 02:43:38,089 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.56ms, fps=1967 images/s, loss=2.2112, top1-acc=40.04%, top5-acc=73.85%, remaining_time=0:00:12.717984, arrival_time=2021-04-10 02:43:50.807608, cost_time=0:00:13.247909 2021-04-10 02:43:39,392 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.81ms, fps=1965 images/s, loss=2.2125, top1-acc=40.04%, top5-acc=73.91%, remaining_time=0:00:11.376338, arrival_time=2021-04-10 02:43:50.769177, cost_time=0:00:14.551097 2021-04-10 02:43:40,694 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.32ms, fps=1968 images/s, loss=2.2079, top1-acc=40.31%, top5-acc=74.04%, remaining_time=0:00:10.039980, arrival_time=2021-04-10 02:43:50.734427, cost_time=0:00:15.852652 2021-04-10 02:43:41,998 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.56ms, fps=1964 images/s, loss=2.2106, top1-acc=40.23%, top5-acc=74.07%, remaining_time=0:00:08.710416, arrival_time=2021-04-10 02:43:50.709148, cost_time=0:00:17.156823 2021-04-10 02:43:43,300 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.49ms, fps=1968 images/s, loss=2.2105, top1-acc=40.31%, top5-acc=74.08%, remaining_time=0:00:07.383488, arrival_time=2021-04-10 02:43:50.683950, cost_time=0:00:18.458742 2021-04-10 02:43:44,605 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.43ms, fps=1962 images/s, loss=2.2082, top1-acc=40.32%, top5-acc=74.16%, remaining_time=0:00:06.060960, arrival_time=2021-04-10 02:43:50.666723, cost_time=0:00:19.763970 2021-04-10 02:43:45,911 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.93ms, fps=1962 images/s, loss=2.2101, top1-acc=40.28%, top5-acc=74.14%, remaining_time=0:00:04.740624, arrival_time=2021-04-10 02:43:50.651937, cost_time=0:00:21.069464 2021-04-10 02:43:47,230 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.90ms, fps=1942 images/s, loss=2.2078, top1-acc=40.36%, top5-acc=74.25%, remaining_time=0:00:03.424148, arrival_time=2021-04-10 02:43:50.654666, cost_time=0:00:22.388651 2021-04-10 02:43:48,535 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.42ms, fps=1963 images/s, loss=2.2066, top1-acc=40.34%, top5-acc=74.28%, remaining_time=0:00:02.106096, arrival_time=2021-04-10 02:43:50.641521, cost_time=0:00:23.693636 2021-04-10 02:43:49,843 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.37ms, fps=1959 images/s, loss=2.2084, top1-acc=40.36%, top5-acc=74.24%, remaining_time=0:00:00.789510, arrival_time=2021-04-10 02:43:50.632422, cost_time=0:00:25.001126 2021-04-10 02:43:50,555 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.95ms, fps=1911 images/s, loss=2.2091, top1-acc=40.35%, top5-acc=74.24%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:50.555064, cost_time=0:00:25.713306 2021-04-10 02:43:51,103 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=0.29ms, fps=4679 images/s, loss=2.4027, top1-acc=39.84%, top5-acc=70.16%, remaining_time=0:00:01.641210, arrival_time=2021-04-10 02:43:52.744791, cost_time=0:00:00.547068 2021-04-10 02:43:51,553 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=2.09ms, fps=5700 images/s, loss=2.4106, top1-acc=39.10%, top5-acc=70.59%, remaining_time=0:00:00.996460, arrival_time=2021-04-10 02:43:52.549620, cost_time=0:00:00.996461 2021-04-10 02:43:51,991 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.80ms, fps=5846 images/s, loss=2.4171, top1-acc=38.48%, top5-acc=70.44%, remaining_time=0:00:00.478380, arrival_time=2021-04-10 02:43:52.470140, cost_time=0:00:01.435152 2021-04-10 02:43:52,385 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.08ms, fps=5899 images/s, loss=2.3978, top1-acc=38.34%, top5-acc=70.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:52.385507, cost_time=0:00:01.829006 2021-04-10 02:43:54,020 INFO : Epoch=0011 complete, best val top1-acc=38.34%, top5-acc=70.52% (epoch=11), remaining_time=1:31:39.108468, arrival_time=2021-04-10 04:15:33.129147, cost_time=0:05:20.053929 2021-04-10 02:43:54,021 INFO : Train start, epoch=0012, lr=0.099255 2021-04-10 02:43:55,502 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=1.38ms, fps=1729 images/s, loss=2.1255, top1-acc=42.03%, top5-acc=76.21%, remaining_time=0:00:27.546600, arrival_time=2021-04-10 02:44:23.049072, cost_time=0:00:01.481005 2021-04-10 02:43:56,805 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.58ms, fps=1966 images/s, loss=2.1183, top1-acc=41.93%, top5-acc=76.05%, remaining_time=0:00:24.496208, arrival_time=2021-04-10 02:44:21.301340, cost_time=0:00:02.783666 2021-04-10 02:43:58,116 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.90ms, fps=1953 images/s, loss=2.1473, top1-acc=41.25%, top5-acc=75.61%, remaining_time=0:00:22.659166, arrival_time=2021-04-10 02:44:20.775665, cost_time=0:00:04.095035 2021-04-10 02:43:59,433 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.78ms, fps=1945 images/s, loss=2.1494, top1-acc=41.00%, top5-acc=75.40%, remaining_time=0:00:21.106488, arrival_time=2021-04-10 02:44:20.539914, cost_time=0:00:05.411904 2021-04-10 02:44:00,738 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.48ms, fps=1963 images/s, loss=2.1496, top1-acc=41.23%, top5-acc=75.27%, remaining_time=0:00:19.614078, arrival_time=2021-04-10 02:44:20.352669, cost_time=0:00:06.717128 2021-04-10 02:44:02,058 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.90ms, fps=1940 images/s, loss=2.1426, top1-acc=41.35%, top5-acc=75.44%, remaining_time=0:00:18.217336, arrival_time=2021-04-10 02:44:20.275778, cost_time=0:00:08.037058 2021-04-10 02:44:03,361 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.35ms, fps=1966 images/s, loss=2.1447, top1-acc=41.46%, top5-acc=75.45%, remaining_time=0:00:16.811424, arrival_time=2021-04-10 02:44:20.172566, cost_time=0:00:09.339677 2021-04-10 02:44:04,663 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.62ms, fps=1967 images/s, loss=2.1403, top1-acc=41.61%, top5-acc=75.50%, remaining_time=0:00:15.430204, arrival_time=2021-04-10 02:44:20.093152, cost_time=0:00:10.641548 2021-04-10 02:44:05,963 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.45ms, fps=1969 images/s, loss=2.1384, top1-acc=41.71%, top5-acc=75.51%, remaining_time=0:00:14.065352, arrival_time=2021-04-10 02:44:20.029039, cost_time=0:00:11.942308 2021-04-10 02:44:07,265 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.55ms, fps=1968 images/s, loss=2.1383, top1-acc=41.89%, top5-acc=75.57%, remaining_time=0:00:12.714048, arrival_time=2021-04-10 02:44:19.979276, cost_time=0:00:13.243840 2021-04-10 02:44:08,567 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.43ms, fps=1966 images/s, loss=2.1408, top1-acc=41.78%, top5-acc=75.58%, remaining_time=0:00:11.372554, arrival_time=2021-04-10 02:44:19.940408, cost_time=0:00:14.546336 2021-04-10 02:44:09,874 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.34ms, fps=1961 images/s, loss=2.1393, top1-acc=41.70%, top5-acc=75.58%, remaining_time=0:00:10.039980, arrival_time=2021-04-10 02:44:19.914089, cost_time=0:00:15.852618 2021-04-10 02:44:11,186 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=2.67ms, fps=1951 images/s, loss=2.1410, top1-acc=41.72%, top5-acc=75.56%, remaining_time=0:00:08.714772, arrival_time=2021-04-10 02:44:19.901671, cost_time=0:00:17.165429 2021-04-10 02:44:12,490 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.89ms, fps=1964 images/s, loss=2.1338, top1-acc=41.80%, top5-acc=75.75%, remaining_time=0:00:07.387744, arrival_time=2021-04-10 02:44:19.878437, cost_time=0:00:18.469291 2021-04-10 02:44:13,790 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.37ms, fps=1970 images/s, loss=2.1308, top1-acc=41.97%, top5-acc=75.76%, remaining_time=0:00:06.062570, arrival_time=2021-04-10 02:44:19.853279, cost_time=0:00:19.769187 2021-04-10 02:44:15,096 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.90ms, fps=1961 images/s, loss=2.1329, top1-acc=41.99%, top5-acc=75.77%, remaining_time=0:00:04.741992, arrival_time=2021-04-10 02:44:19.838905, cost_time=0:00:21.075529 2021-04-10 02:44:16,403 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.85ms, fps=1960 images/s, loss=2.1310, top1-acc=42.07%, top5-acc=75.83%, remaining_time=0:00:03.423134, arrival_time=2021-04-10 02:44:19.826624, cost_time=0:00:22.382022 2021-04-10 02:44:17,705 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.54ms, fps=1967 images/s, loss=2.1301, top1-acc=42.12%, top5-acc=75.79%, remaining_time=0:00:02.105232, arrival_time=2021-04-10 02:44:19.810555, cost_time=0:00:23.683930 2021-04-10 02:44:19,011 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.70ms, fps=1961 images/s, loss=2.1279, top1-acc=42.13%, top5-acc=75.81%, remaining_time=0:00:00.789144, arrival_time=2021-04-10 02:44:19.800149, cost_time=0:00:24.989506 2021-04-10 02:44:19,717 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.24ms, fps=1927 images/s, loss=2.1279, top1-acc=42.13%, top5-acc=75.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:19.717300, cost_time=0:00:25.695912 2021-04-10 02:44:20,268 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=2.13ms, fps=4658 images/s, loss=2.2721, top1-acc=41.02%, top5-acc=73.20%, remaining_time=0:00:01.648560, arrival_time=2021-04-10 02:44:21.916493, cost_time=0:00:00.549519 2021-04-10 02:44:20,703 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.83ms, fps=5884 images/s, loss=2.2759, top1-acc=40.47%, top5-acc=73.12%, remaining_time=0:00:00.985060, arrival_time=2021-04-10 02:44:21.688548, cost_time=0:00:00.985054 2021-04-10 02:44:21,137 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.79ms, fps=5910 images/s, loss=2.2500, top1-acc=41.29%, top5-acc=73.75%, remaining_time=0:00:00.472900, arrival_time=2021-04-10 02:44:21.610024, cost_time=0:00:01.418702 2021-04-10 02:44:21,527 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.08ms, fps=5953 images/s, loss=2.2402, top1-acc=41.37%, top5-acc=73.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:21.527302, cost_time=0:00:01.808968 2021-04-10 02:44:23,183 INFO : Epoch=0012 complete, best val top1-acc=41.37%, top5-acc=73.61% (epoch=12), remaining_time=1:31:11.060004, arrival_time=2021-04-10 04:15:34.243344, cost_time=0:05:49.216591 2021-04-10 02:44:23,183 INFO : Train start, epoch=0013, lr=0.099114 2021-04-10 02:44:24,657 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=0.27ms, fps=1738 images/s, loss=2.0572, top1-acc=44.26%, top5-acc=76.76%, remaining_time=0:00:27.397986, arrival_time=2021-04-10 02:44:52.055109, cost_time=0:00:01.473011 2021-04-10 02:44:25,960 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.43ms, fps=1965 images/s, loss=2.0712, top1-acc=43.61%, top5-acc=77.23%, remaining_time=0:00:24.433376, arrival_time=2021-04-10 02:44:50.394031, cost_time=0:00:02.776523 2021-04-10 02:44:27,262 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.70ms, fps=1967 images/s, loss=2.0843, top1-acc=43.46%, top5-acc=76.95%, remaining_time=0:00:22.567700, arrival_time=2021-04-10 02:44:49.830326, cost_time=0:00:04.078512 2021-04-10 02:44:28,574 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=3.96ms, fps=1953 images/s, loss=2.0814, top1-acc=43.48%, top5-acc=76.89%, remaining_time=0:00:21.021624, arrival_time=2021-04-10 02:44:49.595962, cost_time=0:00:05.390153 2021-04-10 02:44:29,878 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.55ms, fps=1964 images/s, loss=2.0727, top1-acc=43.58%, top5-acc=77.12%, remaining_time=0:00:19.546918, arrival_time=2021-04-10 02:44:49.425111, cost_time=0:00:06.694126 2021-04-10 02:44:31,184 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.91ms, fps=1960 images/s, loss=2.0655, top1-acc=43.76%, top5-acc=77.09%, remaining_time=0:00:18.134920, arrival_time=2021-04-10 02:44:49.319770, cost_time=0:00:08.000710 2021-04-10 02:44:32,494 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.52ms, fps=1956 images/s, loss=2.0627, top1-acc=43.76%, top5-acc=77.14%, remaining_time=0:00:16.758882, arrival_time=2021-04-10 02:44:49.253465, cost_time=0:00:09.310456 2021-04-10 02:44:33,811 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.41ms, fps=1945 images/s, loss=2.0673, top1-acc=43.79%, top5-acc=77.07%, remaining_time=0:00:15.409324, arrival_time=2021-04-10 02:44:49.220646, cost_time=0:00:10.627128 2021-04-10 02:44:35,119 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=2.53ms, fps=1959 images/s, loss=2.0725, top1-acc=43.64%, top5-acc=76.97%, remaining_time=0:00:14.056660, arrival_time=2021-04-10 02:44:49.175631, cost_time=0:00:11.934856 2021-04-10 02:44:36,419 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.40ms, fps=1969 images/s, loss=2.0743, top1-acc=43.70%, top5-acc=76.87%, remaining_time=0:00:12.706176, arrival_time=2021-04-10 02:44:49.125809, cost_time=0:00:13.235579 2021-04-10 02:44:37,718 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.40ms, fps=1971 images/s, loss=2.0710, top1-acc=43.78%, top5-acc=76.95%, remaining_time=0:00:11.363610, arrival_time=2021-04-10 02:44:49.082538, cost_time=0:00:14.534894 2021-04-10 02:44:39,020 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.53ms, fps=1968 images/s, loss=2.0692, top1-acc=43.96%, top5-acc=76.90%, remaining_time=0:00:10.029492, arrival_time=2021-04-10 02:44:49.049597, cost_time=0:00:15.836002 2021-04-10 02:44:40,324 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.46ms, fps=1963 images/s, loss=2.0702, top1-acc=43.92%, top5-acc=76.89%, remaining_time=0:00:08.702232, arrival_time=2021-04-10 02:44:49.027102, cost_time=0:00:17.140815 2021-04-10 02:44:41,640 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.55ms, fps=1947 images/s, loss=2.0648, top1-acc=44.11%, top5-acc=76.94%, remaining_time=0:00:07.382480, arrival_time=2021-04-10 02:44:49.022804, cost_time=0:00:18.456194 2021-04-10 02:44:42,950 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.76ms, fps=1955 images/s, loss=2.0600, top1-acc=44.23%, top5-acc=77.04%, remaining_time=0:00:06.061650, arrival_time=2021-04-10 02:44:49.011985, cost_time=0:00:19.766216 2021-04-10 02:44:44,254 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.64ms, fps=1964 images/s, loss=2.0612, top1-acc=44.17%, top5-acc=76.99%, remaining_time=0:00:04.740840, arrival_time=2021-04-10 02:44:48.995312, cost_time=0:00:21.070370 2021-04-10 02:44:45,558 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.85ms, fps=1964 images/s, loss=2.0621, top1-acc=44.18%, top5-acc=77.00%, remaining_time=0:00:03.421964, arrival_time=2021-04-10 02:44:48.980345, cost_time=0:00:22.374332 2021-04-10 02:44:46,858 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.53ms, fps=1969 images/s, loss=2.0604, top1-acc=44.18%, top5-acc=77.02%, remaining_time=0:00:02.104416, arrival_time=2021-04-10 02:44:48.963302, cost_time=0:00:23.674768 2021-04-10 02:44:48,163 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.41ms, fps=1963 images/s, loss=2.0576, top1-acc=44.26%, top5-acc=77.13%, remaining_time=0:00:00.788832, arrival_time=2021-04-10 02:44:48.952535, cost_time=0:00:24.979585 2021-04-10 02:44:48,870 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.32ms, fps=1924 images/s, loss=2.0566, top1-acc=44.31%, top5-acc=77.15%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:48.870921, cost_time=0:00:25.686892 2021-04-10 02:44:49,407 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=1.50ms, fps=4777 images/s, loss=2.1131, top1-acc=43.44%, top5-acc=75.74%, remaining_time=0:00:01.607550, arrival_time=2021-04-10 02:44:51.015423, cost_time=0:00:00.535851 2021-04-10 02:44:49,843 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.66ms, fps=5884 images/s, loss=2.1325, top1-acc=43.71%, top5-acc=74.86%, remaining_time=0:00:00.971380, arrival_time=2021-04-10 02:44:50.814740, cost_time=0:00:00.971379 2021-04-10 02:44:50,278 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.37ms, fps=5883 images/s, loss=2.1527, top1-acc=43.36%, top5-acc=74.22%, remaining_time=0:00:00.468950, arrival_time=2021-04-10 02:44:50.747769, cost_time=0:00:01.406841 2021-04-10 02:44:50,672 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.09ms, fps=5906 images/s, loss=2.1716, top1-acc=43.62%, top5-acc=74.08%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:50.672015, cost_time=0:00:01.800002 2021-04-10 02:44:52,154 INFO : Epoch=0013 complete, best val top1-acc=43.62%, top5-acc=74.08% (epoch=13), remaining_time=1:30:40.081328, arrival_time=2021-04-10 04:15:32.235548, cost_time=0:06:18.187472 2021-04-10 02:44:52,154 INFO : Train start, epoch=0014, lr=0.098961 2021-04-10 02:44:53,643 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.45ms, fps=1719 images/s, loss=2.0141, top1-acc=45.39%, top5-acc=77.58%, remaining_time=0:00:27.693726, arrival_time=2021-04-10 02:45:21.337651, cost_time=0:00:01.488913 2021-04-10 02:44:54,952 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.79ms, fps=1958 images/s, loss=1.9981, top1-acc=45.74%, top5-acc=78.32%, remaining_time=0:00:24.613248, arrival_time=2021-04-10 02:45:19.565301, cost_time=0:00:02.796961 2021-04-10 02:44:56,257 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=2.04ms, fps=1962 images/s, loss=2.0119, top1-acc=45.78%, top5-acc=77.77%, remaining_time=0:00:22.699670, arrival_time=2021-04-10 02:45:18.957102, cost_time=0:00:04.102351 2021-04-10 02:44:57,557 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.43ms, fps=1970 images/s, loss=1.9980, top1-acc=46.25%, top5-acc=77.90%, remaining_time=0:00:21.069204, arrival_time=2021-04-10 02:45:18.626612, cost_time=0:00:05.402347 2021-04-10 02:44:58,858 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.85ms, fps=1968 images/s, loss=1.9974, top1-acc=46.15%, top5-acc=77.96%, remaining_time=0:00:19.574658, arrival_time=2021-04-10 02:45:18.433297, cost_time=0:00:06.703637 2021-04-10 02:45:00,161 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=2.53ms, fps=1966 images/s, loss=1.9877, top1-acc=46.18%, top5-acc=78.20%, remaining_time=0:00:18.146616, arrival_time=2021-04-10 02:45:18.307631, cost_time=0:00:08.005851 2021-04-10 02:45:01,473 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.40ms, fps=1951 images/s, loss=1.9896, top1-acc=46.12%, top5-acc=78.25%, remaining_time=0:00:16.773498, arrival_time=2021-04-10 02:45:18.247088, cost_time=0:00:09.318587 2021-04-10 02:45:02,785 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.65ms, fps=1952 images/s, loss=1.9915, top1-acc=46.17%, top5-acc=78.24%, remaining_time=0:00:15.413732, arrival_time=2021-04-10 02:45:18.199002, cost_time=0:00:10.630183 2021-04-10 02:45:04,095 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.51ms, fps=1956 images/s, loss=1.9958, top1-acc=46.02%, top5-acc=78.22%, remaining_time=0:00:14.062384, arrival_time=2021-04-10 02:45:18.157305, cost_time=0:00:11.939739 2021-04-10 02:45:05,402 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.36ms, fps=1958 images/s, loss=1.9885, top1-acc=46.18%, top5-acc=78.24%, remaining_time=0:00:12.717888, arrival_time=2021-04-10 02:45:18.120704, cost_time=0:00:13.247815 2021-04-10 02:45:06,716 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.90ms, fps=1950 images/s, loss=1.9913, top1-acc=46.15%, top5-acc=78.20%, remaining_time=0:00:11.384164, arrival_time=2021-04-10 02:45:18.100396, cost_time=0:00:14.561100 2021-04-10 02:45:08,022 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.46ms, fps=1961 images/s, loss=1.9956, top1-acc=46.04%, top5-acc=78.17%, remaining_time=0:00:10.049404, arrival_time=2021-04-10 02:45:18.071899, cost_time=0:00:15.867449 2021-04-10 02:45:09,326 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.56ms, fps=1963 images/s, loss=1.9915, top1-acc=46.10%, top5-acc=78.28%, remaining_time=0:00:08.718006, arrival_time=2021-04-10 02:45:18.044891, cost_time=0:00:17.171813 2021-04-10 02:45:10,634 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=2.00ms, fps=1959 images/s, loss=1.9957, top1-acc=46.05%, top5-acc=78.25%, remaining_time=0:00:07.391776, arrival_time=2021-04-10 02:45:18.026268, cost_time=0:00:18.479387 2021-04-10 02:45:11,937 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.54ms, fps=1965 images/s, loss=1.9985, top1-acc=45.98%, top5-acc=78.23%, remaining_time=0:00:06.066664, arrival_time=2021-04-10 02:45:18.004300, cost_time=0:00:19.782640 2021-04-10 02:45:13,243 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.50ms, fps=1961 images/s, loss=1.9936, top1-acc=46.09%, top5-acc=78.33%, remaining_time=0:00:04.744872, arrival_time=2021-04-10 02:45:17.988345, cost_time=0:00:21.088395 2021-04-10 02:45:14,561 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.89ms, fps=1945 images/s, loss=1.9910, top1-acc=46.18%, top5-acc=78.40%, remaining_time=0:00:03.426722, arrival_time=2021-04-10 02:45:17.987195, cost_time=0:00:22.405475 2021-04-10 02:45:15,860 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.67ms, fps=1972 images/s, loss=1.9942, top1-acc=46.13%, top5-acc=78.36%, remaining_time=0:00:02.107152, arrival_time=2021-04-10 02:45:17.967827, cost_time=0:00:23.705492 2021-04-10 02:45:17,164 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.25ms, fps=1964 images/s, loss=1.9932, top1-acc=46.17%, top5-acc=78.39%, remaining_time=0:00:00.789780, arrival_time=2021-04-10 02:45:17.954568, cost_time=0:00:25.009788 2021-04-10 02:45:17,874 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.96ms, fps=1918 images/s, loss=1.9941, top1-acc=46.18%, top5-acc=78.34%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:17.874411, cost_time=0:00:25.719413 2021-04-10 02:45:18,419 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=1.25ms, fps=4709 images/s, loss=2.5234, top1-acc=38.71%, top5-acc=69.45%, remaining_time=0:00:01.630920, arrival_time=2021-04-10 02:45:20.050024, cost_time=0:00:00.543640 2021-04-10 02:45:18,852 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.81ms, fps=5911 images/s, loss=2.5123, top1-acc=39.04%, top5-acc=69.12%, remaining_time=0:00:00.977060, arrival_time=2021-04-10 02:45:19.829598, cost_time=0:00:00.977055 2021-04-10 02:45:19,284 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.41ms, fps=5937 images/s, loss=2.5097, top1-acc=39.06%, top5-acc=69.09%, remaining_time=0:00:00.469540, arrival_time=2021-04-10 02:45:19.753609, cost_time=0:00:01.408610 2021-04-10 02:45:19,675 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.08ms, fps=5926 images/s, loss=2.5015, top1-acc=39.41%, top5-acc=68.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:19.675859, cost_time=0:00:01.800423 2021-04-10 02:45:20,486 INFO : Epoch=0014 complete, best val top1-acc=43.62%, top5-acc=74.08% (epoch=13), remaining_time=1:30:00.899670, arrival_time=2021-04-10 04:15:21.385736, cost_time=0:06:46.519326 2021-04-10 02:45:20,486 INFO : Train start, epoch=0015, lr=0.098796 2021-04-10 02:45:21,996 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=0.26ms, fps=1696 images/s, loss=1.9112, top1-acc=48.55%, top5-acc=80.23%, remaining_time=0:00:28.082838, arrival_time=2021-04-10 02:45:50.079438, cost_time=0:00:01.509831 2021-04-10 02:45:23,297 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.52ms, fps=1969 images/s, loss=1.9233, top1-acc=48.01%, top5-acc=79.94%, remaining_time=0:00:24.733984, arrival_time=2021-04-10 02:45:48.031429, cost_time=0:00:02.810686 2021-04-10 02:45:24,607 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.83ms, fps=1954 images/s, loss=1.9099, top1-acc=48.37%, top5-acc=80.05%, remaining_time=0:00:22.802922, arrival_time=2021-04-10 02:45:47.410781, cost_time=0:00:04.121019 2021-04-10 02:45:25,905 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.47ms, fps=1974 images/s, loss=1.9074, top1-acc=48.49%, top5-acc=80.11%, remaining_time=0:00:21.131916, arrival_time=2021-04-10 02:45:47.037188, cost_time=0:00:05.418441 2021-04-10 02:45:27,209 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.48ms, fps=1964 images/s, loss=1.9032, top1-acc=48.61%, top5-acc=80.17%, remaining_time=0:00:19.629262, arrival_time=2021-04-10 02:45:46.838446, cost_time=0:00:06.722356 2021-04-10 02:45:28,511 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.85ms, fps=1966 images/s, loss=1.9055, top1-acc=48.59%, top5-acc=79.97%, remaining_time=0:00:18.189864, arrival_time=2021-04-10 02:45:46.701636, cost_time=0:00:08.024934 2021-04-10 02:45:29,818 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.56ms, fps=1960 images/s, loss=1.9092, top1-acc=48.60%, top5-acc=79.81%, remaining_time=0:00:16.796934, arrival_time=2021-04-10 02:45:46.615352, cost_time=0:00:09.331600 2021-04-10 02:45:31,121 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.62ms, fps=1965 images/s, loss=1.9129, top1-acc=48.67%, top5-acc=79.63%, remaining_time=0:00:15.420692, arrival_time=2021-04-10 02:45:46.542571, cost_time=0:00:10.634999 2021-04-10 02:45:32,430 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.81ms, fps=1958 images/s, loss=1.9249, top1-acc=48.34%, top5-acc=79.33%, remaining_time=0:00:14.066306, arrival_time=2021-04-10 02:45:46.496414, cost_time=0:00:11.943059 2021-04-10 02:45:33,736 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.58ms, fps=1960 images/s, loss=1.9315, top1-acc=48.17%, top5-acc=79.26%, remaining_time=0:00:12.720000, arrival_time=2021-04-10 02:45:46.456794, cost_time=0:00:13.250026 2021-04-10 02:45:35,045 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=2.69ms, fps=1957 images/s, loss=1.9313, top1-acc=48.07%, top5-acc=79.29%, remaining_time=0:00:11.382358, arrival_time=2021-04-10 02:45:46.428016, cost_time=0:00:14.558828 2021-04-10 02:45:36,345 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.76ms, fps=1970 images/s, loss=1.9263, top1-acc=48.14%, top5-acc=79.43%, remaining_time=0:00:10.044084, arrival_time=2021-04-10 02:45:46.389962, cost_time=0:00:15.859113 2021-04-10 02:45:37,647 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.50ms, fps=1968 images/s, loss=1.9341, top1-acc=48.07%, top5-acc=79.24%, remaining_time=0:00:08.712330, arrival_time=2021-04-10 02:45:46.359852, cost_time=0:00:17.160685 2021-04-10 02:45:38,950 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.39ms, fps=1965 images/s, loss=1.9309, top1-acc=48.04%, top5-acc=79.31%, remaining_time=0:00:07.385616, arrival_time=2021-04-10 02:45:46.336475, cost_time=0:00:18.464107 2021-04-10 02:45:40,252 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.48ms, fps=1967 images/s, loss=1.9315, top1-acc=47.94%, top5-acc=79.30%, remaining_time=0:00:06.061466, arrival_time=2021-04-10 02:45:46.314030, cost_time=0:00:19.765718 2021-04-10 02:45:41,558 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.68ms, fps=1962 images/s, loss=1.9293, top1-acc=48.04%, top5-acc=79.38%, remaining_time=0:00:04.741020, arrival_time=2021-04-10 02:45:46.299072, cost_time=0:00:21.071148 2021-04-10 02:45:42,860 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=2.09ms, fps=1966 images/s, loss=1.9312, top1-acc=48.00%, top5-acc=79.32%, remaining_time=0:00:03.421886, arrival_time=2021-04-10 02:45:46.282596, cost_time=0:00:22.373896 2021-04-10 02:45:44,169 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.47ms, fps=1958 images/s, loss=1.9313, top1-acc=48.03%, top5-acc=79.33%, remaining_time=0:00:02.105088, arrival_time=2021-04-10 02:45:46.274069, cost_time=0:00:23.682230 2021-04-10 02:45:45,477 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.59ms, fps=1957 images/s, loss=1.9343, top1-acc=48.00%, top5-acc=79.28%, remaining_time=0:00:00.789174, arrival_time=2021-04-10 02:45:46.266493, cost_time=0:00:24.990460 2021-04-10 02:45:46,181 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.45ms, fps=1932 images/s, loss=1.9376, top1-acc=47.91%, top5-acc=79.25%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:46.181894, cost_time=0:00:25.695147 2021-04-10 02:45:46,741 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=0.22ms, fps=4585 images/s, loss=2.5005, top1-acc=36.91%, top5-acc=67.11%, remaining_time=0:00:01.674990, arrival_time=2021-04-10 02:45:48.416249, cost_time=0:00:00.558329 2021-04-10 02:45:47,179 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.82ms, fps=5851 images/s, loss=2.4519, top1-acc=38.30%, top5-acc=67.99%, remaining_time=0:00:00.996320, arrival_time=2021-04-10 02:45:48.175576, cost_time=0:00:00.996328 2021-04-10 02:45:47,615 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.74ms, fps=5876 images/s, loss=2.4539, top1-acc=38.26%, top5-acc=68.05%, remaining_time=0:00:00.477510, arrival_time=2021-04-10 02:45:48.092918, cost_time=0:00:01.432531 2021-04-10 02:45:48,005 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.07ms, fps=5950 images/s, loss=2.4503, top1-acc=38.36%, top5-acc=68.24%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:48.005656, cost_time=0:00:01.822811 2021-04-10 02:45:48,781 INFO : Epoch=0015 complete, best val top1-acc=43.62%, top5-acc=74.08% (epoch=13), remaining_time=1:29:22.719135, arrival_time=2021-04-10 04:15:11.500959, cost_time=0:07:14.815067 2021-04-10 02:45:48,783 INFO : Train start, epoch=0016, lr=0.098618 2021-04-10 02:45:50,274 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.89ms, fps=1717 images/s, loss=1.9185, top1-acc=49.10%, top5-acc=79.41%, remaining_time=0:00:27.737622, arrival_time=2021-04-10 02:46:18.012357, cost_time=0:00:01.491270 2021-04-10 02:45:51,578 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.39ms, fps=1964 images/s, loss=1.9010, top1-acc=48.87%, top5-acc=80.21%, remaining_time=0:00:24.599344, arrival_time=2021-04-10 02:46:16.178198, cost_time=0:00:02.795389 2021-04-10 02:45:52,878 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.62ms, fps=1970 images/s, loss=1.8999, top1-acc=48.79%, top5-acc=80.33%, remaining_time=0:00:22.660328, arrival_time=2021-04-10 02:46:15.539028, cost_time=0:00:04.095255 2021-04-10 02:45:54,180 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.43ms, fps=1968 images/s, loss=1.8943, top1-acc=49.08%, top5-acc=80.38%, remaining_time=0:00:21.047988, arrival_time=2021-04-10 02:46:15.228484, cost_time=0:00:05.396914 2021-04-10 02:45:55,486 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.54ms, fps=1961 images/s, loss=1.8851, top1-acc=49.24%, top5-acc=80.41%, remaining_time=0:00:19.572468, arrival_time=2021-04-10 02:46:15.058782, cost_time=0:00:06.702917 2021-04-10 02:45:56,791 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.38ms, fps=1963 images/s, loss=1.8822, top1-acc=49.26%, top5-acc=80.53%, remaining_time=0:00:18.150696, arrival_time=2021-04-10 02:46:14.941836, cost_time=0:00:08.007669 2021-04-10 02:45:58,099 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.37ms, fps=1957 images/s, loss=1.8840, top1-acc=49.04%, top5-acc=80.55%, remaining_time=0:00:16.769592, arrival_time=2021-04-10 02:46:14.869478, cost_time=0:00:09.316407 2021-04-10 02:45:59,402 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=2.07ms, fps=1966 images/s, loss=1.8783, top1-acc=49.09%, top5-acc=80.57%, remaining_time=0:00:15.397492, arrival_time=2021-04-10 02:46:14.799925, cost_time=0:00:10.618970 2021-04-10 02:46:00,699 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.51ms, fps=1974 images/s, loss=1.8758, top1-acc=49.36%, top5-acc=80.47%, remaining_time=0:00:14.034930, arrival_time=2021-04-10 02:46:14.734789, cost_time=0:00:11.916473 2021-04-10 02:46:01,997 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=2.00ms, fps=1974 images/s, loss=1.8749, top1-acc=49.27%, top5-acc=80.49%, remaining_time=0:00:12.684960, arrival_time=2021-04-10 02:46:14.682008, cost_time=0:00:13.213533 2021-04-10 02:46:03,330 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=2.29ms, fps=1921 images/s, loss=1.8715, top1-acc=49.33%, top5-acc=80.50%, remaining_time=0:00:11.373156, arrival_time=2021-04-10 02:46:14.703688, cost_time=0:00:14.547085 2021-04-10 02:46:04,657 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.37ms, fps=1930 images/s, loss=1.8732, top1-acc=49.39%, top5-acc=80.49%, remaining_time=0:00:10.053812, arrival_time=2021-04-10 02:46:14.711703, cost_time=0:00:15.874416 2021-04-10 02:46:05,970 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.35ms, fps=1952 images/s, loss=1.8755, top1-acc=49.44%, top5-acc=80.38%, remaining_time=0:00:08.725530, arrival_time=2021-04-10 02:46:14.695647, cost_time=0:00:17.186641 2021-04-10 02:46:07,271 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.41ms, fps=1968 images/s, loss=1.8754, top1-acc=49.48%, top5-acc=80.33%, remaining_time=0:00:07.395360, arrival_time=2021-04-10 02:46:14.667185, cost_time=0:00:18.488360 2021-04-10 02:46:08,576 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.90ms, fps=1962 images/s, loss=1.8781, top1-acc=49.49%, top5-acc=80.24%, remaining_time=0:00:06.070022, arrival_time=2021-04-10 02:46:14.646960, cost_time=0:00:19.793552 2021-04-10 02:46:09,879 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.58ms, fps=1967 images/s, loss=1.8788, top1-acc=49.53%, top5-acc=80.25%, remaining_time=0:00:04.746528, arrival_time=2021-04-10 02:46:14.625635, cost_time=0:00:21.095645 2021-04-10 02:46:11,179 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.53ms, fps=1969 images/s, loss=1.8769, top1-acc=49.61%, top5-acc=80.26%, remaining_time=0:00:03.425318, arrival_time=2021-04-10 02:46:14.605078, cost_time=0:00:22.396244 2021-04-10 02:46:12,477 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.43ms, fps=1973 images/s, loss=1.8799, top1-acc=49.55%, top5-acc=80.19%, remaining_time=0:00:02.106176, arrival_time=2021-04-10 02:46:14.584085, cost_time=0:00:23.694499 2021-04-10 02:46:13,780 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.24ms, fps=1966 images/s, loss=1.8800, top1-acc=49.59%, top5-acc=80.18%, remaining_time=0:00:00.789384, arrival_time=2021-04-10 02:46:14.569980, cost_time=0:00:24.997126 2021-04-10 02:46:14,485 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.33ms, fps=1930 images/s, loss=1.8814, top1-acc=49.55%, top5-acc=80.16%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:14.485813, cost_time=0:00:25.702414 2021-04-10 02:46:15,031 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=0.42ms, fps=4702 images/s, loss=2.1642, top1-acc=44.57%, top5-acc=74.26%, remaining_time=0:00:01.633290, arrival_time=2021-04-10 02:46:16.664598, cost_time=0:00:00.544433 2021-04-10 02:46:15,465 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=2.09ms, fps=5901 images/s, loss=2.1716, top1-acc=44.80%, top5-acc=74.49%, remaining_time=0:00:00.978720, arrival_time=2021-04-10 02:46:16.444291, cost_time=0:00:00.978716 2021-04-10 02:46:15,900 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.48ms, fps=5894 images/s, loss=2.1928, top1-acc=44.34%, top5-acc=74.05%, remaining_time=0:00:00.471130, arrival_time=2021-04-10 02:46:16.371370, cost_time=0:00:01.413398 2021-04-10 02:46:16,297 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.09ms, fps=5848 images/s, loss=2.1849, top1-acc=44.36%, top5-acc=74.20%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:16.297273, cost_time=0:00:01.810460 2021-04-10 02:46:18,371 INFO : Epoch=0016 complete, best val top1-acc=44.36%, top5-acc=74.20% (epoch=16), remaining_time=1:29:00.650968, arrival_time=2021-04-10 04:15:19.022206, cost_time=0:07:44.404436 2021-04-10 02:46:18,372 INFO : Train start, epoch=0017, lr=0.098429 2021-04-10 02:46:19,843 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=0.27ms, fps=1741 images/s, loss=1.8214, top1-acc=50.08%, top5-acc=82.07%, remaining_time=0:00:27.345906, arrival_time=2021-04-10 02:46:47.189007, cost_time=0:00:01.470214 2021-04-10 02:46:21,149 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.44ms, fps=1961 images/s, loss=1.7482, top1-acc=51.84%, top5-acc=82.85%, remaining_time=0:00:24.432496, arrival_time=2021-04-10 02:46:45.581792, cost_time=0:00:02.776418 2021-04-10 02:46:22,460 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=2.30ms, fps=1953 images/s, loss=1.7896, top1-acc=51.22%, top5-acc=81.87%, remaining_time=0:00:22.617998, arrival_time=2021-04-10 02:46:45.078451, cost_time=0:00:04.087581 2021-04-10 02:46:23,758 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.41ms, fps=1973 images/s, loss=1.7978, top1-acc=51.17%, top5-acc=81.74%, remaining_time=0:00:21.004464, arrival_time=2021-04-10 02:46:44.763067, cost_time=0:00:05.385751 2021-04-10 02:46:25,058 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.50ms, fps=1971 images/s, loss=1.8085, top1-acc=51.02%, top5-acc=81.46%, remaining_time=0:00:19.520492, arrival_time=2021-04-10 02:46:44.578471, cost_time=0:00:06.685097 2021-04-10 02:46:26,365 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.97ms, fps=1959 images/s, loss=1.8196, top1-acc=50.63%, top5-acc=81.28%, remaining_time=0:00:18.115744, arrival_time=2021-04-10 02:46:44.480761, cost_time=0:00:07.992215 2021-04-10 02:46:27,673 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.93ms, fps=1957 images/s, loss=1.8145, top1-acc=50.89%, top5-acc=81.33%, remaining_time=0:00:16.741242, arrival_time=2021-04-10 02:46:44.414850, cost_time=0:00:09.300723 2021-04-10 02:46:28,974 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.51ms, fps=1968 images/s, loss=1.8102, top1-acc=51.05%, top5-acc=81.31%, remaining_time=0:00:15.372784, arrival_time=2021-04-10 02:46:44.347609, cost_time=0:00:10.601946 2021-04-10 02:46:30,278 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.53ms, fps=1965 images/s, loss=1.8101, top1-acc=51.02%, top5-acc=81.40%, remaining_time=0:00:14.021574, arrival_time=2021-04-10 02:46:44.299526, cost_time=0:00:11.905118 2021-04-10 02:46:31,581 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.83ms, fps=1965 images/s, loss=1.8211, top1-acc=50.77%, top5-acc=81.21%, remaining_time=0:00:12.680256, arrival_time=2021-04-10 02:46:44.261666, cost_time=0:00:13.208611 2021-04-10 02:46:32,908 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.35ms, fps=1930 images/s, loss=1.8249, top1-acc=50.61%, top5-acc=81.21%, remaining_time=0:00:11.364212, arrival_time=2021-04-10 02:46:44.272748, cost_time=0:00:14.535652 2021-04-10 02:46:34,245 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.95ms, fps=1916 images/s, loss=1.8282, top1-acc=50.57%, top5-acc=81.08%, remaining_time=0:00:10.052672, arrival_time=2021-04-10 02:46:44.298312, cost_time=0:00:15.872698 2021-04-10 02:46:35,557 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.53ms, fps=1952 images/s, loss=1.8299, top1-acc=50.51%, top5-acc=81.05%, remaining_time=0:00:08.724606, arrival_time=2021-04-10 02:46:44.282326, cost_time=0:00:17.184817 2021-04-10 02:46:36,860 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.46ms, fps=1966 images/s, loss=1.8308, top1-acc=50.52%, top5-acc=80.99%, remaining_time=0:00:07.395136, arrival_time=2021-04-10 02:46:44.255931, cost_time=0:00:18.487785 2021-04-10 02:46:38,167 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.36ms, fps=1960 images/s, loss=1.8293, top1-acc=50.60%, top5-acc=81.08%, remaining_time=0:00:06.070482, arrival_time=2021-04-10 02:46:44.238409, cost_time=0:00:19.795081 2021-04-10 02:46:39,474 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.58ms, fps=1960 images/s, loss=1.8298, top1-acc=50.62%, top5-acc=81.02%, remaining_time=0:00:04.747896, arrival_time=2021-04-10 02:46:44.222716, cost_time=0:00:21.101832 2021-04-10 02:46:40,779 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.61ms, fps=1964 images/s, loss=1.8305, top1-acc=50.57%, top5-acc=80.99%, remaining_time=0:00:03.426852, arrival_time=2021-04-10 02:46:44.206076, cost_time=0:00:22.406413 2021-04-10 02:46:42,079 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.37ms, fps=1969 images/s, loss=1.8330, top1-acc=50.54%, top5-acc=80.95%, remaining_time=0:00:02.107264, arrival_time=2021-04-10 02:46:44.186909, cost_time=0:00:23.706794 2021-04-10 02:46:43,383 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.84ms, fps=1964 images/s, loss=1.8336, top1-acc=50.56%, top5-acc=80.93%, remaining_time=0:00:00.789804, arrival_time=2021-04-10 02:46:44.173132, cost_time=0:00:25.010523 2021-04-10 02:46:44,088 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.25ms, fps=1929 images/s, loss=1.8315, top1-acc=50.64%, top5-acc=80.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:44.088688, cost_time=0:00:25.715880 2021-04-10 02:46:44,625 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.21ms, fps=4780 images/s, loss=2.0063, top1-acc=48.09%, top5-acc=77.54%, remaining_time=0:00:01.606740, arrival_time=2021-04-10 02:46:46.232096, cost_time=0:00:00.535576 2021-04-10 02:46:45,054 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.28ms, fps=5976 images/s, loss=1.9702, top1-acc=48.67%, top5-acc=78.65%, remaining_time=0:00:00.964380, arrival_time=2021-04-10 02:46:46.018514, cost_time=0:00:00.964375 2021-04-10 02:46:45,490 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=2.60ms, fps=5876 images/s, loss=1.9698, top1-acc=48.78%, top5-acc=78.67%, remaining_time=0:00:00.466810, arrival_time=2021-04-10 02:46:45.957123, cost_time=0:00:01.400431 2021-04-10 02:46:45,881 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.09ms, fps=5932 images/s, loss=1.9790, top1-acc=48.89%, top5-acc=78.48%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:45.881884, cost_time=0:00:01.792161 2021-04-10 02:46:47,475 INFO : Epoch=0017 complete, best val top1-acc=48.89%, top5-acc=78.48% (epoch=17), remaining_time=1:28:32.478654, arrival_time=2021-04-10 04:15:19.954379, cost_time=0:08:13.508945 2021-04-10 02:46:47,476 INFO : Train start, epoch=0018, lr=0.098228 2021-04-10 02:46:48,940 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.37ms, fps=1749 images/s, loss=1.7679, top1-acc=51.60%, top5-acc=82.38%, remaining_time=0:00:27.226308, arrival_time=2021-04-10 02:47:16.167031, cost_time=0:00:01.463780 2021-04-10 02:46:50,244 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.42ms, fps=1964 images/s, loss=1.7865, top1-acc=51.58%, top5-acc=82.13%, remaining_time=0:00:24.354176, arrival_time=2021-04-10 02:47:14.598671, cost_time=0:00:02.767530 2021-04-10 02:46:51,549 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.57ms, fps=1962 images/s, loss=1.7590, top1-acc=52.53%, top5-acc=82.47%, remaining_time=0:00:22.536160, arrival_time=2021-04-10 02:47:14.086017, cost_time=0:00:04.072809 2021-04-10 02:46:52,852 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.38ms, fps=1966 images/s, loss=1.7569, top1-acc=52.73%, top5-acc=82.39%, remaining_time=0:00:20.964840, arrival_time=2021-04-10 02:47:13.817330, cost_time=0:00:05.375605 2021-04-10 02:46:54,153 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=2.07ms, fps=1969 images/s, loss=1.7423, top1-acc=53.11%, top5-acc=82.67%, remaining_time=0:00:19.495088, arrival_time=2021-04-10 02:47:13.648495, cost_time=0:00:06.676401 2021-04-10 02:46:55,455 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.43ms, fps=1967 images/s, loss=1.7469, top1-acc=52.87%, top5-acc=82.47%, remaining_time=0:00:18.085552, arrival_time=2021-04-10 02:47:13.541349, cost_time=0:00:07.978901 2021-04-10 02:46:56,758 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.48ms, fps=1965 images/s, loss=1.7448, top1-acc=52.81%, top5-acc=82.45%, remaining_time=0:00:16.707600, arrival_time=2021-04-10 02:47:13.466463, cost_time=0:00:09.281973 2021-04-10 02:46:58,060 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.56ms, fps=1968 images/s, loss=1.7519, top1-acc=52.64%, top5-acc=82.42%, remaining_time=0:00:15.345640, arrival_time=2021-04-10 02:47:13.405747, cost_time=0:00:10.583221 2021-04-10 02:46:59,365 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.44ms, fps=1961 images/s, loss=1.7555, top1-acc=52.56%, top5-acc=82.34%, remaining_time=0:00:14.002600, arrival_time=2021-04-10 02:47:13.368490, cost_time=0:00:11.889009 2021-04-10 02:47:00,674 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.79ms, fps=1958 images/s, loss=1.7583, top1-acc=52.50%, top5-acc=82.25%, remaining_time=0:00:12.669216, arrival_time=2021-04-10 02:47:13.343327, cost_time=0:00:13.197144 2021-04-10 02:47:01,972 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.52ms, fps=1972 images/s, loss=1.7613, top1-acc=52.46%, top5-acc=82.27%, remaining_time=0:00:11.332994, arrival_time=2021-04-10 02:47:13.305637, cost_time=0:00:14.495707 2021-04-10 02:47:03,282 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.55ms, fps=1955 images/s, loss=1.7653, top1-acc=52.43%, top5-acc=82.23%, remaining_time=0:00:10.010264, arrival_time=2021-04-10 02:47:13.292814, cost_time=0:00:15.805672 2021-04-10 02:47:04,585 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.35ms, fps=1965 images/s, loss=1.7690, top1-acc=52.39%, top5-acc=82.14%, remaining_time=0:00:08.685996, arrival_time=2021-04-10 02:47:13.271628, cost_time=0:00:17.108751 2021-04-10 02:47:05,884 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.56ms, fps=1971 images/s, loss=1.7692, top1-acc=52.40%, top5-acc=82.08%, remaining_time=0:00:07.363104, arrival_time=2021-04-10 02:47:13.247891, cost_time=0:00:18.407766 2021-04-10 02:47:07,188 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.42ms, fps=1965 images/s, loss=1.7713, top1-acc=52.37%, top5-acc=82.04%, remaining_time=0:00:06.044768, arrival_time=2021-04-10 02:47:13.232836, cost_time=0:00:19.711175 2021-04-10 02:47:08,495 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.55ms, fps=1959 images/s, loss=1.7738, top1-acc=52.28%, top5-acc=82.04%, remaining_time=0:00:04.729140, arrival_time=2021-04-10 02:47:13.224512, cost_time=0:00:21.018409 2021-04-10 02:47:09,790 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.39ms, fps=1977 images/s, loss=1.7737, top1-acc=52.29%, top5-acc=82.05%, remaining_time=0:00:03.412682, arrival_time=2021-04-10 02:47:13.203295, cost_time=0:00:22.313735 2021-04-10 02:47:11,096 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.49ms, fps=1961 images/s, loss=1.7740, top1-acc=52.30%, top5-acc=82.00%, remaining_time=0:00:02.099520, arrival_time=2021-04-10 02:47:13.196018, cost_time=0:00:23.619539 2021-04-10 02:47:12,395 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.31ms, fps=1972 images/s, loss=1.7782, top1-acc=52.13%, top5-acc=81.99%, remaining_time=0:00:00.786900, arrival_time=2021-04-10 02:47:13.182251, cost_time=0:00:24.918422 2021-04-10 02:47:13,100 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.39ms, fps=1930 images/s, loss=1.7788, top1-acc=52.07%, top5-acc=81.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:13.100570, cost_time=0:00:25.623668 2021-04-10 02:47:13,625 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=1.47ms, fps=4889 images/s, loss=2.4489, top1-acc=40.86%, top5-acc=70.51%, remaining_time=0:00:01.570890, arrival_time=2021-04-10 02:47:15.196121, cost_time=0:00:00.523633 2021-04-10 02:47:14,058 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.77ms, fps=5911 images/s, loss=2.4603, top1-acc=40.18%, top5-acc=69.53%, remaining_time=0:00:00.957220, arrival_time=2021-04-10 02:47:15.016027, cost_time=0:00:00.957216 2021-04-10 02:47:14,496 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.51ms, fps=5862 images/s, loss=2.4405, top1-acc=40.77%, top5-acc=69.86%, remaining_time=0:00:00.464810, arrival_time=2021-04-10 02:47:14.960787, cost_time=0:00:01.394427 2021-04-10 02:47:14,892 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.11ms, fps=5858 images/s, loss=2.4759, top1-acc=39.81%, top5-acc=69.47%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:14.892311, cost_time=0:00:01.790788 2021-04-10 02:47:15,651 INFO : Epoch=0018 complete, best val top1-acc=48.89%, top5-acc=78.48% (epoch=17), remaining_time=1:27:54.807720, arrival_time=2021-04-10 04:15:10.458749, cost_time=0:08:41.684271 2021-04-10 02:47:15,651 INFO : Train start, epoch=0019, lr=0.098015 2021-04-10 02:47:17,130 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.59ms, fps=1731 images/s, loss=1.8205, top1-acc=51.56%, top5-acc=80.70%, remaining_time=0:00:27.503448, arrival_time=2021-04-10 02:47:44.634245, cost_time=0:00:01.478684 2021-04-10 02:47:18,431 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.46ms, fps=1969 images/s, loss=1.7573, top1-acc=52.87%, top5-acc=82.52%, remaining_time=0:00:24.456608, arrival_time=2021-04-10 02:47:42.887887, cost_time=0:00:02.779169 2021-04-10 02:47:19,732 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.75ms, fps=1969 images/s, loss=1.7364, top1-acc=53.46%, top5-acc=82.85%, remaining_time=0:00:22.575336, arrival_time=2021-04-10 02:47:42.307312, cost_time=0:00:04.079871 2021-04-10 02:47:21,045 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.39ms, fps=1950 images/s, loss=1.7312, top1-acc=53.28%, top5-acc=82.95%, remaining_time=0:00:21.033480, arrival_time=2021-04-10 02:47:42.078902, cost_time=0:00:05.393186 2021-04-10 02:47:22,352 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=2.00ms, fps=1959 images/s, loss=1.7311, top1-acc=53.43%, top5-acc=82.87%, remaining_time=0:00:19.566044, arrival_time=2021-04-10 02:47:41.918907, cost_time=0:00:06.700720 2021-04-10 02:47:23,660 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=2.07ms, fps=1958 images/s, loss=1.7279, top1-acc=53.38%, top5-acc=82.91%, remaining_time=0:00:18.152872, arrival_time=2021-04-10 02:47:41.813634, cost_time=0:00:08.008641 2021-04-10 02:47:24,964 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=2.00ms, fps=1965 images/s, loss=1.7295, top1-acc=53.37%, top5-acc=82.72%, remaining_time=0:00:16.762158, arrival_time=2021-04-10 02:47:41.726589, cost_time=0:00:09.312310 2021-04-10 02:47:26,280 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=2.57ms, fps=1946 images/s, loss=1.7354, top1-acc=53.13%, top5-acc=82.62%, remaining_time=0:00:15.411528, arrival_time=2021-04-10 02:47:41.692265, cost_time=0:00:10.628624 2021-04-10 02:47:27,583 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.38ms, fps=1966 images/s, loss=1.7428, top1-acc=52.97%, top5-acc=82.48%, remaining_time=0:00:14.052844, arrival_time=2021-04-10 02:47:41.636629, cost_time=0:00:11.931629 2021-04-10 02:47:28,887 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=2.04ms, fps=1965 images/s, loss=1.7471, top1-acc=52.86%, top5-acc=82.31%, remaining_time=0:00:12.705984, arrival_time=2021-04-10 02:47:41.593532, cost_time=0:00:13.235438 2021-04-10 02:47:30,186 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.37ms, fps=1972 images/s, loss=1.7493, top1-acc=52.82%, top5-acc=82.28%, remaining_time=0:00:11.363008, arrival_time=2021-04-10 02:47:41.549112, cost_time=0:00:14.534060 2021-04-10 02:47:31,482 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.71ms, fps=1975 images/s, loss=1.7539, top1-acc=52.80%, top5-acc=82.17%, remaining_time=0:00:10.025996, arrival_time=2021-04-10 02:47:41.508579, cost_time=0:00:15.830475 2021-04-10 02:47:32,808 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=2.59ms, fps=1932 images/s, loss=1.7538, top1-acc=52.83%, top5-acc=82.18%, remaining_time=0:00:08.710086, arrival_time=2021-04-10 02:47:41.518445, cost_time=0:00:17.156290 2021-04-10 02:47:34,135 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.56ms, fps=1930 images/s, loss=1.7511, top1-acc=52.93%, top5-acc=82.24%, remaining_time=0:00:07.393400, arrival_time=2021-04-10 02:47:41.528991, cost_time=0:00:18.483444 2021-04-10 02:47:35,435 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=2.21ms, fps=1970 images/s, loss=1.7550, top1-acc=52.83%, top5-acc=82.22%, remaining_time=0:00:06.066940, arrival_time=2021-04-10 02:47:41.502579, cost_time=0:00:19.783526 2021-04-10 02:47:36,738 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.95ms, fps=1966 images/s, loss=1.7540, top1-acc=52.93%, top5-acc=82.22%, remaining_time=0:00:04.744404, arrival_time=2021-04-10 02:47:41.482737, cost_time=0:00:21.086222 2021-04-10 02:47:38,045 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.45ms, fps=1959 images/s, loss=1.7527, top1-acc=53.02%, top5-acc=82.25%, remaining_time=0:00:03.424902, arrival_time=2021-04-10 02:47:41.470743, cost_time=0:00:22.393653 2021-04-10 02:47:39,361 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.65ms, fps=1947 images/s, loss=1.7552, top1-acc=52.93%, top5-acc=82.22%, remaining_time=0:00:02.107488, arrival_time=2021-04-10 02:47:41.468812, cost_time=0:00:23.709212 2021-04-10 02:47:40,663 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.27ms, fps=1967 images/s, loss=1.7601, top1-acc=52.80%, top5-acc=82.14%, remaining_time=0:00:00.789840, arrival_time=2021-04-10 02:47:41.453407, cost_time=0:00:25.011519 2021-04-10 02:47:41,367 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.44ms, fps=1933 images/s, loss=1.7627, top1-acc=52.79%, top5-acc=82.15%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:41.367528, cost_time=0:00:25.715497 2021-04-10 02:47:41,913 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=2.30ms, fps=4697 images/s, loss=2.1823, top1-acc=44.30%, top5-acc=74.37%, remaining_time=0:00:01.635180, arrival_time=2021-04-10 02:47:43.548934, cost_time=0:00:00.545056 2021-04-10 02:47:42,343 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.38ms, fps=5959 images/s, loss=2.1442, top1-acc=45.72%, top5-acc=74.67%, remaining_time=0:00:00.975080, arrival_time=2021-04-10 02:47:43.318832, cost_time=0:00:00.975075 2021-04-10 02:47:42,778 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=2.56ms, fps=5891 images/s, loss=2.1455, top1-acc=45.64%, top5-acc=74.67%, remaining_time=0:00:00.470020, arrival_time=2021-04-10 02:47:43.248756, cost_time=0:00:01.410071 2021-04-10 02:47:43,167 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.08ms, fps=5972 images/s, loss=2.1892, top1-acc=45.00%, top5-acc=74.21%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:43.167580, cost_time=0:00:01.798957 2021-04-10 02:47:43,942 INFO : Epoch=0019 complete, best val top1-acc=48.89%, top5-acc=78.48% (epoch=17), remaining_time=1:27:19.243195, arrival_time=2021-04-10 04:15:03.185748, cost_time=0:09:09.975813 2021-04-10 02:47:43,943 INFO : Train start, epoch=0020, lr=0.097790 2021-04-10 02:47:45,464 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.51ms, fps=1683 images/s, loss=1.7198, top1-acc=54.69%, top5-acc=83.01%, remaining_time=0:00:28.297110, arrival_time=2021-04-10 02:48:13.761897, cost_time=0:00:01.521350 2021-04-10 02:47:46,776 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=2.24ms, fps=1953 images/s, loss=1.6974, top1-acc=54.32%, top5-acc=83.42%, remaining_time=0:00:24.933568, arrival_time=2021-04-10 02:48:11.710290, cost_time=0:00:02.833370 2021-04-10 02:47:48,083 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.89ms, fps=1960 images/s, loss=1.7075, top1-acc=54.00%, top5-acc=83.15%, remaining_time=0:00:22.908830, arrival_time=2021-04-10 02:48:10.992331, cost_time=0:00:04.140156 2021-04-10 02:47:49,381 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.55ms, fps=1973 images/s, loss=1.7205, top1-acc=53.64%, top5-acc=82.82%, remaining_time=0:00:21.208668, arrival_time=2021-04-10 02:48:10.590090, cost_time=0:00:05.438106 2021-04-10 02:47:50,693 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=2.12ms, fps=1953 images/s, loss=1.7137, top1-acc=53.85%, top5-acc=82.87%, remaining_time=0:00:19.709124, arrival_time=2021-04-10 02:48:10.402294, cost_time=0:00:06.749725 2021-04-10 02:47:52,012 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.52ms, fps=1941 images/s, loss=1.7164, top1-acc=53.68%, top5-acc=82.70%, remaining_time=0:00:18.290504, arrival_time=2021-04-10 02:48:10.303252, cost_time=0:00:08.069320 2021-04-10 02:47:53,317 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.48ms, fps=1963 images/s, loss=1.7167, top1-acc=53.64%, top5-acc=82.76%, remaining_time=0:00:16.873164, arrival_time=2021-04-10 02:48:10.190528, cost_time=0:00:09.374012 2021-04-10 02:47:54,619 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=2.08ms, fps=1967 images/s, loss=1.7161, top1-acc=53.90%, top5-acc=82.82%, remaining_time=0:00:15.479968, arrival_time=2021-04-10 02:48:10.099141, cost_time=0:00:10.675816 2021-04-10 02:47:55,918 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.72ms, fps=1971 images/s, loss=1.7061, top1-acc=54.18%, top5-acc=82.93%, remaining_time=0:00:14.103830, arrival_time=2021-04-10 02:48:10.022099, cost_time=0:00:11.974993 2021-04-10 02:47:57,218 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=2.00ms, fps=1970 images/s, loss=1.7067, top1-acc=54.09%, top5-acc=82.93%, remaining_time=0:00:12.743808, arrival_time=2021-04-10 02:48:09.961948, cost_time=0:00:13.274794 2021-04-10 02:47:58,526 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.54ms, fps=1958 images/s, loss=1.7105, top1-acc=54.10%, top5-acc=82.85%, remaining_time=0:00:11.401364, arrival_time=2021-04-10 02:48:09.927804, cost_time=0:00:14.583153 2021-04-10 02:47:59,847 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=2.46ms, fps=1938 images/s, loss=1.7129, top1-acc=54.09%, top5-acc=82.85%, remaining_time=0:00:10.072888, arrival_time=2021-04-10 02:48:09.920782, cost_time=0:00:15.904525 2021-04-10 02:48:01,160 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=2.20ms, fps=1952 images/s, loss=1.7177, top1-acc=53.91%, top5-acc=82.76%, remaining_time=0:00:08.740908, arrival_time=2021-04-10 02:48:09.901200, cost_time=0:00:17.216920 2021-04-10 02:48:02,465 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.53ms, fps=1963 images/s, loss=1.7159, top1-acc=53.93%, top5-acc=82.78%, remaining_time=0:00:07.408744, arrival_time=2021-04-10 02:48:09.873846, cost_time=0:00:18.521825 2021-04-10 02:48:03,821 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=8.53ms, fps=1889 images/s, loss=1.7117, top1-acc=54.03%, top5-acc=82.81%, remaining_time=0:00:06.095828, arrival_time=2021-04-10 02:48:09.916956, cost_time=0:00:19.877702 2021-04-10 02:48:05,133 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.51ms, fps=1951 images/s, loss=1.7132, top1-acc=53.98%, top5-acc=82.79%, remaining_time=0:00:04.767840, arrival_time=2021-04-10 02:48:09.901597, cost_time=0:00:21.190405 2021-04-10 02:48:06,438 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.39ms, fps=1963 images/s, loss=1.7160, top1-acc=53.92%, top5-acc=82.77%, remaining_time=0:00:03.440398, arrival_time=2021-04-10 02:48:09.878714, cost_time=0:00:22.494958 2021-04-10 02:48:07,741 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.86ms, fps=1965 images/s, loss=1.7152, top1-acc=54.00%, top5-acc=82.78%, remaining_time=0:00:02.115408, arrival_time=2021-04-10 02:48:09.857088, cost_time=0:00:23.798355 2021-04-10 02:48:09,043 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.43ms, fps=1967 images/s, loss=1.7172, top1-acc=53.94%, top5-acc=82.78%, remaining_time=0:00:00.792636, arrival_time=2021-04-10 02:48:09.836147, cost_time=0:00:25.100171 2021-04-10 02:48:09,745 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.56ms, fps=1938 images/s, loss=1.7164, top1-acc=53.96%, top5-acc=82.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:09.745859, cost_time=0:00:25.802582 2021-04-10 02:48:10,255 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=0.43ms, fps=5035 images/s, loss=2.0429, top1-acc=47.70%, top5-acc=76.29%, remaining_time=0:00:01.525140, arrival_time=2021-04-10 02:48:11.780452, cost_time=0:00:00.508376 2021-04-10 02:48:10,689 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.76ms, fps=5904 images/s, loss=2.0461, top1-acc=47.60%, top5-acc=76.46%, remaining_time=0:00:00.942440, arrival_time=2021-04-10 02:48:11.631790, cost_time=0:00:00.942449 2021-04-10 02:48:11,122 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.36ms, fps=5915 images/s, loss=2.0618, top1-acc=47.49%, top5-acc=76.43%, remaining_time=0:00:00.458530, arrival_time=2021-04-10 02:48:11.581072, cost_time=0:00:01.375594 2021-04-10 02:48:11,519 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.08ms, fps=5876 images/s, loss=2.0390, top1-acc=47.88%, top5-acc=76.64%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:11.519311, cost_time=0:00:01.772414 2021-04-10 02:48:12,296 INFO : Epoch=0020 complete, best val top1-acc=48.89%, top5-acc=78.48% (epoch=17), remaining_time=1:26:44.971440, arrival_time=2021-04-10 04:14:57.268333, cost_time=0:09:38.330156 2021-04-10 02:48:12,297 INFO : Train start, epoch=0021, lr=0.097553 2021-04-10 02:48:13,783 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=0.37ms, fps=1723 images/s, loss=1.7608, top1-acc=52.73%, top5-acc=83.28%, remaining_time=0:00:27.628068, arrival_time=2021-04-10 02:48:41.411107, cost_time=0:00:01.485378 2021-04-10 02:48:15,086 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.60ms, fps=1966 images/s, loss=1.7158, top1-acc=54.10%, top5-acc=83.59%, remaining_time=0:00:24.537568, arrival_time=2021-04-10 02:48:39.623580, cost_time=0:00:02.788352 2021-04-10 02:48:16,396 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.89ms, fps=1955 images/s, loss=1.6848, top1-acc=54.84%, top5-acc=83.62%, remaining_time=0:00:22.678422, arrival_time=2021-04-10 02:48:39.074594, cost_time=0:00:04.098512 2021-04-10 02:48:17,696 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.89ms, fps=1970 images/s, loss=1.6849, top1-acc=54.66%, top5-acc=83.61%, remaining_time=0:00:21.054696, arrival_time=2021-04-10 02:48:38.751005, cost_time=0:00:05.398655 2021-04-10 02:48:19,026 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=2.68ms, fps=1926 images/s, loss=1.6693, top1-acc=55.01%, top5-acc=83.73%, remaining_time=0:00:19.646928, arrival_time=2021-04-10 02:48:38.673003, cost_time=0:00:06.728414 2021-04-10 02:48:20,333 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.57ms, fps=1959 images/s, loss=1.6588, top1-acc=55.53%, top5-acc=83.76%, remaining_time=0:00:18.214480, arrival_time=2021-04-10 02:48:38.547912, cost_time=0:00:08.035771 2021-04-10 02:48:21,637 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.50ms, fps=1965 images/s, loss=1.6619, top1-acc=55.37%, top5-acc=83.83%, remaining_time=0:00:16.810794, arrival_time=2021-04-10 02:48:38.447903, cost_time=0:00:09.339299 2021-04-10 02:48:22,941 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.42ms, fps=1964 images/s, loss=1.6635, top1-acc=55.43%, top5-acc=83.75%, remaining_time=0:00:15.433220, arrival_time=2021-04-10 02:48:38.374440, cost_time=0:00:10.643577 2021-04-10 02:48:24,251 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.93ms, fps=1955 images/s, loss=1.6656, top1-acc=55.45%, top5-acc=83.59%, remaining_time=0:00:14.079026, arrival_time=2021-04-10 02:48:38.330619, cost_time=0:00:11.953934 2021-04-10 02:48:25,560 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.59ms, fps=1956 images/s, loss=1.6624, top1-acc=55.55%, top5-acc=83.59%, remaining_time=0:00:12.732576, arrival_time=2021-04-10 02:48:38.293311, cost_time=0:00:13.263080 2021-04-10 02:48:26,869 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.87ms, fps=1957 images/s, loss=1.6685, top1-acc=55.42%, top5-acc=83.51%, remaining_time=0:00:11.392420, arrival_time=2021-04-10 02:48:38.261802, cost_time=0:00:14.571727 2021-04-10 02:48:28,170 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=2.07ms, fps=1968 images/s, loss=1.6720, top1-acc=55.33%, top5-acc=83.45%, remaining_time=0:00:10.052976, arrival_time=2021-04-10 02:48:38.223857, cost_time=0:00:15.873168 2021-04-10 02:48:29,478 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.44ms, fps=1959 images/s, loss=1.6709, top1-acc=55.37%, top5-acc=83.48%, remaining_time=0:00:08.722428, arrival_time=2021-04-10 02:48:38.200543, cost_time=0:00:17.180535 2021-04-10 02:48:30,792 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=9.78ms, fps=1949 images/s, loss=1.6690, top1-acc=55.31%, top5-acc=83.52%, remaining_time=0:00:07.397768, arrival_time=2021-04-10 02:48:38.189863, cost_time=0:00:18.494393 2021-04-10 02:48:32,097 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.79ms, fps=1963 images/s, loss=1.6714, top1-acc=55.31%, top5-acc=83.45%, remaining_time=0:00:06.071862, arrival_time=2021-04-10 02:48:38.169172, cost_time=0:00:19.799592 2021-04-10 02:48:33,407 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.39ms, fps=1955 images/s, loss=1.6706, top1-acc=55.33%, top5-acc=83.44%, remaining_time=0:00:04.749660, arrival_time=2021-04-10 02:48:38.156936, cost_time=0:00:21.109589 2021-04-10 02:48:34,713 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.61ms, fps=1961 images/s, loss=1.6752, top1-acc=55.18%, top5-acc=83.33%, remaining_time=0:00:03.428308, arrival_time=2021-04-10 02:48:38.141906, cost_time=0:00:22.415936 2021-04-10 02:48:36,020 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.91ms, fps=1960 images/s, loss=1.6757, top1-acc=55.13%, top5-acc=83.32%, remaining_time=0:00:02.108672, arrival_time=2021-04-10 02:48:38.128955, cost_time=0:00:23.722538 2021-04-10 02:48:37,325 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.51ms, fps=1962 images/s, loss=1.6778, top1-acc=55.07%, top5-acc=83.32%, remaining_time=0:00:00.790362, arrival_time=2021-04-10 02:48:38.116133, cost_time=0:00:25.028108 2021-04-10 02:48:38,030 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.36ms, fps=1931 images/s, loss=1.6767, top1-acc=55.14%, top5-acc=83.35%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:38.030750, cost_time=0:00:25.732989 2021-04-10 02:48:38,575 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=3.19ms, fps=4709 images/s, loss=2.1542, top1-acc=46.99%, top5-acc=75.43%, remaining_time=0:00:01.630890, arrival_time=2021-04-10 02:48:40.206713, cost_time=0:00:00.543626 2021-04-10 02:48:39,008 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.78ms, fps=5922 images/s, loss=2.1421, top1-acc=46.52%, top5-acc=75.98%, remaining_time=0:00:00.976260, arrival_time=2021-04-10 02:48:39.984726, cost_time=0:00:00.976259 2021-04-10 02:48:39,441 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.26ms, fps=5911 images/s, loss=2.1589, top1-acc=46.18%, top5-acc=75.94%, remaining_time=0:00:00.469900, arrival_time=2021-04-10 02:48:39.911794, cost_time=0:00:01.409703 2021-04-10 02:48:39,835 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.08ms, fps=5907 images/s, loss=2.1756, top1-acc=46.10%, top5-acc=75.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:39.834988, cost_time=0:00:01.802818 2021-04-10 02:48:40,612 INFO : Epoch=0021 complete, best val top1-acc=48.89%, top5-acc=78.48% (epoch=17), remaining_time=1:26:10.931952, arrival_time=2021-04-10 04:14:51.544355, cost_time=0:10:06.645641 2021-04-10 02:48:40,613 INFO : Train start, epoch=0022, lr=0.097304 2021-04-10 02:48:42,102 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=0.38ms, fps=1720 images/s, loss=1.7332, top1-acc=53.83%, top5-acc=82.50%, remaining_time=0:00:27.691308, arrival_time=2021-04-10 02:49:09.793573, cost_time=0:00:01.488775 2021-04-10 02:48:43,402 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=2.00ms, fps=1970 images/s, loss=1.7087, top1-acc=54.59%, top5-acc=82.91%, remaining_time=0:00:24.543904, arrival_time=2021-04-10 02:49:07.946538, cost_time=0:00:02.789079 2021-04-10 02:48:44,710 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.42ms, fps=1959 images/s, loss=1.6840, top1-acc=54.96%, top5-acc=83.36%, remaining_time=0:00:22.669956, arrival_time=2021-04-10 02:49:07.380347, cost_time=0:00:04.096968 2021-04-10 02:48:46,018 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.52ms, fps=1957 images/s, loss=1.6952, top1-acc=54.73%, top5-acc=83.04%, remaining_time=0:00:21.081372, arrival_time=2021-04-10 02:49:07.100253, cost_time=0:00:05.405466 2021-04-10 02:48:47,322 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.91ms, fps=1965 images/s, loss=1.6658, top1-acc=55.30%, top5-acc=83.46%, remaining_time=0:00:19.589842, arrival_time=2021-04-10 02:49:06.912159, cost_time=0:00:06.708826 2021-04-10 02:48:48,626 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.39ms, fps=1965 images/s, loss=1.6665, top1-acc=55.31%, top5-acc=83.41%, remaining_time=0:00:18.161712, arrival_time=2021-04-10 02:49:06.787666, cost_time=0:00:08.012491 2021-04-10 02:48:49,945 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.42ms, fps=1941 images/s, loss=1.6591, top1-acc=55.47%, top5-acc=83.63%, remaining_time=0:00:16.798446, arrival_time=2021-04-10 02:49:06.744305, cost_time=0:00:09.332446 2021-04-10 02:48:51,252 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.53ms, fps=1960 images/s, loss=1.6586, top1-acc=55.51%, top5-acc=83.77%, remaining_time=0:00:15.426724, arrival_time=2021-04-10 02:49:06.679304, cost_time=0:00:10.639155 2021-04-10 02:48:52,554 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.47ms, fps=1968 images/s, loss=1.6654, top1-acc=55.44%, top5-acc=83.72%, remaining_time=0:00:14.063232, arrival_time=2021-04-10 02:49:06.617236, cost_time=0:00:11.940519 2021-04-10 02:48:53,857 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=2.10ms, fps=1965 images/s, loss=1.6681, top1-acc=55.41%, top5-acc=83.64%, remaining_time=0:00:12.714048, arrival_time=2021-04-10 02:49:06.571413, cost_time=0:00:13.243834 2021-04-10 02:48:55,164 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=2.20ms, fps=1959 images/s, loss=1.6674, top1-acc=55.30%, top5-acc=83.64%, remaining_time=0:00:11.376252, arrival_time=2021-04-10 02:49:06.540821, cost_time=0:00:14.551073 2021-04-10 02:48:56,467 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.42ms, fps=1966 images/s, loss=1.6711, top1-acc=55.17%, top5-acc=83.54%, remaining_time=0:00:10.040816, arrival_time=2021-04-10 02:49:06.508226, cost_time=0:00:15.853950 2021-04-10 02:48:57,767 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.90ms, fps=1970 images/s, loss=1.6670, top1-acc=55.32%, top5-acc=83.61%, remaining_time=0:00:08.709030, arrival_time=2021-04-10 02:49:06.476797, cost_time=0:00:17.154205 2021-04-10 02:48:59,070 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.91ms, fps=1966 images/s, loss=1.6706, top1-acc=55.26%, top5-acc=83.56%, remaining_time=0:00:07.382816, arrival_time=2021-04-10 02:49:06.453207, cost_time=0:00:18.456981 2021-04-10 02:49:00,371 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.35ms, fps=1968 images/s, loss=1.6694, top1-acc=55.38%, top5-acc=83.52%, remaining_time=0:00:06.059258, arrival_time=2021-04-10 02:49:06.431155, cost_time=0:00:19.758412 2021-04-10 02:49:01,677 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=2.17ms, fps=1962 images/s, loss=1.6655, top1-acc=55.53%, top5-acc=83.62%, remaining_time=0:00:04.739328, arrival_time=2021-04-10 02:49:06.416499, cost_time=0:00:21.063746 2021-04-10 02:49:03,001 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=13.86ms, fps=1935 images/s, loss=1.6669, top1-acc=55.54%, top5-acc=83.62%, remaining_time=0:00:03.423966, arrival_time=2021-04-10 02:49:06.424948, cost_time=0:00:22.387428 2021-04-10 02:49:04,339 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.35ms, fps=1934 images/s, loss=1.6673, top1-acc=55.55%, top5-acc=83.59%, remaining_time=0:00:02.108944, arrival_time=2021-04-10 02:49:06.448240, cost_time=0:00:23.725568 2021-04-10 02:49:05,644 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.29ms, fps=1963 images/s, loss=1.6680, top1-acc=55.58%, top5-acc=83.58%, remaining_time=0:00:00.790458, arrival_time=2021-04-10 02:49:06.435030, cost_time=0:00:25.031106 2021-04-10 02:49:06,350 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.27ms, fps=1928 images/s, loss=1.6695, top1-acc=55.56%, top5-acc=83.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:06.350326, cost_time=0:00:25.736863 2021-04-10 02:49:06,880 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=0.21ms, fps=4838 images/s, loss=2.1321, top1-acc=46.99%, top5-acc=76.76%, remaining_time=0:00:01.587390, arrival_time=2021-04-10 02:49:08.467921, cost_time=0:00:00.529133 2021-04-10 02:49:07,317 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.82ms, fps=5869 images/s, loss=2.1280, top1-acc=46.91%, top5-acc=76.46%, remaining_time=0:00:00.965720, arrival_time=2021-04-10 02:49:08.282857, cost_time=0:00:00.965730 2021-04-10 02:49:07,748 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.39ms, fps=5935 images/s, loss=2.1093, top1-acc=47.45%, top5-acc=76.55%, remaining_time=0:00:00.465850, arrival_time=2021-04-10 02:49:08.214773, cost_time=0:00:01.397553 2021-04-10 02:49:08,141 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.08ms, fps=5913 images/s, loss=2.1400, top1-acc=47.58%, top5-acc=76.57%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:08.141655, cost_time=0:00:01.790319 2021-04-10 02:49:08,891 INFO : Epoch=0022 complete, best val top1-acc=48.89%, top5-acc=78.48% (epoch=17), remaining_time=1:25:37.116668, arrival_time=2021-04-10 04:14:46.007929, cost_time=0:10:34.924526 2021-04-10 02:49:08,891 INFO : Train start, epoch=0023, lr=0.097044 2021-04-10 02:49:10,427 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.37ms, fps=1668 images/s, loss=1.7224, top1-acc=53.36%, top5-acc=82.81%, remaining_time=0:00:28.551744, arrival_time=2021-04-10 02:49:38.978889, cost_time=0:00:01.535043 2021-04-10 02:49:11,725 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.38ms, fps=1973 images/s, loss=1.6885, top1-acc=54.41%, top5-acc=83.46%, remaining_time=0:00:24.930048, arrival_time=2021-04-10 02:49:36.655211, cost_time=0:00:02.832970 2021-04-10 02:49:13,035 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.96ms, fps=1955 images/s, loss=1.6490, top1-acc=55.69%, top5-acc=84.10%, remaining_time=0:00:22.926758, arrival_time=2021-04-10 02:49:35.962209, cost_time=0:00:04.143385 2021-04-10 02:49:14,339 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.44ms, fps=1964 images/s, loss=1.6358, top1-acc=56.19%, top5-acc=84.27%, remaining_time=0:00:21.243924, arrival_time=2021-04-10 02:49:35.583284, cost_time=0:00:05.447141 2021-04-10 02:49:15,643 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.65ms, fps=1964 images/s, loss=1.6199, top1-acc=56.65%, top5-acc=84.59%, remaining_time=0:00:19.713504, arrival_time=2021-04-10 02:49:35.356714, cost_time=0:00:06.751181 2021-04-10 02:49:16,942 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.27ms, fps=1971 images/s, loss=1.6250, top1-acc=56.41%, top5-acc=84.48%, remaining_time=0:00:18.248208, arrival_time=2021-04-10 02:49:35.190878, cost_time=0:00:08.050651 2021-04-10 02:49:18,241 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.46ms, fps=1971 images/s, loss=1.6174, top1-acc=56.38%, top5-acc=84.69%, remaining_time=0:00:16.829316, arrival_time=2021-04-10 02:49:35.070958, cost_time=0:00:09.349619 2021-04-10 02:49:19,542 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.44ms, fps=1968 images/s, loss=1.6234, top1-acc=56.29%, top5-acc=84.57%, remaining_time=0:00:15.443428, arrival_time=2021-04-10 02:49:34.986104, cost_time=0:00:10.650618 2021-04-10 02:49:20,843 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.46ms, fps=1969 images/s, loss=1.6221, top1-acc=56.35%, top5-acc=84.54%, remaining_time=0:00:14.075634, arrival_time=2021-04-10 02:49:34.918728, cost_time=0:00:11.950998 2021-04-10 02:49:22,146 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.75ms, fps=1965 images/s, loss=1.6261, top1-acc=56.36%, top5-acc=84.50%, remaining_time=0:00:12.724416, arrival_time=2021-04-10 02:49:34.871037, cost_time=0:00:13.254563 2021-04-10 02:49:23,450 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.42ms, fps=1964 images/s, loss=1.6279, top1-acc=56.28%, top5-acc=84.44%, remaining_time=0:00:11.382100, arrival_time=2021-04-10 02:49:34.832658, cost_time=0:00:14.558542 2021-04-10 02:49:24,754 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.35ms, fps=1963 images/s, loss=1.6242, top1-acc=56.39%, top5-acc=84.46%, remaining_time=0:00:10.046516, arrival_time=2021-04-10 02:49:34.801459, cost_time=0:00:15.862923 2021-04-10 02:49:26,061 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.99ms, fps=1960 images/s, loss=1.6245, top1-acc=56.26%, top5-acc=84.45%, remaining_time=0:00:08.716884, arrival_time=2021-04-10 02:49:34.778587, cost_time=0:00:17.169636 2021-04-10 02:49:27,370 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.39ms, fps=1957 images/s, loss=1.6301, top1-acc=56.10%, top5-acc=84.43%, remaining_time=0:00:07.391328, arrival_time=2021-04-10 02:49:34.761671, cost_time=0:00:18.478286 2021-04-10 02:49:28,673 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.72ms, fps=1966 images/s, loss=1.6277, top1-acc=56.16%, top5-acc=84.47%, remaining_time=0:00:06.066158, arrival_time=2021-04-10 02:49:34.739232, cost_time=0:00:19.780937 2021-04-10 02:49:29,986 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.94ms, fps=1950 images/s, loss=1.6288, top1-acc=56.20%, top5-acc=84.43%, remaining_time=0:00:04.746312, arrival_time=2021-04-10 02:49:34.733096, cost_time=0:00:21.094684 2021-04-10 02:49:31,297 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.43ms, fps=1955 images/s, loss=1.6294, top1-acc=56.19%, top5-acc=84.37%, remaining_time=0:00:03.426670, arrival_time=2021-04-10 02:49:34.723870, cost_time=0:00:22.405089 2021-04-10 02:49:32,601 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.99ms, fps=1964 images/s, loss=1.6290, top1-acc=56.22%, top5-acc=84.37%, remaining_time=0:00:02.107504, arrival_time=2021-04-10 02:49:34.709134, cost_time=0:00:23.709387 2021-04-10 02:49:33,919 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.19ms, fps=1944 images/s, loss=1.6327, top1-acc=56.12%, top5-acc=84.32%, remaining_time=0:00:00.790326, arrival_time=2021-04-10 02:49:34.709330, cost_time=0:00:25.026971 2021-04-10 02:49:34,628 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.24ms, fps=1918 images/s, loss=1.6312, top1-acc=56.16%, top5-acc=84.33%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:34.628714, cost_time=0:00:25.736581 2021-04-10 02:49:35,157 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.54ms, fps=4852 images/s, loss=2.1540, top1-acc=47.46%, top5-acc=74.84%, remaining_time=0:00:01.582860, arrival_time=2021-04-10 02:49:36.740704, cost_time=0:00:00.527618 2021-04-10 02:49:35,594 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=2.13ms, fps=5875 images/s, loss=2.1799, top1-acc=47.81%, top5-acc=74.49%, remaining_time=0:00:00.963940, arrival_time=2021-04-10 02:49:36.558059, cost_time=0:00:00.963936 2021-04-10 02:49:36,028 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.30ms, fps=5906 images/s, loss=2.2295, top1-acc=46.87%, top5-acc=73.54%, remaining_time=0:00:00.465940, arrival_time=2021-04-10 02:49:36.493954, cost_time=0:00:01.397832 2021-04-10 02:49:36,420 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.09ms, fps=5925 images/s, loss=2.2295, top1-acc=47.10%, top5-acc=73.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:36.419985, cost_time=0:00:01.789873 2021-04-10 02:49:37,188 INFO : Epoch=0023 complete, best val top1-acc=48.89%, top5-acc=78.48% (epoch=17), remaining_time=1:25:03.920139, arrival_time=2021-04-10 04:14:41.108190, cost_time=0:11:03.221263 2021-04-10 02:49:37,189 INFO : Train start, epoch=0024, lr=0.096772 2021-04-10 02:49:38,683 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=0.69ms, fps=1714 images/s, loss=1.5980, top1-acc=57.38%, top5-acc=84.34%, remaining_time=0:00:27.786912, arrival_time=2021-04-10 02:50:06.470445, cost_time=0:00:01.493922 2021-04-10 02:49:39,998 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.45ms, fps=1949 images/s, loss=1.5858, top1-acc=57.58%, top5-acc=84.80%, remaining_time=0:00:24.715328, arrival_time=2021-04-10 02:50:04.713521, cost_time=0:00:02.808564 2021-04-10 02:49:41,314 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=4.44ms, fps=1946 images/s, loss=1.5694, top1-acc=57.73%, top5-acc=85.01%, remaining_time=0:00:22.826494, arrival_time=2021-04-10 02:50:04.141355, cost_time=0:00:04.125261 2021-04-10 02:49:42,627 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.53ms, fps=1952 images/s, loss=1.5594, top1-acc=57.92%, top5-acc=85.15%, remaining_time=0:00:21.206796, arrival_time=2021-04-10 02:50:03.834176, cost_time=0:00:05.437641 2021-04-10 02:49:43,938 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=2.05ms, fps=1953 images/s, loss=1.5651, top1-acc=57.77%, top5-acc=85.17%, remaining_time=0:00:19.708248, arrival_time=2021-04-10 02:50:03.647101, cost_time=0:00:06.749376 2021-04-10 02:49:45,245 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.62ms, fps=1960 images/s, loss=1.5675, top1-acc=57.63%, top5-acc=84.96%, remaining_time=0:00:18.260856, arrival_time=2021-04-10 02:50:03.506684, cost_time=0:00:08.056282 2021-04-10 02:49:46,548 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.93ms, fps=1966 images/s, loss=1.5691, top1-acc=57.87%, top5-acc=84.98%, remaining_time=0:00:16.845948, arrival_time=2021-04-10 02:50:03.394392, cost_time=0:00:09.358829 2021-04-10 02:49:47,856 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.88ms, fps=1958 images/s, loss=1.5727, top1-acc=57.81%, top5-acc=84.91%, remaining_time=0:00:15.467208, arrival_time=2021-04-10 02:50:03.323765, cost_time=0:00:10.667077 2021-04-10 02:49:49,164 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.74ms, fps=1959 images/s, loss=1.5824, top1-acc=57.57%, top5-acc=84.83%, remaining_time=0:00:14.103194, arrival_time=2021-04-10 02:50:03.267223, cost_time=0:00:11.974395 2021-04-10 02:49:50,465 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.57ms, fps=1968 images/s, loss=1.5867, top1-acc=57.50%, top5-acc=84.80%, remaining_time=0:00:12.744768, arrival_time=2021-04-10 02:50:03.210121, cost_time=0:00:13.275821 2021-04-10 02:49:51,768 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.47ms, fps=1966 images/s, loss=1.5816, top1-acc=57.52%, top5-acc=84.88%, remaining_time=0:00:11.397666, arrival_time=2021-04-10 02:50:03.165627, cost_time=0:00:14.578417 2021-04-10 02:49:53,070 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.48ms, fps=1967 images/s, loss=1.5845, top1-acc=57.43%, top5-acc=84.85%, remaining_time=0:00:10.057764, arrival_time=2021-04-10 02:50:03.127916, cost_time=0:00:15.880701 2021-04-10 02:49:54,380 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.63ms, fps=1954 images/s, loss=1.5899, top1-acc=57.36%, top5-acc=84.81%, remaining_time=0:00:08.727840, arrival_time=2021-04-10 02:50:03.108602, cost_time=0:00:17.191230 2021-04-10 02:49:55,691 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=2.00ms, fps=1954 images/s, loss=1.5899, top1-acc=57.42%, top5-acc=84.78%, remaining_time=0:00:07.400736, arrival_time=2021-04-10 02:50:03.092062, cost_time=0:00:18.501795 2021-04-10 02:49:57,002 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=2.01ms, fps=1954 images/s, loss=1.5875, top1-acc=57.47%, top5-acc=84.83%, remaining_time=0:00:06.075864, arrival_time=2021-04-10 02:50:03.078150, cost_time=0:00:19.812598 2021-04-10 02:49:58,329 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=5.16ms, fps=1932 images/s, loss=1.5867, top1-acc=57.54%, top5-acc=84.83%, remaining_time=0:00:04.756248, arrival_time=2021-04-10 02:50:03.085071, cost_time=0:00:21.138833 2021-04-10 02:49:59,639 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.63ms, fps=1955 images/s, loss=1.5872, top1-acc=57.49%, top5-acc=84.77%, remaining_time=0:00:03.433508, arrival_time=2021-04-10 02:50:03.072837, cost_time=0:00:22.449840 2021-04-10 02:50:00,945 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.63ms, fps=1961 images/s, loss=1.5904, top1-acc=57.45%, top5-acc=84.69%, remaining_time=0:00:02.111616, arrival_time=2021-04-10 02:50:03.056871, cost_time=0:00:23.755666 2021-04-10 02:50:02,258 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=2.46ms, fps=1951 images/s, loss=1.5935, top1-acc=57.40%, top5-acc=84.66%, remaining_time=0:00:00.791640, arrival_time=2021-04-10 02:50:03.049742, cost_time=0:00:25.068532 2021-04-10 02:50:02,965 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=0.10ms, fps=1923 images/s, loss=1.5921, top1-acc=57.44%, top5-acc=84.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:02.965876, cost_time=0:00:25.776384 2021-04-10 02:50:03,517 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.22ms, fps=4655 images/s, loss=2.3367, top1-acc=43.63%, top5-acc=72.27%, remaining_time=0:00:01.649760, arrival_time=2021-04-10 02:50:05.167022, cost_time=0:00:00.549920 2021-04-10 02:50:03,951 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=2.08ms, fps=5904 images/s, loss=2.3598, top1-acc=43.38%, top5-acc=72.17%, remaining_time=0:00:00.984340, arrival_time=2021-04-10 02:50:04.935926, cost_time=0:00:00.984334 2021-04-10 02:50:04,407 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=2.34ms, fps=5620 images/s, loss=2.3410, top1-acc=44.11%, top5-acc=72.73%, remaining_time=0:00:00.480140, arrival_time=2021-04-10 02:50:04.887816, cost_time=0:00:01.440430 2021-04-10 02:50:04,810 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.12ms, fps=5773 images/s, loss=2.3359, top1-acc=44.17%, top5-acc=72.45%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:04.810038, cost_time=0:00:01.842829 2021-04-10 02:50:05,669 INFO : Epoch=0024 complete, best val top1-acc=48.89%, top5-acc=78.48% (epoch=17), remaining_time=1:24:32.484384, arrival_time=2021-04-10 04:14:38.153580, cost_time=0:11:31.702414 2021-04-10 02:50:05,670 INFO : Train start, epoch=0025, lr=0.096489 2021-04-10 02:50:07,180 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=0.36ms, fps=1695 images/s, loss=1.5460, top1-acc=58.87%, top5-acc=84.96%, remaining_time=0:00:28.092138, arrival_time=2021-04-10 02:50:35.272995, cost_time=0:00:01.510329 2021-04-10 02:50:08,501 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=2.38ms, fps=1941 images/s, loss=1.5313, top1-acc=58.65%, top5-acc=85.20%, remaining_time=0:00:24.905584, arrival_time=2021-04-10 02:50:33.406566, cost_time=0:00:02.830180 2021-04-10 02:50:09,812 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.68ms, fps=1955 images/s, loss=1.5333, top1-acc=58.79%, top5-acc=85.42%, remaining_time=0:00:22.915636, arrival_time=2021-04-10 02:50:32.727548, cost_time=0:00:04.141384 2021-04-10 02:50:11,124 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.68ms, fps=1951 images/s, loss=1.5348, top1-acc=58.65%, top5-acc=85.37%, remaining_time=0:00:21.271536, arrival_time=2021-04-10 02:50:32.396162, cost_time=0:00:05.454235 2021-04-10 02:50:12,428 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=2.06ms, fps=1965 images/s, loss=1.5323, top1-acc=58.79%, top5-acc=85.44%, remaining_time=0:00:19.732192, arrival_time=2021-04-10 02:50:32.160156, cost_time=0:00:06.757579 2021-04-10 02:50:13,727 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.38ms, fps=1971 images/s, loss=1.5357, top1-acc=58.61%, top5-acc=85.36%, remaining_time=0:00:18.262216, arrival_time=2021-04-10 02:50:31.989466, cost_time=0:00:08.056860 2021-04-10 02:50:15,031 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=2.12ms, fps=1964 images/s, loss=1.5370, top1-acc=58.53%, top5-acc=85.40%, remaining_time=0:00:16.849476, arrival_time=2021-04-10 02:50:31.880729, cost_time=0:00:09.360790 2021-04-10 02:50:16,338 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.59ms, fps=1959 images/s, loss=1.5456, top1-acc=58.37%, top5-acc=85.22%, remaining_time=0:00:15.469064, arrival_time=2021-04-10 02:50:31.807834, cost_time=0:00:10.668286 2021-04-10 02:50:17,654 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.61ms, fps=1947 images/s, loss=1.5465, top1-acc=58.32%, top5-acc=85.19%, remaining_time=0:00:14.114642, arrival_time=2021-04-10 02:50:31.769248, cost_time=0:00:11.984091 2021-04-10 02:50:18,964 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.51ms, fps=1956 images/s, loss=1.5488, top1-acc=58.45%, top5-acc=85.20%, remaining_time=0:00:12.762048, arrival_time=2021-04-10 02:50:31.726294, cost_time=0:00:13.293782 2021-04-10 02:50:20,273 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.67ms, fps=1957 images/s, loss=1.5508, top1-acc=58.51%, top5-acc=85.20%, remaining_time=0:00:11.416414, arrival_time=2021-04-10 02:50:31.689347, cost_time=0:00:14.602443 2021-04-10 02:50:21,575 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.91ms, fps=1967 images/s, loss=1.5590, top1-acc=58.38%, top5-acc=85.08%, remaining_time=0:00:10.073116, arrival_time=2021-04-10 02:50:31.648463, cost_time=0:00:15.904927 2021-04-10 02:50:22,876 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.43ms, fps=1969 images/s, loss=1.5605, top1-acc=58.34%, top5-acc=85.06%, remaining_time=0:00:08.735034, arrival_time=2021-04-10 02:50:31.611011, cost_time=0:00:17.205406 2021-04-10 02:50:24,182 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.55ms, fps=1960 images/s, loss=1.5599, top1-acc=58.41%, top5-acc=85.09%, remaining_time=0:00:07.404936, arrival_time=2021-04-10 02:50:31.587725, cost_time=0:00:18.512348 2021-04-10 02:50:25,492 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.38ms, fps=1956 images/s, loss=1.5606, top1-acc=58.45%, top5-acc=85.04%, remaining_time=0:00:06.078670, arrival_time=2021-04-10 02:50:31.570924, cost_time=0:00:19.821685 2021-04-10 02:50:26,799 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.57ms, fps=1959 images/s, loss=1.5597, top1-acc=58.42%, top5-acc=85.09%, remaining_time=0:00:04.754088, arrival_time=2021-04-10 02:50:31.553828, cost_time=0:00:21.129297 2021-04-10 02:50:28,104 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.89ms, fps=1964 images/s, loss=1.5651, top1-acc=58.31%, top5-acc=85.01%, remaining_time=0:00:03.431012, arrival_time=2021-04-10 02:50:31.535201, cost_time=0:00:22.433584 2021-04-10 02:50:29,419 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.34ms, fps=1948 images/s, loss=1.5633, top1-acc=58.35%, top5-acc=85.06%, remaining_time=0:00:02.111008, arrival_time=2021-04-10 02:50:31.530453, cost_time=0:00:23.748914 2021-04-10 02:50:30,730 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.28ms, fps=1954 images/s, loss=1.5680, top1-acc=58.19%, top5-acc=85.04%, remaining_time=0:00:00.791358, arrival_time=2021-04-10 02:50:31.521589, cost_time=0:00:25.059701 2021-04-10 02:50:31,438 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.26ms, fps=1922 images/s, loss=1.5686, top1-acc=58.18%, top5-acc=85.05%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:31.438612, cost_time=0:00:25.768155 2021-04-10 02:50:31,939 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=1.32ms, fps=5122 images/s, loss=1.9367, top1-acc=51.45%, top5-acc=78.20%, remaining_time=0:00:01.499460, arrival_time=2021-04-10 02:50:33.439121, cost_time=0:00:00.499817 2021-04-10 02:50:32,375 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=2.17ms, fps=5887 images/s, loss=1.9227, top1-acc=51.91%, top5-acc=78.79%, remaining_time=0:00:00.935160, arrival_time=2021-04-10 02:50:33.310161, cost_time=0:00:00.935152 2021-04-10 02:50:32,814 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=2.35ms, fps=5835 images/s, loss=1.9185, top1-acc=51.82%, top5-acc=78.53%, remaining_time=0:00:00.458100, arrival_time=2021-04-10 02:50:33.272275, cost_time=0:00:01.374305 2021-04-10 02:50:33,214 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.11ms, fps=5796 images/s, loss=1.8949, top1-acc=52.12%, top5-acc=79.02%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:33.214871, cost_time=0:00:01.775048 2021-04-10 02:50:34,970 INFO : Epoch=0025 complete, best val top1-acc=52.12%, top5-acc=79.02% (epoch=25), remaining_time=1:24:07.023275, arrival_time=2021-04-10 04:14:41.993369, cost_time=0:12:01.003330 2021-04-10 02:50:34,971 INFO : Train start, epoch=0026, lr=0.096194 2021-04-10 02:50:36,443 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=0.62ms, fps=1739 images/s, loss=1.5115, top1-acc=59.06%, top5-acc=86.29%, remaining_time=0:00:27.376596, arrival_time=2021-04-10 02:51:03.819775, cost_time=0:00:01.471855 2021-04-10 02:50:37,747 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.43ms, fps=1963 images/s, loss=1.5343, top1-acc=58.98%, top5-acc=85.90%, remaining_time=0:00:24.431616, arrival_time=2021-04-10 02:51:02.179179, cost_time=0:00:02.776319 2021-04-10 02:50:39,047 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.53ms, fps=1971 images/s, loss=1.5253, top1-acc=59.05%, top5-acc=85.65%, remaining_time=0:00:22.552428, arrival_time=2021-04-10 02:51:01.599453, cost_time=0:00:04.075728 2021-04-10 02:50:40,351 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.87ms, fps=1963 images/s, loss=1.5189, top1-acc=59.30%, top5-acc=85.87%, remaining_time=0:00:20.983248, arrival_time=2021-04-10 02:51:01.334798, cost_time=0:00:05.380300 2021-04-10 02:50:41,663 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.49ms, fps=1953 images/s, loss=1.5219, top1-acc=59.26%, top5-acc=85.87%, remaining_time=0:00:19.540348, arrival_time=2021-04-10 02:51:01.203508, cost_time=0:00:06.691877 2021-04-10 02:50:42,973 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.91ms, fps=1954 images/s, loss=1.5251, top1-acc=59.34%, top5-acc=85.73%, remaining_time=0:00:18.139000, arrival_time=2021-04-10 02:51:01.112744, cost_time=0:00:08.002509 2021-04-10 02:50:44,275 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.53ms, fps=1968 images/s, loss=1.5279, top1-acc=59.27%, top5-acc=85.59%, remaining_time=0:00:16.746912, arrival_time=2021-04-10 02:51:01.021963, cost_time=0:00:09.303841 2021-04-10 02:50:45,579 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=2.14ms, fps=1963 images/s, loss=1.5271, top1-acc=59.32%, top5-acc=85.60%, remaining_time=0:00:15.382064, arrival_time=2021-04-10 02:51:00.961697, cost_time=0:00:10.608360 2021-04-10 02:50:46,887 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.43ms, fps=1959 images/s, loss=1.5296, top1-acc=59.26%, top5-acc=85.51%, remaining_time=0:00:14.034400, arrival_time=2021-04-10 02:51:00.921652, cost_time=0:00:11.915960 2021-04-10 02:50:48,194 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.74ms, fps=1959 images/s, loss=1.5346, top1-acc=59.32%, top5-acc=85.46%, remaining_time=0:00:12.694272, arrival_time=2021-04-10 02:51:00.888817, cost_time=0:00:13.223216 2021-04-10 02:50:49,501 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.42ms, fps=1961 images/s, loss=1.5386, top1-acc=59.20%, top5-acc=85.47%, remaining_time=0:00:11.359912, arrival_time=2021-04-10 02:51:00.861424, cost_time=0:00:14.530164 2021-04-10 02:50:50,801 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.52ms, fps=1970 images/s, loss=1.5395, top1-acc=59.17%, top5-acc=85.43%, remaining_time=0:00:10.025920, arrival_time=2021-04-10 02:51:00.827524, cost_time=0:00:15.830393 2021-04-10 02:50:52,107 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.44ms, fps=1961 images/s, loss=1.5380, top1-acc=59.20%, top5-acc=85.41%, remaining_time=0:00:08.699988, arrival_time=2021-04-10 02:51:00.807689, cost_time=0:00:17.136401 2021-04-10 02:50:53,411 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=2.10ms, fps=1964 images/s, loss=1.5417, top1-acc=59.18%, top5-acc=85.32%, remaining_time=0:00:07.376096, arrival_time=2021-04-10 02:51:00.787508, cost_time=0:00:18.440187 2021-04-10 02:50:54,717 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.63ms, fps=1961 images/s, loss=1.5410, top1-acc=59.16%, top5-acc=85.40%, remaining_time=0:00:06.055532, arrival_time=2021-04-10 02:51:00.773163, cost_time=0:00:19.746333 2021-04-10 02:50:56,018 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.79ms, fps=1969 images/s, loss=1.5397, top1-acc=59.14%, top5-acc=85.46%, remaining_time=0:00:04.735584, arrival_time=2021-04-10 02:51:00.753905, cost_time=0:00:21.047030 2021-04-10 02:50:57,319 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.70ms, fps=1968 images/s, loss=1.5384, top1-acc=59.25%, top5-acc=85.43%, remaining_time=0:00:03.418012, arrival_time=2021-04-10 02:51:00.737743, cost_time=0:00:22.348505 2021-04-10 02:50:58,618 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=2.01ms, fps=1972 images/s, loss=1.5390, top1-acc=59.28%, top5-acc=85.45%, remaining_time=0:00:02.101968, arrival_time=2021-04-10 02:51:00.720275, cost_time=0:00:23.647095 2021-04-10 02:50:59,925 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.80ms, fps=1959 images/s, loss=1.5408, top1-acc=59.26%, top5-acc=85.42%, remaining_time=0:00:00.788028, arrival_time=2021-04-10 02:51:00.713614, cost_time=0:00:24.954300 2021-04-10 02:51:00,628 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.35ms, fps=1937 images/s, loss=1.5403, top1-acc=59.25%, top5-acc=85.41%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:00.628286, cost_time=0:00:25.657081 2021-04-10 02:51:01,144 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=1.33ms, fps=4966 images/s, loss=2.0172, top1-acc=50.27%, top5-acc=77.85%, remaining_time=0:00:01.546410, arrival_time=2021-04-10 02:51:02.691171, cost_time=0:00:00.515473 2021-04-10 02:51:01,571 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.42ms, fps=6000 images/s, loss=1.9971, top1-acc=50.35%, top5-acc=77.83%, remaining_time=0:00:00.942480, arrival_time=2021-04-10 02:51:02.514239, cost_time=0:00:00.942472 2021-04-10 02:51:01,999 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.38ms, fps=5992 images/s, loss=1.9963, top1-acc=49.97%, top5-acc=77.73%, remaining_time=0:00:00.456690, arrival_time=2021-04-10 02:51:02.456044, cost_time=0:00:01.370069 2021-04-10 02:51:02,391 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.09ms, fps=5923 images/s, loss=1.9930, top1-acc=50.00%, top5-acc=77.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:02.391386, cost_time=0:00:01.762126 2021-04-10 02:51:03,234 INFO : Epoch=0026 complete, best val top1-acc=52.12%, top5-acc=79.02% (epoch=25), remaining_time=1:23:34.330086, arrival_time=2021-04-10 04:14:37.564562, cost_time=0:12:29.267717 2021-04-10 02:51:03,235 INFO : Train start, epoch=0027, lr=0.095888 2021-04-10 02:51:04,761 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=2.36ms, fps=1678 images/s, loss=1.4426, top1-acc=60.74%, top5-acc=86.48%, remaining_time=0:00:28.378020, arrival_time=2021-04-10 02:51:33.139273, cost_time=0:00:01.525700 2021-04-10 02:51:06,067 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.68ms, fps=1962 images/s, loss=1.4673, top1-acc=60.14%, top5-acc=86.29%, remaining_time=0:00:24.916144, arrival_time=2021-04-10 02:51:30.983062, cost_time=0:00:02.831373 2021-04-10 02:51:07,372 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.60ms, fps=1962 images/s, loss=1.4962, top1-acc=59.70%, top5-acc=85.86%, remaining_time=0:00:22.890238, arrival_time=2021-04-10 02:51:30.262580, cost_time=0:00:04.136792 2021-04-10 02:51:08,674 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.52ms, fps=1968 images/s, loss=1.5025, top1-acc=59.67%, top5-acc=85.82%, remaining_time=0:00:21.209916, arrival_time=2021-04-10 02:51:29.883993, cost_time=0:00:05.438453 2021-04-10 02:51:09,979 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.57ms, fps=1962 images/s, loss=1.4957, top1-acc=60.01%, top5-acc=85.84%, remaining_time=0:00:19.692042, arrival_time=2021-04-10 02:51:29.671377, cost_time=0:00:06.743865 2021-04-10 02:51:11,288 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.51ms, fps=1956 images/s, loss=1.4944, top1-acc=60.08%, top5-acc=85.77%, remaining_time=0:00:18.253104, arrival_time=2021-04-10 02:51:29.541540, cost_time=0:00:08.052824 2021-04-10 02:51:12,596 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.48ms, fps=1958 images/s, loss=1.4983, top1-acc=59.90%, top5-acc=85.58%, remaining_time=0:00:16.850232, arrival_time=2021-04-10 02:51:29.447020, cost_time=0:00:09.361240 2021-04-10 02:51:13,898 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.71ms, fps=1968 images/s, loss=1.5017, top1-acc=59.96%, top5-acc=85.62%, remaining_time=0:00:15.460828, arrival_time=2021-04-10 02:51:29.358995, cost_time=0:00:10.662618 2021-04-10 02:51:15,198 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.43ms, fps=1969 images/s, loss=1.5026, top1-acc=59.93%, top5-acc=85.69%, remaining_time=0:00:14.089838, arrival_time=2021-04-10 02:51:29.288442, cost_time=0:00:11.963055 2021-04-10 02:51:16,505 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.85ms, fps=1960 images/s, loss=1.4997, top1-acc=60.00%, top5-acc=85.73%, remaining_time=0:00:12.738816, arrival_time=2021-04-10 02:51:29.243876, cost_time=0:00:13.269577 2021-04-10 02:51:17,809 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.54ms, fps=1964 images/s, loss=1.4995, top1-acc=60.04%, top5-acc=85.77%, remaining_time=0:00:11.393968, arrival_time=2021-04-10 02:51:29.203137, cost_time=0:00:14.573693 2021-04-10 02:51:19,110 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.43ms, fps=1968 images/s, loss=1.4989, top1-acc=60.04%, top5-acc=85.78%, remaining_time=0:00:10.053964, arrival_time=2021-04-10 02:51:29.164216, cost_time=0:00:15.874669 2021-04-10 02:51:20,410 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.77ms, fps=1969 images/s, loss=1.5041, top1-acc=59.94%, top5-acc=85.72%, remaining_time=0:00:08.719788, arrival_time=2021-04-10 02:51:29.130625, cost_time=0:00:17.175361 2021-04-10 02:51:21,712 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.61ms, fps=1967 images/s, loss=1.5076, top1-acc=59.90%, top5-acc=85.66%, remaining_time=0:00:07.390936, arrival_time=2021-04-10 02:51:29.103822, cost_time=0:00:18.477336 2021-04-10 02:51:23,024 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=2.01ms, fps=1953 images/s, loss=1.5106, top1-acc=59.85%, top5-acc=85.56%, remaining_time=0:00:06.068596, arrival_time=2021-04-10 02:51:29.093047, cost_time=0:00:19.788835 2021-04-10 02:51:24,327 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.43ms, fps=1966 images/s, loss=1.5149, top1-acc=59.81%, top5-acc=85.47%, remaining_time=0:00:04.745628, arrival_time=2021-04-10 02:51:29.072704, cost_time=0:00:21.091605 2021-04-10 02:51:25,630 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.56ms, fps=1965 images/s, loss=1.5161, top1-acc=59.78%, top5-acc=85.53%, remaining_time=0:00:03.425084, arrival_time=2021-04-10 02:51:29.055423, cost_time=0:00:22.394719 2021-04-10 02:51:26,938 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.33ms, fps=1959 images/s, loss=1.5205, top1-acc=59.72%, top5-acc=85.49%, remaining_time=0:00:02.106896, arrival_time=2021-04-10 02:51:29.045024, cost_time=0:00:23.702579 2021-04-10 02:51:28,241 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.24ms, fps=1966 images/s, loss=1.5219, top1-acc=59.68%, top5-acc=85.45%, remaining_time=0:00:00.789648, arrival_time=2021-04-10 02:51:29.030713, cost_time=0:00:25.005586 2021-04-10 02:51:28,948 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.45ms, fps=1925 images/s, loss=1.5223, top1-acc=59.69%, top5-acc=85.45%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:28.948057, cost_time=0:00:25.712583 2021-04-10 02:51:29,459 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=2.52ms, fps=5019 images/s, loss=2.0702, top1-acc=48.87%, top5-acc=76.56%, remaining_time=0:00:01.530240, arrival_time=2021-04-10 02:51:30.989434, cost_time=0:00:00.510085 2021-04-10 02:51:29,892 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.73ms, fps=5916 images/s, loss=2.0705, top1-acc=49.63%, top5-acc=76.35%, remaining_time=0:00:00.943200, arrival_time=2021-04-10 02:51:30.835623, cost_time=0:00:00.943198 2021-04-10 02:51:30,325 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.64ms, fps=5922 images/s, loss=2.0872, top1-acc=49.45%, top5-acc=76.33%, remaining_time=0:00:00.458700, arrival_time=2021-04-10 02:51:30.784021, cost_time=0:00:01.376089 2021-04-10 02:51:30,722 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.07ms, fps=5847 images/s, loss=2.0861, top1-acc=49.55%, top5-acc=76.42%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:30.722941, cost_time=0:00:01.773869 2021-04-10 02:51:31,456 INFO : Epoch=0027 complete, best val top1-acc=52.12%, top5-acc=79.02% (epoch=25), remaining_time=1:23:01.696236, arrival_time=2021-04-10 04:14:33.153139, cost_time=0:12:57.490153 2021-04-10 02:51:31,457 INFO : Train start, epoch=0028, lr=0.095570 2021-04-10 02:51:32,930 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=0.28ms, fps=1739 images/s, loss=1.5649, top1-acc=57.81%, top5-acc=85.43%, remaining_time=0:00:27.384780, arrival_time=2021-04-10 02:52:00.314783, cost_time=0:00:01.472296 2021-04-10 02:51:34,267 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.73ms, fps=1914 images/s, loss=1.5333, top1-acc=58.89%, top5-acc=85.61%, remaining_time=0:00:24.729760, arrival_time=2021-04-10 02:51:58.997675, cost_time=0:00:02.810203 2021-04-10 02:51:35,592 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.76ms, fps=1934 images/s, loss=1.5011, top1-acc=59.78%, top5-acc=86.02%, remaining_time=0:00:22.876626, arrival_time=2021-04-10 02:51:58.468709, cost_time=0:00:04.134316 2021-04-10 02:51:36,896 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=2.11ms, fps=1964 images/s, loss=1.4918, top1-acc=60.08%, top5-acc=86.37%, remaining_time=0:00:21.211632, arrival_time=2021-04-10 02:51:58.108230, cost_time=0:00:05.438879 2021-04-10 02:51:38,198 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.33ms, fps=1968 images/s, loss=1.4869, top1-acc=60.20%, top5-acc=86.34%, remaining_time=0:00:19.681968, arrival_time=2021-04-10 02:51:57.880023, cost_time=0:00:06.740412 2021-04-10 02:51:39,497 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.57ms, fps=1970 images/s, loss=1.4925, top1-acc=60.11%, top5-acc=86.13%, remaining_time=0:00:18.224136, arrival_time=2021-04-10 02:51:57.721815, cost_time=0:00:08.040051 2021-04-10 02:51:40,818 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=2.33ms, fps=1939 images/s, loss=1.4904, top1-acc=60.17%, top5-acc=86.17%, remaining_time=0:00:16.849728, arrival_time=2021-04-10 02:51:57.668399, cost_time=0:00:09.360933 2021-04-10 02:51:42,150 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=2.98ms, fps=1924 images/s, loss=1.4949, top1-acc=60.14%, top5-acc=86.12%, remaining_time=0:00:15.503980, arrival_time=2021-04-10 02:51:57.654557, cost_time=0:00:10.692390 2021-04-10 02:51:43,461 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.94ms, fps=1956 images/s, loss=1.4966, top1-acc=60.07%, top5-acc=86.06%, remaining_time=0:00:14.137326, arrival_time=2021-04-10 02:51:57.598481, cost_time=0:00:12.003420 2021-04-10 02:51:44,764 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=2.48ms, fps=1965 images/s, loss=1.5053, top1-acc=59.78%, top5-acc=85.93%, remaining_time=0:00:12.774336, arrival_time=2021-04-10 02:51:57.538962, cost_time=0:00:13.306649 2021-04-10 02:51:46,066 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.89ms, fps=1969 images/s, loss=1.5072, top1-acc=59.85%, top5-acc=85.84%, remaining_time=0:00:11.421144, arrival_time=2021-04-10 02:51:57.487280, cost_time=0:00:14.608445 2021-04-10 02:51:47,363 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.55ms, fps=1974 images/s, loss=1.5074, top1-acc=59.87%, top5-acc=85.86%, remaining_time=0:00:10.073572, arrival_time=2021-04-10 02:51:57.436891, cost_time=0:00:15.905689 2021-04-10 02:51:48,667 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.34ms, fps=1963 images/s, loss=1.5089, top1-acc=59.89%, top5-acc=85.90%, remaining_time=0:00:08.737410, arrival_time=2021-04-10 02:51:57.405229, cost_time=0:00:17.210080 2021-04-10 02:51:49,970 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.50ms, fps=1967 images/s, loss=1.5072, top1-acc=60.05%, top5-acc=85.94%, remaining_time=0:00:07.404936, arrival_time=2021-04-10 02:51:57.375056, cost_time=0:00:18.512403 2021-04-10 02:51:51,274 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.61ms, fps=1963 images/s, loss=1.5070, top1-acc=60.09%, top5-acc=85.95%, remaining_time=0:00:06.077198, arrival_time=2021-04-10 02:51:57.351922, cost_time=0:00:19.817011 2021-04-10 02:51:52,581 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.39ms, fps=1960 images/s, loss=1.5151, top1-acc=59.90%, top5-acc=85.80%, remaining_time=0:00:04.752864, arrival_time=2021-04-10 02:51:57.334423, cost_time=0:00:21.123917 2021-04-10 02:51:53,881 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.44ms, fps=1971 images/s, loss=1.5153, top1-acc=59.86%, top5-acc=85.79%, remaining_time=0:00:03.429452, arrival_time=2021-04-10 02:51:57.310432, cost_time=0:00:22.423349 2021-04-10 02:51:55,186 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.50ms, fps=1962 images/s, loss=1.5178, top1-acc=59.80%, top5-acc=85.69%, remaining_time=0:00:02.109200, arrival_time=2021-04-10 02:51:57.295386, cost_time=0:00:23.728448 2021-04-10 02:51:56,489 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.29ms, fps=1966 images/s, loss=1.5153, top1-acc=59.87%, top5-acc=85.66%, remaining_time=0:00:00.790470, arrival_time=2021-04-10 02:51:57.279560, cost_time=0:00:25.031457 2021-04-10 02:51:57,195 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.27ms, fps=1928 images/s, loss=1.5150, top1-acc=59.84%, top5-acc=85.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:57.195071, cost_time=0:00:25.737396 2021-04-10 02:51:57,731 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=0.29ms, fps=4790 images/s, loss=2.3650, top1-acc=45.20%, top5-acc=71.13%, remaining_time=0:00:01.603410, arrival_time=2021-04-10 02:51:59.334472, cost_time=0:00:00.534467 2021-04-10 02:51:58,160 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.44ms, fps=5966 images/s, loss=2.3776, top1-acc=44.94%, top5-acc=71.48%, remaining_time=0:00:00.964020, arrival_time=2021-04-10 02:51:59.124622, cost_time=0:00:00.964029 2021-04-10 02:51:58,589 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.43ms, fps=5971 images/s, loss=2.3567, top1-acc=45.35%, top5-acc=71.74%, remaining_time=0:00:00.464370, arrival_time=2021-04-10 02:51:59.054051, cost_time=0:00:01.393118 2021-04-10 02:51:58,980 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.06ms, fps=5945 images/s, loss=2.3364, top1-acc=45.45%, top5-acc=71.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:58.980223, cost_time=0:00:01.783692 2021-04-10 02:51:59,770 INFO : Epoch=0028 complete, best val top1-acc=52.12%, top5-acc=79.02% (epoch=25), remaining_time=1:22:29.936916, arrival_time=2021-04-10 04:14:29.707340, cost_time=0:13:25.803683 2021-04-10 02:51:59,771 INFO : Train start, epoch=0029, lr=0.095241 2021-04-10 02:52:01,271 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=0.39ms, fps=1706 images/s, loss=1.4724, top1-acc=60.70%, top5-acc=86.25%, remaining_time=0:00:27.904836, arrival_time=2021-04-10 02:52:29.176285, cost_time=0:00:01.500259 2021-04-10 02:52:02,576 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=2.16ms, fps=1962 images/s, loss=1.4688, top1-acc=60.70%, top5-acc=86.50%, remaining_time=0:00:24.687872, arrival_time=2021-04-10 02:52:27.264580, cost_time=0:00:02.805447 2021-04-10 02:52:03,902 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=15.96ms, fps=1933 images/s, loss=1.4745, top1-acc=60.31%, top5-acc=86.52%, remaining_time=0:00:22.856706, arrival_time=2021-04-10 02:52:26.758619, cost_time=0:00:04.130720 2021-04-10 02:52:05,213 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=2.15ms, fps=1953 images/s, loss=1.4770, top1-acc=60.67%, top5-acc=86.37%, remaining_time=0:00:21.223488, arrival_time=2021-04-10 02:52:26.436700, cost_time=0:00:05.441920 2021-04-10 02:52:06,522 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=2.24ms, fps=1957 images/s, loss=1.4895, top1-acc=60.23%, top5-acc=86.25%, remaining_time=0:00:19.713358, arrival_time=2021-04-10 02:52:26.235681, cost_time=0:00:06.751166 2021-04-10 02:52:07,830 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.39ms, fps=1959 images/s, loss=1.4796, top1-acc=60.55%, top5-acc=86.37%, remaining_time=0:00:18.266976, arrival_time=2021-04-10 02:52:26.097103, cost_time=0:00:08.058934 2021-04-10 02:52:09,137 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.63ms, fps=1960 images/s, loss=1.4748, top1-acc=60.65%, top5-acc=86.51%, remaining_time=0:00:16.858296, arrival_time=2021-04-10 02:52:25.995228, cost_time=0:00:09.365749 2021-04-10 02:52:10,439 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.39ms, fps=1966 images/s, loss=1.4787, top1-acc=60.57%, top5-acc=86.34%, remaining_time=0:00:15.469412, arrival_time=2021-04-10 02:52:25.909127, cost_time=0:00:10.668526 2021-04-10 02:52:11,742 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=2.01ms, fps=1966 images/s, loss=1.4841, top1-acc=60.53%, top5-acc=86.24%, remaining_time=0:00:14.099166, arrival_time=2021-04-10 02:52:25.841383, cost_time=0:00:11.971031 2021-04-10 02:52:13,054 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=2.06ms, fps=1951 images/s, loss=1.4810, top1-acc=60.60%, top5-acc=86.30%, remaining_time=0:00:12.752448, arrival_time=2021-04-10 02:52:25.807360, cost_time=0:00:13.283787 2021-04-10 02:52:14,373 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.87ms, fps=1942 images/s, loss=1.4818, top1-acc=60.52%, top5-acc=86.32%, remaining_time=0:00:11.416586, arrival_time=2021-04-10 02:52:25.790431, cost_time=0:00:14.602578 2021-04-10 02:52:15,695 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.99ms, fps=1940 images/s, loss=1.4822, top1-acc=60.54%, top5-acc=86.32%, remaining_time=0:00:10.084820, arrival_time=2021-04-10 02:52:25.779825, cost_time=0:00:15.923357 2021-04-10 02:52:17,007 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.63ms, fps=1953 images/s, loss=1.4855, top1-acc=60.48%, top5-acc=86.25%, remaining_time=0:00:08.750412, arrival_time=2021-04-10 02:52:25.757338, cost_time=0:00:17.235692 2021-04-10 02:52:18,308 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.56ms, fps=1969 images/s, loss=1.4861, top1-acc=60.44%, top5-acc=86.27%, remaining_time=0:00:07.414736, arrival_time=2021-04-10 02:52:25.722721, cost_time=0:00:18.536868 2021-04-10 02:52:19,610 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.34ms, fps=1967 images/s, loss=1.4866, top1-acc=60.55%, top5-acc=86.27%, remaining_time=0:00:06.083914, arrival_time=2021-04-10 02:52:25.694519, cost_time=0:00:19.838880 2021-04-10 02:52:20,924 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.94ms, fps=1951 images/s, loss=1.4860, top1-acc=60.58%, top5-acc=86.22%, remaining_time=0:00:04.759452, arrival_time=2021-04-10 02:52:25.683808, cost_time=0:00:21.153189 2021-04-10 02:52:22,231 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.41ms, fps=1959 images/s, loss=1.4839, top1-acc=60.66%, top5-acc=86.22%, remaining_time=0:00:03.435120, arrival_time=2021-04-10 02:52:25.666606, cost_time=0:00:22.460374 2021-04-10 02:52:23,539 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.55ms, fps=1958 images/s, loss=1.4866, top1-acc=60.56%, top5-acc=86.17%, remaining_time=0:00:02.112704, arrival_time=2021-04-10 02:52:25.651907, cost_time=0:00:23.767939 2021-04-10 02:52:24,846 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.34ms, fps=1959 images/s, loss=1.4856, top1-acc=60.52%, top5-acc=86.19%, remaining_time=0:00:00.791862, arrival_time=2021-04-10 02:52:25.638656, cost_time=0:00:25.075614 2021-04-10 02:52:25,552 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.37ms, fps=1930 images/s, loss=1.4875, top1-acc=60.52%, top5-acc=86.19%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:25.552096, cost_time=0:00:25.780979 2021-04-10 02:52:26,063 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=3.20ms, fps=5018 images/s, loss=2.0479, top1-acc=49.61%, top5-acc=77.54%, remaining_time=0:00:01.530390, arrival_time=2021-04-10 02:52:27.593831, cost_time=0:00:00.510128 2021-04-10 02:52:26,497 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.30ms, fps=5901 images/s, loss=2.0192, top1-acc=50.20%, top5-acc=77.50%, remaining_time=0:00:00.944540, arrival_time=2021-04-10 02:52:27.442310, cost_time=0:00:00.944543 2021-04-10 02:52:26,933 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.36ms, fps=5875 images/s, loss=2.0063, top1-acc=50.16%, top5-acc=77.92%, remaining_time=0:00:00.460240, arrival_time=2021-04-10 02:52:27.394183, cost_time=0:00:01.380733 2021-04-10 02:52:27,324 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.08ms, fps=5953 images/s, loss=2.0110, top1-acc=50.34%, top5-acc=77.85%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:27.324049, cost_time=0:00:01.770875 2021-04-10 02:52:28,075 INFO : Epoch=0029 complete, best val top1-acc=52.12%, top5-acc=79.02% (epoch=25), remaining_time=1:21:58.363560, arrival_time=2021-04-10 04:14:26.438746, cost_time=0:13:54.108438 2021-04-10 02:52:28,075 INFO : Train start, epoch=0030, lr=0.094901 2021-04-10 02:52:29,564 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=0.33ms, fps=1720 images/s, loss=1.4578, top1-acc=60.23%, top5-acc=86.60%, remaining_time=0:00:27.679404, arrival_time=2021-04-10 02:52:57.243607, cost_time=0:00:01.488138 2021-04-10 02:52:30,873 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.56ms, fps=1956 images/s, loss=1.4600, top1-acc=60.96%, top5-acc=86.23%, remaining_time=0:00:24.618880, arrival_time=2021-04-10 02:52:55.492386, cost_time=0:00:02.797603 2021-04-10 02:52:32,183 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.92ms, fps=1955 images/s, loss=1.4534, top1-acc=61.30%, top5-acc=86.37%, remaining_time=0:00:22.727392, arrival_time=2021-04-10 02:52:54.910874, cost_time=0:00:04.107357 2021-04-10 02:52:33,503 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=2.35ms, fps=1943 images/s, loss=1.4512, top1-acc=61.50%, top5-acc=86.46%, remaining_time=0:00:21.162180, arrival_time=2021-04-10 02:52:54.664860, cost_time=0:00:05.426181 2021-04-10 02:52:34,825 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.88ms, fps=1938 images/s, loss=1.4464, top1-acc=61.79%, top5-acc=86.59%, remaining_time=0:00:19.707810, arrival_time=2021-04-10 02:52:54.533124, cost_time=0:00:06.749273 2021-04-10 02:52:36,131 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.41ms, fps=1962 images/s, loss=1.4427, top1-acc=61.76%, top5-acc=86.76%, remaining_time=0:00:18.257184, arrival_time=2021-04-10 02:52:54.388097, cost_time=0:00:08.054668 2021-04-10 02:52:37,445 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=2.02ms, fps=1949 images/s, loss=1.4412, top1-acc=61.81%, top5-acc=86.76%, remaining_time=0:00:16.865730, arrival_time=2021-04-10 02:52:54.311607, cost_time=0:00:09.369863 2021-04-10 02:52:38,753 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.47ms, fps=1959 images/s, loss=1.4477, top1-acc=61.66%, top5-acc=86.65%, remaining_time=0:00:15.482172, arrival_time=2021-04-10 02:52:54.235598, cost_time=0:00:10.677392 2021-04-10 02:52:40,058 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.36ms, fps=1963 images/s, loss=1.4468, top1-acc=61.61%, top5-acc=86.66%, remaining_time=0:00:14.112416, arrival_time=2021-04-10 02:52:54.170641, cost_time=0:00:11.982247 2021-04-10 02:52:41,363 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.56ms, fps=1962 images/s, loss=1.4483, top1-acc=61.61%, top5-acc=86.71%, remaining_time=0:00:12.756192, arrival_time=2021-04-10 02:52:54.119962, cost_time=0:00:13.287740 2021-04-10 02:52:42,669 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.37ms, fps=1962 images/s, loss=1.4518, top1-acc=61.58%, top5-acc=86.64%, remaining_time=0:00:11.409276, arrival_time=2021-04-10 02:52:54.078551, cost_time=0:00:14.593271 2021-04-10 02:52:43,975 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.92ms, fps=1961 images/s, loss=1.4476, top1-acc=61.65%, top5-acc=86.79%, remaining_time=0:00:10.069468, arrival_time=2021-04-10 02:52:54.044527, cost_time=0:00:15.899129 2021-04-10 02:52:45,290 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.44ms, fps=1947 images/s, loss=1.4516, top1-acc=61.60%, top5-acc=86.66%, remaining_time=0:00:08.739588, arrival_time=2021-04-10 02:52:54.029866, cost_time=0:00:17.214310 2021-04-10 02:52:46,594 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.32ms, fps=1965 images/s, loss=1.4558, top1-acc=61.49%, top5-acc=86.60%, remaining_time=0:00:07.407176, arrival_time=2021-04-10 02:52:54.001122, cost_time=0:00:18.517975 2021-04-10 02:52:47,897 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.46ms, fps=1965 images/s, loss=1.4626, top1-acc=61.40%, top5-acc=86.54%, remaining_time=0:00:06.078486, arrival_time=2021-04-10 02:52:53.975669, cost_time=0:00:19.821147 2021-04-10 02:52:49,203 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.56ms, fps=1961 images/s, loss=1.4645, top1-acc=61.32%, top5-acc=86.50%, remaining_time=0:00:04.753728, arrival_time=2021-04-10 02:52:53.957348, cost_time=0:00:21.127636 2021-04-10 02:52:50,506 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.58ms, fps=1966 images/s, loss=1.4634, top1-acc=61.36%, top5-acc=86.48%, remaining_time=0:00:03.430518, arrival_time=2021-04-10 02:52:53.936745, cost_time=0:00:22.430293 2021-04-10 02:52:51,812 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.47ms, fps=1961 images/s, loss=1.4621, top1-acc=61.41%, top5-acc=86.49%, remaining_time=0:00:02.109872, arrival_time=2021-04-10 02:52:53.921918, cost_time=0:00:23.736009 2021-04-10 02:52:53,114 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.25ms, fps=1967 images/s, loss=1.4666, top1-acc=61.36%, top5-acc=86.43%, remaining_time=0:00:00.790692, arrival_time=2021-04-10 02:52:53.905167, cost_time=0:00:25.038573 2021-04-10 02:52:53,817 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.26ms, fps=1935 images/s, loss=1.4692, top1-acc=61.32%, top5-acc=86.42%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:53.817605, cost_time=0:00:25.741715 2021-04-10 02:52:54,319 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=0.42ms, fps=5116 images/s, loss=2.0014, top1-acc=50.86%, top5-acc=77.38%, remaining_time=0:00:01.501080, arrival_time=2021-04-10 02:52:55.820108, cost_time=0:00:00.500362 2021-04-10 02:52:54,752 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.39ms, fps=5919 images/s, loss=1.9801, top1-acc=51.70%, top5-acc=77.83%, remaining_time=0:00:00.933380, arrival_time=2021-04-10 02:52:55.685389, cost_time=0:00:00.933382 2021-04-10 02:52:55,187 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.44ms, fps=5884 images/s, loss=1.9971, top1-acc=51.46%, top5-acc=77.66%, remaining_time=0:00:00.456270, arrival_time=2021-04-10 02:52:55.643743, cost_time=0:00:01.368806 2021-04-10 02:52:55,582 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.07ms, fps=5884 images/s, loss=1.9991, top1-acc=51.23%, top5-acc=77.53%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:55.582191, cost_time=0:00:01.763602 2021-04-10 02:52:56,842 INFO : Epoch=0030 complete, best val top1-acc=52.12%, top5-acc=79.02% (epoch=25), remaining_time=1:21:29.629420, arrival_time=2021-04-10 04:14:26.471987, cost_time=0:14:22.875774 2021-04-10 02:52:56,847 INFO : Train start, epoch=0031, lr=0.094550 2021-04-10 02:52:58,328 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=0.37ms, fps=1729 images/s, loss=1.4336, top1-acc=62.23%, top5-acc=86.37%, remaining_time=0:00:27.541764, arrival_time=2021-04-10 02:53:25.870386, cost_time=0:00:01.480739 2021-04-10 02:52:59,631 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.42ms, fps=1966 images/s, loss=1.4498, top1-acc=61.91%, top5-acc=86.23%, remaining_time=0:00:24.495152, arrival_time=2021-04-10 02:53:24.126583, cost_time=0:00:02.783534 2021-04-10 02:53:00,937 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.57ms, fps=1962 images/s, loss=1.4435, top1-acc=61.67%, top5-acc=86.61%, remaining_time=0:00:22.626464, arrival_time=2021-04-10 02:53:23.563481, cost_time=0:00:04.089120 2021-04-10 02:53:02,241 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=2.19ms, fps=1964 images/s, loss=1.4300, top1-acc=61.84%, top5-acc=86.95%, remaining_time=0:00:21.033168, arrival_time=2021-04-10 02:53:23.274167, cost_time=0:00:05.393102 2021-04-10 02:53:03,546 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=2.29ms, fps=1963 images/s, loss=1.4214, top1-acc=61.93%, top5-acc=87.00%, remaining_time=0:00:19.558452, arrival_time=2021-04-10 02:53:23.104479, cost_time=0:00:06.698093 2021-04-10 02:53:04,860 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.39ms, fps=1949 images/s, loss=1.4082, top1-acc=62.06%, top5-acc=87.17%, remaining_time=0:00:18.161848, arrival_time=2021-04-10 02:53:23.022361, cost_time=0:00:08.012572 2021-04-10 02:53:06,163 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=2.01ms, fps=1966 images/s, loss=1.4103, top1-acc=62.07%, top5-acc=87.08%, remaining_time=0:00:16.768080, arrival_time=2021-04-10 02:53:22.931583, cost_time=0:00:09.315605 2021-04-10 02:53:07,462 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=2.10ms, fps=1971 images/s, loss=1.4035, top1-acc=62.48%, top5-acc=87.16%, remaining_time=0:00:15.391808, arrival_time=2021-04-10 02:53:22.854636, cost_time=0:00:10.615030 2021-04-10 02:53:08,773 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.93ms, fps=1953 images/s, loss=1.4080, top1-acc=62.46%, top5-acc=87.09%, remaining_time=0:00:14.046166, arrival_time=2021-04-10 02:53:22.819925, cost_time=0:00:11.925967 2021-04-10 02:53:10,082 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.63ms, fps=1957 images/s, loss=1.4178, top1-acc=62.27%, top5-acc=86.88%, remaining_time=0:00:12.705408, arrival_time=2021-04-10 02:53:22.788145, cost_time=0:00:13.234807 2021-04-10 02:53:11,387 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.91ms, fps=1964 images/s, loss=1.4138, top1-acc=62.34%, top5-acc=86.99%, remaining_time=0:00:11.366878, arrival_time=2021-04-10 02:53:22.753876, cost_time=0:00:14.539016 2021-04-10 02:53:12,686 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.53ms, fps=1971 images/s, loss=1.4147, top1-acc=62.28%, top5-acc=86.98%, remaining_time=0:00:10.031088, arrival_time=2021-04-10 02:53:22.717429, cost_time=0:00:15.838537 2021-04-10 02:53:13,990 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.32ms, fps=1964 images/s, loss=1.4183, top1-acc=62.23%, top5-acc=86.96%, remaining_time=0:00:08.703024, arrival_time=2021-04-10 02:53:22.693183, cost_time=0:00:17.142284 2021-04-10 02:53:15,299 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=2.10ms, fps=1957 images/s, loss=1.4246, top1-acc=62.10%, top5-acc=86.86%, remaining_time=0:00:07.380464, arrival_time=2021-04-10 02:53:22.679474, cost_time=0:00:18.451131 2021-04-10 02:53:16,607 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.42ms, fps=1957 images/s, loss=1.4298, top1-acc=62.03%, top5-acc=86.78%, remaining_time=0:00:06.059672, arrival_time=2021-04-10 02:53:22.667317, cost_time=0:00:19.759774 2021-04-10 02:53:17,911 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.98ms, fps=1964 images/s, loss=1.4365, top1-acc=61.86%, top5-acc=86.68%, remaining_time=0:00:04.739364, arrival_time=2021-04-10 02:53:22.651097, cost_time=0:00:21.063868 2021-04-10 02:53:19,213 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.48ms, fps=1967 images/s, loss=1.4387, top1-acc=61.84%, top5-acc=86.67%, remaining_time=0:00:03.420664, arrival_time=2021-04-10 02:53:22.634386, cost_time=0:00:22.365920 2021-04-10 02:53:20,523 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.52ms, fps=1955 images/s, loss=1.4401, top1-acc=61.77%, top5-acc=86.66%, remaining_time=0:00:02.104528, arrival_time=2021-04-10 02:53:22.628193, cost_time=0:00:23.675882 2021-04-10 02:53:21,837 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.50ms, fps=1949 images/s, loss=1.4430, top1-acc=61.70%, top5-acc=86.59%, remaining_time=0:00:00.789150, arrival_time=2021-04-10 02:53:22.626780, cost_time=0:00:24.989740 2021-04-10 02:53:22,541 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.34ms, fps=1935 images/s, loss=1.4448, top1-acc=61.63%, top5-acc=86.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:22.541141, cost_time=0:00:25.693339 2021-04-10 02:53:23,049 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=0.20ms, fps=5047 images/s, loss=2.2226, top1-acc=47.70%, top5-acc=74.53%, remaining_time=0:00:01.521540, arrival_time=2021-04-10 02:53:24.570891, cost_time=0:00:00.507183 2021-04-10 02:53:23,481 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.36ms, fps=5934 images/s, loss=2.2071, top1-acc=48.16%, top5-acc=74.92%, remaining_time=0:00:00.938900, arrival_time=2021-04-10 02:53:24.420012, cost_time=0:00:00.938898 2021-04-10 02:53:23,916 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.79ms, fps=5885 images/s, loss=2.2179, top1-acc=48.16%, top5-acc=74.43%, remaining_time=0:00:00.458140, arrival_time=2021-04-10 02:53:24.374751, cost_time=0:00:01.374413 2021-04-10 02:53:24,310 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.08ms, fps=5890 images/s, loss=2.1756, top1-acc=48.41%, top5-acc=74.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:24.310843, cost_time=0:00:01.768695 2021-04-10 02:53:25,069 INFO : Epoch=0031 complete, best val top1-acc=52.12%, top5-acc=79.02% (epoch=25), remaining_time=1:20:57.945391, arrival_time=2021-04-10 04:14:23.014568, cost_time=0:14:51.102420 2021-04-10 02:53:25,070 INFO : Train start, epoch=0032, lr=0.094188 2021-04-10 02:53:26,553 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=0.45ms, fps=1726 images/s, loss=1.4411, top1-acc=61.80%, top5-acc=86.99%, remaining_time=0:00:27.591054, arrival_time=2021-04-10 02:53:54.144571, cost_time=0:00:01.483388 2021-04-10 02:53:27,849 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.37ms, fps=1975 images/s, loss=1.4063, top1-acc=62.58%, top5-acc=87.54%, remaining_time=0:00:24.461888, arrival_time=2021-04-10 02:53:52.311782, cost_time=0:00:02.779766 2021-04-10 02:53:29,151 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.60ms, fps=1967 images/s, loss=1.3933, top1-acc=62.94%, top5-acc=87.72%, remaining_time=0:00:22.585462, arrival_time=2021-04-10 02:53:51.737369, cost_time=0:00:04.081696 2021-04-10 02:53:30,465 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=2.16ms, fps=1951 images/s, loss=1.3988, top1-acc=62.65%, top5-acc=87.47%, remaining_time=0:00:21.039408, arrival_time=2021-04-10 02:53:51.504355, cost_time=0:00:05.394740 2021-04-10 02:53:31,766 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.44ms, fps=1968 images/s, loss=1.3939, top1-acc=62.85%, top5-acc=87.39%, remaining_time=0:00:19.552758, arrival_time=2021-04-10 02:53:51.319125, cost_time=0:00:06.696156 2021-04-10 02:53:33,064 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.51ms, fps=1973 images/s, loss=1.3980, top1-acc=62.64%, top5-acc=87.37%, remaining_time=0:00:18.121184, arrival_time=2021-04-10 02:53:51.186030, cost_time=0:00:07.994645 2021-04-10 02:53:34,377 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.75ms, fps=1951 images/s, loss=1.4045, top1-acc=62.47%, top5-acc=87.35%, remaining_time=0:00:16.752960, arrival_time=2021-04-10 02:53:51.130424, cost_time=0:00:09.307183 2021-04-10 02:53:35,699 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.49ms, fps=1938 images/s, loss=1.4049, top1-acc=62.44%, top5-acc=87.39%, remaining_time=0:00:15.411644, arrival_time=2021-04-10 02:53:51.110599, cost_time=0:00:10.628743 2021-04-10 02:53:37,002 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.99ms, fps=1964 images/s, loss=1.4068, top1-acc=62.47%, top5-acc=87.40%, remaining_time=0:00:14.053904, arrival_time=2021-04-10 02:53:51.056675, cost_time=0:00:11.932567 2021-04-10 02:53:38,305 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=2.10ms, fps=1966 images/s, loss=1.4093, top1-acc=62.45%, top5-acc=87.40%, remaining_time=0:00:12.706080, arrival_time=2021-04-10 02:53:51.011815, cost_time=0:00:13.235467 2021-04-10 02:53:39,610 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.66ms, fps=1963 images/s, loss=1.4119, top1-acc=62.48%, top5-acc=87.26%, remaining_time=0:00:11.367996, arrival_time=2021-04-10 02:53:50.978584, cost_time=0:00:14.540439 2021-04-10 02:53:40,918 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.34ms, fps=1959 images/s, loss=1.4137, top1-acc=62.44%, top5-acc=87.28%, remaining_time=0:00:10.036940, arrival_time=2021-04-10 02:53:50.954961, cost_time=0:00:15.847806 2021-04-10 02:53:42,225 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.48ms, fps=1960 images/s, loss=1.4142, top1-acc=62.39%, top5-acc=87.26%, remaining_time=0:00:08.709426, arrival_time=2021-04-10 02:53:50.934521, cost_time=0:00:17.154886 2021-04-10 02:53:43,535 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.40ms, fps=1954 images/s, loss=1.4159, top1-acc=62.35%, top5-acc=87.20%, remaining_time=0:00:07.386232, arrival_time=2021-04-10 02:53:50.922013, cost_time=0:00:18.465575 2021-04-10 02:53:44,854 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.42ms, fps=1942 images/s, loss=1.4174, top1-acc=62.28%, top5-acc=87.24%, remaining_time=0:00:06.067170, arrival_time=2021-04-10 02:53:50.921725, cost_time=0:00:19.784309 2021-04-10 02:53:46,159 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=2.13ms, fps=1963 images/s, loss=1.4218, top1-acc=62.12%, top5-acc=87.13%, remaining_time=0:00:04.745088, arrival_time=2021-04-10 02:53:50.904586, cost_time=0:00:21.089287 2021-04-10 02:53:47,464 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=2.06ms, fps=1963 images/s, loss=1.4213, top1-acc=62.17%, top5-acc=87.16%, remaining_time=0:00:03.424928, arrival_time=2021-04-10 02:53:50.888975, cost_time=0:00:22.393842 2021-04-10 02:53:48,759 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.43ms, fps=1977 images/s, loss=1.4241, top1-acc=62.14%, top5-acc=87.10%, remaining_time=0:00:02.105712, arrival_time=2021-04-10 02:53:50.865198, cost_time=0:00:23.689270 2021-04-10 02:53:50,070 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.63ms, fps=1954 images/s, loss=1.4248, top1-acc=62.12%, top5-acc=87.12%, remaining_time=0:00:00.789480, arrival_time=2021-04-10 02:53:50.859999, cost_time=0:00:25.000216 2021-04-10 02:53:50,776 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.45ms, fps=1930 images/s, loss=1.4266, top1-acc=62.10%, top5-acc=87.07%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:50.776045, cost_time=0:00:25.705920 2021-04-10 02:53:51,314 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=1.32ms, fps=4762 images/s, loss=2.1813, top1-acc=49.10%, top5-acc=76.21%, remaining_time=0:00:01.612710, arrival_time=2021-04-10 02:53:52.927325, cost_time=0:00:00.537573 2021-04-10 02:53:51,754 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.70ms, fps=5831 images/s, loss=2.1685, top1-acc=49.67%, top5-acc=76.86%, remaining_time=0:00:00.976940, arrival_time=2021-04-10 02:53:52.731058, cost_time=0:00:00.976938 2021-04-10 02:53:52,190 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.43ms, fps=5880 images/s, loss=2.1714, top1-acc=49.18%, top5-acc=77.01%, remaining_time=0:00:00.471020, arrival_time=2021-04-10 02:53:52.661128, cost_time=0:00:01.413060 2021-04-10 02:53:52,586 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.10ms, fps=5853 images/s, loss=2.1633, top1-acc=49.51%, top5-acc=77.03%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:52.586880, cost_time=0:00:01.809832 2021-04-10 02:53:53,468 INFO : Epoch=0032 complete, best val top1-acc=52.12%, top5-acc=79.02% (epoch=25), remaining_time=1:20:27.384408, arrival_time=2021-04-10 04:14:20.852943, cost_time=0:15:19.501781 2021-04-10 02:53:53,469 INFO : Train start, epoch=0033, lr=0.093815 2021-04-10 02:53:55,001 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.59ms, fps=1671 images/s, loss=1.3839, top1-acc=63.91%, top5-acc=87.38%, remaining_time=0:00:28.494828, arrival_time=2021-04-10 02:54:23.496072, cost_time=0:00:01.531975 2021-04-10 02:53:56,306 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.59ms, fps=1962 images/s, loss=1.3916, top1-acc=63.65%, top5-acc=87.54%, remaining_time=0:00:24.971056, arrival_time=2021-04-10 02:54:21.277949, cost_time=0:00:02.837617 2021-04-10 02:53:57,612 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.47ms, fps=1961 images/s, loss=1.3650, top1-acc=63.78%, top5-acc=87.85%, remaining_time=0:00:22.927588, arrival_time=2021-04-10 02:54:20.540394, cost_time=0:00:04.143530 2021-04-10 02:53:58,938 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.96ms, fps=1932 images/s, loss=1.3618, top1-acc=64.05%, top5-acc=87.89%, remaining_time=0:00:21.329100, arrival_time=2021-04-10 02:54:20.267341, cost_time=0:00:05.468985 2021-04-10 02:54:00,261 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=2.10ms, fps=1936 images/s, loss=1.3630, top1-acc=63.91%, top5-acc=88.02%, remaining_time=0:00:19.831472, arrival_time=2021-04-10 02:54:20.092425, cost_time=0:00:06.791582 2021-04-10 02:54:01,580 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.32ms, fps=1941 images/s, loss=1.3734, top1-acc=63.82%, top5-acc=87.71%, remaining_time=0:00:18.385976, arrival_time=2021-04-10 02:54:19.966732, cost_time=0:00:08.111452 2021-04-10 02:54:02,881 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=2.22ms, fps=1970 images/s, loss=1.3797, top1-acc=63.69%, top5-acc=87.58%, remaining_time=0:00:16.940952, arrival_time=2021-04-10 02:54:19.821887, cost_time=0:00:09.411623 2021-04-10 02:54:04,186 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.50ms, fps=1961 images/s, loss=1.3868, top1-acc=63.59%, top5-acc=87.50%, remaining_time=0:00:15.540636, arrival_time=2021-04-10 02:54:19.727560, cost_time=0:00:10.717658 2021-04-10 02:54:05,514 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.93ms, fps=1930 images/s, loss=1.3931, top1-acc=63.37%, top5-acc=87.43%, remaining_time=0:00:14.185980, arrival_time=2021-04-10 02:54:19.699955, cost_time=0:00:12.044664 2021-04-10 02:54:06,823 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.30ms, fps=1956 images/s, loss=1.3927, top1-acc=63.43%, top5-acc=87.48%, remaining_time=0:00:12.819936, arrival_time=2021-04-10 02:54:19.643452, cost_time=0:00:13.354149 2021-04-10 02:54:08,132 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.34ms, fps=1957 images/s, loss=1.3974, top1-acc=63.25%, top5-acc=87.35%, remaining_time=0:00:11.463714, arrival_time=2021-04-10 02:54:19.595883, cost_time=0:00:14.662864 2021-04-10 02:54:09,433 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.47ms, fps=1968 images/s, loss=1.3980, top1-acc=63.29%, top5-acc=87.30%, remaining_time=0:00:10.110736, arrival_time=2021-04-10 02:54:19.544308, cost_time=0:00:15.964350 2021-04-10 02:54:10,736 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=2.26ms, fps=1965 images/s, loss=1.4010, top1-acc=63.25%, top5-acc=87.28%, remaining_time=0:00:08.766582, arrival_time=2021-04-10 02:54:19.503339, cost_time=0:00:17.267500 2021-04-10 02:54:12,039 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.45ms, fps=1967 images/s, loss=1.4029, top1-acc=63.21%, top5-acc=87.26%, remaining_time=0:00:07.428064, arrival_time=2021-04-10 02:54:19.467389, cost_time=0:00:18.570106 2021-04-10 02:54:13,342 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=2.19ms, fps=1965 images/s, loss=1.4085, top1-acc=63.07%, top5-acc=87.16%, remaining_time=0:00:06.094586, arrival_time=2021-04-10 02:54:19.437419, cost_time=0:00:19.873610 2021-04-10 02:54:14,645 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.87ms, fps=1967 images/s, loss=1.4123, top1-acc=62.93%, top5-acc=87.11%, remaining_time=0:00:04.764528, arrival_time=2021-04-10 02:54:19.409594, cost_time=0:00:21.175668 2021-04-10 02:54:15,947 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.37ms, fps=1967 images/s, loss=1.4151, top1-acc=62.90%, top5-acc=87.03%, remaining_time=0:00:03.437850, arrival_time=2021-04-10 02:54:19.385357, cost_time=0:00:22.478279 2021-04-10 02:54:17,247 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.79ms, fps=1969 images/s, loss=1.4189, top1-acc=62.82%, top5-acc=86.96%, remaining_time=0:00:02.113664, arrival_time=2021-04-10 02:54:19.361548, cost_time=0:00:23.778657 2021-04-10 02:54:18,552 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.26ms, fps=1963 images/s, loss=1.4197, top1-acc=62.81%, top5-acc=86.98%, remaining_time=0:00:00.792102, arrival_time=2021-04-10 02:54:19.344588, cost_time=0:00:25.083183 2021-04-10 02:54:19,258 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.57ms, fps=1929 images/s, loss=1.4184, top1-acc=62.78%, top5-acc=86.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:19.258146, cost_time=0:00:25.788842 2021-04-10 02:54:19,817 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.41ms, fps=4591 images/s, loss=2.1370, top1-acc=47.42%, top5-acc=76.52%, remaining_time=0:00:01.672800, arrival_time=2021-04-10 02:54:21.489767, cost_time=0:00:00.557604 2021-04-10 02:54:20,249 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.43ms, fps=5931 images/s, loss=2.1595, top1-acc=48.12%, top5-acc=75.45%, remaining_time=0:00:00.989720, arrival_time=2021-04-10 02:54:21.238778, cost_time=0:00:00.989718 2021-04-10 02:54:20,680 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.52ms, fps=5944 images/s, loss=2.1656, top1-acc=48.26%, top5-acc=75.26%, remaining_time=0:00:00.473590, arrival_time=2021-04-10 02:54:21.153783, cost_time=0:00:01.420776 2021-04-10 02:54:21,071 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.07ms, fps=5942 images/s, loss=2.1464, top1-acc=48.65%, top5-acc=75.43%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:21.071110, cost_time=0:00:01.811808 2021-04-10 02:54:21,822 INFO : Epoch=0033 complete, best val top1-acc=52.12%, top5-acc=79.02% (epoch=25), remaining_time=1:19:56.726304, arrival_time=2021-04-10 04:14:18.549183, cost_time=0:15:47.856096 2021-04-10 02:54:21,823 INFO : Train start, epoch=0034, lr=0.093432 2021-04-10 02:54:23,321 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=0.26ms, fps=1710 images/s, loss=1.3417, top1-acc=64.73%, top5-acc=88.32%, remaining_time=0:00:27.847920, arrival_time=2021-04-10 02:54:51.169040, cost_time=0:00:01.497196 2021-04-10 02:54:24,627 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.36ms, fps=1961 images/s, loss=1.3402, top1-acc=63.89%, top5-acc=88.26%, remaining_time=0:00:24.669216, arrival_time=2021-04-10 02:54:49.296507, cost_time=0:00:02.803322 2021-04-10 02:54:25,940 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.44ms, fps=1951 images/s, loss=1.3500, top1-acc=63.48%, top5-acc=88.31%, remaining_time=0:00:22.775366, arrival_time=2021-04-10 02:54:48.715374, cost_time=0:00:04.116041 2021-04-10 02:54:27,244 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.38ms, fps=1963 images/s, loss=1.3480, top1-acc=63.84%, top5-acc=88.19%, remaining_time=0:00:21.141588, arrival_time=2021-04-10 02:54:48.386423, cost_time=0:00:05.420911 2021-04-10 02:54:28,556 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=2.05ms, fps=1953 images/s, loss=1.3462, top1-acc=64.01%, top5-acc=88.23%, remaining_time=0:00:19.658608, arrival_time=2021-04-10 02:54:48.215177, cost_time=0:00:06.732419 2021-04-10 02:54:29,863 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=2.10ms, fps=1960 images/s, loss=1.3530, top1-acc=63.83%, top5-acc=88.16%, remaining_time=0:00:18.222232, arrival_time=2021-04-10 02:54:48.085433, cost_time=0:00:08.039248 2021-04-10 02:54:31,164 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.47ms, fps=1969 images/s, loss=1.3593, top1-acc=63.82%, top5-acc=88.08%, remaining_time=0:00:16.811928, arrival_time=2021-04-10 02:54:47.975920, cost_time=0:00:09.339928 2021-04-10 02:54:32,465 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.51ms, fps=1968 images/s, loss=1.3587, top1-acc=63.79%, top5-acc=88.05%, remaining_time=0:00:15.430436, arrival_time=2021-04-10 02:54:47.896020, cost_time=0:00:10.641664 2021-04-10 02:54:33,773 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.78ms, fps=1959 images/s, loss=1.3585, top1-acc=63.78%, top5-acc=87.98%, remaining_time=0:00:14.073302, arrival_time=2021-04-10 02:54:47.846347, cost_time=0:00:11.949032 2021-04-10 02:54:35,084 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.34ms, fps=1953 images/s, loss=1.3679, top1-acc=63.58%, top5-acc=87.85%, remaining_time=0:00:12.730080, arrival_time=2021-04-10 02:54:47.814518, cost_time=0:00:13.260506 2021-04-10 02:54:36,392 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.38ms, fps=1958 images/s, loss=1.3680, top1-acc=63.57%, top5-acc=87.89%, remaining_time=0:00:11.389926, arrival_time=2021-04-10 02:54:47.782402, cost_time=0:00:14.568556 2021-04-10 02:54:37,692 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.45ms, fps=1970 images/s, loss=1.3716, top1-acc=63.47%, top5-acc=87.82%, remaining_time=0:00:10.050012, arrival_time=2021-04-10 02:54:47.742522, cost_time=0:00:15.868498 2021-04-10 02:54:38,995 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.59ms, fps=1967 images/s, loss=1.3741, top1-acc=63.46%, top5-acc=87.82%, remaining_time=0:00:08.717478, arrival_time=2021-04-10 02:54:47.712488, cost_time=0:00:17.170819 2021-04-10 02:54:40,293 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.64ms, fps=1972 images/s, loss=1.3738, top1-acc=63.54%, top5-acc=87.85%, remaining_time=0:00:07.387856, arrival_time=2021-04-10 02:54:47.681439, cost_time=0:00:18.469663 2021-04-10 02:54:41,599 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.59ms, fps=1961 images/s, loss=1.3812, top1-acc=63.40%, top5-acc=87.76%, remaining_time=0:00:06.064548, arrival_time=2021-04-10 02:54:47.664276, cost_time=0:00:19.775733 2021-04-10 02:54:42,899 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.53ms, fps=1970 images/s, loss=1.3869, top1-acc=63.33%, top5-acc=87.62%, remaining_time=0:00:04.742028, arrival_time=2021-04-10 02:54:47.641686, cost_time=0:00:21.075726 2021-04-10 02:54:44,205 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.36ms, fps=1961 images/s, loss=1.3908, top1-acc=63.24%, top5-acc=87.56%, remaining_time=0:00:03.423030, arrival_time=2021-04-10 02:54:47.628385, cost_time=0:00:22.381432 2021-04-10 02:54:45,509 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.55ms, fps=1964 images/s, loss=1.3948, top1-acc=63.16%, top5-acc=87.49%, remaining_time=0:00:02.105360, arrival_time=2021-04-10 02:54:47.614504, cost_time=0:00:23.685229 2021-04-10 02:54:46,811 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.24ms, fps=1967 images/s, loss=1.4012, top1-acc=63.00%, top5-acc=87.39%, remaining_time=0:00:00.789078, arrival_time=2021-04-10 02:54:47.600416, cost_time=0:00:24.987414 2021-04-10 02:54:47,516 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.25ms, fps=1931 images/s, loss=1.4055, top1-acc=62.90%, top5-acc=87.35%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:47.516046, cost_time=0:00:25.692072 2021-04-10 02:54:48,024 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=0.28ms, fps=5050 images/s, loss=2.0254, top1-acc=50.98%, top5-acc=77.66%, remaining_time=0:00:01.520610, arrival_time=2021-04-10 02:54:49.544581, cost_time=0:00:00.506868 2021-04-10 02:54:48,463 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.92ms, fps=5832 images/s, loss=2.0617, top1-acc=49.59%, top5-acc=77.25%, remaining_time=0:00:00.946300, arrival_time=2021-04-10 02:54:49.409671, cost_time=0:00:00.946296 2021-04-10 02:54:48,898 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.49ms, fps=5884 images/s, loss=2.0410, top1-acc=49.82%, top5-acc=77.66%, remaining_time=0:00:00.460570, arrival_time=2021-04-10 02:54:49.359412, cost_time=0:00:01.381721 2021-04-10 02:54:49,290 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.08ms, fps=5934 images/s, loss=2.0327, top1-acc=49.83%, top5-acc=78.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:49.290225, cost_time=0:00:01.773182 2021-04-10 02:54:50,071 INFO : Epoch=0034 complete, best val top1-acc=52.12%, top5-acc=79.02% (epoch=25), remaining_time=1:19:25.686032, arrival_time=2021-04-10 04:14:15.757150, cost_time=0:16:16.104379 2021-04-10 02:54:50,071 INFO : Train start, epoch=0035, lr=0.093037 2021-04-10 02:54:51,552 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=0.29ms, fps=1729 images/s, loss=1.3776, top1-acc=63.40%, top5-acc=87.42%, remaining_time=0:00:27.539532, arrival_time=2021-04-10 02:55:19.092051, cost_time=0:00:01.480616 2021-04-10 02:54:52,857 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.43ms, fps=1963 images/s, loss=1.3802, top1-acc=63.93%, top5-acc=87.70%, remaining_time=0:00:24.512928, arrival_time=2021-04-10 02:55:17.370467, cost_time=0:00:02.785570 2021-04-10 02:54:54,161 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.84ms, fps=1965 images/s, loss=1.3843, top1-acc=63.85%, top5-acc=87.72%, remaining_time=0:00:22.628788, arrival_time=2021-04-10 02:55:16.790135, cost_time=0:00:04.089534 2021-04-10 02:54:55,464 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.82ms, fps=1965 images/s, loss=1.3948, top1-acc=63.68%, top5-acc=87.37%, remaining_time=0:00:21.030984, arrival_time=2021-04-10 02:55:16.495462, cost_time=0:00:05.392579 2021-04-10 02:54:56,769 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.43ms, fps=1963 images/s, loss=1.3848, top1-acc=63.68%, top5-acc=87.59%, remaining_time=0:00:19.555824, arrival_time=2021-04-10 02:55:16.324825, cost_time=0:00:06.697180 2021-04-10 02:54:58,083 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.91ms, fps=1948 images/s, loss=1.3744, top1-acc=63.68%, top5-acc=87.78%, remaining_time=0:00:18.160352, arrival_time=2021-04-10 02:55:16.244067, cost_time=0:00:08.011900 2021-04-10 02:54:59,390 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.98ms, fps=1960 images/s, loss=1.3813, top1-acc=63.61%, top5-acc=87.66%, remaining_time=0:00:16.773750, arrival_time=2021-04-10 02:55:16.164505, cost_time=0:00:09.318738 2021-04-10 02:55:00,703 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.41ms, fps=1952 images/s, loss=1.3857, top1-acc=63.63%, top5-acc=87.53%, remaining_time=0:00:15.415356, arrival_time=2021-04-10 02:55:16.118479, cost_time=0:00:10.631296 2021-04-10 02:55:02,011 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.51ms, fps=1957 images/s, loss=1.3853, top1-acc=63.55%, top5-acc=87.58%, remaining_time=0:00:14.062278, arrival_time=2021-04-10 02:55:16.073835, cost_time=0:00:11.939668 2021-04-10 02:55:03,305 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.53ms, fps=1979 images/s, loss=1.3870, top1-acc=63.52%, top5-acc=87.57%, remaining_time=0:00:12.704640, arrival_time=2021-04-10 02:55:16.010535, cost_time=0:00:13.234040 2021-04-10 02:55:04,618 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=2.15ms, fps=1951 images/s, loss=1.3829, top1-acc=63.67%, top5-acc=87.61%, remaining_time=0:00:11.372726, arrival_time=2021-04-10 02:55:15.991183, cost_time=0:00:14.546517 2021-04-10 02:55:05,939 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.89ms, fps=1939 images/s, loss=1.3868, top1-acc=63.58%, top5-acc=87.53%, remaining_time=0:00:10.049556, arrival_time=2021-04-10 02:55:15.989210, cost_time=0:00:15.867686 2021-04-10 02:55:07,248 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=2.01ms, fps=1957 images/s, loss=1.3911, top1-acc=63.43%, top5-acc=87.46%, remaining_time=0:00:08.720514, arrival_time=2021-04-10 02:55:15.969212, cost_time=0:00:17.176796 2021-04-10 02:55:08,550 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.63ms, fps=1968 images/s, loss=1.3916, top1-acc=63.48%, top5-acc=87.50%, remaining_time=0:00:07.391272, arrival_time=2021-04-10 02:55:15.941227, cost_time=0:00:18.478131 2021-04-10 02:55:09,860 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.46ms, fps=1954 images/s, loss=1.3879, top1-acc=63.59%, top5-acc=87.55%, remaining_time=0:00:06.068458, arrival_time=2021-04-10 02:55:15.928788, cost_time=0:00:19.788516 2021-04-10 02:55:11,168 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.58ms, fps=1959 images/s, loss=1.3899, top1-acc=63.56%, top5-acc=87.49%, remaining_time=0:00:04.746600, arrival_time=2021-04-10 02:55:15.914513, cost_time=0:00:21.096021 2021-04-10 02:55:12,466 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.46ms, fps=1972 images/s, loss=1.3900, top1-acc=63.49%, top5-acc=87.47%, remaining_time=0:00:03.425058, arrival_time=2021-04-10 02:55:15.891521, cost_time=0:00:22.394605 2021-04-10 02:55:13,774 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.66ms, fps=1958 images/s, loss=1.3918, top1-acc=63.41%, top5-acc=87.41%, remaining_time=0:00:02.106896, arrival_time=2021-04-10 02:55:15.881414, cost_time=0:00:23.702655 2021-04-10 02:55:15,088 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.38ms, fps=1949 images/s, loss=1.3941, top1-acc=63.37%, top5-acc=87.36%, remaining_time=0:00:00.790008, arrival_time=2021-04-10 02:55:15.878746, cost_time=0:00:25.016841 2021-04-10 02:55:15,793 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=0.08ms, fps=1932 images/s, loss=1.3964, top1-acc=63.36%, top5-acc=87.37%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:15.793195, cost_time=0:00:25.721306 2021-04-10 02:55:16,303 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.29ms, fps=5024 images/s, loss=2.2575, top1-acc=47.27%, top5-acc=73.01%, remaining_time=0:00:01.528650, arrival_time=2021-04-10 02:55:17.832556, cost_time=0:00:00.509552 2021-04-10 02:55:16,737 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.87ms, fps=5904 images/s, loss=2.2588, top1-acc=46.89%, top5-acc=73.11%, remaining_time=0:00:00.943500, arrival_time=2021-04-10 02:55:17.681406, cost_time=0:00:00.943507 2021-04-10 02:55:17,168 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.65ms, fps=5949 images/s, loss=2.2635, top1-acc=47.03%, top5-acc=73.22%, remaining_time=0:00:00.458110, arrival_time=2021-04-10 02:55:17.626836, cost_time=0:00:01.374341 2021-04-10 02:55:17,559 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.08ms, fps=5947 images/s, loss=2.2695, top1-acc=47.17%, top5-acc=73.39%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:17.559202, cost_time=0:00:01.764881 2021-04-10 02:55:18,429 INFO : Epoch=0035 complete, best val top1-acc=52.12%, top5-acc=79.02% (epoch=25), remaining_time=1:18:55.325430, arrival_time=2021-04-10 04:14:13.755161, cost_time=0:16:44.462971 2021-04-10 02:55:18,430 INFO : Train start, epoch=0036, lr=0.092632 2021-04-10 02:55:19,908 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=0.27ms, fps=1732 images/s, loss=1.4054, top1-acc=63.44%, top5-acc=87.03%, remaining_time=0:00:27.488940, arrival_time=2021-04-10 02:55:47.397700, cost_time=0:00:01.477905 2021-04-10 02:55:21,226 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.51ms, fps=1944 images/s, loss=1.3496, top1-acc=64.26%, top5-acc=87.81%, remaining_time=0:00:24.600576, arrival_time=2021-04-10 02:55:45.826880, cost_time=0:00:02.795526 2021-04-10 02:55:22,525 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.50ms, fps=1972 images/s, loss=1.3382, top1-acc=64.87%, top5-acc=87.93%, remaining_time=0:00:22.654186, arrival_time=2021-04-10 02:55:45.179100, cost_time=0:00:04.094143 2021-04-10 02:55:23,829 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.60ms, fps=1963 images/s, loss=1.3387, top1-acc=64.88%, top5-acc=88.09%, remaining_time=0:00:21.055788, arrival_time=2021-04-10 02:55:44.885470, cost_time=0:00:05.398908 2021-04-10 02:55:25,134 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=2.67ms, fps=1963 images/s, loss=1.3316, top1-acc=65.05%, top5-acc=88.20%, remaining_time=0:00:19.575534, arrival_time=2021-04-10 02:55:44.710323, cost_time=0:00:06.703932 2021-04-10 02:55:26,444 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.60ms, fps=1957 images/s, loss=1.3294, top1-acc=64.93%, top5-acc=88.26%, remaining_time=0:00:18.163344, arrival_time=2021-04-10 02:55:44.607383, cost_time=0:00:08.013264 2021-04-10 02:55:27,766 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=2.41ms, fps=1937 images/s, loss=1.3455, top1-acc=64.53%, top5-acc=88.02%, remaining_time=0:00:16.803612, arrival_time=2021-04-10 02:55:44.569788, cost_time=0:00:09.335325 2021-04-10 02:55:29,074 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.43ms, fps=1959 images/s, loss=1.3484, top1-acc=64.35%, top5-acc=88.09%, remaining_time=0:00:15.432756, arrival_time=2021-04-10 02:55:44.506868, cost_time=0:00:10.643272 2021-04-10 02:55:30,379 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.36ms, fps=1963 images/s, loss=1.3490, top1-acc=64.20%, top5-acc=88.03%, remaining_time=0:00:14.072666, arrival_time=2021-04-10 02:55:44.451931, cost_time=0:00:11.948488 2021-04-10 02:55:31,677 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.44ms, fps=1973 images/s, loss=1.3449, top1-acc=64.34%, top5-acc=88.11%, remaining_time=0:00:12.716544, arrival_time=2021-04-10 02:55:44.393728, cost_time=0:00:13.246417 2021-04-10 02:55:32,974 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.33ms, fps=1974 images/s, loss=1.3487, top1-acc=64.39%, top5-acc=88.05%, remaining_time=0:00:11.370662, arrival_time=2021-04-10 02:55:44.345278, cost_time=0:00:14.543921 2021-04-10 02:55:34,284 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=2.14ms, fps=1955 images/s, loss=1.3512, top1-acc=64.41%, top5-acc=87.96%, remaining_time=0:00:10.040816, arrival_time=2021-04-10 02:55:44.325611, cost_time=0:00:15.853905 2021-04-10 02:55:35,597 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=5.75ms, fps=1951 images/s, loss=1.3489, top1-acc=64.55%, top5-acc=88.02%, remaining_time=0:00:08.715630, arrival_time=2021-04-10 02:55:44.313487, cost_time=0:00:17.167116 2021-04-10 02:55:36,902 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.43ms, fps=1963 images/s, loss=1.3556, top1-acc=64.32%, top5-acc=87.94%, remaining_time=0:00:07.388808, arrival_time=2021-04-10 02:55:44.291657, cost_time=0:00:18.472065 2021-04-10 02:55:38,212 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=2.14ms, fps=1956 images/s, loss=1.3583, top1-acc=64.23%, top5-acc=87.89%, remaining_time=0:00:06.066388, arrival_time=2021-04-10 02:55:44.278933, cost_time=0:00:19.781717 2021-04-10 02:55:39,517 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.86ms, fps=1962 images/s, loss=1.3618, top1-acc=64.15%, top5-acc=87.88%, remaining_time=0:00:04.744548, arrival_time=2021-04-10 02:55:44.262309, cost_time=0:00:21.086943 2021-04-10 02:55:40,817 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.43ms, fps=1970 images/s, loss=1.3642, top1-acc=64.10%, top5-acc=87.86%, remaining_time=0:00:03.423888, arrival_time=2021-04-10 02:55:44.241678, cost_time=0:00:22.386897 2021-04-10 02:55:42,118 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.40ms, fps=1969 images/s, loss=1.3657, top1-acc=64.08%, top5-acc=87.81%, remaining_time=0:00:02.105616, arrival_time=2021-04-10 02:55:44.224481, cost_time=0:00:23.688162 2021-04-10 02:55:43,422 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.23ms, fps=1965 images/s, loss=1.3678, top1-acc=64.06%, top5-acc=87.76%, remaining_time=0:00:00.789204, arrival_time=2021-04-10 02:55:44.211383, cost_time=0:00:24.991488 2021-04-10 02:55:44,127 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.44ms, fps=1929 images/s, loss=1.3709, top1-acc=64.01%, top5-acc=87.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:44.127567, cost_time=0:00:25.696800 2021-04-10 02:55:44,635 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.28ms, fps=5052 images/s, loss=1.8451, top1-acc=53.01%, top5-acc=80.20%, remaining_time=0:00:01.520190, arrival_time=2021-04-10 02:55:46.155630, cost_time=0:00:00.506726 2021-04-10 02:55:45,065 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.40ms, fps=5961 images/s, loss=1.8543, top1-acc=53.77%, top5-acc=79.47%, remaining_time=0:00:00.936560, arrival_time=2021-04-10 02:55:46.001881, cost_time=0:00:00.936556 2021-04-10 02:55:45,496 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.29ms, fps=5941 images/s, loss=1.8377, top1-acc=54.22%, top5-acc=79.80%, remaining_time=0:00:00.455990, arrival_time=2021-04-10 02:55:45.952676, cost_time=0:00:01.367980 2021-04-10 02:55:45,888 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.08ms, fps=5930 images/s, loss=1.8122, top1-acc=54.10%, top5-acc=80.04%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:45.888205, cost_time=0:00:01.759534 2021-04-10 02:55:47,640 INFO : Epoch=0036 complete, best val top1-acc=54.10%, top5-acc=80.04% (epoch=36), remaining_time=1:18:28.958896, arrival_time=2021-04-10 04:14:16.599569, cost_time=0:17:13.673907 2021-04-10 02:55:47,641 INFO : Train start, epoch=0037, lr=0.092216 2021-04-10 02:55:49,171 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=1.44ms, fps=1673 images/s, loss=1.3358, top1-acc=64.65%, top5-acc=87.89%, remaining_time=0:00:28.453164, arrival_time=2021-04-10 02:56:17.624573, cost_time=0:00:01.529744 2021-04-10 02:55:50,478 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.44ms, fps=1959 images/s, loss=1.3305, top1-acc=64.77%, top5-acc=88.40%, remaining_time=0:00:24.962080, arrival_time=2021-04-10 02:56:15.440361, cost_time=0:00:02.836610 2021-04-10 02:55:51,781 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.83ms, fps=1965 images/s, loss=1.3353, top1-acc=64.24%, top5-acc=88.57%, remaining_time=0:00:22.905676, arrival_time=2021-04-10 02:56:14.686998, cost_time=0:00:04.139568 2021-04-10 02:55:53,081 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=2.02ms, fps=1970 images/s, loss=1.3421, top1-acc=64.18%, top5-acc=88.44%, remaining_time=0:00:21.213816, arrival_time=2021-04-10 02:56:14.294997, cost_time=0:00:05.439435 2021-04-10 02:55:54,392 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.99ms, fps=1953 images/s, loss=1.3429, top1-acc=64.36%, top5-acc=88.37%, remaining_time=0:00:19.712190, arrival_time=2021-04-10 02:56:14.104687, cost_time=0:00:06.750746 2021-04-10 02:55:55,700 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=2.02ms, fps=1958 images/s, loss=1.3407, top1-acc=64.46%, top5-acc=88.33%, remaining_time=0:00:18.266160, arrival_time=2021-04-10 02:56:13.966457, cost_time=0:00:08.058620 2021-04-10 02:55:57,007 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.43ms, fps=1959 images/s, loss=1.3296, top1-acc=64.70%, top5-acc=88.57%, remaining_time=0:00:16.858926, arrival_time=2021-04-10 02:56:13.866740, cost_time=0:00:09.366071 2021-04-10 02:55:58,307 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.41ms, fps=1970 images/s, loss=1.3307, top1-acc=64.66%, top5-acc=88.43%, remaining_time=0:00:15.465700, arrival_time=2021-04-10 02:56:13.773390, cost_time=0:00:10.666023 2021-04-10 02:55:59,609 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.41ms, fps=1968 images/s, loss=1.3338, top1-acc=64.61%, top5-acc=88.32%, remaining_time=0:00:14.094714, arrival_time=2021-04-10 02:56:13.703710, cost_time=0:00:11.967248 2021-04-10 02:56:00,934 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=2.21ms, fps=1933 images/s, loss=1.3368, top1-acc=64.53%, top5-acc=88.26%, remaining_time=0:00:12.760608, arrival_time=2021-04-10 02:56:13.694662, cost_time=0:00:13.292324 2021-04-10 02:56:02,244 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.85ms, fps=1955 images/s, loss=1.3376, top1-acc=64.48%, top5-acc=88.25%, remaining_time=0:00:11.416414, arrival_time=2021-04-10 02:56:13.660776, cost_time=0:00:14.602382 2021-04-10 02:56:03,568 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=2.10ms, fps=1935 images/s, loss=1.3415, top1-acc=64.53%, top5-acc=88.17%, remaining_time=0:00:10.086720, arrival_time=2021-04-10 02:56:13.654920, cost_time=0:00:15.926427 2021-04-10 02:56:04,872 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.54ms, fps=1964 images/s, loss=1.3464, top1-acc=64.44%, top5-acc=88.06%, remaining_time=0:00:08.747970, arrival_time=2021-04-10 02:56:13.620523, cost_time=0:00:17.230829 2021-04-10 02:56:06,196 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.43ms, fps=1935 images/s, loss=1.3482, top1-acc=64.38%, top5-acc=88.02%, remaining_time=0:00:07.421624, arrival_time=2021-04-10 02:56:13.617556, cost_time=0:00:18.554063 2021-04-10 02:56:07,501 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.64ms, fps=1963 images/s, loss=1.3500, top1-acc=64.37%, top5-acc=87.97%, remaining_time=0:00:06.090216, arrival_time=2021-04-10 02:56:13.591367, cost_time=0:00:19.859411 2021-04-10 02:56:08,805 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=2.11ms, fps=1964 images/s, loss=1.3497, top1-acc=64.32%, top5-acc=87.97%, remaining_time=0:00:04.761720, arrival_time=2021-04-10 02:56:13.566681, cost_time=0:00:21.163279 2021-04-10 02:56:10,107 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.60ms, fps=1966 images/s, loss=1.3522, top1-acc=64.31%, top5-acc=87.96%, remaining_time=0:00:03.435926, arrival_time=2021-04-10 02:56:13.543286, cost_time=0:00:22.465697 2021-04-10 02:56:11,406 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.54ms, fps=1971 images/s, loss=1.3572, top1-acc=64.22%, top5-acc=87.89%, remaining_time=0:00:02.112432, arrival_time=2021-04-10 02:56:13.518919, cost_time=0:00:23.764821 2021-04-10 02:56:12,709 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.22ms, fps=1965 images/s, loss=1.3574, top1-acc=64.18%, top5-acc=87.90%, remaining_time=0:00:00.791622, arrival_time=2021-04-10 02:56:13.501257, cost_time=0:00:25.067961 2021-04-10 02:56:13,418 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.24ms, fps=1919 images/s, loss=1.3575, top1-acc=64.19%, top5-acc=87.86%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:13.418808, cost_time=0:00:25.777064 2021-04-10 02:56:13,944 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=1.38ms, fps=4880 images/s, loss=1.9001, top1-acc=52.66%, top5-acc=80.78%, remaining_time=0:00:01.573680, arrival_time=2021-04-10 02:56:15.518191, cost_time=0:00:00.524560 2021-04-10 02:56:14,394 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=2.56ms, fps=5693 images/s, loss=1.9092, top1-acc=52.93%, top5-acc=80.14%, remaining_time=0:00:00.974600, arrival_time=2021-04-10 02:56:15.369214, cost_time=0:00:00.974593 2021-04-10 02:56:14,830 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.79ms, fps=5879 images/s, loss=1.9407, top1-acc=52.57%, top5-acc=79.61%, remaining_time=0:00:00.470210, arrival_time=2021-04-10 02:56:15.300827, cost_time=0:00:01.410629 2021-04-10 02:56:15,227 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.08ms, fps=5851 images/s, loss=1.9329, top1-acc=53.15%, top5-acc=79.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:15.227592, cost_time=0:00:01.807677 2021-04-10 02:56:16,062 INFO : Epoch=0037 complete, best val top1-acc=54.10%, top5-acc=80.04% (epoch=36), remaining_time=1:17:58.961618, arrival_time=2021-04-10 04:14:15.023966, cost_time=0:17:42.095585 2021-04-10 02:56:16,063 INFO : Train start, epoch=0038, lr=0.091790 2021-04-10 02:56:17,571 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.84ms, fps=1698 images/s, loss=1.2939, top1-acc=66.33%, top5-acc=87.97%, remaining_time=0:00:28.046754, arrival_time=2021-04-10 02:56:45.618090, cost_time=0:00:01.507888 2021-04-10 02:56:18,877 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.38ms, fps=1962 images/s, loss=1.2942, top1-acc=65.43%, top5-acc=88.44%, remaining_time=0:00:24.760384, arrival_time=2021-04-10 02:56:43.637421, cost_time=0:00:02.813672 2021-04-10 02:56:20,181 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=2.15ms, fps=1964 images/s, loss=1.3158, top1-acc=64.58%, top5-acc=88.27%, remaining_time=0:00:22.784662, arrival_time=2021-04-10 02:56:42.965746, cost_time=0:00:04.117701 2021-04-10 02:56:21,486 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.45ms, fps=1963 images/s, loss=1.3117, top1-acc=64.89%, top5-acc=88.40%, remaining_time=0:00:21.148764, arrival_time=2021-04-10 02:56:42.634856, cost_time=0:00:05.422769 2021-04-10 02:56:22,795 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.87ms, fps=1956 images/s, loss=1.2988, top1-acc=65.09%, top5-acc=88.70%, remaining_time=0:00:19.656710, arrival_time=2021-04-10 02:56:42.451849, cost_time=0:00:06.731756 2021-04-10 02:56:24,099 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.31ms, fps=1964 images/s, loss=1.3008, top1-acc=65.22%, top5-acc=88.70%, remaining_time=0:00:18.215296, arrival_time=2021-04-10 02:56:42.314812, cost_time=0:00:08.036137 2021-04-10 02:56:25,399 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.45ms, fps=1970 images/s, loss=1.2952, top1-acc=65.46%, top5-acc=88.78%, remaining_time=0:00:16.805628, arrival_time=2021-04-10 02:56:42.205475, cost_time=0:00:09.336462 2021-04-10 02:56:26,707 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.55ms, fps=1959 images/s, loss=1.3023, top1-acc=65.42%, top5-acc=88.64%, remaining_time=0:00:15.433684, arrival_time=2021-04-10 02:56:42.141051, cost_time=0:00:10.643888 2021-04-10 02:56:28,019 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.47ms, fps=1952 images/s, loss=1.3023, top1-acc=65.54%, top5-acc=88.72%, remaining_time=0:00:14.081994, arrival_time=2021-04-10 02:56:42.101668, cost_time=0:00:11.956377 2021-04-10 02:56:29,320 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.34ms, fps=1969 images/s, loss=1.3061, top1-acc=65.47%, top5-acc=88.64%, remaining_time=0:00:12.726624, arrival_time=2021-04-10 02:56:42.046846, cost_time=0:00:13.256929 2021-04-10 02:56:30,628 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.91ms, fps=1958 images/s, loss=1.3080, top1-acc=65.48%, top5-acc=88.67%, remaining_time=0:00:11.387002, arrival_time=2021-04-10 02:56:42.015165, cost_time=0:00:14.564784 2021-04-10 02:56:31,931 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=2.05ms, fps=1966 images/s, loss=1.3089, top1-acc=65.41%, top5-acc=88.65%, remaining_time=0:00:10.049556, arrival_time=2021-04-10 02:56:41.980658, cost_time=0:00:15.867699 2021-04-10 02:56:33,239 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.66ms, fps=1957 images/s, loss=1.3156, top1-acc=65.26%, top5-acc=88.61%, remaining_time=0:00:08.720316, arrival_time=2021-04-10 02:56:41.960085, cost_time=0:00:17.176395 2021-04-10 02:56:34,551 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=2.07ms, fps=1953 images/s, loss=1.3160, top1-acc=65.23%, top5-acc=88.60%, remaining_time=0:00:07.395192, arrival_time=2021-04-10 02:56:41.946658, cost_time=0:00:18.487971 2021-04-10 02:56:35,866 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=2.49ms, fps=1948 images/s, loss=1.3196, top1-acc=65.17%, top5-acc=88.51%, remaining_time=0:00:06.072828, arrival_time=2021-04-10 02:56:41.938870, cost_time=0:00:19.802700 2021-04-10 02:56:37,168 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.39ms, fps=1967 images/s, loss=1.3188, top1-acc=65.21%, top5-acc=88.52%, remaining_time=0:00:04.748580, arrival_time=2021-04-10 02:56:41.916778, cost_time=0:00:21.104822 2021-04-10 02:56:38,474 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.47ms, fps=1961 images/s, loss=1.3216, top1-acc=65.14%, top5-acc=88.49%, remaining_time=0:00:03.427606, arrival_time=2021-04-10 02:56:41.902174, cost_time=0:00:22.411199 2021-04-10 02:56:39,785 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.63ms, fps=1954 images/s, loss=1.3222, top1-acc=65.10%, top5-acc=88.47%, remaining_time=0:00:02.108608, arrival_time=2021-04-10 02:56:41.893765, cost_time=0:00:23.721779 2021-04-10 02:56:41,091 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.37ms, fps=1961 images/s, loss=1.3268, top1-acc=64.99%, top5-acc=88.43%, remaining_time=0:00:00.790356, arrival_time=2021-04-10 02:56:41.881674, cost_time=0:00:25.027954 2021-04-10 02:56:41,795 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.42ms, fps=1934 images/s, loss=1.3281, top1-acc=64.95%, top5-acc=88.39%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:41.795272, cost_time=0:00:25.731841 2021-04-10 02:56:42,315 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=0.20ms, fps=4932 images/s, loss=1.8325, top1-acc=54.96%, top5-acc=80.31%, remaining_time=0:00:01.557120, arrival_time=2021-04-10 02:56:43.872718, cost_time=0:00:00.519042 2021-04-10 02:56:42,747 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.46ms, fps=5927 images/s, loss=1.8393, top1-acc=54.53%, top5-acc=80.70%, remaining_time=0:00:00.951320, arrival_time=2021-04-10 02:56:43.699196, cost_time=0:00:00.951310 2021-04-10 02:56:43,176 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.22ms, fps=5977 images/s, loss=1.8434, top1-acc=54.52%, top5-acc=80.64%, remaining_time=0:00:00.460000, arrival_time=2021-04-10 02:56:43.636572, cost_time=0:00:01.379986 2021-04-10 02:56:43,572 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.08ms, fps=5858 images/s, loss=1.8545, top1-acc=54.90%, top5-acc=80.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:43.572921, cost_time=0:00:01.776394 2021-04-10 02:56:45,087 INFO : Epoch=0038 complete, best val top1-acc=54.90%, top5-acc=80.55% (epoch=38), remaining_time=1:17:31.619076, arrival_time=2021-04-10 04:14:16.706338, cost_time=0:18:11.120521 2021-04-10 02:56:45,087 INFO : Train start, epoch=0039, lr=0.091354 2021-04-10 02:56:46,608 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=0.28ms, fps=1684 images/s, loss=1.3221, top1-acc=64.37%, top5-acc=88.20%, remaining_time=0:00:28.280556, arrival_time=2021-04-10 02:57:14.889068, cost_time=0:00:01.520460 2021-04-10 02:56:47,920 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.66ms, fps=1952 images/s, loss=1.2875, top1-acc=65.37%, top5-acc=88.69%, remaining_time=0:00:24.924416, arrival_time=2021-04-10 02:57:12.844775, cost_time=0:00:02.832311 2021-04-10 02:56:49,230 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=2.76ms, fps=1956 images/s, loss=1.3112, top1-acc=64.80%, top5-acc=88.58%, remaining_time=0:00:22.918956, arrival_time=2021-04-10 02:57:12.149053, cost_time=0:00:04.141984 2021-04-10 02:56:50,532 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.73ms, fps=1967 images/s, loss=1.3138, top1-acc=64.77%, top5-acc=88.46%, remaining_time=0:00:21.232692, arrival_time=2021-04-10 02:57:11.765032, cost_time=0:00:05.444299 2021-04-10 02:56:51,838 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=2.24ms, fps=1962 images/s, loss=1.3167, top1-acc=64.68%, top5-acc=88.59%, remaining_time=0:00:19.710000, arrival_time=2021-04-10 02:57:11.548092, cost_time=0:00:06.750005 2021-04-10 02:56:53,144 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.42ms, fps=1961 images/s, loss=1.3106, top1-acc=64.87%, top5-acc=88.65%, remaining_time=0:00:18.260720, arrival_time=2021-04-10 02:57:11.404882, cost_time=0:00:08.056185 2021-04-10 02:56:54,454 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.68ms, fps=1955 images/s, loss=1.3126, top1-acc=64.83%, top5-acc=88.47%, remaining_time=0:00:16.859178, arrival_time=2021-04-10 02:57:11.313581, cost_time=0:00:09.366196 2021-04-10 02:56:55,766 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.43ms, fps=1952 images/s, loss=1.3071, top1-acc=64.97%, top5-acc=88.56%, remaining_time=0:00:15.483680, arrival_time=2021-04-10 02:57:11.250228, cost_time=0:00:10.678438 2021-04-10 02:56:57,068 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.35ms, fps=1968 images/s, loss=1.3164, top1-acc=64.85%, top5-acc=88.43%, remaining_time=0:00:14.109978, arrival_time=2021-04-10 02:57:11.178148, cost_time=0:00:11.980127 2021-04-10 02:56:58,379 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.37ms, fps=1953 images/s, loss=1.3152, top1-acc=64.90%, top5-acc=88.41%, remaining_time=0:00:12.759744, arrival_time=2021-04-10 02:57:11.139216, cost_time=0:00:13.291369 2021-04-10 02:56:59,680 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.53ms, fps=1968 images/s, loss=1.3147, top1-acc=64.87%, top5-acc=88.36%, remaining_time=0:00:11.408846, arrival_time=2021-04-10 02:57:11.089499, cost_time=0:00:14.592689 2021-04-10 02:57:00,983 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.41ms, fps=1965 images/s, loss=1.3167, top1-acc=64.87%, top5-acc=88.36%, remaining_time=0:00:10.067264, arrival_time=2021-04-10 02:57:11.050934, cost_time=0:00:15.895713 2021-04-10 02:57:02,288 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.42ms, fps=1963 images/s, loss=1.3155, top1-acc=64.87%, top5-acc=88.35%, remaining_time=0:00:08.732592, arrival_time=2021-04-10 02:57:11.021180, cost_time=0:00:17.200549 2021-04-10 02:57:03,602 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=2.05ms, fps=1949 images/s, loss=1.3178, top1-acc=64.87%, top5-acc=88.28%, remaining_time=0:00:07.405832, arrival_time=2021-04-10 02:57:11.008501, cost_time=0:00:18.514568 2021-04-10 02:57:04,917 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.71ms, fps=1949 images/s, loss=1.3177, top1-acc=64.92%, top5-acc=88.27%, remaining_time=0:00:06.080924, arrival_time=2021-04-10 02:57:10.998061, cost_time=0:00:19.829058 2021-04-10 02:57:06,231 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=3.19ms, fps=1949 images/s, loss=1.3222, top1-acc=64.78%, top5-acc=88.21%, remaining_time=0:00:04.757184, arrival_time=2021-04-10 02:57:10.988367, cost_time=0:00:21.143064 2021-04-10 02:57:07,553 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.76ms, fps=1938 images/s, loss=1.3211, top1-acc=64.77%, top5-acc=88.23%, remaining_time=0:00:03.435848, arrival_time=2021-04-10 02:57:10.989051, cost_time=0:00:22.465159 2021-04-10 02:57:08,854 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.44ms, fps=1968 images/s, loss=1.3225, top1-acc=64.74%, top5-acc=88.22%, remaining_time=0:00:02.112576, arrival_time=2021-04-10 02:57:10.967172, cost_time=0:00:23.766540 2021-04-10 02:57:10,158 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.26ms, fps=1964 images/s, loss=1.3260, top1-acc=64.69%, top5-acc=88.19%, remaining_time=0:00:00.791694, arrival_time=2021-04-10 02:57:10.950135, cost_time=0:00:25.070401 2021-04-10 02:57:10,863 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.25ms, fps=1931 images/s, loss=1.3295, top1-acc=64.63%, top5-acc=88.18%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:10.863359, cost_time=0:00:25.775391 2021-04-10 02:57:11,395 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.21ms, fps=4818 images/s, loss=2.0340, top1-acc=51.37%, top5-acc=78.63%, remaining_time=0:00:01.594050, arrival_time=2021-04-10 02:57:12.989891, cost_time=0:00:00.531350 2021-04-10 02:57:11,828 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.43ms, fps=5926 images/s, loss=2.0332, top1-acc=51.64%, top5-acc=78.16%, remaining_time=0:00:00.963800, arrival_time=2021-04-10 02:57:12.792102, cost_time=0:00:00.963806 2021-04-10 02:57:12,262 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.44ms, fps=5900 images/s, loss=2.0388, top1-acc=51.59%, top5-acc=77.67%, remaining_time=0:00:00.466060, arrival_time=2021-04-10 02:57:12.728684, cost_time=0:00:01.398175 2021-04-10 02:57:12,651 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.08ms, fps=5966 images/s, loss=2.0492, top1-acc=51.78%, top5-acc=77.57%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:12.651829, cost_time=0:00:01.787405 2021-04-10 02:57:13,492 INFO : Epoch=0039 complete, best val top1-acc=54.90%, top5-acc=80.55% (epoch=38), remaining_time=1:17:01.632190, arrival_time=2021-04-10 04:14:15.124809, cost_time=0:18:39.525805 2021-04-10 02:57:13,493 INFO : Train start, epoch=0040, lr=0.090907 2021-04-10 02:57:14,962 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=0.28ms, fps=1743 images/s, loss=1.3413, top1-acc=64.69%, top5-acc=88.44%, remaining_time=0:00:27.317820, arrival_time=2021-04-10 02:57:42.280686, cost_time=0:00:01.468699 2021-04-10 02:57:16,265 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.43ms, fps=1966 images/s, loss=1.3060, top1-acc=65.31%, top5-acc=88.81%, remaining_time=0:00:24.388320, arrival_time=2021-04-10 02:57:40.653953, cost_time=0:00:02.771391 2021-04-10 02:57:17,572 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.48ms, fps=1960 images/s, loss=1.2910, top1-acc=65.51%, top5-acc=88.96%, remaining_time=0:00:22.566538, arrival_time=2021-04-10 02:57:40.138888, cost_time=0:00:04.078279 2021-04-10 02:57:18,868 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.57ms, fps=1976 images/s, loss=1.2973, top1-acc=65.66%, top5-acc=88.87%, remaining_time=0:00:20.959380, arrival_time=2021-04-10 02:57:39.827649, cost_time=0:00:05.374215 2021-04-10 02:57:20,171 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.52ms, fps=1966 images/s, loss=1.2899, top1-acc=65.76%, top5-acc=89.00%, remaining_time=0:00:19.496402, arrival_time=2021-04-10 02:57:39.667375, cost_time=0:00:06.676843 2021-04-10 02:57:21,475 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.98ms, fps=1963 images/s, loss=1.2901, top1-acc=65.98%, top5-acc=88.98%, remaining_time=0:00:18.091944, arrival_time=2021-04-10 02:57:39.567759, cost_time=0:00:07.981747 2021-04-10 02:57:22,778 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.55ms, fps=1966 images/s, loss=1.2948, top1-acc=65.94%, top5-acc=88.79%, remaining_time=0:00:16.711380, arrival_time=2021-04-10 02:57:39.489561, cost_time=0:00:09.284076 2021-04-10 02:57:24,080 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.46ms, fps=1966 images/s, loss=1.2936, top1-acc=65.92%, top5-acc=88.76%, remaining_time=0:00:15.350744, arrival_time=2021-04-10 02:57:39.431530, cost_time=0:00:10.586725 2021-04-10 02:57:25,384 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.68ms, fps=1964 images/s, loss=1.2959, top1-acc=65.89%, top5-acc=88.66%, remaining_time=0:00:14.004508, arrival_time=2021-04-10 02:57:39.389300, cost_time=0:00:11.890650 2021-04-10 02:57:26,690 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.69ms, fps=1962 images/s, loss=1.3016, top1-acc=65.74%, top5-acc=88.59%, remaining_time=0:00:12.668448, arrival_time=2021-04-10 02:57:39.359009, cost_time=0:00:13.196308 2021-04-10 02:57:28,012 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.56ms, fps=1938 images/s, loss=1.3104, top1-acc=65.44%, top5-acc=88.51%, remaining_time=0:00:11.350538, arrival_time=2021-04-10 02:57:39.362809, cost_time=0:00:14.518153 2021-04-10 02:57:29,333 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.48ms, fps=1939 images/s, loss=1.3121, top1-acc=65.46%, top5-acc=88.51%, remaining_time=0:00:10.031316, arrival_time=2021-04-10 02:57:39.364379, cost_time=0:00:15.838911 2021-04-10 02:57:30,634 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.53ms, fps=1968 images/s, loss=1.3183, top1-acc=65.34%, top5-acc=88.37%, remaining_time=0:00:08.702100, arrival_time=2021-04-10 02:57:39.336851, cost_time=0:00:17.140548 2021-04-10 02:57:31,943 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.55ms, fps=1958 images/s, loss=1.3189, top1-acc=65.32%, top5-acc=88.33%, remaining_time=0:00:07.379624, arrival_time=2021-04-10 02:57:39.322777, cost_time=0:00:18.449003 2021-04-10 02:57:33,241 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=2.24ms, fps=1973 images/s, loss=1.3229, top1-acc=65.28%, top5-acc=88.24%, remaining_time=0:00:06.055854, arrival_time=2021-04-10 02:57:39.297262, cost_time=0:00:19.747347 2021-04-10 02:57:34,542 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.39ms, fps=1969 images/s, loss=1.3302, top1-acc=65.10%, top5-acc=88.18%, remaining_time=0:00:04.735800, arrival_time=2021-04-10 02:57:39.278041, cost_time=0:00:21.048030 2021-04-10 02:57:35,868 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=2.42ms, fps=1932 images/s, loss=1.3334, top1-acc=65.04%, top5-acc=88.14%, remaining_time=0:00:03.421886, arrival_time=2021-04-10 02:57:39.289937, cost_time=0:00:22.373826 2021-04-10 02:57:37,178 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.79ms, fps=1955 images/s, loss=1.3320, top1-acc=65.03%, top5-acc=88.17%, remaining_time=0:00:02.105248, arrival_time=2021-04-10 02:57:39.283402, cost_time=0:00:23.684002 2021-04-10 02:57:38,496 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.68ms, fps=1942 images/s, loss=1.3341, top1-acc=64.99%, top5-acc=88.16%, remaining_time=0:00:00.789558, arrival_time=2021-04-10 02:57:39.286359, cost_time=0:00:25.002672 2021-04-10 02:57:39,201 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.46ms, fps=1932 images/s, loss=1.3372, top1-acc=64.98%, top5-acc=88.13%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:39.201219, cost_time=0:00:25.707156 2021-04-10 02:57:39,711 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=1.53ms, fps=5030 images/s, loss=1.8588, top1-acc=54.96%, top5-acc=79.84%, remaining_time=0:00:01.526850, arrival_time=2021-04-10 02:57:41.238068, cost_time=0:00:00.508948 2021-04-10 02:57:40,140 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.34ms, fps=5972 images/s, loss=1.8950, top1-acc=54.04%, top5-acc=79.57%, remaining_time=0:00:00.937920, arrival_time=2021-04-10 02:57:41.078105, cost_time=0:00:00.937925 2021-04-10 02:57:40,568 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.49ms, fps=5981 images/s, loss=1.9237, top1-acc=53.23%, top5-acc=79.17%, remaining_time=0:00:00.455420, arrival_time=2021-04-10 02:57:41.024001, cost_time=0:00:01.366266 2021-04-10 02:57:40,959 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.07ms, fps=5937 images/s, loss=1.9455, top1-acc=52.93%, top5-acc=78.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:40.959776, cost_time=0:00:01.757532 2021-04-10 02:57:42,024 INFO : Epoch=0040 complete, best val top1-acc=54.90%, top5-acc=80.55% (epoch=38), remaining_time=1:16:32.229120, arrival_time=2021-04-10 04:14:14.253182, cost_time=0:19:08.057282 2021-04-10 02:57:42,025 INFO : Train start, epoch=0041, lr=0.090451 2021-04-10 02:57:43,584 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=0.47ms, fps=1642 images/s, loss=1.2901, top1-acc=65.66%, top5-acc=89.49%, remaining_time=0:00:29.002050, arrival_time=2021-04-10 02:58:12.586730, cost_time=0:00:01.559250 2021-04-10 02:57:44,890 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.65ms, fps=1961 images/s, loss=1.3103, top1-acc=65.53%, top5-acc=88.98%, remaining_time=0:00:25.212528, arrival_time=2021-04-10 02:58:10.103114, cost_time=0:00:02.865059 2021-04-10 02:57:46,198 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=2.32ms, fps=1958 images/s, loss=1.2769, top1-acc=66.48%, top5-acc=89.27%, remaining_time=0:00:23.091430, arrival_time=2021-04-10 02:58:09.290076, cost_time=0:00:04.173144 2021-04-10 02:57:47,504 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.43ms, fps=1962 images/s, loss=1.2628, top1-acc=66.74%, top5-acc=89.51%, remaining_time=0:00:21.366852, arrival_time=2021-04-10 02:58:08.870916, cost_time=0:00:05.478679 2021-04-10 02:57:48,807 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.57ms, fps=1966 images/s, loss=1.2626, top1-acc=66.71%, top5-acc=89.62%, remaining_time=0:00:19.802126, arrival_time=2021-04-10 02:58:08.609093, cost_time=0:00:06.781559 2021-04-10 02:57:50,105 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.39ms, fps=1973 images/s, loss=1.2717, top1-acc=66.56%, top5-acc=89.40%, remaining_time=0:00:18.314440, arrival_time=2021-04-10 02:58:08.419770, cost_time=0:00:08.079891 2021-04-10 02:57:51,405 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=2.15ms, fps=1969 images/s, loss=1.2760, top1-acc=66.38%, top5-acc=89.31%, remaining_time=0:00:16.885008, arrival_time=2021-04-10 02:58:08.290936, cost_time=0:00:09.380562 2021-04-10 02:57:52,707 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.45ms, fps=1967 images/s, loss=1.2802, top1-acc=66.21%, top5-acc=89.18%, remaining_time=0:00:15.489712, arrival_time=2021-04-10 02:58:08.197634, cost_time=0:00:10.682520 2021-04-10 02:57:54,016 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.39ms, fps=1958 images/s, loss=1.2818, top1-acc=66.12%, top5-acc=89.11%, remaining_time=0:00:14.122274, arrival_time=2021-04-10 02:58:08.138235, cost_time=0:00:11.990600 2021-04-10 02:57:55,320 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.80ms, fps=1964 images/s, loss=1.2812, top1-acc=66.12%, top5-acc=89.09%, remaining_time=0:00:12.762912, arrival_time=2021-04-10 02:58:08.083145, cost_time=0:00:13.294726 2021-04-10 02:57:56,622 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.43ms, fps=1967 images/s, loss=1.2895, top1-acc=65.88%, top5-acc=88.97%, remaining_time=0:00:11.412372, arrival_time=2021-04-10 02:58:08.034991, cost_time=0:00:14.597207 2021-04-10 02:57:57,921 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.51ms, fps=1972 images/s, loss=1.2925, top1-acc=65.78%, top5-acc=88.94%, remaining_time=0:00:10.067492, arrival_time=2021-04-10 02:58:07.988871, cost_time=0:00:15.896016 2021-04-10 02:57:59,220 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.53ms, fps=1971 images/s, loss=1.2927, top1-acc=65.74%, top5-acc=88.92%, remaining_time=0:00:08.729820, arrival_time=2021-04-10 02:58:07.950349, cost_time=0:00:17.195153 2021-04-10 02:58:00,519 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.43ms, fps=1971 images/s, loss=1.2914, top1-acc=65.79%, top5-acc=88.93%, remaining_time=0:00:07.397656, arrival_time=2021-04-10 02:58:07.917189, cost_time=0:00:18.494119 2021-04-10 02:58:01,827 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.58ms, fps=1959 images/s, loss=1.2939, top1-acc=65.77%, top5-acc=88.89%, remaining_time=0:00:06.072506, arrival_time=2021-04-10 02:58:07.899475, cost_time=0:00:19.801601 2021-04-10 02:58:03,131 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.96ms, fps=1963 images/s, loss=1.2967, top1-acc=65.72%, top5-acc=88.85%, remaining_time=0:00:04.748832, arrival_time=2021-04-10 02:58:07.880226, cost_time=0:00:21.105913 2021-04-10 02:58:04,435 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.92ms, fps=1965 images/s, loss=1.2968, top1-acc=65.68%, top5-acc=88.84%, remaining_time=0:00:03.427346, arrival_time=2021-04-10 02:58:07.862298, cost_time=0:00:22.409503 2021-04-10 02:58:05,742 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=2.00ms, fps=1958 images/s, loss=1.2976, top1-acc=65.69%, top5-acc=88.85%, remaining_time=0:00:02.108208, arrival_time=2021-04-10 02:58:07.851062, cost_time=0:00:23.717425 2021-04-10 02:58:07,053 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.34ms, fps=1954 images/s, loss=1.3028, top1-acc=65.61%, top5-acc=88.74%, remaining_time=0:00:00.790368, arrival_time=2021-04-10 02:58:07.844226, cost_time=0:00:25.028337 2021-04-10 02:58:07,762 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=2.05ms, fps=1921 images/s, loss=1.3034, top1-acc=65.64%, top5-acc=88.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:07.762775, cost_time=0:00:25.737237 2021-04-10 02:58:08,315 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.19ms, fps=4646 images/s, loss=1.8385, top1-acc=54.10%, top5-acc=81.13%, remaining_time=0:00:01.653090, arrival_time=2021-04-10 02:58:09.968608, cost_time=0:00:00.551029 2021-04-10 02:58:08,754 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.80ms, fps=5837 images/s, loss=1.8766, top1-acc=53.59%, top5-acc=80.02%, remaining_time=0:00:00.989900, arrival_time=2021-04-10 02:58:09.744465, cost_time=0:00:00.989894 2021-04-10 02:58:09,194 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.82ms, fps=5824 images/s, loss=1.8842, top1-acc=53.97%, top5-acc=79.77%, remaining_time=0:00:00.476720, arrival_time=2021-04-10 02:58:09.671417, cost_time=0:00:01.430151 2021-04-10 02:58:09,585 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.09ms, fps=5941 images/s, loss=1.9177, top1-acc=53.48%, top5-acc=79.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:09.585671, cost_time=0:00:01.821212 2021-04-10 02:58:10,337 INFO : Epoch=0041 complete, best val top1-acc=54.90%, top5-acc=80.55% (epoch=38), remaining_time=1:16:02.022912, arrival_time=2021-04-10 04:14:12.360370, cost_time=0:19:36.370682 2021-04-10 02:58:10,338 INFO : Train start, epoch=0042, lr=0.089984 2021-04-10 02:58:11,844 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=1.44ms, fps=1700 images/s, loss=1.2614, top1-acc=66.80%, top5-acc=89.45%, remaining_time=0:00:28.010298, arrival_time=2021-04-10 02:58:39.854711, cost_time=0:00:01.505930 2021-04-10 02:58:13,151 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.41ms, fps=1959 images/s, loss=1.2565, top1-acc=66.11%, top5-acc=89.18%, remaining_time=0:00:24.756688, arrival_time=2021-04-10 02:58:37.908528, cost_time=0:00:02.813265 2021-04-10 02:58:14,458 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.73ms, fps=1960 images/s, loss=1.2615, top1-acc=65.82%, top5-acc=89.35%, remaining_time=0:00:22.798274, arrival_time=2021-04-10 02:58:37.257124, cost_time=0:00:04.120157 2021-04-10 02:58:15,772 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=2.24ms, fps=1950 images/s, loss=1.2589, top1-acc=66.00%, top5-acc=89.48%, remaining_time=0:00:21.192132, arrival_time=2021-04-10 02:58:36.964670, cost_time=0:00:05.433885 2021-04-10 02:58:17,082 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.79ms, fps=1958 images/s, loss=1.2619, top1-acc=66.02%, top5-acc=89.46%, remaining_time=0:00:19.686640, arrival_time=2021-04-10 02:58:36.769034, cost_time=0:00:06.742000 2021-04-10 02:58:18,389 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.57ms, fps=1960 images/s, loss=1.2651, top1-acc=66.01%, top5-acc=89.38%, remaining_time=0:00:18.247528, arrival_time=2021-04-10 02:58:36.636589, cost_time=0:00:08.050389 2021-04-10 02:58:19,688 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.40ms, fps=1972 images/s, loss=1.2690, top1-acc=66.02%, top5-acc=89.35%, remaining_time=0:00:16.829316, arrival_time=2021-04-10 02:58:36.517434, cost_time=0:00:09.349620 2021-04-10 02:58:20,998 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.87ms, fps=1955 images/s, loss=1.2715, top1-acc=65.95%, top5-acc=89.29%, remaining_time=0:00:15.455956, arrival_time=2021-04-10 02:58:36.453903, cost_time=0:00:10.659312 2021-04-10 02:58:22,305 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=2.05ms, fps=1959 images/s, loss=1.2715, top1-acc=65.90%, top5-acc=89.28%, remaining_time=0:00:14.094290, arrival_time=2021-04-10 02:58:36.399691, cost_time=0:00:11.966825 2021-04-10 02:58:23,605 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.43ms, fps=1970 images/s, loss=1.2726, top1-acc=65.88%, top5-acc=89.21%, remaining_time=0:00:12.736416, arrival_time=2021-04-10 02:58:36.342051, cost_time=0:00:13.267140 2021-04-10 02:58:24,919 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.37ms, fps=1949 images/s, loss=1.2759, top1-acc=65.93%, top5-acc=89.06%, remaining_time=0:00:11.399644, arrival_time=2021-04-10 02:58:36.319205, cost_time=0:00:14.580984 2021-04-10 02:58:26,224 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.47ms, fps=1963 images/s, loss=1.2750, top1-acc=65.99%, top5-acc=89.03%, remaining_time=0:00:10.060728, arrival_time=2021-04-10 02:58:36.284785, cost_time=0:00:15.885414 2021-04-10 02:58:27,529 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.93ms, fps=1962 images/s, loss=1.2745, top1-acc=66.10%, top5-acc=89.04%, remaining_time=0:00:08.727774, arrival_time=2021-04-10 02:58:36.257381, cost_time=0:00:17.191125 2021-04-10 02:58:28,828 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.96ms, fps=1972 images/s, loss=1.2796, top1-acc=66.07%, top5-acc=88.93%, remaining_time=0:00:07.395808, arrival_time=2021-04-10 02:58:36.223930, cost_time=0:00:18.489494 2021-04-10 02:58:30,134 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.41ms, fps=1960 images/s, loss=1.2810, top1-acc=66.09%, top5-acc=88.88%, remaining_time=0:00:06.070896, arrival_time=2021-04-10 02:58:36.205766, cost_time=0:00:19.796373 2021-04-10 02:58:31,438 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.59ms, fps=1964 images/s, loss=1.2808, top1-acc=66.06%, top5-acc=88.91%, remaining_time=0:00:04.747608, arrival_time=2021-04-10 02:58:36.186513, cost_time=0:00:21.100422 2021-04-10 02:58:32,749 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.64ms, fps=1954 images/s, loss=1.2778, top1-acc=66.18%, top5-acc=88.96%, remaining_time=0:00:03.427606, arrival_time=2021-04-10 02:58:36.177395, cost_time=0:00:22.411217 2021-04-10 02:58:34,053 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.34ms, fps=1964 images/s, loss=1.2814, top1-acc=66.09%, top5-acc=88.93%, remaining_time=0:00:02.108016, arrival_time=2021-04-10 02:58:36.161712, cost_time=0:00:23.715119 2021-04-10 02:58:35,369 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.36ms, fps=1947 images/s, loss=1.2865, top1-acc=65.97%, top5-acc=88.81%, remaining_time=0:00:00.790434, arrival_time=2021-04-10 02:58:36.159400, cost_time=0:00:25.030406 2021-04-10 02:58:36,089 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=2.00ms, fps=1888 images/s, loss=1.2877, top1-acc=65.95%, top5-acc=88.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:36.089756, cost_time=0:00:25.751154 2021-04-10 02:58:36,657 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=2.43ms, fps=4528 images/s, loss=2.0378, top1-acc=52.38%, top5-acc=76.84%, remaining_time=0:00:01.696170, arrival_time=2021-04-10 02:58:38.353349, cost_time=0:00:00.565387 2021-04-10 02:58:37,089 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.53ms, fps=5923 images/s, loss=1.9999, top1-acc=52.71%, top5-acc=77.85%, remaining_time=0:00:00.998180, arrival_time=2021-04-10 02:58:38.088094, cost_time=0:00:00.998186 2021-04-10 02:58:37,521 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.34ms, fps=5947 images/s, loss=2.0565, top1-acc=51.50%, top5-acc=77.01%, remaining_time=0:00:00.476350, arrival_time=2021-04-10 02:58:37.997304, cost_time=0:00:01.429042 2021-04-10 02:58:37,916 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.08ms, fps=5867 images/s, loss=2.0866, top1-acc=51.21%, top5-acc=76.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:37.916936, cost_time=0:00:01.825222 2021-04-10 02:58:38,756 INFO : Epoch=0042 complete, best val top1-acc=54.90%, top5-acc=80.55% (epoch=38), remaining_time=1:15:32.302838, arrival_time=2021-04-10 04:14:11.058944, cost_time=0:20:04.789362 2021-04-10 02:58:38,756 INFO : Train start, epoch=0043, lr=0.089508 2021-04-10 02:58:40,244 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.59ms, fps=1721 images/s, loss=1.2386, top1-acc=67.70%, top5-acc=88.67%, remaining_time=0:00:27.666384, arrival_time=2021-04-10 02:59:07.910727, cost_time=0:00:01.487440 2021-04-10 02:58:41,550 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=2.15ms, fps=1961 images/s, loss=1.2403, top1-acc=67.68%, top5-acc=88.85%, remaining_time=0:00:24.582272, arrival_time=2021-04-10 02:59:06.132598, cost_time=0:00:02.793441 2021-04-10 02:58:42,862 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.41ms, fps=1952 images/s, loss=1.2396, top1-acc=67.81%, top5-acc=89.05%, remaining_time=0:00:22.717266, arrival_time=2021-04-10 02:59:05.579610, cost_time=0:00:04.105525 2021-04-10 02:58:44,168 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.88ms, fps=1961 images/s, loss=1.2553, top1-acc=67.40%, top5-acc=89.09%, remaining_time=0:00:21.103992, arrival_time=2021-04-10 02:59:05.272152, cost_time=0:00:05.411299 2021-04-10 02:58:45,481 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=2.14ms, fps=1951 images/s, loss=1.2494, top1-acc=67.50%, top5-acc=89.27%, remaining_time=0:00:19.634226, arrival_time=2021-04-10 02:59:05.115193, cost_time=0:00:06.724072 2021-04-10 02:58:46,786 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.86ms, fps=1962 images/s, loss=1.2413, top1-acc=67.63%, top5-acc=89.35%, remaining_time=0:00:18.200064, arrival_time=2021-04-10 02:59:04.986396, cost_time=0:00:08.029443 2021-04-10 02:58:48,097 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.65ms, fps=1953 images/s, loss=1.2557, top1-acc=67.15%, top5-acc=89.18%, remaining_time=0:00:16.813314, arrival_time=2021-04-10 02:59:04.910978, cost_time=0:00:09.340757 2021-04-10 02:58:49,397 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.73ms, fps=1970 images/s, loss=1.2615, top1-acc=66.95%, top5-acc=89.03%, remaining_time=0:00:15.429276, arrival_time=2021-04-10 02:59:04.827043, cost_time=0:00:10.640877 2021-04-10 02:58:50,706 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=2.10ms, fps=1957 images/s, loss=1.2611, top1-acc=66.90%, top5-acc=89.01%, remaining_time=0:00:14.073832, arrival_time=2021-04-10 02:59:04.780247, cost_time=0:00:11.949523 2021-04-10 02:58:52,010 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.62ms, fps=1963 images/s, loss=1.2594, top1-acc=66.88%, top5-acc=89.02%, remaining_time=0:00:12.723840, arrival_time=2021-04-10 02:59:04.734726, cost_time=0:00:13.253985 2021-04-10 02:58:53,314 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.53ms, fps=1964 images/s, loss=1.2629, top1-acc=66.90%, top5-acc=88.90%, remaining_time=0:00:11.381584, arrival_time=2021-04-10 02:59:04.696286, cost_time=0:00:14.557872 2021-04-10 02:58:54,624 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.55ms, fps=1956 images/s, loss=1.2709, top1-acc=66.77%, top5-acc=88.80%, remaining_time=0:00:10.049328, arrival_time=2021-04-10 02:59:04.673654, cost_time=0:00:15.867322 2021-04-10 02:58:55,925 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=2.10ms, fps=1969 images/s, loss=1.2686, top1-acc=66.75%, top5-acc=88.80%, remaining_time=0:00:08.716356, arrival_time=2021-04-10 02:59:04.641825, cost_time=0:00:17.168576 2021-04-10 02:58:57,227 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=2.50ms, fps=1967 images/s, loss=1.2699, top1-acc=66.70%, top5-acc=88.82%, remaining_time=0:00:07.388192, arrival_time=2021-04-10 02:59:04.615688, cost_time=0:00:18.470535 2021-04-10 02:58:58,542 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=2.01ms, fps=1948 images/s, loss=1.2712, top1-acc=66.63%, top5-acc=88.85%, remaining_time=0:00:06.067538, arrival_time=2021-04-10 02:59:04.610193, cost_time=0:00:19.785520 2021-04-10 02:58:59,859 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.98ms, fps=1945 images/s, loss=1.2719, top1-acc=66.66%, top5-acc=88.83%, remaining_time=0:00:04.748076, arrival_time=2021-04-10 02:59:04.607530, cost_time=0:00:21.102589 2021-04-10 02:59:01,168 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=2.05ms, fps=1956 images/s, loss=1.2763, top1-acc=66.54%, top5-acc=88.79%, remaining_time=0:00:03.427658, arrival_time=2021-04-10 02:59:04.596083, cost_time=0:00:22.411608 2021-04-10 02:59:02,475 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.40ms, fps=1960 images/s, loss=1.2767, top1-acc=66.47%, top5-acc=88.81%, remaining_time=0:00:02.108288, arrival_time=2021-04-10 02:59:04.583458, cost_time=0:00:23.718222 2021-04-10 02:59:03,785 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.25ms, fps=1954 images/s, loss=1.2771, top1-acc=66.44%, top5-acc=88.77%, remaining_time=0:00:00.790386, arrival_time=2021-04-10 02:59:04.576150, cost_time=0:00:25.028935 2021-04-10 02:59:04,491 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.74ms, fps=1929 images/s, loss=1.2777, top1-acc=66.44%, top5-acc=88.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:04.491324, cost_time=0:00:25.734426 2021-04-10 02:59:05,000 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=2.33ms, fps=5037 images/s, loss=1.9674, top1-acc=52.42%, top5-acc=79.06%, remaining_time=0:00:01.524630, arrival_time=2021-04-10 02:59:06.525441, cost_time=0:00:00.508207 2021-04-10 02:59:05,441 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.37ms, fps=5819 images/s, loss=1.9319, top1-acc=53.55%, top5-acc=79.53%, remaining_time=0:00:00.948660, arrival_time=2021-04-10 02:59:06.389924, cost_time=0:00:00.948668 2021-04-10 02:59:05,921 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.80ms, fps=5334 images/s, loss=1.9378, top1-acc=53.76%, top5-acc=79.64%, remaining_time=0:00:00.476350, arrival_time=2021-04-10 02:59:06.398091, cost_time=0:00:01.429045 2021-04-10 02:59:06,321 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.08ms, fps=5818 images/s, loss=1.9337, top1-acc=53.75%, top5-acc=79.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:06.321043, cost_time=0:00:01.828512 2021-04-10 02:59:07,701 INFO : Epoch=0043 complete, best val top1-acc=54.90%, top5-acc=80.55% (epoch=38), remaining_time=1:15:04.565029, arrival_time=2021-04-10 04:14:12.266194, cost_time=0:20:33.734392 2021-04-10 02:59:07,702 INFO : Train start, epoch=0044, lr=0.089022 2021-04-10 02:59:09,180 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=0.30ms, fps=1731 images/s, loss=1.2070, top1-acc=68.05%, top5-acc=90.39%, remaining_time=0:00:27.500844, arrival_time=2021-04-10 02:59:36.681635, cost_time=0:00:01.478541 2021-04-10 02:59:10,488 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.78ms, fps=1959 images/s, loss=1.2186, top1-acc=67.42%, top5-acc=90.10%, remaining_time=0:00:24.519088, arrival_time=2021-04-10 02:59:35.007709, cost_time=0:00:02.786256 2021-04-10 02:59:11,806 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.63ms, fps=1945 images/s, loss=1.2409, top1-acc=66.87%, top5-acc=89.65%, remaining_time=0:00:22.707140, arrival_time=2021-04-10 02:59:34.513092, cost_time=0:00:04.103705 2021-04-10 02:59:13,111 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=2.02ms, fps=1963 images/s, loss=1.2470, top1-acc=66.84%, top5-acc=89.49%, remaining_time=0:00:21.093852, arrival_time=2021-04-10 02:59:34.204790, cost_time=0:00:05.408686 2021-04-10 02:59:14,408 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.38ms, fps=1973 images/s, loss=1.2435, top1-acc=66.98%, top5-acc=89.60%, remaining_time=0:00:19.583418, arrival_time=2021-04-10 02:59:33.992241, cost_time=0:00:06.706644 2021-04-10 02:59:15,709 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.41ms, fps=1969 images/s, loss=1.2413, top1-acc=66.96%, top5-acc=89.57%, remaining_time=0:00:18.149472, arrival_time=2021-04-10 02:59:33.858780, cost_time=0:00:08.007138 2021-04-10 02:59:17,023 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.47ms, fps=1949 images/s, loss=1.2436, top1-acc=66.96%, top5-acc=89.47%, remaining_time=0:00:16.777656, arrival_time=2021-04-10 02:59:33.800813, cost_time=0:00:09.320904 2021-04-10 02:59:18,323 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.40ms, fps=1970 images/s, loss=1.2408, top1-acc=67.07%, top5-acc=89.46%, remaining_time=0:00:15.400624, arrival_time=2021-04-10 02:59:33.723897, cost_time=0:00:10.621101 2021-04-10 02:59:19,635 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.70ms, fps=1953 images/s, loss=1.2452, top1-acc=66.98%, top5-acc=89.34%, remaining_time=0:00:14.053904, arrival_time=2021-04-10 02:59:33.688846, cost_time=0:00:11.932564 2021-04-10 02:59:20,939 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=2.08ms, fps=1964 images/s, loss=1.2441, top1-acc=67.05%, top5-acc=89.38%, remaining_time=0:00:12.707424, arrival_time=2021-04-10 02:59:33.646556, cost_time=0:00:13.236879 2021-04-10 02:59:22,242 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=2.16ms, fps=1966 images/s, loss=1.2508, top1-acc=66.96%, top5-acc=89.29%, remaining_time=0:00:11.367394, arrival_time=2021-04-10 02:59:33.609360, cost_time=0:00:14.539731 2021-04-10 02:59:23,547 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=3.76ms, fps=1962 images/s, loss=1.2536, top1-acc=66.89%, top5-acc=89.23%, remaining_time=0:00:10.035344, arrival_time=2021-04-10 02:59:33.582856, cost_time=0:00:15.845333 2021-04-10 02:59:24,845 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.45ms, fps=1974 images/s, loss=1.2596, top1-acc=66.79%, top5-acc=89.16%, remaining_time=0:00:08.703288, arrival_time=2021-04-10 02:59:33.548293, cost_time=0:00:17.142837 2021-04-10 02:59:26,149 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.45ms, fps=1964 images/s, loss=1.2592, top1-acc=66.84%, top5-acc=89.17%, remaining_time=0:00:07.378784, arrival_time=2021-04-10 02:59:33.528029, cost_time=0:00:18.446965 2021-04-10 02:59:27,457 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.52ms, fps=1957 images/s, loss=1.2592, top1-acc=66.80%, top5-acc=89.18%, remaining_time=0:00:06.058384, arrival_time=2021-04-10 02:59:33.516085, cost_time=0:00:19.755531 2021-04-10 02:59:28,760 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.34ms, fps=1965 images/s, loss=1.2575, top1-acc=66.85%, top5-acc=89.21%, remaining_time=0:00:04.738176, arrival_time=2021-04-10 02:59:33.498999, cost_time=0:00:21.058568 2021-04-10 02:59:30,062 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.96ms, fps=1968 images/s, loss=1.2587, top1-acc=66.85%, top5-acc=89.19%, remaining_time=0:00:03.419728, arrival_time=2021-04-10 02:59:33.481823, cost_time=0:00:22.359841 2021-04-10 02:59:31,373 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.87ms, fps=1954 images/s, loss=1.2586, top1-acc=66.88%, top5-acc=89.16%, remaining_time=0:00:02.104064, arrival_time=2021-04-10 02:59:33.477025, cost_time=0:00:23.670744 2021-04-10 02:59:32,677 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.95ms, fps=1963 images/s, loss=1.2594, top1-acc=66.90%, top5-acc=89.14%, remaining_time=0:00:00.788688, arrival_time=2021-04-10 02:59:33.466229, cost_time=0:00:24.975196 2021-04-10 02:59:33,383 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=0.08ms, fps=1929 images/s, loss=1.2600, top1-acc=66.86%, top5-acc=89.12%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:33.383374, cost_time=0:00:25.681197 2021-04-10 02:59:33,926 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=0.40ms, fps=4726 images/s, loss=1.8030, top1-acc=56.05%, top5-acc=81.68%, remaining_time=0:00:01.624980, arrival_time=2021-04-10 02:59:35.551041, cost_time=0:00:00.541656 2021-04-10 02:59:34,351 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.71ms, fps=6024 images/s, loss=1.8100, top1-acc=55.80%, top5-acc=81.45%, remaining_time=0:00:00.966940, arrival_time=2021-04-10 02:59:35.318347, cost_time=0:00:00.966941 2021-04-10 02:59:34,787 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.94ms, fps=5880 images/s, loss=1.8388, top1-acc=54.99%, top5-acc=81.29%, remaining_time=0:00:00.467620, arrival_time=2021-04-10 02:59:35.254889, cost_time=0:00:01.402849 2021-04-10 02:59:35,186 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.11ms, fps=5821 images/s, loss=1.8319, top1-acc=54.78%, top5-acc=81.25%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:35.186196, cost_time=0:00:01.801759 2021-04-10 02:59:36,100 INFO : Epoch=0044 complete, best val top1-acc=54.90%, top5-acc=80.55% (epoch=38), remaining_time=1:14:34.836600, arrival_time=2021-04-10 04:14:10.936773, cost_time=0:21:02.133404 2021-04-10 02:59:36,101 INFO : Train start, epoch=0045, lr=0.088526 2021-04-10 02:59:37,653 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=2.07ms, fps=1649 images/s, loss=1.2225, top1-acc=67.97%, top5-acc=89.88%, remaining_time=0:00:28.873152, arrival_time=2021-04-10 03:00:06.527058, cost_time=0:00:01.552319 2021-04-10 02:59:38,955 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.41ms, fps=1967 images/s, loss=1.2386, top1-acc=67.44%, top5-acc=89.47%, remaining_time=0:00:25.116960, arrival_time=2021-04-10 03:00:04.072830, cost_time=0:00:02.854200 2021-04-10 02:59:40,267 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.45ms, fps=1954 images/s, loss=1.2514, top1-acc=67.16%, top5-acc=89.34%, remaining_time=0:00:23.047274, arrival_time=2021-04-10 03:00:03.314178, cost_time=0:00:04.165164 2021-04-10 02:59:41,570 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.71ms, fps=1965 images/s, loss=1.2594, top1-acc=66.91%, top5-acc=89.31%, remaining_time=0:00:21.328944, arrival_time=2021-04-10 03:00:02.899561, cost_time=0:00:05.468945 2021-04-10 02:59:42,873 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.50ms, fps=1965 images/s, loss=1.2569, top1-acc=66.75%, top5-acc=89.30%, remaining_time=0:00:19.775262, arrival_time=2021-04-10 03:00:02.649208, cost_time=0:00:06.772361 2021-04-10 02:59:44,178 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.42ms, fps=1963 images/s, loss=1.2553, top1-acc=66.76%, top5-acc=89.36%, remaining_time=0:00:18.307912, arrival_time=2021-04-10 03:00:02.486675, cost_time=0:00:08.077020 2021-04-10 02:59:45,493 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.70ms, fps=1949 images/s, loss=1.2475, top1-acc=66.73%, top5-acc=89.51%, remaining_time=0:00:16.904664, arrival_time=2021-04-10 03:00:02.398009, cost_time=0:00:09.391462 2021-04-10 02:59:46,802 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.86ms, fps=1956 images/s, loss=1.2403, top1-acc=66.87%, top5-acc=89.60%, remaining_time=0:00:15.516508, arrival_time=2021-04-10 03:00:02.319118, cost_time=0:00:10.701023 2021-04-10 02:59:48,106 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.35ms, fps=1964 images/s, loss=1.2391, top1-acc=66.93%, top5-acc=89.60%, remaining_time=0:00:14.139234, arrival_time=2021-04-10 03:00:02.245867, cost_time=0:00:12.004970 2021-04-10 02:59:49,408 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.39ms, fps=1968 images/s, loss=1.2391, top1-acc=66.93%, top5-acc=89.59%, remaining_time=0:00:12.774432, arrival_time=2021-04-10 03:00:02.182744, cost_time=0:00:13.306679 2021-04-10 02:59:50,719 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.99ms, fps=1954 images/s, loss=1.2399, top1-acc=66.90%, top5-acc=89.55%, remaining_time=0:00:11.428110, arrival_time=2021-04-10 03:00:02.147161, cost_time=0:00:14.617389 2021-04-10 02:59:52,024 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.57ms, fps=1961 images/s, loss=1.2457, top1-acc=66.87%, top5-acc=89.49%, remaining_time=0:00:10.084744, arrival_time=2021-04-10 03:00:02.109660, cost_time=0:00:15.923319 2021-04-10 02:59:53,343 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.97ms, fps=1942 images/s, loss=1.2471, top1-acc=66.90%, top5-acc=89.50%, remaining_time=0:00:08.753646, arrival_time=2021-04-10 03:00:02.097388, cost_time=0:00:17.242076 2021-04-10 02:59:54,645 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.43ms, fps=1967 images/s, loss=1.2518, top1-acc=66.86%, top5-acc=89.41%, remaining_time=0:00:07.417592, arrival_time=2021-04-10 03:00:02.063207, cost_time=0:00:18.543937 2021-04-10 02:59:55,959 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=2.01ms, fps=1950 images/s, loss=1.2558, top1-acc=66.82%, top5-acc=89.29%, remaining_time=0:00:06.089618, arrival_time=2021-04-10 03:00:02.048778, cost_time=0:00:19.857486 2021-04-10 02:59:57,257 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.98ms, fps=1973 images/s, loss=1.2563, top1-acc=66.76%, top5-acc=89.27%, remaining_time=0:00:04.760100, arrival_time=2021-04-10 03:00:02.017632, cost_time=0:00:21.155946 2021-04-10 02:59:58,561 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.56ms, fps=1964 images/s, loss=1.2604, top1-acc=66.70%, top5-acc=89.23%, remaining_time=0:00:03.434990, arrival_time=2021-04-10 03:00:01.996429, cost_time=0:00:22.459561 2021-04-10 02:59:59,871 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.38ms, fps=1956 images/s, loss=1.2607, top1-acc=66.75%, top5-acc=89.23%, remaining_time=0:00:02.112864, arrival_time=2021-04-10 03:00:01.984169, cost_time=0:00:23.769708 2021-04-10 03:00:01,174 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.26ms, fps=1966 images/s, loss=1.2641, top1-acc=66.68%, top5-acc=89.20%, remaining_time=0:00:00.791754, arrival_time=2021-04-10 03:00:01.965715, cost_time=0:00:25.072292 2021-04-10 03:00:01,879 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.37ms, fps=1928 images/s, loss=1.2664, top1-acc=66.66%, top5-acc=89.17%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:01.879746, cost_time=0:00:25.778159 2021-04-10 03:00:02,399 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=1.30ms, fps=4934 images/s, loss=2.0021, top1-acc=52.19%, top5-acc=78.71%, remaining_time=0:00:01.556610, arrival_time=2021-04-10 03:00:03.956291, cost_time=0:00:00.518874 2021-04-10 03:00:02,829 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.38ms, fps=5966 images/s, loss=1.9763, top1-acc=52.75%, top5-acc=79.16%, remaining_time=0:00:00.948320, arrival_time=2021-04-10 03:00:03.777453, cost_time=0:00:00.948324 2021-04-10 03:00:03,263 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.91ms, fps=5904 images/s, loss=1.9603, top1-acc=52.59%, top5-acc=79.39%, remaining_time=0:00:00.460740, arrival_time=2021-04-10 03:00:03.723884, cost_time=0:00:01.382225 2021-04-10 03:00:03,656 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.09ms, fps=5907 images/s, loss=1.9418, top1-acc=52.86%, top5-acc=79.41%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:03.656366, cost_time=0:00:01.775563 2021-04-10 03:00:04,407 INFO : Epoch=0045 complete, best val top1-acc=54.90%, top5-acc=80.55% (epoch=38), remaining_time=1:14:04.849905, arrival_time=2021-04-10 04:14:09.256957, cost_time=0:21:30.440311 2021-04-10 03:00:04,407 INFO : Train start, epoch=0046, lr=0.088020 2021-04-10 03:00:05,901 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.49ms, fps=1714 images/s, loss=1.3370, top1-acc=65.00%, top5-acc=88.48%, remaining_time=0:00:27.782076, arrival_time=2021-04-10 03:00:33.683741, cost_time=0:00:01.493665 2021-04-10 03:00:07,214 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.37ms, fps=1951 images/s, loss=1.2654, top1-acc=66.33%, top5-acc=89.49%, remaining_time=0:00:24.700192, arrival_time=2021-04-10 03:00:31.914782, cost_time=0:00:02.806839 2021-04-10 03:00:08,526 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.42ms, fps=1952 images/s, loss=1.2453, top1-acc=67.25%, top5-acc=89.67%, remaining_time=0:00:22.792132, arrival_time=2021-04-10 03:00:31.318991, cost_time=0:00:04.119046 2021-04-10 03:00:09,830 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.97ms, fps=1964 images/s, loss=1.2325, top1-acc=67.47%, top5-acc=89.74%, remaining_time=0:00:21.150480, arrival_time=2021-04-10 03:00:30.981407, cost_time=0:00:05.423193 2021-04-10 03:00:11,134 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=2.04ms, fps=1965 images/s, loss=1.2352, top1-acc=67.37%, top5-acc=89.68%, remaining_time=0:00:19.640650, arrival_time=2021-04-10 03:00:30.774761, cost_time=0:00:06.726245 2021-04-10 03:00:12,438 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.42ms, fps=1964 images/s, loss=1.2379, top1-acc=67.27%, top5-acc=89.68%, remaining_time=0:00:18.201832, arrival_time=2021-04-10 03:00:30.639782, cost_time=0:00:08.030192 2021-04-10 03:00:13,744 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.39ms, fps=1961 images/s, loss=1.2326, top1-acc=67.38%, top5-acc=89.70%, remaining_time=0:00:16.805628, arrival_time=2021-04-10 03:00:30.549885, cost_time=0:00:09.336442 2021-04-10 03:00:15,054 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.93ms, fps=1954 images/s, loss=1.2293, top1-acc=67.55%, top5-acc=89.65%, remaining_time=0:00:15.438208, arrival_time=2021-04-10 03:00:30.492986, cost_time=0:00:10.647044 2021-04-10 03:00:16,364 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.34ms, fps=1955 images/s, loss=1.2356, top1-acc=67.38%, top5-acc=89.54%, remaining_time=0:00:14.082630, arrival_time=2021-04-10 03:00:30.447489, cost_time=0:00:11.956981 2021-04-10 03:00:17,668 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.42ms, fps=1965 images/s, loss=1.2386, top1-acc=67.30%, top5-acc=89.46%, remaining_time=0:00:12.730080, arrival_time=2021-04-10 03:00:30.398304, cost_time=0:00:13.260489 2021-04-10 03:00:18,972 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.40ms, fps=1964 images/s, loss=1.2420, top1-acc=67.28%, top5-acc=89.42%, remaining_time=0:00:11.386830, arrival_time=2021-04-10 03:00:30.359189, cost_time=0:00:14.564539 2021-04-10 03:00:20,272 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.72ms, fps=1970 images/s, loss=1.2463, top1-acc=67.20%, top5-acc=89.36%, remaining_time=0:00:10.047428, arrival_time=2021-04-10 03:00:30.319621, cost_time=0:00:15.864401 2021-04-10 03:00:21,574 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=2.12ms, fps=1967 images/s, loss=1.2493, top1-acc=67.15%, top5-acc=89.28%, remaining_time=0:00:08.715168, arrival_time=2021-04-10 03:00:30.289123, cost_time=0:00:17.166214 2021-04-10 03:00:22,882 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.70ms, fps=1958 images/s, loss=1.2488, top1-acc=67.18%, top5-acc=89.24%, remaining_time=0:00:07.389760, arrival_time=2021-04-10 03:00:30.271943, cost_time=0:00:18.474363 2021-04-10 03:00:24,185 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=2.01ms, fps=1965 images/s, loss=1.2451, top1-acc=67.30%, top5-acc=89.32%, remaining_time=0:00:06.065146, arrival_time=2021-04-10 03:00:30.250668, cost_time=0:00:19.777710 2021-04-10 03:00:25,483 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.41ms, fps=1973 images/s, loss=1.2503, top1-acc=67.12%, top5-acc=89.28%, remaining_time=0:00:04.742100, arrival_time=2021-04-10 03:00:30.225912, cost_time=0:00:21.076065 2021-04-10 03:00:26,785 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.55ms, fps=1967 images/s, loss=1.2553, top1-acc=67.01%, top5-acc=89.24%, remaining_time=0:00:03.422484, arrival_time=2021-04-10 03:00:30.208080, cost_time=0:00:22.377815 2021-04-10 03:00:28,093 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=2.12ms, fps=1959 images/s, loss=1.2568, top1-acc=66.98%, top5-acc=89.21%, remaining_time=0:00:02.105376, arrival_time=2021-04-10 03:00:30.198697, cost_time=0:00:23.685502 2021-04-10 03:00:29,396 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.43ms, fps=1965 images/s, loss=1.2586, top1-acc=66.96%, top5-acc=89.18%, remaining_time=0:00:00.789114, arrival_time=2021-04-10 03:00:30.185520, cost_time=0:00:24.988671 2021-04-10 03:00:30,099 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.27ms, fps=1936 images/s, loss=1.2604, top1-acc=66.95%, top5-acc=89.19%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:30.099158, cost_time=0:00:25.691420 2021-04-10 03:00:30,617 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=0.44ms, fps=4953 images/s, loss=1.6561, top1-acc=58.59%, top5-acc=83.32%, remaining_time=0:00:01.550400, arrival_time=2021-04-10 03:00:32.167489, cost_time=0:00:00.516798 2021-04-10 03:00:31,048 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.37ms, fps=5939 images/s, loss=1.7235, top1-acc=57.29%, top5-acc=82.07%, remaining_time=0:00:00.948180, arrival_time=2021-04-10 03:00:31.996711, cost_time=0:00:00.948178 2021-04-10 03:00:31,480 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.46ms, fps=5935 images/s, loss=1.7309, top1-acc=56.97%, top5-acc=81.78%, remaining_time=0:00:00.460010, arrival_time=2021-04-10 03:00:31.940338, cost_time=0:00:01.380031 2021-04-10 03:00:31,872 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.09ms, fps=5917 images/s, loss=1.7450, top1-acc=57.11%, top5-acc=81.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:31.872831, cost_time=0:00:01.772553 2021-04-10 03:00:33,408 INFO : Epoch=0046 complete, best val top1-acc=57.11%, top5-acc=81.74% (epoch=46), remaining_time=1:13:37.262850, arrival_time=2021-04-10 04:14:10.671726, cost_time=0:21:59.442128 2021-04-10 03:00:33,409 INFO : Train start, epoch=0047, lr=0.087506 2021-04-10 03:00:34,893 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=0.26ms, fps=1725 images/s, loss=1.1926, top1-acc=68.83%, top5-acc=89.34%, remaining_time=0:00:27.596262, arrival_time=2021-04-10 03:01:02.489521, cost_time=0:00:01.483667 2021-04-10 03:00:36,205 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.84ms, fps=1952 images/s, loss=1.2059, top1-acc=68.65%, top5-acc=89.45%, remaining_time=0:00:24.602688, arrival_time=2021-04-10 03:01:00.808152, cost_time=0:00:02.795770 2021-04-10 03:00:37,518 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.95ms, fps=1950 images/s, loss=1.2080, top1-acc=68.12%, top5-acc=89.88%, remaining_time=0:00:22.736854, arrival_time=2021-04-10 03:01:00.255493, cost_time=0:00:04.109073 2021-04-10 03:00:38,813 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.30ms, fps=1978 images/s, loss=1.2041, top1-acc=68.21%, top5-acc=89.78%, remaining_time=0:00:21.074352, arrival_time=2021-04-10 03:00:59.887635, cost_time=0:00:05.403675 2021-04-10 03:00:40,120 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.59ms, fps=1960 images/s, loss=1.2056, top1-acc=68.19%, top5-acc=89.81%, remaining_time=0:00:19.594368, arrival_time=2021-04-10 03:00:59.714364, cost_time=0:00:06.710425 2021-04-10 03:00:41,425 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.46ms, fps=1962 images/s, loss=1.2090, top1-acc=68.07%, top5-acc=89.83%, remaining_time=0:00:18.168784, arrival_time=2021-04-10 03:00:59.593998, cost_time=0:00:08.015643 2021-04-10 03:00:42,727 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.58ms, fps=1967 images/s, loss=1.2104, top1-acc=68.03%, top5-acc=89.90%, remaining_time=0:00:16.771986, arrival_time=2021-04-10 03:00:59.499300, cost_time=0:00:09.317744 2021-04-10 03:00:44,028 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.43ms, fps=1967 images/s, loss=1.2133, top1-acc=67.90%, top5-acc=89.91%, remaining_time=0:00:15.398072, arrival_time=2021-04-10 03:00:59.426981, cost_time=0:00:10.619345 2021-04-10 03:00:45,331 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.37ms, fps=1966 images/s, loss=1.2106, top1-acc=68.08%, top5-acc=89.91%, remaining_time=0:00:14.041184, arrival_time=2021-04-10 03:00:59.372469, cost_time=0:00:11.921716 2021-04-10 03:00:46,634 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.40ms, fps=1965 images/s, loss=1.2123, top1-acc=68.01%, top5-acc=89.87%, remaining_time=0:00:12.695712, arrival_time=2021-04-10 03:00:59.330014, cost_time=0:00:13.224697 2021-04-10 03:00:47,951 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=2.81ms, fps=1944 images/s, loss=1.2134, top1-acc=68.08%, top5-acc=89.84%, remaining_time=0:00:11.369028, arrival_time=2021-04-10 03:00:59.320440, cost_time=0:00:14.541770 2021-04-10 03:00:49,256 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.46ms, fps=1963 images/s, loss=1.2187, top1-acc=67.99%, top5-acc=89.84%, remaining_time=0:00:10.036028, arrival_time=2021-04-10 03:00:59.292009, cost_time=0:00:15.846348 2021-04-10 03:00:50,566 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.53ms, fps=1955 images/s, loss=1.2251, top1-acc=67.78%, top5-acc=89.72%, remaining_time=0:00:08.710284, arrival_time=2021-04-10 03:00:59.276563, cost_time=0:00:17.156618 2021-04-10 03:00:51,864 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.62ms, fps=1973 images/s, loss=1.2248, top1-acc=67.78%, top5-acc=89.73%, remaining_time=0:00:07.381864, arrival_time=2021-04-10 03:00:59.246183, cost_time=0:00:18.454703 2021-04-10 03:00:53,175 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.41ms, fps=1953 images/s, loss=1.2253, top1-acc=67.75%, top5-acc=89.73%, remaining_time=0:00:06.061604, arrival_time=2021-04-10 03:00:59.237299, cost_time=0:00:19.766039 2021-04-10 03:00:54,476 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.52ms, fps=1969 images/s, loss=1.2296, top1-acc=67.62%, top5-acc=89.67%, remaining_time=0:00:04.740048, arrival_time=2021-04-10 03:00:59.216721, cost_time=0:00:21.066903 2021-04-10 03:00:55,777 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.50ms, fps=1969 images/s, loss=1.2315, top1-acc=67.57%, top5-acc=89.66%, remaining_time=0:00:03.421002, arrival_time=2021-04-10 03:00:59.198767, cost_time=0:00:22.368172 2021-04-10 03:00:57,080 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.93ms, fps=1966 images/s, loss=1.2353, top1-acc=67.48%, top5-acc=89.61%, remaining_time=0:00:02.104048, arrival_time=2021-04-10 03:00:59.184207, cost_time=0:00:23.670586 2021-04-10 03:00:58,384 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.41ms, fps=1963 images/s, loss=1.2367, top1-acc=67.44%, top5-acc=89.59%, remaining_time=0:00:00.788676, arrival_time=2021-04-10 03:00:59.173144, cost_time=0:00:24.974822 2021-04-10 03:00:59,087 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.35ms, fps=1937 images/s, loss=1.2401, top1-acc=67.39%, top5-acc=89.55%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:59.087270, cost_time=0:00:25.677695 2021-04-10 03:00:59,613 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.39ms, fps=4877 images/s, loss=1.7157, top1-acc=55.78%, top5-acc=81.60%, remaining_time=0:00:01.574550, arrival_time=2021-04-10 03:01:01.187820, cost_time=0:00:00.524846 2021-04-10 03:01:00,049 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.72ms, fps=5870 images/s, loss=1.6803, top1-acc=57.07%, top5-acc=82.32%, remaining_time=0:00:00.961440, arrival_time=2021-04-10 03:01:01.011299, cost_time=0:00:00.961436 2021-04-10 03:01:00,485 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.34ms, fps=5886 images/s, loss=1.6749, top1-acc=57.33%, top5-acc=82.19%, remaining_time=0:00:00.465600, arrival_time=2021-04-10 03:01:00.950789, cost_time=0:00:01.396808 2021-04-10 03:01:00,887 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.08ms, fps=5775 images/s, loss=1.6963, top1-acc=57.40%, top5-acc=82.23%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:00.887270, cost_time=0:00:01.798874 2021-04-10 03:01:02,503 INFO : Epoch=0047 complete, best val top1-acc=57.40%, top5-acc=82.23% (epoch=47), remaining_time=1:13:09.917769, arrival_time=2021-04-10 04:14:12.421351, cost_time=0:22:28.536809 2021-04-10 03:01:02,504 INFO : Train start, epoch=0048, lr=0.086982 2021-04-10 03:01:03,989 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.34ms, fps=1724 images/s, loss=1.1933, top1-acc=68.12%, top5-acc=90.20%, remaining_time=0:00:27.625650, arrival_time=2021-04-10 03:01:31.615573, cost_time=0:00:01.485249 2021-04-10 03:01:05,291 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.46ms, fps=1967 images/s, loss=1.2299, top1-acc=67.48%, top5-acc=89.59%, remaining_time=0:00:24.525248, arrival_time=2021-04-10 03:01:29.816922, cost_time=0:00:02.786954 2021-04-10 03:01:06,604 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=2.06ms, fps=1951 images/s, loss=1.2418, top1-acc=67.32%, top5-acc=89.47%, remaining_time=0:00:22.685062, arrival_time=2021-04-10 03:01:29.289520, cost_time=0:00:04.099711 2021-04-10 03:01:07,927 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.42ms, fps=1936 images/s, loss=1.2114, top1-acc=68.13%, top5-acc=89.88%, remaining_time=0:00:21.146892, arrival_time=2021-04-10 03:01:29.073922, cost_time=0:00:05.422289 2021-04-10 03:01:09,226 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.44ms, fps=1971 images/s, loss=1.1988, top1-acc=68.23%, top5-acc=90.10%, remaining_time=0:00:19.627072, arrival_time=2021-04-10 03:01:28.853535, cost_time=0:00:06.721614 2021-04-10 03:01:10,542 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.57ms, fps=1946 images/s, loss=1.1969, top1-acc=68.35%, top5-acc=90.01%, remaining_time=0:00:18.219240, arrival_time=2021-04-10 03:01:28.761838, cost_time=0:00:08.037928 2021-04-10 03:01:11,850 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.44ms, fps=1958 images/s, loss=1.2041, top1-acc=68.28%, top5-acc=89.90%, remaining_time=0:00:16.822512, arrival_time=2021-04-10 03:01:28.673132, cost_time=0:00:09.345863 2021-04-10 03:01:13,152 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.45ms, fps=1967 images/s, loss=1.2123, top1-acc=68.17%, top5-acc=89.76%, remaining_time=0:00:15.439368, arrival_time=2021-04-10 03:01:28.592016, cost_time=0:00:10.647878 2021-04-10 03:01:14,456 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.48ms, fps=1965 images/s, loss=1.2163, top1-acc=68.12%, top5-acc=89.74%, remaining_time=0:00:14.075952, arrival_time=2021-04-10 03:01:28.531972, cost_time=0:00:11.951281 2021-04-10 03:01:15,753 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.78ms, fps=1974 images/s, loss=1.2180, top1-acc=68.06%, top5-acc=89.66%, remaining_time=0:00:12.718848, arrival_time=2021-04-10 03:01:28.472350, cost_time=0:00:13.248833 2021-04-10 03:01:17,054 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.55ms, fps=1968 images/s, loss=1.2206, top1-acc=68.01%, top5-acc=89.59%, remaining_time=0:00:11.375478, arrival_time=2021-04-10 03:01:28.430269, cost_time=0:00:14.550003 2021-04-10 03:01:18,359 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.72ms, fps=1963 images/s, loss=1.2211, top1-acc=68.06%, top5-acc=89.52%, remaining_time=0:00:10.041576, arrival_time=2021-04-10 03:01:28.401400, cost_time=0:00:15.855096 2021-04-10 03:01:19,668 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.44ms, fps=1957 images/s, loss=1.2225, top1-acc=67.98%, top5-acc=89.53%, remaining_time=0:00:08.713980, arrival_time=2021-04-10 03:01:28.382589, cost_time=0:00:17.163884 2021-04-10 03:01:20,975 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.39ms, fps=1960 images/s, loss=1.2198, top1-acc=68.07%, top5-acc=89.56%, remaining_time=0:00:07.388248, arrival_time=2021-04-10 03:01:28.363546, cost_time=0:00:18.470627 2021-04-10 03:01:22,284 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=4.00ms, fps=1956 images/s, loss=1.2219, top1-acc=68.01%, top5-acc=89.60%, remaining_time=0:00:06.065698, arrival_time=2021-04-10 03:01:28.350123, cost_time=0:00:19.779487 2021-04-10 03:01:23,604 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.76ms, fps=1940 images/s, loss=1.2217, top1-acc=68.05%, top5-acc=89.59%, remaining_time=0:00:04.747536, arrival_time=2021-04-10 03:01:28.352384, cost_time=0:00:21.100100 2021-04-10 03:01:24,922 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.39ms, fps=1944 images/s, loss=1.2261, top1-acc=67.95%, top5-acc=89.53%, remaining_time=0:00:03.428568, arrival_time=2021-04-10 03:01:28.350899, cost_time=0:00:22.417571 2021-04-10 03:01:26,226 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.60ms, fps=1963 images/s, loss=1.2263, top1-acc=67.99%, top5-acc=89.52%, remaining_time=0:00:02.108640, arrival_time=2021-04-10 03:01:28.335466, cost_time=0:00:23.722137 2021-04-10 03:01:27,531 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.29ms, fps=1962 images/s, loss=1.2273, top1-acc=67.96%, top5-acc=89.50%, remaining_time=0:00:00.790332, arrival_time=2021-04-10 03:01:28.322221, cost_time=0:00:25.027209 2021-04-10 03:01:28,235 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.27ms, fps=1934 images/s, loss=1.2279, top1-acc=67.98%, top5-acc=89.50%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:28.235646, cost_time=0:00:25.730893 2021-04-10 03:01:28,743 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=4.06ms, fps=5055 images/s, loss=1.6891, top1-acc=58.16%, top5-acc=82.81%, remaining_time=0:00:01.519140, arrival_time=2021-04-10 03:01:30.262477, cost_time=0:00:00.506381 2021-04-10 03:01:29,179 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=1.75ms, fps=5880 images/s, loss=1.7320, top1-acc=57.66%, top5-acc=82.40%, remaining_time=0:00:00.942300, arrival_time=2021-04-10 03:01:30.121509, cost_time=0:00:00.942297 2021-04-10 03:01:29,610 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.48ms, fps=5947 images/s, loss=1.7455, top1-acc=57.15%, top5-acc=82.11%, remaining_time=0:00:00.457740, arrival_time=2021-04-10 03:01:30.067888, cost_time=0:00:01.373227 2021-04-10 03:01:30,006 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.10ms, fps=5858 images/s, loss=1.7651, top1-acc=57.08%, top5-acc=82.07%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:30.006657, cost_time=0:00:01.769790 2021-04-10 03:01:30,872 INFO : Epoch=0048 complete, best val top1-acc=57.40%, top5-acc=82.23% (epoch=47), remaining_time=1:12:40.199800, arrival_time=2021-04-10 04:14:11.071790, cost_time=0:22:56.905221 2021-04-10 03:01:30,872 INFO : Train start, epoch=0049, lr=0.086448 2021-04-10 03:01:32,468 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=2.61ms, fps=1605 images/s, loss=1.1476, top1-acc=68.87%, top5-acc=90.51%, remaining_time=0:00:29.668302, arrival_time=2021-04-10 03:02:02.136452, cost_time=0:00:01.595068 2021-04-10 03:01:33,771 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.62ms, fps=1966 images/s, loss=1.1609, top1-acc=69.43%, top5-acc=90.00%, remaining_time=0:00:25.502224, arrival_time=2021-04-10 03:01:59.273337, cost_time=0:00:02.897978 2021-04-10 03:01:35,078 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.36ms, fps=1959 images/s, loss=1.1769, top1-acc=68.80%, top5-acc=90.04%, remaining_time=0:00:23.270710, arrival_time=2021-04-10 03:01:58.349453, cost_time=0:00:04.205544 2021-04-10 03:01:36,403 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.38ms, fps=1934 images/s, loss=1.1757, top1-acc=68.71%, top5-acc=90.21%, remaining_time=0:00:21.567156, arrival_time=2021-04-10 03:01:57.970379, cost_time=0:00:05.530026 2021-04-10 03:01:37,719 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.43ms, fps=1946 images/s, loss=1.1739, top1-acc=68.79%, top5-acc=90.40%, remaining_time=0:00:19.990612, arrival_time=2021-04-10 03:01:57.709912, cost_time=0:00:06.846084 2021-04-10 03:01:39,023 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.96ms, fps=1965 images/s, loss=1.1665, top1-acc=68.93%, top5-acc=90.42%, remaining_time=0:00:18.473424, arrival_time=2021-04-10 03:01:57.496583, cost_time=0:00:08.150021 2021-04-10 03:01:40,331 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.53ms, fps=1958 images/s, loss=1.1728, top1-acc=68.95%, top5-acc=90.36%, remaining_time=0:00:17.024616, arrival_time=2021-04-10 03:01:57.355877, cost_time=0:00:09.458118 2021-04-10 03:01:41,637 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.81ms, fps=1960 images/s, loss=1.1808, top1-acc=68.70%, top5-acc=90.20%, remaining_time=0:00:15.608844, arrival_time=2021-04-10 03:01:57.246697, cost_time=0:00:10.764713 2021-04-10 03:01:42,941 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.39ms, fps=1964 images/s, loss=1.1937, top1-acc=68.53%, top5-acc=89.99%, remaining_time=0:00:14.214070, arrival_time=2021-04-10 03:01:57.155721, cost_time=0:00:12.068509 2021-04-10 03:01:44,240 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.40ms, fps=1972 images/s, loss=1.1999, top1-acc=68.38%, top5-acc=89.90%, remaining_time=0:00:12.832896, arrival_time=2021-04-10 03:01:57.073591, cost_time=0:00:13.367643 2021-04-10 03:01:45,539 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.69ms, fps=1972 images/s, loss=1.2000, top1-acc=68.38%, top5-acc=90.00%, remaining_time=0:00:11.466380, arrival_time=2021-04-10 03:01:57.005859, cost_time=0:00:14.666340 2021-04-10 03:01:46,843 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.57ms, fps=1965 images/s, loss=1.2035, top1-acc=68.29%, top5-acc=89.99%, remaining_time=0:00:10.114308, arrival_time=2021-04-10 03:01:56.957369, cost_time=0:00:15.969949 2021-04-10 03:01:48,149 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.62ms, fps=1961 images/s, loss=1.2035, top1-acc=68.26%, top5-acc=89.96%, remaining_time=0:00:08.771070, arrival_time=2021-04-10 03:01:56.920551, cost_time=0:00:17.276343 2021-04-10 03:01:49,451 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=2.03ms, fps=1967 images/s, loss=1.2059, top1-acc=68.24%, top5-acc=89.89%, remaining_time=0:00:07.431368, arrival_time=2021-04-10 03:01:56.882864, cost_time=0:00:18.578354 2021-04-10 03:01:50,760 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.81ms, fps=1956 images/s, loss=1.2092, top1-acc=68.15%, top5-acc=89.89%, remaining_time=0:00:06.098910, arrival_time=2021-04-10 03:01:56.859766, cost_time=0:00:19.887794 2021-04-10 03:01:52,066 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.47ms, fps=1962 images/s, loss=1.2187, top1-acc=67.99%, top5-acc=89.77%, remaining_time=0:00:04.768452, arrival_time=2021-04-10 03:01:56.834676, cost_time=0:00:21.193083 2021-04-10 03:01:53,372 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.99ms, fps=1961 images/s, loss=1.2188, top1-acc=68.02%, top5-acc=89.79%, remaining_time=0:00:03.441048, arrival_time=2021-04-10 03:01:56.813256, cost_time=0:00:22.499078 2021-04-10 03:01:54,677 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.47ms, fps=1962 images/s, loss=1.2218, top1-acc=67.98%, top5-acc=89.75%, remaining_time=0:00:02.115952, arrival_time=2021-04-10 03:01:56.793458, cost_time=0:00:23.804397 2021-04-10 03:01:55,981 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.50ms, fps=1964 images/s, loss=1.2237, top1-acc=67.88%, top5-acc=89.67%, remaining_time=0:00:00.792894, arrival_time=2021-04-10 03:01:56.774299, cost_time=0:00:25.108359 2021-04-10 03:01:56,691 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.24ms, fps=1917 images/s, loss=1.2245, top1-acc=67.86%, top5-acc=89.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:56.691404, cost_time=0:00:25.818271 2021-04-10 03:01:57,237 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=0.31ms, fps=4698 images/s, loss=1.9134, top1-acc=53.59%, top5-acc=79.30%, remaining_time=0:00:01.634790, arrival_time=2021-04-10 03:01:58.872377, cost_time=0:00:00.544927 2021-04-10 03:01:57,671 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.47ms, fps=5911 images/s, loss=1.8864, top1-acc=54.10%, top5-acc=79.59%, remaining_time=0:00:00.978340, arrival_time=2021-04-10 03:01:58.649380, cost_time=0:00:00.978345 2021-04-10 03:01:58,105 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.31ms, fps=5901 images/s, loss=1.9058, top1-acc=53.62%, top5-acc=79.27%, remaining_time=0:00:00.470890, arrival_time=2021-04-10 03:01:58.576212, cost_time=0:00:01.412670 2021-04-10 03:01:58,496 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.05ms, fps=5942 images/s, loss=1.9321, top1-acc=53.73%, top5-acc=79.10%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:58.496104, cost_time=0:00:01.803485 2021-04-10 03:01:59,288 INFO : Epoch=0049 complete, best val top1-acc=57.40%, top5-acc=82.23% (epoch=47), remaining_time=1:12:10.685134, arrival_time=2021-04-10 04:14:09.973520, cost_time=0:23:25.321649 2021-04-10 03:01:59,288 INFO : Train start, epoch=0050, lr=0.085906 2021-04-10 03:02:00,767 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=2.15ms, fps=1732 images/s, loss=1.2266, top1-acc=68.40%, top5-acc=89.69%, remaining_time=0:00:27.489312, arrival_time=2021-04-10 03:02:28.256356, cost_time=0:00:01.477915 2021-04-10 03:02:02,073 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.37ms, fps=1961 images/s, loss=1.1790, top1-acc=69.26%, top5-acc=90.39%, remaining_time=0:00:24.499200, arrival_time=2021-04-10 03:02:26.572335, cost_time=0:00:02.783998 2021-04-10 03:02:03,377 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.41ms, fps=1963 images/s, loss=1.1792, top1-acc=69.19%, top5-acc=90.22%, remaining_time=0:00:22.624804, arrival_time=2021-04-10 03:02:26.002731, cost_time=0:00:04.088826 2021-04-10 03:02:04,681 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.73ms, fps=1965 images/s, loss=1.1589, top1-acc=69.45%, top5-acc=90.47%, remaining_time=0:00:21.029892, arrival_time=2021-04-10 03:02:25.711309, cost_time=0:00:05.392266 2021-04-10 03:02:05,982 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.44ms, fps=1968 images/s, loss=1.1578, top1-acc=69.47%, top5-acc=90.52%, remaining_time=0:00:19.545166, arrival_time=2021-04-10 03:02:25.527884, cost_time=0:00:06.693572 2021-04-10 03:02:07,297 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.71ms, fps=1948 images/s, loss=1.1711, top1-acc=69.25%, top5-acc=90.22%, remaining_time=0:00:18.151784, arrival_time=2021-04-10 03:02:25.449013, cost_time=0:00:08.008124 2021-04-10 03:02:08,599 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.37ms, fps=1966 images/s, loss=1.1789, top1-acc=69.11%, top5-acc=90.08%, remaining_time=0:00:16.758882, arrival_time=2021-04-10 03:02:25.358542, cost_time=0:00:09.310467 2021-04-10 03:02:09,900 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.47ms, fps=1970 images/s, loss=1.1861, top1-acc=69.06%, top5-acc=89.95%, remaining_time=0:00:15.385892, arrival_time=2021-04-10 03:02:25.286141, cost_time=0:00:10.610946 2021-04-10 03:02:11,201 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.53ms, fps=1969 images/s, loss=1.1864, top1-acc=68.91%, top5-acc=89.99%, remaining_time=0:00:14.029736, arrival_time=2021-04-10 03:02:25.230840, cost_time=0:00:11.912013 2021-04-10 03:02:12,506 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.36ms, fps=1962 images/s, loss=1.1909, top1-acc=68.72%, top5-acc=89.93%, remaining_time=0:00:12.688320, arrival_time=2021-04-10 03:02:25.194447, cost_time=0:00:13.217045 2021-04-10 03:02:13,809 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.42ms, fps=1965 images/s, loss=1.1909, top1-acc=68.75%, top5-acc=89.91%, remaining_time=0:00:11.351914, arrival_time=2021-04-10 03:02:25.161020, cost_time=0:00:14.519939 2021-04-10 03:02:15,113 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.99ms, fps=1964 images/s, loss=1.1968, top1-acc=68.63%, top5-acc=89.85%, remaining_time=0:00:10.022044, arrival_time=2021-04-10 03:02:25.135511, cost_time=0:00:15.824337 2021-04-10 03:02:16,426 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.38ms, fps=1950 images/s, loss=1.1982, top1-acc=68.54%, top5-acc=89.82%, remaining_time=0:00:08.700714, arrival_time=2021-04-10 03:02:25.127619, cost_time=0:00:17.137737 2021-04-10 03:02:17,727 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.50ms, fps=1969 images/s, loss=1.1988, top1-acc=68.45%, top5-acc=89.84%, remaining_time=0:00:07.375368, arrival_time=2021-04-10 03:02:25.102886, cost_time=0:00:18.438358 2021-04-10 03:02:19,033 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.57ms, fps=1961 images/s, loss=1.2031, top1-acc=68.36%, top5-acc=89.78%, remaining_time=0:00:06.054888, arrival_time=2021-04-10 03:02:25.088106, cost_time=0:00:19.744131 2021-04-10 03:02:20,341 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.47ms, fps=1958 images/s, loss=1.2073, top1-acc=68.29%, top5-acc=89.72%, remaining_time=0:00:04.736664, arrival_time=2021-04-10 03:02:25.077637, cost_time=0:00:21.051814 2021-04-10 03:02:21,640 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.89ms, fps=1970 images/s, loss=1.2099, top1-acc=68.25%, top5-acc=89.70%, remaining_time=0:00:03.418480, arrival_time=2021-04-10 03:02:25.059148, cost_time=0:00:22.351571 2021-04-10 03:02:22,943 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.56ms, fps=1965 images/s, loss=1.2108, top1-acc=68.24%, top5-acc=89.66%, remaining_time=0:00:02.102624, arrival_time=2021-04-10 03:02:25.046293, cost_time=0:00:23.654587 2021-04-10 03:02:24,252 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.73ms, fps=1957 images/s, loss=1.2103, top1-acc=68.25%, top5-acc=89.67%, remaining_time=0:00:00.788310, arrival_time=2021-04-10 03:02:25.040615, cost_time=0:00:24.963175 2021-04-10 03:02:24,959 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.32ms, fps=1925 images/s, loss=1.2128, top1-acc=68.24%, top5-acc=89.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:24.959224, cost_time=0:00:25.670138 2021-04-10 03:02:25,487 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.18ms, fps=4860 images/s, loss=1.9880, top1-acc=55.00%, top5-acc=79.57%, remaining_time=0:00:01.580190, arrival_time=2021-04-10 03:02:27.067200, cost_time=0:00:00.526733 2021-04-10 03:02:25,922 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=2.08ms, fps=5881 images/s, loss=1.9952, top1-acc=54.65%, top5-acc=78.96%, remaining_time=0:00:00.962360, arrival_time=2021-04-10 03:02:26.885081, cost_time=0:00:00.962353 2021-04-10 03:02:26,361 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=3.48ms, fps=5847 images/s, loss=2.0058, top1-acc=54.09%, top5-acc=78.71%, remaining_time=0:00:00.466930, arrival_time=2021-04-10 03:02:26.827982, cost_time=0:00:01.400779 2021-04-10 03:02:26,754 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.10ms, fps=5906 images/s, loss=1.9944, top1-acc=53.86%, top5-acc=78.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:26.754217, cost_time=0:00:01.793928 2021-04-10 03:02:27,593 INFO : Epoch=0050 complete, best val top1-acc=57.40%, top5-acc=82.23% (epoch=47), remaining_time=1:11:40.879800, arrival_time=2021-04-10 04:14:08.473130, cost_time=0:23:53.626578 2021-04-10 03:02:27,593 INFO : Train start, epoch=0051, lr=0.085355 2021-04-10 03:02:29,072 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=0.38ms, fps=1732 images/s, loss=1.1921, top1-acc=69.06%, top5-acc=89.92%, remaining_time=0:00:27.496938, arrival_time=2021-04-10 03:02:56.569541, cost_time=0:00:01.478329 2021-04-10 03:02:30,378 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.44ms, fps=1961 images/s, loss=1.1860, top1-acc=68.83%, top5-acc=90.29%, remaining_time=0:00:24.506240, arrival_time=2021-04-10 03:02:54.885125, cost_time=0:00:02.784799 2021-04-10 03:02:31,677 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.49ms, fps=1972 images/s, loss=1.1902, top1-acc=68.96%, top5-acc=90.00%, remaining_time=0:00:22.596584, arrival_time=2021-04-10 03:02:54.274443, cost_time=0:00:04.083717 2021-04-10 03:02:32,982 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.54ms, fps=1962 images/s, loss=1.1810, top1-acc=69.38%, top5-acc=90.11%, remaining_time=0:00:21.016632, arrival_time=2021-04-10 03:02:53.999567, cost_time=0:00:05.388880 2021-04-10 03:02:34,286 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.67ms, fps=1964 images/s, loss=1.1676, top1-acc=69.45%, top5-acc=90.25%, remaining_time=0:00:19.542392, arrival_time=2021-04-10 03:02:53.829207, cost_time=0:00:06.692607 2021-04-10 03:02:35,587 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.65ms, fps=1970 images/s, loss=1.1687, top1-acc=69.28%, top5-acc=90.32%, remaining_time=0:00:18.117920, arrival_time=2021-04-10 03:02:53.705178, cost_time=0:00:07.993184 2021-04-10 03:02:36,890 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=2.18ms, fps=1966 images/s, loss=1.1697, top1-acc=69.29%, top5-acc=90.28%, remaining_time=0:00:16.732800, arrival_time=2021-04-10 03:02:53.622854, cost_time=0:00:09.295993 2021-04-10 03:02:38,193 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.47ms, fps=1964 images/s, loss=1.1707, top1-acc=69.29%, top5-acc=90.23%, remaining_time=0:00:15.369536, arrival_time=2021-04-10 03:02:53.563397, cost_time=0:00:10.599667 2021-04-10 03:02:39,497 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.48ms, fps=1965 images/s, loss=1.1784, top1-acc=69.13%, top5-acc=90.19%, remaining_time=0:00:14.019772, arrival_time=2021-04-10 03:02:53.517478, cost_time=0:00:11.903568 2021-04-10 03:02:40,806 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.49ms, fps=1957 images/s, loss=1.1835, top1-acc=68.87%, top5-acc=90.13%, remaining_time=0:00:12.683808, arrival_time=2021-04-10 03:02:53.490192, cost_time=0:00:13.212319 2021-04-10 03:02:42,108 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=2.03ms, fps=1966 images/s, loss=1.1821, top1-acc=68.88%, top5-acc=90.17%, remaining_time=0:00:11.347872, arrival_time=2021-04-10 03:02:53.456687, cost_time=0:00:14.514754 2021-04-10 03:02:43,414 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.73ms, fps=1961 images/s, loss=1.1825, top1-acc=68.87%, top5-acc=90.11%, remaining_time=0:00:10.019764, arrival_time=2021-04-10 03:02:53.434559, cost_time=0:00:15.820652 2021-04-10 03:02:44,721 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.77ms, fps=1960 images/s, loss=1.1873, top1-acc=68.78%, top5-acc=89.96%, remaining_time=0:00:08.695500, arrival_time=2021-04-10 03:02:53.417318, cost_time=0:00:17.127448 2021-04-10 03:02:46,028 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.56ms, fps=1961 images/s, loss=1.1879, top1-acc=68.76%, top5-acc=89.95%, remaining_time=0:00:07.373744, arrival_time=2021-04-10 03:02:53.402242, cost_time=0:00:18.434388 2021-04-10 03:02:47,337 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.51ms, fps=1957 images/s, loss=1.1939, top1-acc=68.63%, top5-acc=89.89%, remaining_time=0:00:06.054566, arrival_time=2021-04-10 03:02:53.391857, cost_time=0:00:19.743135 2021-04-10 03:02:48,640 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.38ms, fps=1966 images/s, loss=1.1966, top1-acc=68.56%, top5-acc=89.89%, remaining_time=0:00:04.735368, arrival_time=2021-04-10 03:02:53.375556, cost_time=0:00:21.046129 2021-04-10 03:02:49,946 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.55ms, fps=1960 images/s, loss=1.1987, top1-acc=68.51%, top5-acc=89.90%, remaining_time=0:00:03.418610, arrival_time=2021-04-10 03:02:53.365237, cost_time=0:00:22.352406 2021-04-10 03:02:51,264 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.50ms, fps=1944 images/s, loss=1.1993, top1-acc=68.46%, top5-acc=89.87%, remaining_time=0:00:02.104032, arrival_time=2021-04-10 03:02:53.368519, cost_time=0:00:23.670412 2021-04-10 03:02:52,566 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.30ms, fps=1967 images/s, loss=1.2024, top1-acc=68.44%, top5-acc=89.79%, remaining_time=0:00:00.788592, arrival_time=2021-04-10 03:02:53.354889, cost_time=0:00:24.972086 2021-04-10 03:02:53,271 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.29ms, fps=1931 images/s, loss=1.2040, top1-acc=68.37%, top5-acc=89.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:53.271136, cost_time=0:00:25.677084 2021-04-10 03:02:53,791 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=2.75ms, fps=4934 images/s, loss=1.8034, top1-acc=56.99%, top5-acc=81.02%, remaining_time=0:00:01.556430, arrival_time=2021-04-10 03:02:55.347470, cost_time=0:00:00.518810 2021-04-10 03:02:54,222 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.57ms, fps=5943 images/s, loss=1.8484, top1-acc=55.84%, top5-acc=80.82%, remaining_time=0:00:00.949960, arrival_time=2021-04-10 03:02:55.172206, cost_time=0:00:00.949957 2021-04-10 03:02:54,657 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.93ms, fps=5896 images/s, loss=1.8697, top1-acc=55.62%, top5-acc=80.16%, remaining_time=0:00:00.461600, arrival_time=2021-04-10 03:02:55.118617, cost_time=0:00:01.384798 2021-04-10 03:02:55,052 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.08ms, fps=5879 images/s, loss=1.8923, top1-acc=55.15%, top5-acc=79.93%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:55.052057, cost_time=0:00:01.779915 2021-04-10 03:02:55,801 INFO : Epoch=0051 complete, best val top1-acc=57.40%, top5-acc=82.23% (epoch=47), remaining_time=1:11:10.851815, arrival_time=2021-04-10 04:14:06.653747, cost_time=0:24:21.835184 2021-04-10 03:02:55,802 INFO : Train start, epoch=0052, lr=0.084796 2021-04-10 03:02:57,291 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=1.84ms, fps=1720 images/s, loss=1.1694, top1-acc=68.87%, top5-acc=90.70%, remaining_time=0:00:27.687588, arrival_time=2021-04-10 03:03:24.978901, cost_time=0:00:01.488581 2021-04-10 03:02:58,597 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.54ms, fps=1961 images/s, loss=1.1620, top1-acc=69.26%, top5-acc=90.51%, remaining_time=0:00:24.591600, arrival_time=2021-04-10 03:03:23.188729, cost_time=0:00:02.794494 2021-04-10 03:02:59,902 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.56ms, fps=1962 images/s, loss=1.1641, top1-acc=69.14%, top5-acc=90.43%, remaining_time=0:00:22.683734, arrival_time=2021-04-10 03:03:22.585920, cost_time=0:00:04.099470 2021-04-10 03:03:01,208 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.75ms, fps=1961 images/s, loss=1.1610, top1-acc=69.31%, top5-acc=90.58%, remaining_time=0:00:21.081216, arrival_time=2021-04-10 03:03:22.289406, cost_time=0:00:05.405420 2021-04-10 03:03:02,511 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.72ms, fps=1966 images/s, loss=1.1521, top1-acc=69.52%, top5-acc=90.59%, remaining_time=0:00:19.588966, arrival_time=2021-04-10 03:03:22.100217, cost_time=0:00:06.708533 2021-04-10 03:03:03,822 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=8.41ms, fps=1954 images/s, loss=1.1585, top1-acc=69.41%, top5-acc=90.50%, remaining_time=0:00:18.177080, arrival_time=2021-04-10 03:03:21.999073, cost_time=0:00:08.019283 2021-04-10 03:03:05,123 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.36ms, fps=1967 images/s, loss=1.1620, top1-acc=69.37%, top5-acc=90.47%, remaining_time=0:00:16.778034, arrival_time=2021-04-10 03:03:21.901878, cost_time=0:00:09.321116 2021-04-10 03:03:06,431 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.63ms, fps=1959 images/s, loss=1.1551, top1-acc=69.42%, top5-acc=90.59%, remaining_time=0:00:15.411180, arrival_time=2021-04-10 03:03:21.842232, cost_time=0:00:10.628379 2021-04-10 03:03:07,746 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.53ms, fps=1947 images/s, loss=1.1647, top1-acc=69.15%, top5-acc=90.43%, remaining_time=0:00:14.067154, arrival_time=2021-04-10 03:03:21.813651, cost_time=0:00:11.943788 2021-04-10 03:03:09,049 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.52ms, fps=1966 images/s, loss=1.1653, top1-acc=69.09%, top5-acc=90.36%, remaining_time=0:00:12.716544, arrival_time=2021-04-10 03:03:21.765638, cost_time=0:00:13.246384 2021-04-10 03:03:10,353 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=2.07ms, fps=1963 images/s, loss=1.1650, top1-acc=69.11%, top5-acc=90.38%, remaining_time=0:00:11.376252, arrival_time=2021-04-10 03:03:21.729970, cost_time=0:00:14.550997 2021-04-10 03:03:11,655 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.52ms, fps=1968 images/s, loss=1.1639, top1-acc=69.10%, top5-acc=90.43%, remaining_time=0:00:10.040056, arrival_time=2021-04-10 03:03:21.695471, cost_time=0:00:15.852674 2021-04-10 03:03:12,960 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.44ms, fps=1962 images/s, loss=1.1668, top1-acc=69.08%, top5-acc=90.37%, remaining_time=0:00:08.711010, arrival_time=2021-04-10 03:03:21.671789, cost_time=0:00:17.157996 2021-04-10 03:03:14,267 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=2.49ms, fps=1960 images/s, loss=1.1748, top1-acc=68.89%, top5-acc=90.28%, remaining_time=0:00:07.386008, arrival_time=2021-04-10 03:03:21.653776, cost_time=0:00:18.465071 2021-04-10 03:03:15,580 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=2.03ms, fps=1951 images/s, loss=1.1755, top1-acc=68.89%, top5-acc=90.27%, remaining_time=0:00:06.065192, arrival_time=2021-04-10 03:03:21.645652, cost_time=0:00:19.777766 2021-04-10 03:03:16,884 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.38ms, fps=1964 images/s, loss=1.1764, top1-acc=68.88%, top5-acc=90.25%, remaining_time=0:00:04.743432, arrival_time=2021-04-10 03:03:21.628124, cost_time=0:00:21.081972 2021-04-10 03:03:18,210 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.75ms, fps=1932 images/s, loss=1.1796, top1-acc=68.82%, top5-acc=90.22%, remaining_time=0:00:03.427086, arrival_time=2021-04-10 03:03:21.637799, cost_time=0:00:22.407948 2021-04-10 03:03:19,517 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.54ms, fps=1960 images/s, loss=1.1794, top1-acc=68.85%, top5-acc=90.22%, remaining_time=0:00:02.107968, arrival_time=2021-04-10 03:03:21.625277, cost_time=0:00:23.714593 2021-04-10 03:03:20,817 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.22ms, fps=1970 images/s, loss=1.1815, top1-acc=68.78%, top5-acc=90.18%, remaining_time=0:00:00.789930, arrival_time=2021-04-10 03:03:21.607118, cost_time=0:00:25.014460 2021-04-10 03:03:21,519 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.24ms, fps=1939 images/s, loss=1.1848, top1-acc=68.76%, top5-acc=90.17%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:21.519259, cost_time=0:00:25.716636 2021-04-10 03:03:22,031 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=1.35ms, fps=5008 images/s, loss=2.0014, top1-acc=55.59%, top5-acc=78.75%, remaining_time=0:00:01.533450, arrival_time=2021-04-10 03:03:23.564871, cost_time=0:00:00.511153 2021-04-10 03:03:22,463 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.86ms, fps=5934 images/s, loss=2.0166, top1-acc=54.75%, top5-acc=78.48%, remaining_time=0:00:00.942900, arrival_time=2021-04-10 03:03:23.406099, cost_time=0:00:00.942892 2021-04-10 03:03:22,897 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.45ms, fps=5904 images/s, loss=2.0164, top1-acc=54.90%, top5-acc=78.40%, remaining_time=0:00:00.459000, arrival_time=2021-04-10 03:03:23.356259, cost_time=0:00:01.376994 2021-04-10 03:03:23,289 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.07ms, fps=5926 images/s, loss=2.0230, top1-acc=54.72%, top5-acc=78.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:23.289036, cost_time=0:00:01.768802 2021-04-10 03:03:24,051 INFO : Epoch=0052 complete, best val top1-acc=57.40%, top5-acc=82.23% (epoch=47), remaining_time=1:10:41.009708, arrival_time=2021-04-10 04:14:05.060943, cost_time=0:24:50.084475 2021-04-10 03:03:24,052 INFO : Train start, epoch=0053, lr=0.084227 2021-04-10 03:03:25,539 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.52ms, fps=1722 images/s, loss=1.1459, top1-acc=70.62%, top5-acc=89.84%, remaining_time=0:00:27.657828, arrival_time=2021-04-10 03:03:53.197578, cost_time=0:00:01.486984 2021-04-10 03:03:26,852 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.77ms, fps=1952 images/s, loss=1.1683, top1-acc=69.41%, top5-acc=90.37%, remaining_time=0:00:24.632256, arrival_time=2021-04-10 03:03:51.484224, cost_time=0:00:02.799114 2021-04-10 03:03:28,165 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=2.28ms, fps=1950 images/s, loss=1.1634, top1-acc=69.41%, top5-acc=90.61%, remaining_time=0:00:22.756940, arrival_time=2021-04-10 03:03:50.922466, cost_time=0:00:04.112708 2021-04-10 03:03:29,473 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.94ms, fps=1958 images/s, loss=1.1726, top1-acc=69.37%, top5-acc=90.25%, remaining_time=0:00:21.141120, arrival_time=2021-04-10 03:03:50.614717, cost_time=0:00:05.420783 2021-04-10 03:03:30,782 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=2.15ms, fps=1957 images/s, loss=1.1619, top1-acc=69.43%, top5-acc=90.37%, remaining_time=0:00:19.651308, arrival_time=2021-04-10 03:03:50.434087, cost_time=0:00:06.729890 2021-04-10 03:03:32,093 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.46ms, fps=1955 images/s, loss=1.1561, top1-acc=69.64%, top5-acc=90.53%, remaining_time=0:00:18.225360, arrival_time=2021-04-10 03:03:50.318593, cost_time=0:00:08.040572 2021-04-10 03:03:33,406 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=2.11ms, fps=1950 images/s, loss=1.1588, top1-acc=69.53%, top5-acc=90.54%, remaining_time=0:00:16.836498, arrival_time=2021-04-10 03:03:50.242951, cost_time=0:00:09.353590 2021-04-10 03:03:34,708 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.42ms, fps=1967 images/s, loss=1.1647, top1-acc=69.53%, top5-acc=90.40%, remaining_time=0:00:15.451084, arrival_time=2021-04-10 03:03:50.159896, cost_time=0:00:10.655948 2021-04-10 03:03:36,008 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=2.15ms, fps=1971 images/s, loss=1.1689, top1-acc=69.44%, top5-acc=90.39%, remaining_time=0:00:14.080934, arrival_time=2021-04-10 03:03:50.089141, cost_time=0:00:11.955483 2021-04-10 03:03:37,314 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.42ms, fps=1960 images/s, loss=1.1689, top1-acc=69.33%, top5-acc=90.39%, remaining_time=0:00:12.731616, arrival_time=2021-04-10 03:03:50.046429, cost_time=0:00:13.262071 2021-04-10 03:03:38,612 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.74ms, fps=1974 images/s, loss=1.1663, top1-acc=69.31%, top5-acc=90.39%, remaining_time=0:00:11.383132, arrival_time=2021-04-10 03:03:49.995581, cost_time=0:00:14.559784 2021-04-10 03:03:39,909 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.53ms, fps=1974 images/s, loss=1.1631, top1-acc=69.35%, top5-acc=90.41%, remaining_time=0:00:10.042792, arrival_time=2021-04-10 03:03:49.952549, cost_time=0:00:15.857018 2021-04-10 03:03:41,212 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.41ms, fps=1966 images/s, loss=1.1688, top1-acc=69.22%, top5-acc=90.35%, remaining_time=0:00:08.711736, arrival_time=2021-04-10 03:03:49.923847, cost_time=0:00:17.159442 2021-04-10 03:03:42,516 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.53ms, fps=1964 images/s, loss=1.1661, top1-acc=69.27%, top5-acc=90.39%, remaining_time=0:00:07.385336, arrival_time=2021-04-10 03:03:49.901567, cost_time=0:00:18.463361 2021-04-10 03:03:43,822 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=2.05ms, fps=1961 images/s, loss=1.1700, top1-acc=69.21%, top5-acc=90.34%, remaining_time=0:00:06.062708, arrival_time=2021-04-10 03:03:49.885199, cost_time=0:00:19.769728 2021-04-10 03:03:45,120 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.44ms, fps=1974 images/s, loss=1.1736, top1-acc=69.16%, top5-acc=90.29%, remaining_time=0:00:04.740192, arrival_time=2021-04-10 03:03:49.860344, cost_time=0:00:21.067477 2021-04-10 03:03:46,420 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.70ms, fps=1970 images/s, loss=1.1715, top1-acc=69.11%, top5-acc=90.31%, remaining_time=0:00:03.420950, arrival_time=2021-04-10 03:03:49.841373, cost_time=0:00:22.367674 2021-04-10 03:03:47,718 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.50ms, fps=1973 images/s, loss=1.1718, top1-acc=69.08%, top5-acc=90.31%, remaining_time=0:00:02.103616, arrival_time=2021-04-10 03:03:49.821980, cost_time=0:00:23.665592 2021-04-10 03:03:49,030 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=2.71ms, fps=1953 images/s, loss=1.1750, top1-acc=69.02%, top5-acc=90.28%, remaining_time=0:00:00.788754, arrival_time=2021-04-10 03:03:49.818919, cost_time=0:00:24.977295 2021-04-10 03:03:49,735 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.32ms, fps=1931 images/s, loss=1.1772, top1-acc=68.96%, top5-acc=90.28%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:49.735525, cost_time=0:00:25.682869 2021-04-10 03:03:50,250 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=0.41ms, fps=4982 images/s, loss=2.0589, top1-acc=52.03%, top5-acc=77.27%, remaining_time=0:00:01.541610, arrival_time=2021-04-10 03:03:51.792068, cost_time=0:00:00.513871 2021-04-10 03:03:50,686 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.50ms, fps=5883 images/s, loss=2.0793, top1-acc=52.32%, top5-acc=76.56%, remaining_time=0:00:00.949780, arrival_time=2021-04-10 03:03:51.636062, cost_time=0:00:00.949776 2021-04-10 03:03:51,121 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.30ms, fps=5895 images/s, loss=2.0934, top1-acc=51.58%, top5-acc=76.43%, remaining_time=0:00:00.461520, arrival_time=2021-04-10 03:03:51.582589, cost_time=0:00:01.384569 2021-04-10 03:03:51,511 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.08ms, fps=5945 images/s, loss=2.1142, top1-acc=51.91%, top5-acc=76.43%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:51.511786, cost_time=0:00:01.775271 2021-04-10 03:03:52,289 INFO : Epoch=0053 complete, best val top1-acc=57.40%, top5-acc=82.23% (epoch=47), remaining_time=1:10:11.197935, arrival_time=2021-04-10 04:14:03.487734, cost_time=0:25:18.323050 2021-04-10 03:03:52,290 INFO : Train start, epoch=0054, lr=0.083651 2021-04-10 03:03:53,772 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=1.84ms, fps=1728 images/s, loss=1.1195, top1-acc=70.62%, top5-acc=90.31%, remaining_time=0:00:27.560550, arrival_time=2021-04-10 03:04:21.332969, cost_time=0:00:01.481749 2021-04-10 03:03:55,077 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.58ms, fps=1963 images/s, loss=1.1009, top1-acc=70.61%, top5-acc=90.86%, remaining_time=0:00:24.524896, arrival_time=2021-04-10 03:04:19.602336, cost_time=0:00:02.786922 2021-04-10 03:03:56,380 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.41ms, fps=1966 images/s, loss=1.1071, top1-acc=70.65%, top5-acc=90.92%, remaining_time=0:00:22.628788, arrival_time=2021-04-10 03:04:19.008921, cost_time=0:00:04.089531 2021-04-10 03:03:57,688 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.58ms, fps=1958 images/s, loss=1.1196, top1-acc=70.54%, top5-acc=90.88%, remaining_time=0:00:21.050640, arrival_time=2021-04-10 03:04:18.738826, cost_time=0:00:05.397590 2021-04-10 03:03:58,995 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.94ms, fps=1960 images/s, loss=1.1240, top1-acc=70.46%, top5-acc=90.75%, remaining_time=0:00:19.577140, arrival_time=2021-04-10 03:04:18.572259, cost_time=0:00:06.704525 2021-04-10 03:04:00,300 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.39ms, fps=1962 images/s, loss=1.1362, top1-acc=70.26%, top5-acc=90.51%, remaining_time=0:00:18.156136, arrival_time=2021-04-10 03:04:18.456796, cost_time=0:00:08.010062 2021-04-10 03:04:01,609 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=2.12ms, fps=1958 images/s, loss=1.1482, top1-acc=69.89%, top5-acc=90.39%, remaining_time=0:00:16.772994, arrival_time=2021-04-10 03:04:18.381970, cost_time=0:00:09.318301 2021-04-10 03:04:02,914 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=2.41ms, fps=1962 images/s, loss=1.1502, top1-acc=69.83%, top5-acc=90.34%, remaining_time=0:00:15.404452, arrival_time=2021-04-10 03:04:18.318887, cost_time=0:00:10.623766 2021-04-10 03:04:04,226 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=2.02ms, fps=1953 images/s, loss=1.1472, top1-acc=69.90%, top5-acc=90.37%, remaining_time=0:00:14.057402, arrival_time=2021-04-10 03:04:18.283537, cost_time=0:00:11.935539 2021-04-10 03:04:05,544 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.92ms, fps=1943 images/s, loss=1.1483, top1-acc=69.77%, top5-acc=90.36%, remaining_time=0:00:12.723840, arrival_time=2021-04-10 03:04:18.268460, cost_time=0:00:13.254022 2021-04-10 03:04:06,868 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=2.19ms, fps=1935 images/s, loss=1.1506, top1-acc=69.71%, top5-acc=90.32%, remaining_time=0:00:11.397064, arrival_time=2021-04-10 03:04:18.265269, cost_time=0:00:14.577607 2021-04-10 03:04:08,174 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.35ms, fps=1961 images/s, loss=1.1538, top1-acc=69.60%, top5-acc=90.31%, remaining_time=0:00:10.059892, arrival_time=2021-04-10 03:04:18.234504, cost_time=0:00:15.884021 2021-04-10 03:04:09,483 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.90ms, fps=1958 images/s, loss=1.1531, top1-acc=69.63%, top5-acc=90.34%, remaining_time=0:00:08.728434, arrival_time=2021-04-10 03:04:18.211407, cost_time=0:00:17.192371 2021-04-10 03:04:10,785 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.42ms, fps=1967 images/s, loss=1.1512, top1-acc=69.65%, top5-acc=90.39%, remaining_time=0:00:07.397880, arrival_time=2021-04-10 03:04:18.183309, cost_time=0:00:18.494728 2021-04-10 03:04:12,083 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.40ms, fps=1973 images/s, loss=1.1537, top1-acc=69.53%, top5-acc=90.39%, remaining_time=0:00:06.069930, arrival_time=2021-04-10 03:04:18.153718, cost_time=0:00:19.793282 2021-04-10 03:04:13,383 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.55ms, fps=1970 images/s, loss=1.1577, top1-acc=69.47%, top5-acc=90.36%, remaining_time=0:00:04.745952, arrival_time=2021-04-10 03:04:18.129808, cost_time=0:00:21.093146 2021-04-10 03:04:14,683 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.40ms, fps=1971 images/s, loss=1.1616, top1-acc=69.39%, top5-acc=90.33%, remaining_time=0:00:03.424746, arrival_time=2021-04-10 03:04:18.107891, cost_time=0:00:22.392625 2021-04-10 03:04:15,994 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=2.70ms, fps=1953 images/s, loss=1.1633, top1-acc=69.37%, top5-acc=90.29%, remaining_time=0:00:02.107008, arrival_time=2021-04-10 03:04:18.101353, cost_time=0:00:23.703764 2021-04-10 03:04:17,300 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.32ms, fps=1962 images/s, loss=1.1656, top1-acc=69.35%, top5-acc=90.27%, remaining_time=0:00:00.789768, arrival_time=2021-04-10 03:04:18.089713, cost_time=0:00:25.009374 2021-04-10 03:04:18,013 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.23ms, fps=1908 images/s, loss=1.1670, top1-acc=69.35%, top5-acc=90.27%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:18.013342, cost_time=0:00:25.722745 2021-04-10 03:04:18,547 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=4.00ms, fps=4807 images/s, loss=1.7471, top1-acc=58.40%, top5-acc=82.11%, remaining_time=0:00:01.597560, arrival_time=2021-04-10 03:04:20.144635, cost_time=0:00:00.532525 2021-04-10 03:04:18,993 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.56ms, fps=5753 images/s, loss=1.7352, top1-acc=57.77%, top5-acc=82.09%, remaining_time=0:00:00.978400, arrival_time=2021-04-10 03:04:19.971352, cost_time=0:00:00.978406 2021-04-10 03:04:19,424 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.77ms, fps=5936 images/s, loss=1.7308, top1-acc=57.47%, top5-acc=82.27%, remaining_time=0:00:00.470050, arrival_time=2021-04-10 03:04:19.894810, cost_time=0:00:01.410160 2021-04-10 03:04:19,816 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.09ms, fps=5930 images/s, loss=1.7303, top1-acc=57.53%, top5-acc=82.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:19.816475, cost_time=0:00:01.801958 2021-04-10 03:04:21,395 INFO : Epoch=0054 complete, best val top1-acc=57.53%, top5-acc=82.42% (epoch=54), remaining_time=1:09:43.788556, arrival_time=2021-04-10 04:14:05.183932, cost_time=0:25:47.428623 2021-04-10 03:04:21,395 INFO : Train start, epoch=0055, lr=0.083066 2021-04-10 03:04:22,868 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.57ms, fps=1739 images/s, loss=1.1426, top1-acc=69.34%, top5-acc=91.52%, remaining_time=0:00:27.374922, arrival_time=2021-04-10 03:04:50.242917, cost_time=0:00:01.471770 2021-04-10 03:04:24,169 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.41ms, fps=1968 images/s, loss=1.1467, top1-acc=69.32%, top5-acc=91.43%, remaining_time=0:00:24.406272, arrival_time=2021-04-10 03:04:48.575884, cost_time=0:00:02.773442 2021-04-10 03:04:25,472 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.40ms, fps=1966 images/s, loss=1.1361, top1-acc=69.43%, top5-acc=91.45%, remaining_time=0:00:22.556080, arrival_time=2021-04-10 03:04:48.028681, cost_time=0:00:04.076386 2021-04-10 03:04:26,768 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.41ms, fps=1977 images/s, loss=1.1277, top1-acc=69.56%, top5-acc=91.32%, remaining_time=0:00:20.950644, arrival_time=2021-04-10 03:04:47.718716, cost_time=0:00:05.371977 2021-04-10 03:04:28,075 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=2.06ms, fps=1959 images/s, loss=1.1282, top1-acc=69.88%, top5-acc=91.21%, remaining_time=0:00:19.502826, arrival_time=2021-04-10 03:04:47.578055, cost_time=0:00:06.679047 2021-04-10 03:04:29,378 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.42ms, fps=1965 images/s, loss=1.1321, top1-acc=69.86%, top5-acc=91.11%, remaining_time=0:00:18.094256, arrival_time=2021-04-10 03:04:47.473135, cost_time=0:00:07.982776 2021-04-10 03:04:30,683 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.90ms, fps=1964 images/s, loss=1.1305, top1-acc=69.99%, top5-acc=91.02%, remaining_time=0:00:16.716546, arrival_time=2021-04-10 03:04:47.399622, cost_time=0:00:09.286976 2021-04-10 03:04:31,980 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.99ms, fps=1974 images/s, loss=1.1345, top1-acc=69.88%, top5-acc=90.95%, remaining_time=0:00:15.347496, arrival_time=2021-04-10 03:04:47.328072, cost_time=0:00:10.584471 2021-04-10 03:04:33,289 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.44ms, fps=1956 images/s, loss=1.1417, top1-acc=69.76%, top5-acc=90.76%, remaining_time=0:00:14.007900, arrival_time=2021-04-10 03:04:47.297591, cost_time=0:00:11.893471 2021-04-10 03:04:34,596 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.99ms, fps=1960 images/s, loss=1.1472, top1-acc=69.70%, top5-acc=90.68%, remaining_time=0:00:12.672096, arrival_time=2021-04-10 03:04:47.268290, cost_time=0:00:13.200085 2021-04-10 03:04:35,906 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.34ms, fps=1955 images/s, loss=1.1542, top1-acc=69.56%, top5-acc=90.54%, remaining_time=0:00:11.344346, arrival_time=2021-04-10 03:04:47.250693, cost_time=0:00:14.510173 2021-04-10 03:04:37,209 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.56ms, fps=1966 images/s, loss=1.1557, top1-acc=69.55%, top5-acc=90.48%, remaining_time=0:00:10.014976, arrival_time=2021-04-10 03:04:47.224308, cost_time=0:00:15.813142 2021-04-10 03:04:38,508 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.56ms, fps=1971 images/s, loss=1.1618, top1-acc=69.48%, top5-acc=90.40%, remaining_time=0:00:08.687778, arrival_time=2021-04-10 03:04:47.196159, cost_time=0:00:17.112284 2021-04-10 03:04:39,812 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=2.88ms, fps=1964 images/s, loss=1.1629, top1-acc=69.49%, top5-acc=90.38%, remaining_time=0:00:07.366520, arrival_time=2021-04-10 03:04:47.178965, cost_time=0:00:18.416273 2021-04-10 03:04:41,115 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.41ms, fps=1965 images/s, loss=1.1672, top1-acc=69.40%, top5-acc=90.40%, remaining_time=0:00:06.047298, arrival_time=2021-04-10 03:04:47.162900, cost_time=0:00:19.719498 2021-04-10 03:04:42,418 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.56ms, fps=1966 images/s, loss=1.1712, top1-acc=69.31%, top5-acc=90.32%, remaining_time=0:00:04.730004, arrival_time=2021-04-10 03:04:47.148493, cost_time=0:00:21.022310 2021-04-10 03:04:43,722 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.70ms, fps=1964 images/s, loss=1.1725, top1-acc=69.26%, top5-acc=90.28%, remaining_time=0:00:03.414606, arrival_time=2021-04-10 03:04:47.137344, cost_time=0:00:22.326336 2021-04-10 03:04:45,031 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.44ms, fps=1961 images/s, loss=1.1753, top1-acc=69.23%, top5-acc=90.20%, remaining_time=0:00:02.100928, arrival_time=2021-04-10 03:04:47.132448, cost_time=0:00:23.635368 2021-04-10 03:04:46,332 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=2.03ms, fps=1969 images/s, loss=1.1754, top1-acc=69.20%, top5-acc=90.21%, remaining_time=0:00:00.787452, arrival_time=2021-04-10 03:04:47.119451, cost_time=0:00:24.935896 2021-04-10 03:04:47,038 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.99ms, fps=1926 images/s, loss=1.1774, top1-acc=69.16%, top5-acc=90.17%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:47.038620, cost_time=0:00:25.642446 2021-04-10 03:04:47,593 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.31ms, fps=4628 images/s, loss=1.7732, top1-acc=55.98%, top5-acc=82.77%, remaining_time=0:00:01.659510, arrival_time=2021-04-10 03:04:49.252472, cost_time=0:00:00.553166 2021-04-10 03:04:48,028 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.43ms, fps=5883 images/s, loss=1.7410, top1-acc=57.36%, top5-acc=83.07%, remaining_time=0:00:00.988740, arrival_time=2021-04-10 03:04:49.017258, cost_time=0:00:00.988740 2021-04-10 03:04:48,454 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.50ms, fps=6012 images/s, loss=1.7408, top1-acc=57.38%, top5-acc=82.70%, remaining_time=0:00:00.471650, arrival_time=2021-04-10 03:04:48.926362, cost_time=0:00:01.414940 2021-04-10 03:04:48,845 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.09ms, fps=5936 images/s, loss=1.7200, top1-acc=57.51%, top5-acc=82.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:48.845890, cost_time=0:00:01.806145 2021-04-10 03:04:49,661 INFO : Epoch=0055 complete, best val top1-acc=57.53%, top5-acc=82.42% (epoch=54), remaining_time=1:09:14.105290, arrival_time=2021-04-10 04:14:03.767158, cost_time=0:26:15.695128 2021-04-10 03:04:49,662 INFO : Train start, epoch=0056, lr=0.082472 2021-04-10 03:04:51,192 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.40ms, fps=1674 images/s, loss=1.1021, top1-acc=70.51%, top5-acc=90.86%, remaining_time=0:00:28.450188, arrival_time=2021-04-10 03:05:19.642357, cost_time=0:00:01.529583 2021-04-10 03:04:52,489 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.73ms, fps=1975 images/s, loss=1.1108, top1-acc=70.43%, top5-acc=90.76%, remaining_time=0:00:24.870032, arrival_time=2021-04-10 03:05:17.358926, cost_time=0:00:02.826143 2021-04-10 03:04:53,794 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=2.75ms, fps=1963 images/s, loss=1.1051, top1-acc=70.77%, top5-acc=90.82%, remaining_time=0:00:22.860524, arrival_time=2021-04-10 03:05:16.654703, cost_time=0:00:04.131429 2021-04-10 03:04:55,105 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.90ms, fps=1954 images/s, loss=1.0921, top1-acc=71.24%, top5-acc=90.98%, remaining_time=0:00:21.226452, arrival_time=2021-04-10 03:05:16.331714, cost_time=0:00:05.442664 2021-04-10 03:04:56,424 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=2.94ms, fps=1941 images/s, loss=1.1050, top1-acc=70.89%, top5-acc=90.77%, remaining_time=0:00:19.745332, arrival_time=2021-04-10 03:05:16.170078, cost_time=0:00:06.762087 2021-04-10 03:04:57,733 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.89ms, fps=1958 images/s, loss=1.1162, top1-acc=70.62%, top5-acc=90.83%, remaining_time=0:00:18.292816, arrival_time=2021-04-10 03:05:16.025771, cost_time=0:00:08.070361 2021-04-10 03:04:59,041 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.86ms, fps=1957 images/s, loss=1.1194, top1-acc=70.67%, top5-acc=90.79%, remaining_time=0:00:16.881606, arrival_time=2021-04-10 03:05:15.923041, cost_time=0:00:09.378697 2021-04-10 03:05:00,347 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.68ms, fps=1962 images/s, loss=1.1195, top1-acc=70.55%, top5-acc=90.91%, remaining_time=0:00:15.492148, arrival_time=2021-04-10 03:05:15.839095, cost_time=0:00:10.684274 2021-04-10 03:05:01,652 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.34ms, fps=1962 images/s, loss=1.1272, top1-acc=70.36%, top5-acc=90.85%, remaining_time=0:00:14.121002, arrival_time=2021-04-10 03:05:15.773175, cost_time=0:00:11.989499 2021-04-10 03:05:02,955 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.45ms, fps=1965 images/s, loss=1.1251, top1-acc=70.43%, top5-acc=90.80%, remaining_time=0:00:12.761376, arrival_time=2021-04-10 03:05:15.717081, cost_time=0:00:13.293121 2021-04-10 03:05:04,257 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.41ms, fps=1967 images/s, loss=1.1245, top1-acc=70.52%, top5-acc=90.76%, remaining_time=0:00:11.410652, arrival_time=2021-04-10 03:05:15.668388, cost_time=0:00:14.595072 2021-04-10 03:05:05,570 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.48ms, fps=1950 images/s, loss=1.1288, top1-acc=70.45%, top5-acc=90.69%, remaining_time=0:00:10.075168, arrival_time=2021-04-10 03:05:15.645980, cost_time=0:00:15.908207 2021-04-10 03:05:06,879 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=2.96ms, fps=1957 images/s, loss=1.1280, top1-acc=70.46%, top5-acc=90.65%, remaining_time=0:00:08.740776, arrival_time=2021-04-10 03:05:15.620134, cost_time=0:00:17.216707 2021-04-10 03:05:08,193 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=2.28ms, fps=1949 images/s, loss=1.1354, top1-acc=70.26%, top5-acc=90.61%, remaining_time=0:00:07.412328, arrival_time=2021-04-10 03:05:15.605823, cost_time=0:00:18.530832 2021-04-10 03:05:09,504 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.37ms, fps=1953 images/s, loss=1.1417, top1-acc=70.10%, top5-acc=90.55%, remaining_time=0:00:06.084926, arrival_time=2021-04-10 03:05:15.589800, cost_time=0:00:19.842195 2021-04-10 03:05:10,811 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.81ms, fps=1960 images/s, loss=1.1407, top1-acc=70.13%, top5-acc=90.56%, remaining_time=0:00:04.758480, arrival_time=2021-04-10 03:05:15.570004, cost_time=0:00:21.148813 2021-04-10 03:05:12,132 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.68ms, fps=1940 images/s, loss=1.1428, top1-acc=70.07%, top5-acc=90.53%, remaining_time=0:00:03.436498, arrival_time=2021-04-10 03:05:15.568647, cost_time=0:00:22.469472 2021-04-10 03:05:13,436 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.36ms, fps=1963 images/s, loss=1.1466, top1-acc=70.02%, top5-acc=90.46%, remaining_time=0:00:02.113232, arrival_time=2021-04-10 03:05:15.549946, cost_time=0:00:23.773937 2021-04-10 03:05:14,737 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.31ms, fps=1970 images/s, loss=1.1504, top1-acc=69.95%, top5-acc=90.46%, remaining_time=0:00:00.791826, arrival_time=2021-04-10 03:05:15.528987, cost_time=0:00:25.074458 2021-04-10 03:05:15,447 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.34ms, fps=1915 images/s, loss=1.1515, top1-acc=69.90%, top5-acc=90.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:15.447792, cost_time=0:00:25.785209 2021-04-10 03:05:15,979 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.35ms, fps=4828 images/s, loss=1.7282, top1-acc=57.46%, top5-acc=81.64%, remaining_time=0:00:01.590570, arrival_time=2021-04-10 03:05:17.569667, cost_time=0:00:00.530189 2021-04-10 03:05:16,411 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.35ms, fps=5933 images/s, loss=1.7609, top1-acc=57.46%, top5-acc=80.96%, remaining_time=0:00:00.962300, arrival_time=2021-04-10 03:05:17.373423, cost_time=0:00:00.962296 2021-04-10 03:05:16,840 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.32ms, fps=5961 images/s, loss=1.7484, top1-acc=57.86%, top5-acc=81.04%, remaining_time=0:00:00.464020, arrival_time=2021-04-10 03:05:17.304911, cost_time=0:00:01.392065 2021-04-10 03:05:17,233 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.09ms, fps=5916 images/s, loss=1.7512, top1-acc=57.55%, top5-acc=81.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:17.233376, cost_time=0:00:01.784579 2021-04-10 03:05:19,169 INFO : Epoch=0056 complete, best val top1-acc=57.55%, top5-acc=81.42% (epoch=56), remaining_time=1:08:47.664528, arrival_time=2021-04-10 04:14:06.834196, cost_time=0:26:45.202881 2021-04-10 03:05:19,170 INFO : Train start, epoch=0057, lr=0.081871 2021-04-10 03:05:20,673 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.84ms, fps=1704 images/s, loss=1.1383, top1-acc=71.21%, top5-acc=89.84%, remaining_time=0:00:27.938688, arrival_time=2021-04-10 03:05:48.611854, cost_time=0:00:01.502080 2021-04-10 03:05:21,975 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=2.12ms, fps=1966 images/s, loss=1.1042, top1-acc=70.86%, top5-acc=91.04%, remaining_time=0:00:24.680656, arrival_time=2021-04-10 03:05:46.656376, cost_time=0:00:02.804621 2021-04-10 03:05:23,283 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.95ms, fps=1959 images/s, loss=1.1148, top1-acc=70.77%, top5-acc=90.95%, remaining_time=0:00:22.752126, arrival_time=2021-04-10 03:05:46.035082, cost_time=0:00:04.111839 2021-04-10 03:05:24,581 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.66ms, fps=1972 images/s, loss=1.0995, top1-acc=71.37%, top5-acc=91.22%, remaining_time=0:00:21.100248, arrival_time=2021-04-10 03:05:45.681742, cost_time=0:00:05.410335 2021-04-10 03:05:25,878 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.44ms, fps=1976 images/s, loss=1.0880, top1-acc=71.57%, top5-acc=91.26%, remaining_time=0:00:19.583856, arrival_time=2021-04-10 03:05:45.461779, cost_time=0:00:06.706776 2021-04-10 03:05:27,199 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.94ms, fps=1938 images/s, loss=1.0916, top1-acc=71.60%, top5-acc=91.17%, remaining_time=0:00:18.196800, arrival_time=2021-04-10 03:05:45.396023, cost_time=0:00:08.028027 2021-04-10 03:05:28,512 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.49ms, fps=1951 images/s, loss=1.0955, top1-acc=71.38%, top5-acc=91.05%, remaining_time=0:00:16.813692, arrival_time=2021-04-10 03:05:45.325808, cost_time=0:00:09.340950 2021-04-10 03:05:29,811 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.60ms, fps=1971 images/s, loss=1.1005, top1-acc=71.23%, top5-acc=90.99%, remaining_time=0:00:15.428696, arrival_time=2021-04-10 03:05:45.240310, cost_time=0:00:10.640463 2021-04-10 03:05:31,117 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.40ms, fps=1961 images/s, loss=1.1014, top1-acc=71.23%, top5-acc=91.02%, remaining_time=0:00:14.070122, arrival_time=2021-04-10 03:05:45.187656, cost_time=0:00:11.946363 2021-04-10 03:05:32,417 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.51ms, fps=1970 images/s, loss=1.1008, top1-acc=71.25%, top5-acc=91.12%, remaining_time=0:00:12.716544, arrival_time=2021-04-10 03:05:45.134023, cost_time=0:00:13.246417 2021-04-10 03:05:33,720 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=2.63ms, fps=1966 images/s, loss=1.1036, top1-acc=71.15%, top5-acc=91.09%, remaining_time=0:00:11.374704, arrival_time=2021-04-10 03:05:45.094846, cost_time=0:00:14.548992 2021-04-10 03:05:35,036 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.94ms, fps=1946 images/s, loss=1.1043, top1-acc=71.10%, top5-acc=91.08%, remaining_time=0:00:10.047884, arrival_time=2021-04-10 03:05:45.084139, cost_time=0:00:15.865113 2021-04-10 03:05:36,338 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.56ms, fps=1967 images/s, loss=1.1102, top1-acc=70.97%, top5-acc=91.03%, remaining_time=0:00:08.715564, arrival_time=2021-04-10 03:05:45.053744, cost_time=0:00:17.167038 2021-04-10 03:05:37,637 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.39ms, fps=1971 images/s, loss=1.1115, top1-acc=70.88%, top5-acc=91.03%, remaining_time=0:00:07.386568, arrival_time=2021-04-10 03:05:45.024118, cost_time=0:00:18.466398 2021-04-10 03:05:38,936 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.87ms, fps=1971 images/s, loss=1.1136, top1-acc=70.85%, top5-acc=91.00%, remaining_time=0:00:06.061512, arrival_time=2021-04-10 03:05:44.998351, cost_time=0:00:19.765768 2021-04-10 03:05:40,239 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=2.06ms, fps=1966 images/s, loss=1.1168, top1-acc=70.72%, top5-acc=90.96%, remaining_time=0:00:04.740372, arrival_time=2021-04-10 03:05:44.979726, cost_time=0:00:21.068264 2021-04-10 03:05:41,552 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.57ms, fps=1950 images/s, loss=1.1195, top1-acc=70.62%, top5-acc=90.95%, remaining_time=0:00:03.423030, arrival_time=2021-04-10 03:05:44.975596, cost_time=0:00:22.381406 2021-04-10 03:05:42,863 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=2.40ms, fps=1954 images/s, loss=1.1236, top1-acc=70.54%, top5-acc=90.87%, remaining_time=0:00:02.105968, arrival_time=2021-04-10 03:05:44.969213, cost_time=0:00:23.692076 2021-04-10 03:05:44,165 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.20ms, fps=1967 images/s, loss=1.1245, top1-acc=70.54%, top5-acc=90.85%, remaining_time=0:00:00.789300, arrival_time=2021-04-10 03:05:44.954952, cost_time=0:00:24.994542 2021-04-10 03:05:44,879 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.30ms, fps=1906 images/s, loss=1.1280, top1-acc=70.45%, top5-acc=90.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:44.879765, cost_time=0:00:25.708608 2021-04-10 03:05:45,423 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=0.29ms, fps=4720 images/s, loss=1.9029, top1-acc=54.57%, top5-acc=78.75%, remaining_time=0:00:01.627140, arrival_time=2021-04-10 03:05:47.050535, cost_time=0:00:00.542385 2021-04-10 03:05:45,856 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.77ms, fps=5911 images/s, loss=1.8950, top1-acc=54.75%, top5-acc=79.02%, remaining_time=0:00:00.975800, arrival_time=2021-04-10 03:05:46.832657, cost_time=0:00:00.975799 2021-04-10 03:05:46,295 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=2.01ms, fps=5851 images/s, loss=1.9159, top1-acc=54.01%, top5-acc=78.88%, remaining_time=0:00:00.471270, arrival_time=2021-04-10 03:05:46.766252, cost_time=0:00:01.413824 2021-04-10 03:05:46,687 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.07ms, fps=5927 images/s, loss=1.9441, top1-acc=54.10%, top5-acc=78.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:46.687006, cost_time=0:00:01.806018 2021-04-10 03:05:47,435 INFO : Epoch=0057 complete, best val top1-acc=57.55%, top5-acc=81.42% (epoch=56), remaining_time=1:08:18.000335, arrival_time=2021-04-10 04:14:05.435742, cost_time=0:27:13.468641 2021-04-10 03:05:47,436 INFO : Train start, epoch=0058, lr=0.081262 2021-04-10 03:05:48,897 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.61ms, fps=1753 images/s, loss=1.0494, top1-acc=72.11%, top5-acc=91.41%, remaining_time=0:00:27.167904, arrival_time=2021-04-10 03:06:16.065060, cost_time=0:00:01.460642 2021-04-10 03:05:50,204 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=2.04ms, fps=1960 images/s, loss=1.0419, top1-acc=72.01%, top5-acc=91.56%, remaining_time=0:00:24.354880, arrival_time=2021-04-10 03:06:14.558938, cost_time=0:00:02.767601 2021-04-10 03:05:51,509 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=2.03ms, fps=1962 images/s, loss=1.0549, top1-acc=71.72%, top5-acc=91.50%, remaining_time=0:00:22.538982, arrival_time=2021-04-10 03:06:14.048748, cost_time=0:00:04.073308 2021-04-10 03:05:52,815 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.51ms, fps=1962 images/s, loss=1.0700, top1-acc=71.57%, top5-acc=91.34%, remaining_time=0:00:20.977788, arrival_time=2021-04-10 03:06:13.793125, cost_time=0:00:05.378909 2021-04-10 03:05:54,117 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.35ms, fps=1968 images/s, loss=1.0723, top1-acc=71.55%, top5-acc=91.38%, remaining_time=0:00:19.507352, arrival_time=2021-04-10 03:06:13.624322, cost_time=0:00:06.680600 2021-04-10 03:05:55,420 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=2.10ms, fps=1966 images/s, loss=1.0767, top1-acc=71.42%, top5-acc=91.39%, remaining_time=0:00:18.095752, arrival_time=2021-04-10 03:06:13.515689, cost_time=0:00:07.983420 2021-04-10 03:05:56,720 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.35ms, fps=1969 images/s, loss=1.0855, top1-acc=71.16%, top5-acc=91.38%, remaining_time=0:00:16.711758, arrival_time=2021-04-10 03:06:13.432468, cost_time=0:00:09.284332 2021-04-10 03:05:58,018 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.95ms, fps=1973 images/s, loss=1.0910, top1-acc=71.02%, top5-acc=91.25%, remaining_time=0:00:15.344596, arrival_time=2021-04-10 03:06:13.363437, cost_time=0:00:10.582471 2021-04-10 03:05:59,316 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.56ms, fps=1973 images/s, loss=1.0993, top1-acc=70.94%, top5-acc=91.17%, remaining_time=0:00:13.992424, arrival_time=2021-04-10 03:06:13.309144, cost_time=0:00:11.880350 2021-04-10 03:06:00,635 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.88ms, fps=1943 images/s, loss=1.1037, top1-acc=70.84%, top5-acc=91.15%, remaining_time=0:00:12.670560, arrival_time=2021-04-10 03:06:13.305666, cost_time=0:00:13.198545 2021-04-10 03:06:01,933 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.45ms, fps=1972 images/s, loss=1.1036, top1-acc=70.86%, top5-acc=91.20%, remaining_time=0:00:11.334370, arrival_time=2021-04-10 03:06:13.268242, cost_time=0:00:14.497462 2021-04-10 03:06:03,236 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=2.15ms, fps=1966 images/s, loss=1.1042, top1-acc=70.79%, top5-acc=91.23%, remaining_time=0:00:10.006768, arrival_time=2021-04-10 03:06:13.243375, cost_time=0:00:15.800129 2021-04-10 03:06:04,539 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.50ms, fps=1966 images/s, loss=1.1086, top1-acc=70.76%, top5-acc=91.15%, remaining_time=0:00:08.683026, arrival_time=2021-04-10 03:06:13.222427, cost_time=0:00:17.102942 2021-04-10 03:06:05,842 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.87ms, fps=1966 images/s, loss=1.1139, top1-acc=70.62%, top5-acc=91.09%, remaining_time=0:00:07.362432, arrival_time=2021-04-10 03:06:13.204937, cost_time=0:00:18.406057 2021-04-10 03:06:07,138 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.44ms, fps=1976 images/s, loss=1.1171, top1-acc=70.55%, top5-acc=91.03%, remaining_time=0:00:06.041962, arrival_time=2021-04-10 03:06:13.180406, cost_time=0:00:19.702008 2021-04-10 03:06:08,442 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.54ms, fps=1964 images/s, loss=1.1152, top1-acc=70.61%, top5-acc=91.05%, remaining_time=0:00:04.726368, arrival_time=2021-04-10 03:06:13.168808, cost_time=0:00:21.006083 2021-04-10 03:06:09,745 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.50ms, fps=1965 images/s, loss=1.1177, top1-acc=70.55%, top5-acc=91.01%, remaining_time=0:00:03.411980, arrival_time=2021-04-10 03:06:13.157492, cost_time=0:00:22.309029 2021-04-10 03:06:11,060 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.76ms, fps=1948 images/s, loss=1.1222, top1-acc=70.43%, top5-acc=90.96%, remaining_time=0:00:02.099872, arrival_time=2021-04-10 03:06:13.159909, cost_time=0:00:23.623592 2021-04-10 03:06:12,371 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.19ms, fps=1953 images/s, loss=1.1256, top1-acc=70.35%, top5-acc=90.92%, remaining_time=0:00:00.787416, arrival_time=2021-04-10 03:06:13.158667, cost_time=0:00:24.934809 2021-04-10 03:06:13,084 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=6.52ms, fps=1908 images/s, loss=1.1290, top1-acc=70.28%, top5-acc=90.87%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:13.084588, cost_time=0:00:25.648116 2021-04-10 03:06:13,638 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=2.02ms, fps=4634 images/s, loss=2.0301, top1-acc=54.69%, top5-acc=78.12%, remaining_time=0:00:01.657200, arrival_time=2021-04-10 03:06:15.295391, cost_time=0:00:00.552395 2021-04-10 03:06:14,067 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.35ms, fps=5967 images/s, loss=1.9656, top1-acc=55.45%, top5-acc=79.30%, remaining_time=0:00:00.981940, arrival_time=2021-04-10 03:06:15.049625, cost_time=0:00:00.981940 2021-04-10 03:06:14,504 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.29ms, fps=5868 images/s, loss=1.9375, top1-acc=55.68%, top5-acc=79.82%, remaining_time=0:00:00.472860, arrival_time=2021-04-10 03:06:14.977331, cost_time=0:00:01.418571 2021-04-10 03:06:14,896 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.11ms, fps=5932 images/s, loss=1.9447, top1-acc=55.78%, top5-acc=79.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:14.896182, cost_time=0:00:01.810444 2021-04-10 03:06:15,642 INFO : Epoch=0058 complete, best val top1-acc=57.55%, top5-acc=81.42% (epoch=56), remaining_time=1:07:48.240218, arrival_time=2021-04-10 04:14:03.882563, cost_time=0:27:41.675593 2021-04-10 03:06:15,642 INFO : Train start, epoch=0059, lr=0.080645 2021-04-10 03:06:17,108 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=0.26ms, fps=1747 images/s, loss=1.1079, top1-acc=70.04%, top5-acc=90.70%, remaining_time=0:00:27.262020, arrival_time=2021-04-10 03:06:44.370814, cost_time=0:00:01.465701 2021-04-10 03:06:18,413 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=2.01ms, fps=1963 images/s, loss=1.0897, top1-acc=70.55%, top5-acc=91.09%, remaining_time=0:00:24.376176, arrival_time=2021-04-10 03:06:42.789457, cost_time=0:00:02.770027 2021-04-10 03:06:19,721 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.60ms, fps=1959 images/s, loss=1.0832, top1-acc=71.03%, top5-acc=91.09%, remaining_time=0:00:22.563716, arrival_time=2021-04-10 03:06:42.284692, cost_time=0:00:04.077777 2021-04-10 03:06:21,022 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.89ms, fps=1969 images/s, loss=1.0884, top1-acc=71.00%, top5-acc=91.26%, remaining_time=0:00:20.977008, arrival_time=2021-04-10 03:06:41.999017, cost_time=0:00:05.378703 2021-04-10 03:06:22,322 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.42ms, fps=1970 images/s, loss=1.0991, top1-acc=70.73%, top5-acc=91.23%, remaining_time=0:00:19.503410, arrival_time=2021-04-10 03:06:41.825764, cost_time=0:00:06.679251 2021-04-10 03:06:23,631 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.84ms, fps=1956 images/s, loss=1.1063, top1-acc=70.61%, top5-acc=91.09%, remaining_time=0:00:18.107040, arrival_time=2021-04-10 03:06:41.738666, cost_time=0:00:07.988395 2021-04-10 03:06:24,949 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.74ms, fps=1943 images/s, loss=1.1030, top1-acc=70.65%, top5-acc=91.03%, remaining_time=0:00:16.751700, arrival_time=2021-04-10 03:06:41.701444, cost_time=0:00:09.306515 2021-04-10 03:06:26,254 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.61ms, fps=1964 images/s, loss=1.1000, top1-acc=70.79%, top5-acc=91.08%, remaining_time=0:00:15.386240, arrival_time=2021-04-10 03:06:41.640600, cost_time=0:00:10.611185 2021-04-10 03:06:27,555 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.37ms, fps=1969 images/s, loss=1.1037, top1-acc=70.76%, top5-acc=91.05%, remaining_time=0:00:14.029948, arrival_time=2021-04-10 03:06:41.585380, cost_time=0:00:11.912259 2021-04-10 03:06:28,856 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.42ms, fps=1969 images/s, loss=1.1047, top1-acc=70.71%, top5-acc=91.07%, remaining_time=0:00:12.684480, arrival_time=2021-04-10 03:06:41.540641, cost_time=0:00:13.212970 2021-04-10 03:06:30,159 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.35ms, fps=1965 images/s, loss=1.1045, top1-acc=70.67%, top5-acc=91.10%, remaining_time=0:00:11.349248, arrival_time=2021-04-10 03:06:41.508868, cost_time=0:00:14.516529 2021-04-10 03:06:31,459 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.50ms, fps=1970 images/s, loss=1.1010, top1-acc=70.77%, top5-acc=91.16%, remaining_time=0:00:10.017104, arrival_time=2021-04-10 03:06:41.476784, cost_time=0:00:15.816489 2021-04-10 03:06:32,772 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=2.15ms, fps=1951 images/s, loss=1.1011, top1-acc=70.81%, top5-acc=91.13%, remaining_time=0:00:08.696490, arrival_time=2021-04-10 03:06:41.469014, cost_time=0:00:17.129408 2021-04-10 03:06:34,077 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=2.28ms, fps=1962 images/s, loss=1.1044, top1-acc=70.71%, top5-acc=91.07%, remaining_time=0:00:07.373800, arrival_time=2021-04-10 03:06:41.451575, cost_time=0:00:18.434473 2021-04-10 03:06:35,390 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.90ms, fps=1951 images/s, loss=1.1056, top1-acc=70.70%, top5-acc=91.02%, remaining_time=0:00:06.055900, arrival_time=2021-04-10 03:06:41.446534, cost_time=0:00:19.747458 2021-04-10 03:06:36,703 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.31ms, fps=1952 images/s, loss=1.1104, top1-acc=70.61%, top5-acc=90.98%, remaining_time=0:00:04.738428, arrival_time=2021-04-10 03:06:41.441303, cost_time=0:00:21.059629 2021-04-10 03:06:38,020 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=2.00ms, fps=1944 images/s, loss=1.1136, top1-acc=70.56%, top5-acc=90.94%, remaining_time=0:00:03.422458, arrival_time=2021-04-10 03:06:41.443187, cost_time=0:00:22.377555 2021-04-10 03:06:39,328 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.89ms, fps=1959 images/s, loss=1.1149, top1-acc=70.53%, top5-acc=90.94%, remaining_time=0:00:02.105312, arrival_time=2021-04-10 03:06:41.433256, cost_time=0:00:23.684697 2021-04-10 03:06:40,638 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.24ms, fps=1955 images/s, loss=1.1167, top1-acc=70.53%, top5-acc=90.88%, remaining_time=0:00:00.789306, arrival_time=2021-04-10 03:06:41.427261, cost_time=0:00:24.994752 2021-04-10 03:06:41,340 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.36ms, fps=1936 images/s, loss=1.1207, top1-acc=70.48%, top5-acc=90.84%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:41.340829, cost_time=0:00:25.697730 2021-04-10 03:06:41,879 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.20ms, fps=4763 images/s, loss=1.6574, top1-acc=58.48%, top5-acc=83.40%, remaining_time=0:00:01.612350, arrival_time=2021-04-10 03:06:43.491700, cost_time=0:00:00.537452 2021-04-10 03:06:42,315 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=6.72ms, fps=5880 images/s, loss=1.7026, top1-acc=58.05%, top5-acc=82.58%, remaining_time=0:00:00.973160, arrival_time=2021-04-10 03:06:43.288458, cost_time=0:00:00.973165 2021-04-10 03:06:42,774 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.31ms, fps=5587 images/s, loss=1.6840, top1-acc=58.28%, top5-acc=82.90%, remaining_time=0:00:00.477440, arrival_time=2021-04-10 03:06:43.251735, cost_time=0:00:01.432307 2021-04-10 03:06:43,174 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.09ms, fps=5805 images/s, loss=1.7063, top1-acc=58.05%, top5-acc=82.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:43.174381, cost_time=0:00:01.832501 2021-04-10 03:06:45,458 INFO : Epoch=0059 complete, best val top1-acc=58.05%, top5-acc=82.85% (epoch=59), remaining_time=1:07:22.378068, arrival_time=2021-04-10 04:14:07.836393, cost_time=0:28:11.491547 2021-04-10 03:06:45,459 INFO : Train start, epoch=0060, lr=0.080021 2021-04-10 03:06:46,954 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=1.56ms, fps=1713 images/s, loss=1.1262, top1-acc=70.08%, top5-acc=90.78%, remaining_time=0:00:27.801978, arrival_time=2021-04-10 03:07:14.756122, cost_time=0:00:01.494731 2021-04-10 03:06:48,257 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.64ms, fps=1965 images/s, loss=1.1029, top1-acc=70.47%, top5-acc=91.45%, remaining_time=0:00:24.621696, arrival_time=2021-04-10 03:07:12.879026, cost_time=0:00:02.797924 2021-04-10 03:06:49,558 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.39ms, fps=1969 images/s, loss=1.1010, top1-acc=70.48%, top5-acc=91.39%, remaining_time=0:00:22.679584, arrival_time=2021-04-10 03:07:12.237625, cost_time=0:00:04.098708 2021-04-10 03:06:50,857 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.68ms, fps=1971 images/s, loss=1.0943, top1-acc=70.69%, top5-acc=91.44%, remaining_time=0:00:21.052356, arrival_time=2021-04-10 03:07:11.909752, cost_time=0:00:05.398024 2021-04-10 03:06:52,161 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.47ms, fps=1964 images/s, loss=1.0983, top1-acc=70.75%, top5-acc=91.06%, remaining_time=0:00:19.570862, arrival_time=2021-04-10 03:07:11.732599, cost_time=0:00:06.702328 2021-04-10 03:06:53,463 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.54ms, fps=1968 images/s, loss=1.1023, top1-acc=70.81%, top5-acc=91.06%, remaining_time=0:00:18.142536, arrival_time=2021-04-10 03:07:11.605994, cost_time=0:00:08.004084 2021-04-10 03:06:54,766 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.79ms, fps=1966 images/s, loss=1.0990, top1-acc=70.91%, top5-acc=91.18%, remaining_time=0:00:16.752834, arrival_time=2021-04-10 03:07:11.519258, cost_time=0:00:09.307104 2021-04-10 03:06:56,067 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.45ms, fps=1969 images/s, loss=1.1020, top1-acc=70.95%, top5-acc=91.16%, remaining_time=0:00:15.381484, arrival_time=2021-04-10 03:07:11.448790, cost_time=0:00:10.607894 2021-04-10 03:06:57,379 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=2.05ms, fps=1952 images/s, loss=1.1098, top1-acc=70.80%, top5-acc=91.04%, remaining_time=0:00:14.039488, arrival_time=2021-04-10 03:07:11.419195, cost_time=0:00:11.920304 2021-04-10 03:06:58,681 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.43ms, fps=1967 images/s, loss=1.1145, top1-acc=70.70%, top5-acc=90.99%, remaining_time=0:00:12.693216, arrival_time=2021-04-10 03:07:11.374672, cost_time=0:00:13.222132 2021-04-10 03:06:59,992 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=2.03ms, fps=1954 images/s, loss=1.1115, top1-acc=70.80%, top5-acc=91.04%, remaining_time=0:00:11.361804, arrival_time=2021-04-10 03:07:11.353797, cost_time=0:00:14.532510 2021-04-10 03:07:01,303 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=2.11ms, fps=1954 images/s, loss=1.1134, top1-acc=70.81%, top5-acc=90.97%, remaining_time=0:00:10.034204, arrival_time=2021-04-10 03:07:11.337228, cost_time=0:00:15.843497 2021-04-10 03:07:02,615 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.91ms, fps=1951 images/s, loss=1.1149, top1-acc=70.79%, top5-acc=90.97%, remaining_time=0:00:08.710152, arrival_time=2021-04-10 03:07:11.325866, cost_time=0:00:17.156301 2021-04-10 03:07:03,918 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.45ms, fps=1966 images/s, loss=1.1172, top1-acc=70.75%, top5-acc=90.97%, remaining_time=0:00:07.383768, arrival_time=2021-04-10 03:07:11.302569, cost_time=0:00:18.459391 2021-04-10 03:07:05,215 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.46ms, fps=1976 images/s, loss=1.1201, top1-acc=70.66%, top5-acc=90.93%, remaining_time=0:00:06.058430, arrival_time=2021-04-10 03:07:11.273523, cost_time=0:00:19.755685 2021-04-10 03:07:06,526 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.92ms, fps=1953 images/s, loss=1.1181, top1-acc=70.67%, top5-acc=90.95%, remaining_time=0:00:04.740084, arrival_time=2021-04-10 03:07:11.266478, cost_time=0:00:21.067055 2021-04-10 03:07:07,836 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.81ms, fps=1956 images/s, loss=1.1185, top1-acc=70.62%, top5-acc=90.94%, remaining_time=0:00:03.422276, arrival_time=2021-04-10 03:07:11.258203, cost_time=0:00:22.376444 2021-04-10 03:07:09,143 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.38ms, fps=1959 images/s, loss=1.1195, top1-acc=70.66%, top5-acc=90.94%, remaining_time=0:00:02.105216, arrival_time=2021-04-10 03:07:11.248440, cost_time=0:00:23.683763 2021-04-10 03:07:10,446 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.42ms, fps=1965 images/s, loss=1.1233, top1-acc=70.59%, top5-acc=90.89%, remaining_time=0:00:00.789072, arrival_time=2021-04-10 03:07:11.235708, cost_time=0:00:24.987236 2021-04-10 03:07:11,157 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=2.35ms, fps=1916 images/s, loss=1.1252, top1-acc=70.59%, top5-acc=90.86%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:11.157345, cost_time=0:00:25.697654 2021-04-10 03:07:11,667 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=0.21ms, fps=5032 images/s, loss=1.9133, top1-acc=54.18%, top5-acc=79.26%, remaining_time=0:00:01.526220, arrival_time=2021-04-10 03:07:13.194071, cost_time=0:00:00.508742 2021-04-10 03:07:12,103 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.99ms, fps=5890 images/s, loss=1.9129, top1-acc=53.93%, top5-acc=79.00%, remaining_time=0:00:00.943780, arrival_time=2021-04-10 03:07:13.046789, cost_time=0:00:00.943782 2021-04-10 03:07:12,533 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.45ms, fps=5960 images/s, loss=1.8965, top1-acc=54.22%, top5-acc=79.32%, remaining_time=0:00:00.458060, arrival_time=2021-04-10 03:07:12.991333, cost_time=0:00:01.374173 2021-04-10 03:07:12,926 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.08ms, fps=5913 images/s, loss=1.9169, top1-acc=54.22%, top5-acc=79.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:12.925959, cost_time=0:00:01.766894 2021-04-10 03:07:13,725 INFO : Epoch=0060 complete, best val top1-acc=58.05%, top5-acc=82.85% (epoch=59), remaining_time=1:06:52.769600, arrival_time=2021-04-10 04:14:06.494765, cost_time=0:28:39.758416 2021-04-10 03:07:13,725 INFO : Train start, epoch=0061, lr=0.079389 2021-04-10 03:07:15,258 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=0.37ms, fps=1670 images/s, loss=1.1334, top1-acc=69.61%, top5-acc=91.48%, remaining_time=0:00:28.508964, arrival_time=2021-04-10 03:07:43.767657, cost_time=0:00:01.532735 2021-04-10 03:07:16,581 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=2.08ms, fps=1937 images/s, loss=1.1009, top1-acc=70.70%, top5-acc=91.56%, remaining_time=0:00:25.126288, arrival_time=2021-04-10 03:07:41.707505, cost_time=0:00:02.855266 2021-04-10 03:07:17,887 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.89ms, fps=1960 images/s, loss=1.0925, top1-acc=71.05%, top5-acc=91.64%, remaining_time=0:00:23.029346, arrival_time=2021-04-10 03:07:40.917233, cost_time=0:00:04.161944 2021-04-10 03:07:19,195 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.73ms, fps=1958 images/s, loss=1.0968, top1-acc=71.06%, top5-acc=91.40%, remaining_time=0:00:21.332688, arrival_time=2021-04-10 03:07:40.528547, cost_time=0:00:05.469927 2021-04-10 03:07:20,500 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.54ms, fps=1964 images/s, loss=1.1008, top1-acc=71.13%, top5-acc=91.24%, remaining_time=0:00:19.780664, arrival_time=2021-04-10 03:07:40.280729, cost_time=0:00:06.774198 2021-04-10 03:07:21,808 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=2.02ms, fps=1958 images/s, loss=1.1029, top1-acc=71.19%, top5-acc=91.20%, remaining_time=0:00:18.319880, arrival_time=2021-04-10 03:07:40.128258, cost_time=0:00:08.082319 2021-04-10 03:07:23,120 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.77ms, fps=1952 images/s, loss=1.0955, top1-acc=71.34%, top5-acc=91.22%, remaining_time=0:00:16.910460, arrival_time=2021-04-10 03:07:40.031107, cost_time=0:00:09.394710 2021-04-10 03:07:24,435 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.73ms, fps=1949 images/s, loss=1.0945, top1-acc=71.37%, top5-acc=91.21%, remaining_time=0:00:15.528108, arrival_time=2021-04-10 03:07:39.963101, cost_time=0:00:10.709053 2021-04-10 03:07:25,735 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.43ms, fps=1970 images/s, loss=1.0940, top1-acc=71.32%, top5-acc=91.27%, remaining_time=0:00:14.143898, arrival_time=2021-04-10 03:07:39.878841, cost_time=0:00:12.009006 2021-04-10 03:07:27,035 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.88ms, fps=1970 images/s, loss=1.1005, top1-acc=71.04%, top5-acc=91.26%, remaining_time=0:00:12.776928, arrival_time=2021-04-10 03:07:39.812198, cost_time=0:00:13.309327 2021-04-10 03:07:28,343 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.90ms, fps=1958 images/s, loss=1.1033, top1-acc=70.98%, top5-acc=91.19%, remaining_time=0:00:11.428024, arrival_time=2021-04-10 03:07:39.771156, cost_time=0:00:14.617235 2021-04-10 03:07:29,654 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.55ms, fps=1953 images/s, loss=1.1036, top1-acc=71.00%, top5-acc=91.11%, remaining_time=0:00:10.088164, arrival_time=2021-04-10 03:07:39.742877, cost_time=0:00:15.928732 2021-04-10 03:07:30,957 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.92ms, fps=1966 images/s, loss=1.1036, top1-acc=71.00%, top5-acc=91.07%, remaining_time=0:00:08.748498, arrival_time=2021-04-10 03:07:39.706350, cost_time=0:00:17.231849 2021-04-10 03:07:32,266 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.88ms, fps=1958 images/s, loss=1.1071, top1-acc=70.99%, top5-acc=91.01%, remaining_time=0:00:07.416024, arrival_time=2021-04-10 03:07:39.682087, cost_time=0:00:18.540121 2021-04-10 03:07:33,571 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.41ms, fps=1963 images/s, loss=1.1081, top1-acc=70.97%, top5-acc=90.99%, remaining_time=0:00:06.085846, arrival_time=2021-04-10 03:07:39.656902, cost_time=0:00:19.845112 2021-04-10 03:07:34,875 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.95ms, fps=1964 images/s, loss=1.1123, top1-acc=70.90%, top5-acc=90.94%, remaining_time=0:00:04.758588, arrival_time=2021-04-10 03:07:39.633873, cost_time=0:00:21.149318 2021-04-10 03:07:36,176 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.69ms, fps=1969 images/s, loss=1.1141, top1-acc=70.87%, top5-acc=90.93%, remaining_time=0:00:03.433560, arrival_time=2021-04-10 03:07:39.609797, cost_time=0:00:22.450173 2021-04-10 03:07:37,498 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=2.42ms, fps=1938 images/s, loss=1.1199, top1-acc=70.70%, top5-acc=90.87%, remaining_time=0:00:02.113088, arrival_time=2021-04-10 03:07:39.611190, cost_time=0:00:23.772190 2021-04-10 03:07:38,811 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.39ms, fps=1951 images/s, loss=1.1198, top1-acc=70.70%, top5-acc=90.88%, remaining_time=0:00:00.792162, arrival_time=2021-04-10 03:07:39.603158, cost_time=0:00:25.085070 2021-04-10 03:07:39,522 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.42ms, fps=1913 images/s, loss=1.1200, top1-acc=70.72%, top5-acc=90.87%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:39.522570, cost_time=0:00:25.796635 2021-04-10 03:07:40,082 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=0.42ms, fps=4580 images/s, loss=1.6667, top1-acc=59.10%, top5-acc=83.16%, remaining_time=0:00:01.676970, arrival_time=2021-04-10 03:07:41.759741, cost_time=0:00:00.558988 2021-04-10 03:07:40,517 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.27ms, fps=5895 images/s, loss=1.6793, top1-acc=59.14%, top5-acc=82.75%, remaining_time=0:00:00.993720, arrival_time=2021-04-10 03:07:41.511225, cost_time=0:00:00.993721 2021-04-10 03:07:40,959 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=2.55ms, fps=5806 images/s, loss=1.7064, top1-acc=58.48%, top5-acc=82.80%, remaining_time=0:00:00.478360, arrival_time=2021-04-10 03:07:41.437344, cost_time=0:00:01.435080 2021-04-10 03:07:41,352 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.08ms, fps=5904 images/s, loss=1.7269, top1-acc=58.34%, top5-acc=82.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:41.352549, cost_time=0:00:01.828808 2021-04-10 03:07:42,935 INFO : Epoch=0061 complete, best val top1-acc=58.34%, top5-acc=82.97% (epoch=61), remaining_time=1:06:25.354207, arrival_time=2021-04-10 04:14:08.289359, cost_time=0:29:08.968398 2021-04-10 03:07:42,935 INFO : Train start, epoch=0062, lr=0.078750 2021-04-10 03:07:44,448 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=2.60ms, fps=1693 images/s, loss=1.0757, top1-acc=71.41%, top5-acc=91.64%, remaining_time=0:00:28.121712, arrival_time=2021-04-10 03:08:12.569631, cost_time=0:00:01.511925 2021-04-10 03:07:45,751 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.46ms, fps=1966 images/s, loss=1.0501, top1-acc=72.30%, top5-acc=91.86%, remaining_time=0:00:24.773232, arrival_time=2021-04-10 03:08:10.524300, cost_time=0:00:02.815149 2021-04-10 03:07:47,057 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.70ms, fps=1961 images/s, loss=1.0369, top1-acc=72.43%, top5-acc=92.11%, remaining_time=0:00:22.803918, arrival_time=2021-04-10 03:08:09.861102, cost_time=0:00:04.121201 2021-04-10 03:07:48,358 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.55ms, fps=1969 images/s, loss=1.0498, top1-acc=72.05%, top5-acc=91.89%, remaining_time=0:00:21.146580, arrival_time=2021-04-10 03:08:09.504737, cost_time=0:00:05.422203 2021-04-10 03:07:49,677 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=2.02ms, fps=1942 images/s, loss=1.0605, top1-acc=71.83%, top5-acc=91.75%, remaining_time=0:00:19.684158, arrival_time=2021-04-10 03:08:09.361312, cost_time=0:00:06.741163 2021-04-10 03:07:50,980 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.54ms, fps=1965 images/s, loss=1.0704, top1-acc=71.76%, top5-acc=91.45%, remaining_time=0:00:18.235288, arrival_time=2021-04-10 03:08:09.216133, cost_time=0:00:08.044986 2021-04-10 03:07:52,283 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.45ms, fps=1966 images/s, loss=1.0685, top1-acc=71.79%, top5-acc=91.53%, remaining_time=0:00:16.825158, arrival_time=2021-04-10 03:08:09.108491, cost_time=0:00:09.347343 2021-04-10 03:07:53,592 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.48ms, fps=1956 images/s, loss=1.0729, top1-acc=71.67%, top5-acc=91.47%, remaining_time=0:00:15.452476, arrival_time=2021-04-10 03:08:09.045208, cost_time=0:00:10.656888 2021-04-10 03:07:54,904 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.44ms, fps=1953 images/s, loss=1.0731, top1-acc=71.66%, top5-acc=91.48%, remaining_time=0:00:14.095668, arrival_time=2021-04-10 03:08:08.999593, cost_time=0:00:11.967997 2021-04-10 03:07:56,205 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.92ms, fps=1967 images/s, loss=1.0695, top1-acc=71.72%, top5-acc=91.55%, remaining_time=0:00:12.739104, arrival_time=2021-04-10 03:08:08.944899, cost_time=0:00:13.269949 2021-04-10 03:07:57,511 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=2.08ms, fps=1962 images/s, loss=1.0719, top1-acc=71.72%, top5-acc=91.49%, remaining_time=0:00:11.395258, arrival_time=2021-04-10 03:08:08.906463, cost_time=0:00:14.575283 2021-04-10 03:07:58,809 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.54ms, fps=1972 images/s, loss=1.0767, top1-acc=71.67%, top5-acc=91.45%, remaining_time=0:00:10.053584, arrival_time=2021-04-10 03:08:08.863492, cost_time=0:00:15.874051 2021-04-10 03:08:00,113 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.44ms, fps=1965 images/s, loss=1.0774, top1-acc=71.58%, top5-acc=91.41%, remaining_time=0:00:08.720910, arrival_time=2021-04-10 03:08:08.834373, cost_time=0:00:17.177533 2021-04-10 03:08:01,414 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.93ms, fps=1969 images/s, loss=1.0815, top1-acc=71.52%, top5-acc=91.39%, remaining_time=0:00:07.391384, arrival_time=2021-04-10 03:08:08.805669, cost_time=0:00:18.478437 2021-04-10 03:08:02,718 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=2.03ms, fps=1963 images/s, loss=1.0834, top1-acc=71.49%, top5-acc=91.34%, remaining_time=0:00:06.066756, arrival_time=2021-04-10 03:08:08.785589, cost_time=0:00:19.782826 2021-04-10 03:08:04,032 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.65ms, fps=1950 images/s, loss=1.0868, top1-acc=71.39%, top5-acc=91.29%, remaining_time=0:00:04.746744, arrival_time=2021-04-10 03:08:08.779388, cost_time=0:00:21.096709 2021-04-10 03:08:05,338 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.98ms, fps=1962 images/s, loss=1.0908, top1-acc=71.34%, top5-acc=91.22%, remaining_time=0:00:03.426202, arrival_time=2021-04-10 03:08:08.764271, cost_time=0:00:22.402129 2021-04-10 03:08:06,650 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=2.45ms, fps=1951 images/s, loss=1.0951, top1-acc=71.28%, top5-acc=91.18%, remaining_time=0:00:02.107984, arrival_time=2021-04-10 03:08:08.758694, cost_time=0:00:23.714772 2021-04-10 03:08:07,954 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.80ms, fps=1965 images/s, loss=1.0969, top1-acc=71.25%, top5-acc=91.13%, remaining_time=0:00:00.790044, arrival_time=2021-04-10 03:08:08.744136, cost_time=0:00:25.018089 2021-04-10 03:08:08,658 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.29ms, fps=1934 images/s, loss=1.0974, top1-acc=71.25%, top5-acc=91.14%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:08.658234, cost_time=0:00:25.722393 2021-04-10 03:08:09,193 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=2.89ms, fps=4796 images/s, loss=1.7433, top1-acc=59.34%, top5-acc=83.09%, remaining_time=0:00:01.601250, arrival_time=2021-04-10 03:08:10.794257, cost_time=0:00:00.533749 2021-04-10 03:08:09,626 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.90ms, fps=5911 images/s, loss=1.7508, top1-acc=59.08%, top5-acc=82.73%, remaining_time=0:00:00.967360, arrival_time=2021-04-10 03:08:10.593979, cost_time=0:00:00.967356 2021-04-10 03:08:10,059 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.37ms, fps=5926 images/s, loss=1.7476, top1-acc=58.76%, top5-acc=82.55%, remaining_time=0:00:00.466610, arrival_time=2021-04-10 03:08:10.525649, cost_time=0:00:01.399824 2021-04-10 03:08:10,450 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.07ms, fps=5934 images/s, loss=1.7597, top1-acc=58.99%, top5-acc=82.59%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:10.450354, cost_time=0:00:01.791164 2021-04-10 03:08:11,951 INFO : Epoch=0062 complete, best val top1-acc=58.99%, top5-acc=82.59% (epoch=62), remaining_time=1:05:57.450150, arrival_time=2021-04-10 04:14:09.401766, cost_time=0:29:37.984855 2021-04-10 03:08:11,952 INFO : Train start, epoch=0063, lr=0.078104 2021-04-10 03:08:13,462 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=0.65ms, fps=1696 images/s, loss=1.0077, top1-acc=73.12%, top5-acc=92.81%, remaining_time=0:00:28.079676, arrival_time=2021-04-10 03:08:41.542010, cost_time=0:00:01.509659 2021-04-10 03:08:14,778 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.48ms, fps=1946 images/s, loss=1.0255, top1-acc=73.65%, top5-acc=92.25%, remaining_time=0:00:24.865456, arrival_time=2021-04-10 03:08:39.643788, cost_time=0:00:02.825627 2021-04-10 03:08:16,090 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.96ms, fps=1952 images/s, loss=1.0343, top1-acc=73.14%, top5-acc=91.99%, remaining_time=0:00:22.897708, arrival_time=2021-04-10 03:08:38.988423, cost_time=0:00:04.138131 2021-04-10 03:08:17,395 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.40ms, fps=1963 images/s, loss=1.0356, top1-acc=73.15%, top5-acc=92.06%, remaining_time=0:00:21.227232, arrival_time=2021-04-10 03:08:38.622776, cost_time=0:00:05.442873 2021-04-10 03:08:18,705 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.44ms, fps=1956 images/s, loss=1.0481, top1-acc=72.59%, top5-acc=91.98%, remaining_time=0:00:19.716132, arrival_time=2021-04-10 03:08:38.421018, cost_time=0:00:06.752095 2021-04-10 03:08:20,010 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=2.15ms, fps=1963 images/s, loss=1.0623, top1-acc=72.20%, top5-acc=91.67%, remaining_time=0:00:18.263440, arrival_time=2021-04-10 03:08:38.273414, cost_time=0:00:08.057376 2021-04-10 03:08:21,340 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.57ms, fps=1925 images/s, loss=1.0520, top1-acc=72.34%, top5-acc=91.87%, remaining_time=0:00:16.898238, arrival_time=2021-04-10 03:08:38.238920, cost_time=0:00:09.387939 2021-04-10 03:08:22,653 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.37ms, fps=1952 images/s, loss=1.0491, top1-acc=72.43%, top5-acc=91.93%, remaining_time=0:00:15.515348, arrival_time=2021-04-10 03:08:38.168300, cost_time=0:00:10.700279 2021-04-10 03:08:23,959 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=2.06ms, fps=1960 images/s, loss=1.0579, top1-acc=72.23%, top5-acc=91.76%, remaining_time=0:00:14.141566, arrival_time=2021-04-10 03:08:38.101286, cost_time=0:00:12.006975 2021-04-10 03:08:25,261 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=2.22ms, fps=1967 images/s, loss=1.0588, top1-acc=72.25%, top5-acc=91.72%, remaining_time=0:00:12.776736, arrival_time=2021-04-10 03:08:38.038538, cost_time=0:00:13.309058 2021-04-10 03:08:26,568 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.45ms, fps=1960 images/s, loss=1.0616, top1-acc=72.28%, top5-acc=91.68%, remaining_time=0:00:11.426992, arrival_time=2021-04-10 03:08:37.995462, cost_time=0:00:14.615874 2021-04-10 03:08:27,867 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.40ms, fps=1972 images/s, loss=1.0592, top1-acc=72.25%, top5-acc=91.71%, remaining_time=0:00:10.079272, arrival_time=2021-04-10 03:08:37.946628, cost_time=0:00:15.914619 2021-04-10 03:08:29,171 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.53ms, fps=1964 images/s, loss=1.0607, top1-acc=72.19%, top5-acc=91.69%, remaining_time=0:00:08.741832, arrival_time=2021-04-10 03:08:37.913173, cost_time=0:00:17.218755 2021-04-10 03:08:30,474 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.91ms, fps=1966 images/s, loss=1.0663, top1-acc=72.07%, top5-acc=91.67%, remaining_time=0:00:07.408464, arrival_time=2021-04-10 03:08:37.882370, cost_time=0:00:18.521170 2021-04-10 03:08:31,783 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=2.50ms, fps=1956 images/s, loss=1.0685, top1-acc=72.02%, top5-acc=91.66%, remaining_time=0:00:06.081522, arrival_time=2021-04-10 03:08:37.865154, cost_time=0:00:19.831040 2021-04-10 03:08:33,090 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.57ms, fps=1960 images/s, loss=1.0719, top1-acc=71.97%, top5-acc=91.59%, remaining_time=0:00:04.755996, arrival_time=2021-04-10 03:08:37.846542, cost_time=0:00:21.137771 2021-04-10 03:08:34,400 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.72ms, fps=1956 images/s, loss=1.0777, top1-acc=71.76%, top5-acc=91.49%, remaining_time=0:00:03.433118, arrival_time=2021-04-10 03:08:37.833116, cost_time=0:00:22.447296 2021-04-10 03:08:35,706 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.31ms, fps=1961 images/s, loss=1.0808, top1-acc=71.66%, top5-acc=91.44%, remaining_time=0:00:02.111408, arrival_time=2021-04-10 03:08:37.817337, cost_time=0:00:23.753271 2021-04-10 03:08:37,035 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.79ms, fps=1927 images/s, loss=1.0824, top1-acc=71.64%, top5-acc=91.42%, remaining_time=0:00:00.792072, arrival_time=2021-04-10 03:08:37.827143, cost_time=0:00:25.082372 2021-04-10 03:08:37,741 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.75ms, fps=1928 images/s, loss=1.0827, top1-acc=71.65%, top5-acc=91.43%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:37.741413, cost_time=0:00:25.788536 2021-04-10 03:08:38,369 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=0.21ms, fps=4086 images/s, loss=1.8055, top1-acc=58.20%, top5-acc=80.62%, remaining_time=0:00:01.879410, arrival_time=2021-04-10 03:08:40.248914, cost_time=0:00:00.626474 2021-04-10 03:08:38,801 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.40ms, fps=5931 images/s, loss=1.8115, top1-acc=57.60%, top5-acc=80.90%, remaining_time=0:00:01.058540, arrival_time=2021-04-10 03:08:39.860113, cost_time=0:00:01.058535 2021-04-10 03:08:39,239 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.52ms, fps=5853 images/s, loss=1.8192, top1-acc=57.28%, top5-acc=81.04%, remaining_time=0:00:00.498800, arrival_time=2021-04-10 03:08:39.738349, cost_time=0:00:01.496404 2021-04-10 03:08:39,632 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.07ms, fps=5921 images/s, loss=1.8538, top1-acc=56.94%, top5-acc=80.84%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:39.632019, cost_time=0:00:01.889058 2021-04-10 03:08:40,964 INFO : Epoch=0063 complete, best val top1-acc=58.99%, top5-acc=82.59% (epoch=62), remaining_time=1:05:29.503459, arrival_time=2021-04-10 04:14:10.468156, cost_time=0:30:06.997950 2021-04-10 03:08:40,965 INFO : Train start, epoch=0064, lr=0.077451 2021-04-10 03:08:42,430 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.55ms, fps=1747 images/s, loss=0.9816, top1-acc=73.83%, top5-acc=92.93%, remaining_time=0:00:27.248814, arrival_time=2021-04-10 03:09:09.679322, cost_time=0:00:01.464992 2021-04-10 03:08:43,740 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.45ms, fps=1955 images/s, loss=1.0025, top1-acc=72.95%, top5-acc=92.64%, remaining_time=0:00:24.422816, arrival_time=2021-04-10 03:09:08.163683, cost_time=0:00:02.775320 2021-04-10 03:08:45,048 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.78ms, fps=1960 images/s, loss=0.9913, top1-acc=73.20%, top5-acc=92.62%, remaining_time=0:00:22.589280, arrival_time=2021-04-10 03:09:07.637246, cost_time=0:00:04.082400 2021-04-10 03:08:46,352 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.95ms, fps=1964 images/s, loss=1.0145, top1-acc=72.91%, top5-acc=92.44%, remaining_time=0:00:21.009300, arrival_time=2021-04-10 03:09:07.361771, cost_time=0:00:05.386988 2021-04-10 03:08:47,654 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.57ms, fps=1967 images/s, loss=1.0319, top1-acc=72.40%, top5-acc=92.15%, remaining_time=0:00:19.533048, arrival_time=2021-04-10 03:09:07.187902, cost_time=0:00:06.689392 2021-04-10 03:08:48,957 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.56ms, fps=1967 images/s, loss=1.0301, top1-acc=72.45%, top5-acc=92.21%, remaining_time=0:00:18.114112, arrival_time=2021-04-10 03:09:07.071199, cost_time=0:00:07.991514 2021-04-10 03:08:50,266 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.81ms, fps=1956 images/s, loss=1.0347, top1-acc=72.40%, top5-acc=92.21%, remaining_time=0:00:16.742124, arrival_time=2021-04-10 03:09:07.008783, cost_time=0:00:09.301161 2021-04-10 03:08:51,575 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.46ms, fps=1957 images/s, loss=1.0438, top1-acc=72.27%, top5-acc=92.06%, remaining_time=0:00:15.384616, arrival_time=2021-04-10 03:09:06.960187, cost_time=0:00:10.610084 2021-04-10 03:08:52,875 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=2.22ms, fps=1971 images/s, loss=1.0482, top1-acc=72.19%, top5-acc=91.98%, remaining_time=0:00:14.027086, arrival_time=2021-04-10 03:09:06.902440, cost_time=0:00:11.909827 2021-04-10 03:08:54,188 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=2.10ms, fps=1950 images/s, loss=1.0527, top1-acc=72.12%, top5-acc=91.91%, remaining_time=0:00:12.694176, arrival_time=2021-04-10 03:09:06.882659, cost_time=0:00:13.223079 2021-04-10 03:08:55,500 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=2.15ms, fps=1952 images/s, loss=1.0547, top1-acc=72.10%, top5-acc=91.86%, remaining_time=0:00:11.363524, arrival_time=2021-04-10 03:09:06.863693, cost_time=0:00:14.534766 2021-04-10 03:08:56,808 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.37ms, fps=1958 images/s, loss=1.0575, top1-acc=72.06%, top5-acc=91.86%, remaining_time=0:00:10.033748, arrival_time=2021-04-10 03:09:06.841980, cost_time=0:00:15.842735 2021-04-10 03:08:58,113 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.43ms, fps=1962 images/s, loss=1.0591, top1-acc=71.97%, top5-acc=91.78%, remaining_time=0:00:08.706060, arrival_time=2021-04-10 03:09:06.819724, cost_time=0:00:17.148261 2021-04-10 03:08:59,415 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.38ms, fps=1968 images/s, loss=1.0631, top1-acc=71.96%, top5-acc=91.70%, remaining_time=0:00:07.379904, arrival_time=2021-04-10 03:09:06.795142, cost_time=0:00:18.449745 2021-04-10 03:09:00,721 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.59ms, fps=1961 images/s, loss=1.0650, top1-acc=71.87%, top5-acc=91.66%, remaining_time=0:00:06.058384, arrival_time=2021-04-10 03:09:06.779527, cost_time=0:00:19.755608 2021-04-10 03:09:02,024 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.56ms, fps=1965 images/s, loss=1.0666, top1-acc=71.86%, top5-acc=91.61%, remaining_time=0:00:04.738284, arrival_time=2021-04-10 03:09:06.762834, cost_time=0:00:21.059045 2021-04-10 03:09:03,327 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.69ms, fps=1967 images/s, loss=1.0708, top1-acc=71.72%, top5-acc=91.57%, remaining_time=0:00:03.419988, arrival_time=2021-04-10 03:09:06.746996, cost_time=0:00:22.361512 2021-04-10 03:09:04,625 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=2.01ms, fps=1972 images/s, loss=1.0714, top1-acc=71.73%, top5-acc=91.56%, remaining_time=0:00:02.103136, arrival_time=2021-04-10 03:09:06.728984, cost_time=0:00:23.660365 2021-04-10 03:09:05,943 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.31ms, fps=1943 images/s, loss=1.0761, top1-acc=71.65%, top5-acc=91.50%, remaining_time=0:00:00.788784, arrival_time=2021-04-10 03:09:06.732396, cost_time=0:00:24.978194 2021-04-10 03:09:06,645 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.47ms, fps=1939 images/s, loss=1.0771, top1-acc=71.65%, top5-acc=91.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:06.645269, cost_time=0:00:25.679868 2021-04-10 03:09:07,155 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=2.35ms, fps=5025 images/s, loss=1.6841, top1-acc=59.18%, top5-acc=83.20%, remaining_time=0:00:01.528290, arrival_time=2021-04-10 03:09:08.684050, cost_time=0:00:00.509433 2021-04-10 03:09:07,582 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.45ms, fps=5999 images/s, loss=1.6946, top1-acc=59.08%, top5-acc=82.29%, remaining_time=0:00:00.936520, arrival_time=2021-04-10 03:09:08.519376, cost_time=0:00:00.936525 2021-04-10 03:09:08,013 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.48ms, fps=5954 images/s, loss=1.6816, top1-acc=59.23%, top5-acc=82.70%, remaining_time=0:00:00.455600, arrival_time=2021-04-10 03:09:08.468876, cost_time=0:00:01.366815 2021-04-10 03:09:08,407 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.12ms, fps=5888 images/s, loss=1.6703, top1-acc=59.07%, top5-acc=82.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:08.407868, cost_time=0:00:01.761484 2021-04-10 03:09:10,175 INFO : Epoch=0064 complete, best val top1-acc=59.07%, top5-acc=82.72% (epoch=64), remaining_time=1:05:01.942680, arrival_time=2021-04-10 04:14:12.117797, cost_time=0:30:36.208330 2021-04-10 03:09:10,176 INFO : Train start, epoch=0065, lr=0.076791 2021-04-10 03:09:11,721 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=0.26ms, fps=1657 images/s, loss=1.0515, top1-acc=72.30%, top5-acc=92.23%, remaining_time=0:00:28.739232, arrival_time=2021-04-10 03:09:40.460552, cost_time=0:00:01.545115 2021-04-10 03:09:13,016 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.50ms, fps=1977 images/s, loss=1.0105, top1-acc=72.73%, top5-acc=92.27%, remaining_time=0:00:24.996752, arrival_time=2021-04-10 03:09:38.013584, cost_time=0:00:02.840535 2021-04-10 03:09:14,329 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=2.49ms, fps=1951 images/s, loss=1.0173, top1-acc=72.54%, top5-acc=92.30%, remaining_time=0:00:22.982534, arrival_time=2021-04-10 03:09:37.312307, cost_time=0:00:04.153477 2021-04-10 03:09:15,637 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.33ms, fps=1958 images/s, loss=1.0206, top1-acc=72.77%, top5-acc=92.26%, remaining_time=0:00:21.298992, arrival_time=2021-04-10 03:09:36.936488, cost_time=0:00:05.461269 2021-04-10 03:09:16,936 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.56ms, fps=1972 images/s, loss=1.0245, top1-acc=72.82%, top5-acc=92.25%, remaining_time=0:00:19.739638, arrival_time=2021-04-10 03:09:36.676111, cost_time=0:00:06.760169 2021-04-10 03:09:18,233 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.60ms, fps=1975 images/s, loss=1.0348, top1-acc=72.66%, top5-acc=92.12%, remaining_time=0:00:18.263304, arrival_time=2021-04-10 03:09:36.496881, cost_time=0:00:08.057323 2021-04-10 03:09:19,543 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.58ms, fps=1955 images/s, loss=1.0394, top1-acc=72.62%, top5-acc=92.09%, remaining_time=0:00:16.861320, arrival_time=2021-04-10 03:09:36.405000, cost_time=0:00:09.367381 2021-04-10 03:09:20,851 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=2.09ms, fps=1959 images/s, loss=1.0440, top1-acc=72.50%, top5-acc=92.04%, remaining_time=0:00:15.478576, arrival_time=2021-04-10 03:09:36.329763, cost_time=0:00:10.674881 2021-04-10 03:09:22,158 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=2.11ms, fps=1959 images/s, loss=1.0497, top1-acc=72.46%, top5-acc=91.97%, remaining_time=0:00:14.112204, arrival_time=2021-04-10 03:09:36.270595, cost_time=0:00:11.982079 2021-04-10 03:09:23,455 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.78ms, fps=1974 images/s, loss=1.0503, top1-acc=72.37%, top5-acc=91.98%, remaining_time=0:00:12.748320, arrival_time=2021-04-10 03:09:36.204003, cost_time=0:00:13.279458 2021-04-10 03:09:24,758 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=2.28ms, fps=1966 images/s, loss=1.0517, top1-acc=72.31%, top5-acc=91.96%, remaining_time=0:00:11.400676, arrival_time=2021-04-10 03:09:36.159248, cost_time=0:00:14.582270 2021-04-10 03:09:26,063 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.42ms, fps=1963 images/s, loss=1.0527, top1-acc=72.30%, top5-acc=91.94%, remaining_time=0:00:10.061716, arrival_time=2021-04-10 03:09:36.124877, cost_time=0:00:15.886947 2021-04-10 03:09:27,368 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=3.26ms, fps=1962 images/s, loss=1.0561, top1-acc=72.17%, top5-acc=91.83%, remaining_time=0:00:08.728302, arrival_time=2021-04-10 03:09:36.096845, cost_time=0:00:17.192169 2021-04-10 03:09:28,680 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.77ms, fps=1953 images/s, loss=1.0558, top1-acc=72.19%, top5-acc=91.81%, remaining_time=0:00:07.401576, arrival_time=2021-04-10 03:09:36.081831, cost_time=0:00:18.503913 2021-04-10 03:09:29,987 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.82ms, fps=1964 images/s, loss=1.0618, top1-acc=72.07%, top5-acc=91.70%, remaining_time=0:00:06.075312, arrival_time=2021-04-10 03:09:36.062368, cost_time=0:00:19.810764 2021-04-10 03:09:31,294 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.65ms, fps=1959 images/s, loss=1.0630, top1-acc=72.06%, top5-acc=91.71%, remaining_time=0:00:04.751568, arrival_time=2021-04-10 03:09:36.045997, cost_time=0:00:21.118127 2021-04-10 03:09:32,601 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.49ms, fps=1960 images/s, loss=1.0669, top1-acc=71.92%, top5-acc=91.67%, remaining_time=0:00:03.429660, arrival_time=2021-04-10 03:09:36.030662, cost_time=0:00:22.424750 2021-04-10 03:09:33,907 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.42ms, fps=1961 images/s, loss=1.0691, top1-acc=71.85%, top5-acc=91.63%, remaining_time=0:00:02.109408, arrival_time=2021-04-10 03:09:36.016521, cost_time=0:00:23.730815 2021-04-10 03:09:35,209 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.48ms, fps=1966 images/s, loss=1.0700, top1-acc=71.80%, top5-acc=91.59%, remaining_time=0:00:00.790530, arrival_time=2021-04-10 03:09:36.000216, cost_time=0:00:25.033455 2021-04-10 03:09:35,913 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.66ms, fps=1935 images/s, loss=1.0738, top1-acc=71.79%, top5-acc=91.55%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:35.913082, cost_time=0:00:25.736874 2021-04-10 03:09:36,447 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=1.39ms, fps=4796 images/s, loss=1.9108, top1-acc=55.82%, top5-acc=80.20%, remaining_time=0:00:01.601280, arrival_time=2021-04-10 03:09:38.049093, cost_time=0:00:00.533759 2021-04-10 03:09:36,878 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.40ms, fps=5947 images/s, loss=1.9141, top1-acc=55.76%, top5-acc=79.71%, remaining_time=0:00:00.964640, arrival_time=2021-04-10 03:09:37.843374, cost_time=0:00:00.964643 2021-04-10 03:09:37,317 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.47ms, fps=5947 images/s, loss=1.8911, top1-acc=56.30%, top5-acc=80.36%, remaining_time=0:00:00.467830, arrival_time=2021-04-10 03:09:37.785371, cost_time=0:00:01.403491 2021-04-10 03:09:37,712 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.08ms, fps=5883 images/s, loss=1.9083, top1-acc=55.72%, top5-acc=80.32%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:37.712220, cost_time=0:00:01.798201 2021-04-10 03:09:38,474 INFO : Epoch=0065 complete, best val top1-acc=59.07%, top5-acc=82.72% (epoch=64), remaining_time=1:04:32.438415, arrival_time=2021-04-10 04:14:10.912562, cost_time=0:31:04.507387 2021-04-10 03:09:38,475 INFO : Train start, epoch=0066, lr=0.076125 2021-04-10 03:09:40,007 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=0.25ms, fps=1671 images/s, loss=1.0416, top1-acc=72.07%, top5-acc=91.80%, remaining_time=0:00:28.501710, arrival_time=2021-04-10 03:10:08.509179, cost_time=0:00:01.532349 2021-04-10 03:09:41,307 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.52ms, fps=1971 images/s, loss=1.0160, top1-acc=72.95%, top5-acc=92.11%, remaining_time=0:00:24.920192, arrival_time=2021-04-10 03:10:06.227159, cost_time=0:00:02.831840 2021-04-10 03:09:42,618 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.42ms, fps=1953 images/s, loss=1.0114, top1-acc=73.28%, top5-acc=92.33%, remaining_time=0:00:22.926094, arrival_time=2021-04-10 03:10:05.544599, cost_time=0:00:04.143279 2021-04-10 03:09:43,926 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.91ms, fps=1958 images/s, loss=1.0046, top1-acc=73.52%, top5-acc=92.41%, remaining_time=0:00:21.260772, arrival_time=2021-04-10 03:10:05.187482, cost_time=0:00:05.451491 2021-04-10 03:09:45,231 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=2.19ms, fps=1963 images/s, loss=1.0079, top1-acc=73.34%, top5-acc=92.37%, remaining_time=0:00:19.728104, arrival_time=2021-04-10 03:10:04.959489, cost_time=0:00:06.756179 2021-04-10 03:09:46,533 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.83ms, fps=1967 images/s, loss=1.0150, top1-acc=73.15%, top5-acc=92.35%, remaining_time=0:00:18.265752, arrival_time=2021-04-10 03:10:04.799376, cost_time=0:00:08.058416 2021-04-10 03:09:47,844 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=2.25ms, fps=1954 images/s, loss=1.0266, top1-acc=73.04%, top5-acc=92.20%, remaining_time=0:00:16.864722, arrival_time=2021-04-10 03:10:04.709163, cost_time=0:00:09.369305 2021-04-10 03:09:49,149 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.44ms, fps=1962 images/s, loss=1.0281, top1-acc=73.01%, top5-acc=92.17%, remaining_time=0:00:15.478228, arrival_time=2021-04-10 03:10:04.627954, cost_time=0:00:10.674602 2021-04-10 03:09:50,460 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.92ms, fps=1954 images/s, loss=1.0292, top1-acc=72.92%, top5-acc=92.16%, remaining_time=0:00:14.115808, arrival_time=2021-04-10 03:10:04.576120, cost_time=0:00:11.985106 2021-04-10 03:09:51,765 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.40ms, fps=1962 images/s, loss=1.0269, top1-acc=72.96%, top5-acc=92.13%, remaining_time=0:00:12.758688, arrival_time=2021-04-10 03:10:04.524100, cost_time=0:00:13.290260 2021-04-10 03:09:53,066 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.51ms, fps=1969 images/s, loss=1.0282, top1-acc=73.01%, top5-acc=92.09%, remaining_time=0:00:11.407556, arrival_time=2021-04-10 03:10:04.473791, cost_time=0:00:14.591115 2021-04-10 03:09:54,375 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.50ms, fps=1955 images/s, loss=1.0376, top1-acc=72.73%, top5-acc=91.98%, remaining_time=0:00:10.070456, arrival_time=2021-04-10 03:10:04.446339, cost_time=0:00:15.900762 2021-04-10 03:09:55,672 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.46ms, fps=1976 images/s, loss=1.0489, top1-acc=72.54%, top5-acc=91.81%, remaining_time=0:00:08.730678, arrival_time=2021-04-10 03:10:04.402633, cost_time=0:00:17.196746 2021-04-10 03:09:56,971 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.69ms, fps=1971 images/s, loss=1.0511, top1-acc=72.50%, top5-acc=91.78%, remaining_time=0:00:07.398608, arrival_time=2021-04-10 03:10:04.370275, cost_time=0:00:18.496534 2021-04-10 03:09:58,272 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.54ms, fps=1968 images/s, loss=1.0539, top1-acc=72.43%, top5-acc=91.71%, remaining_time=0:00:06.071264, arrival_time=2021-04-10 03:10:04.344033, cost_time=0:00:19.797648 2021-04-10 03:09:59,585 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=2.03ms, fps=1951 images/s, loss=1.0558, top1-acc=72.38%, top5-acc=91.70%, remaining_time=0:00:04.749732, arrival_time=2021-04-10 03:10:04.334931, cost_time=0:00:21.109955 2021-04-10 03:10:00,885 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.47ms, fps=1970 images/s, loss=1.0604, top1-acc=72.25%, top5-acc=91.66%, remaining_time=0:00:03.427398, arrival_time=2021-04-10 03:10:04.312409, cost_time=0:00:22.409886 2021-04-10 03:10:02,195 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.40ms, fps=1954 images/s, loss=1.0629, top1-acc=72.16%, top5-acc=91.59%, remaining_time=0:00:02.108496, arrival_time=2021-04-10 03:10:04.304308, cost_time=0:00:23.720599 2021-04-10 03:10:03,506 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.33ms, fps=1954 images/s, loss=1.0652, top1-acc=72.12%, top5-acc=91.57%, remaining_time=0:00:00.790458, arrival_time=2021-04-10 03:10:04.296880, cost_time=0:00:25.031218 2021-04-10 03:10:04,214 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.75ms, fps=1923 images/s, loss=1.0668, top1-acc=72.11%, top5-acc=91.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:04.214254, cost_time=0:00:25.739088 2021-04-10 03:10:04,733 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=2.34ms, fps=4948 images/s, loss=1.7084, top1-acc=58.24%, top5-acc=82.19%, remaining_time=0:00:01.552230, arrival_time=2021-04-10 03:10:06.285373, cost_time=0:00:00.517412 2021-04-10 03:10:05,161 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.50ms, fps=5986 images/s, loss=1.7029, top1-acc=58.93%, top5-acc=82.60%, remaining_time=0:00:00.945520, arrival_time=2021-04-10 03:10:06.106751, cost_time=0:00:00.945530 2021-04-10 03:10:05,598 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.36ms, fps=5858 images/s, loss=1.7089, top1-acc=58.71%, top5-acc=82.89%, remaining_time=0:00:00.461000, arrival_time=2021-04-10 03:10:06.059705, cost_time=0:00:01.383011 2021-04-10 03:10:05,991 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.06ms, fps=5907 images/s, loss=1.7097, top1-acc=58.56%, top5-acc=82.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:05.991776, cost_time=0:00:01.776131 2021-04-10 03:10:06,776 INFO : Epoch=0066 complete, best val top1-acc=59.07%, top5-acc=82.72% (epoch=64), remaining_time=1:04:02.977424, arrival_time=2021-04-10 04:14:09.753980, cost_time=0:31:32.809795 2021-04-10 03:10:06,777 INFO : Train start, epoch=0067, lr=0.075452 2021-04-10 03:10:08,275 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=0.35ms, fps=1709 images/s, loss=1.0548, top1-acc=72.62%, top5-acc=91.99%, remaining_time=0:00:27.862986, arrival_time=2021-04-10 03:10:36.138242, cost_time=0:00:01.498014 2021-04-10 03:10:09,579 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.46ms, fps=1964 images/s, loss=1.0332, top1-acc=73.07%, top5-acc=92.11%, remaining_time=0:00:24.655840, arrival_time=2021-04-10 03:10:34.235012, cost_time=0:00:02.801795 2021-04-10 03:10:10,881 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.63ms, fps=1967 images/s, loss=1.0287, top1-acc=73.11%, top5-acc=92.25%, remaining_time=0:00:22.709630, arrival_time=2021-04-10 03:10:33.591065, cost_time=0:00:04.104161 2021-04-10 03:10:12,194 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.42ms, fps=1951 images/s, loss=1.0109, top1-acc=73.46%, top5-acc=92.35%, remaining_time=0:00:21.124428, arrival_time=2021-04-10 03:10:33.318356, cost_time=0:00:05.416539 2021-04-10 03:10:13,501 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=2.00ms, fps=1959 images/s, loss=1.0150, top1-acc=73.38%, top5-acc=92.39%, remaining_time=0:00:19.634664, arrival_time=2021-04-10 03:10:33.136194, cost_time=0:00:06.724203 2021-04-10 03:10:14,807 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.88ms, fps=1962 images/s, loss=1.0205, top1-acc=73.14%, top5-acc=92.32%, remaining_time=0:00:18.200608, arrival_time=2021-04-10 03:10:33.007563, cost_time=0:00:08.029673 2021-04-10 03:10:16,116 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.37ms, fps=1956 images/s, loss=1.0268, top1-acc=72.87%, top5-acc=92.27%, remaining_time=0:00:16.809660, arrival_time=2021-04-10 03:10:32.925833, cost_time=0:00:09.338724 2021-04-10 03:10:17,410 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.43ms, fps=1979 images/s, loss=1.0301, top1-acc=72.79%, top5-acc=92.21%, remaining_time=0:00:15.418024, arrival_time=2021-04-10 03:10:32.828419, cost_time=0:00:10.633144 2021-04-10 03:10:18,710 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.37ms, fps=1970 images/s, loss=1.0353, top1-acc=72.66%, top5-acc=92.07%, remaining_time=0:00:14.054116, arrival_time=2021-04-10 03:10:32.764248, cost_time=0:00:11.932751 2021-04-10 03:10:20,030 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=2.03ms, fps=1941 images/s, loss=1.0379, top1-acc=72.65%, top5-acc=92.00%, remaining_time=0:00:12.722592, arrival_time=2021-04-10 03:10:32.752704, cost_time=0:00:13.252733 2021-04-10 03:10:21,332 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.44ms, fps=1967 images/s, loss=1.0351, top1-acc=72.74%, top5-acc=92.03%, remaining_time=0:00:11.379434, arrival_time=2021-04-10 03:10:32.711901, cost_time=0:00:14.555141 2021-04-10 03:10:22,640 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.52ms, fps=1959 images/s, loss=1.0385, top1-acc=72.66%, top5-acc=92.03%, remaining_time=0:00:10.046288, arrival_time=2021-04-10 03:10:32.686233, cost_time=0:00:15.862540 2021-04-10 03:10:23,952 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=2.13ms, fps=1951 images/s, loss=1.0380, top1-acc=72.70%, top5-acc=92.00%, remaining_time=0:00:08.719788, arrival_time=2021-04-10 03:10:32.672431, cost_time=0:00:17.175301 2021-04-10 03:10:25,260 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.84ms, fps=1959 images/s, loss=1.0411, top1-acc=72.66%, top5-acc=91.98%, remaining_time=0:00:07.393176, arrival_time=2021-04-10 03:10:32.653496, cost_time=0:00:18.482923 2021-04-10 03:10:26,564 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.36ms, fps=1965 images/s, loss=1.0470, top1-acc=72.52%, top5-acc=91.89%, remaining_time=0:00:06.067998, arrival_time=2021-04-10 03:10:32.632313, cost_time=0:00:19.786898 2021-04-10 03:10:27,873 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.74ms, fps=1956 images/s, loss=1.0473, top1-acc=72.50%, top5-acc=91.87%, remaining_time=0:00:04.746672, arrival_time=2021-04-10 03:10:32.620288, cost_time=0:00:21.096322 2021-04-10 03:10:29,185 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=2.05ms, fps=1953 images/s, loss=1.0479, top1-acc=72.50%, top5-acc=91.84%, remaining_time=0:00:03.427086, arrival_time=2021-04-10 03:10:32.612304, cost_time=0:00:22.407830 2021-04-10 03:10:30,524 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=2.00ms, fps=1913 images/s, loss=1.0512, top1-acc=72.37%, top5-acc=91.84%, remaining_time=0:00:02.110848, arrival_time=2021-04-10 03:10:32.635239, cost_time=0:00:23.747036 2021-04-10 03:10:31,831 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.81ms, fps=1959 images/s, loss=1.0491, top1-acc=72.40%, top5-acc=91.82%, remaining_time=0:00:00.791190, arrival_time=2021-04-10 03:10:32.622919, cost_time=0:00:25.054384 2021-04-10 03:10:32,543 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.64ms, fps=1913 images/s, loss=1.0535, top1-acc=72.37%, top5-acc=91.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:32.543218, cost_time=0:00:25.765799 2021-04-10 03:10:33,054 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=2.89ms, fps=5019 images/s, loss=1.6401, top1-acc=60.12%, top5-acc=83.09%, remaining_time=0:00:01.530240, arrival_time=2021-04-10 03:10:34.584842, cost_time=0:00:00.510075 2021-04-10 03:10:33,484 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.35ms, fps=5967 images/s, loss=1.6923, top1-acc=59.26%, top5-acc=82.81%, remaining_time=0:00:00.939640, arrival_time=2021-04-10 03:10:34.423747, cost_time=0:00:00.939641 2021-04-10 03:10:33,916 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.37ms, fps=5932 images/s, loss=1.6666, top1-acc=59.67%, top5-acc=83.12%, remaining_time=0:00:00.457170, arrival_time=2021-04-10 03:10:34.373144, cost_time=0:00:01.371503 2021-04-10 03:10:34,308 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.08ms, fps=5916 images/s, loss=1.6800, top1-acc=59.64%, top5-acc=83.37%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:34.308432, cost_time=0:00:01.763987 2021-04-10 03:10:35,895 INFO : Epoch=0067 complete, best val top1-acc=59.64%, top5-acc=83.37% (epoch=67), remaining_time=1:03:35.171633, arrival_time=2021-04-10 04:14:11.066988, cost_time=0:32:01.928582 2021-04-10 03:10:35,896 INFO : Train start, epoch=0068, lr=0.074773 2021-04-10 03:10:37,375 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.80ms, fps=1731 images/s, loss=1.0243, top1-acc=73.36%, top5-acc=92.19%, remaining_time=0:00:27.510144, arrival_time=2021-04-10 03:11:04.885602, cost_time=0:00:01.479035 2021-04-10 03:10:38,677 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.39ms, fps=1967 images/s, loss=0.9798, top1-acc=74.20%, top5-acc=92.70%, remaining_time=0:00:24.475440, arrival_time=2021-04-10 03:11:03.153173, cost_time=0:00:02.781291 2021-04-10 03:10:39,988 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.42ms, fps=1954 images/s, loss=0.9779, top1-acc=74.08%, top5-acc=92.58%, remaining_time=0:00:22.642068, arrival_time=2021-04-10 03:11:02.630464, cost_time=0:00:04.091927 2021-04-10 03:10:41,297 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.95ms, fps=1956 images/s, loss=0.9869, top1-acc=73.96%, top5-acc=92.21%, remaining_time=0:00:21.064368, arrival_time=2021-04-10 03:11:02.361850, cost_time=0:00:05.401130 2021-04-10 03:10:42,616 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=9.65ms, fps=1942 images/s, loss=0.9870, top1-acc=73.99%, top5-acc=92.35%, remaining_time=0:00:19.621086, arrival_time=2021-04-10 03:11:02.237131, cost_time=0:00:06.719541 2021-04-10 03:10:43,919 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.87ms, fps=1965 images/s, loss=1.0016, top1-acc=73.73%, top5-acc=92.22%, remaining_time=0:00:18.186056, arrival_time=2021-04-10 03:11:02.105778, cost_time=0:00:08.023286 2021-04-10 03:10:45,237 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.39ms, fps=1944 images/s, loss=1.0082, top1-acc=73.58%, top5-acc=92.15%, remaining_time=0:00:16.813818, arrival_time=2021-04-10 03:11:02.051270, cost_time=0:00:09.341009 2021-04-10 03:10:46,537 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.75ms, fps=1971 images/s, loss=1.0046, top1-acc=73.58%, top5-acc=92.23%, remaining_time=0:00:15.429160, arrival_time=2021-04-10 03:11:01.966372, cost_time=0:00:10.640778 2021-04-10 03:10:47,837 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.79ms, fps=1970 images/s, loss=1.0042, top1-acc=73.58%, top5-acc=92.18%, remaining_time=0:00:14.063444, arrival_time=2021-04-10 03:11:01.900508, cost_time=0:00:11.940668 2021-04-10 03:10:49,146 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=2.74ms, fps=1956 images/s, loss=1.0041, top1-acc=73.46%, top5-acc=92.20%, remaining_time=0:00:12.720000, arrival_time=2021-04-10 03:11:01.866473, cost_time=0:00:13.250045 2021-04-10 03:10:50,444 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.52ms, fps=1973 images/s, loss=1.0049, top1-acc=73.44%, top5-acc=92.18%, remaining_time=0:00:11.374102, arrival_time=2021-04-10 03:11:01.818735, cost_time=0:00:14.548253 2021-04-10 03:10:51,751 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.36ms, fps=1960 images/s, loss=1.0116, top1-acc=73.37%, top5-acc=92.10%, remaining_time=0:00:10.041348, arrival_time=2021-04-10 03:11:01.792406, cost_time=0:00:15.854714 2021-04-10 03:10:53,058 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.41ms, fps=1959 images/s, loss=1.0168, top1-acc=73.21%, top5-acc=92.05%, remaining_time=0:00:08.712990, arrival_time=2021-04-10 03:11:01.771473, cost_time=0:00:17.161932 2021-04-10 03:10:54,362 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.86ms, fps=1965 images/s, loss=1.0202, top1-acc=73.10%, top5-acc=92.01%, remaining_time=0:00:07.386232, arrival_time=2021-04-10 03:11:01.748368, cost_time=0:00:18.465575 2021-04-10 03:10:55,668 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.93ms, fps=1960 images/s, loss=1.0227, top1-acc=73.05%, top5-acc=92.01%, remaining_time=0:00:06.063536, arrival_time=2021-04-10 03:11:01.732323, cost_time=0:00:19.772395 2021-04-10 03:10:56,978 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.34ms, fps=1956 images/s, loss=1.0272, top1-acc=72.96%, top5-acc=91.99%, remaining_time=0:00:04.743432, arrival_time=2021-04-10 03:11:01.721752, cost_time=0:00:21.081850 2021-04-10 03:10:58,290 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.88ms, fps=1952 images/s, loss=1.0329, top1-acc=72.81%, top5-acc=91.93%, remaining_time=0:00:03.424954, arrival_time=2021-04-10 03:11:01.715353, cost_time=0:00:22.393952 2021-04-10 03:10:59,598 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.55ms, fps=1957 images/s, loss=1.0358, top1-acc=72.74%, top5-acc=91.89%, remaining_time=0:00:02.106880, arrival_time=2021-04-10 03:11:01.705666, cost_time=0:00:23.702435 2021-04-10 03:11:00,905 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.91ms, fps=1961 images/s, loss=1.0377, top1-acc=72.67%, top5-acc=91.90%, remaining_time=0:00:00.789744, arrival_time=2021-04-10 03:11:01.694722, cost_time=0:00:25.008548 2021-04-10 03:11:01,606 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.54ms, fps=1939 images/s, loss=1.0410, top1-acc=72.57%, top5-acc=91.86%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:01.606820, cost_time=0:00:25.710457 2021-04-10 03:11:02,156 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.20ms, fps=4671 images/s, loss=1.7970, top1-acc=57.30%, top5-acc=81.25%, remaining_time=0:00:01.644180, arrival_time=2021-04-10 03:11:03.800136, cost_time=0:00:00.548063 2021-04-10 03:11:02,587 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.27ms, fps=5932 images/s, loss=1.8302, top1-acc=57.09%, top5-acc=81.17%, remaining_time=0:00:00.979960, arrival_time=2021-04-10 03:11:03.567835, cost_time=0:00:00.979965 2021-04-10 03:11:03,038 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=13.86ms, fps=5681 images/s, loss=1.8230, top1-acc=57.20%, top5-acc=81.26%, remaining_time=0:00:00.476980, arrival_time=2021-04-10 03:11:03.515848, cost_time=0:00:01.430928 2021-04-10 03:11:03,438 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.08ms, fps=5811 images/s, loss=1.8075, top1-acc=57.27%, top5-acc=81.36%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:03.438510, cost_time=0:00:01.830628 2021-04-10 03:11:04,251 INFO : Epoch=0068 complete, best val top1-acc=59.64%, top5-acc=83.37% (epoch=67), remaining_time=1:03:05.847252, arrival_time=2021-04-10 04:14:10.098941, cost_time=0:32:30.284947 2021-04-10 03:11:04,252 INFO : Train start, epoch=0069, lr=0.074088 2021-04-10 03:11:05,731 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=0.34ms, fps=1731 images/s, loss=1.0283, top1-acc=72.54%, top5-acc=91.95%, remaining_time=0:00:27.510888, arrival_time=2021-04-10 03:11:33.242494, cost_time=0:00:01.479078 2021-04-10 03:11:07,036 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.65ms, fps=1962 images/s, loss=1.0257, top1-acc=72.50%, top5-acc=92.25%, remaining_time=0:00:24.503424, arrival_time=2021-04-10 03:11:31.540341, cost_time=0:00:02.784482 2021-04-10 03:11:08,344 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.95ms, fps=1959 images/s, loss=0.9975, top1-acc=73.32%, top5-acc=92.45%, remaining_time=0:00:22.641902, arrival_time=2021-04-10 03:11:30.986284, cost_time=0:00:04.091899 2021-04-10 03:11:09,643 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.45ms, fps=1972 images/s, loss=1.0044, top1-acc=73.19%, top5-acc=92.29%, remaining_time=0:00:21.024588, arrival_time=2021-04-10 03:11:30.667928, cost_time=0:00:05.390931 2021-04-10 03:11:10,945 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.52ms, fps=1967 images/s, loss=0.9946, top1-acc=73.62%, top5-acc=92.38%, remaining_time=0:00:19.542392, arrival_time=2021-04-10 03:11:30.487469, cost_time=0:00:06.692584 2021-04-10 03:11:12,252 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=2.19ms, fps=1959 images/s, loss=0.9963, top1-acc=73.55%, top5-acc=92.37%, remaining_time=0:00:18.133152, arrival_time=2021-04-10 03:11:30.385624, cost_time=0:00:07.999949 2021-04-10 03:11:13,561 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.45ms, fps=1957 images/s, loss=0.9923, top1-acc=73.58%, top5-acc=92.41%, remaining_time=0:00:16.755606, arrival_time=2021-04-10 03:11:30.316888, cost_time=0:00:09.308668 2021-04-10 03:11:14,868 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.60ms, fps=1959 images/s, loss=0.9989, top1-acc=73.40%, top5-acc=92.38%, remaining_time=0:00:15.393896, arrival_time=2021-04-10 03:11:30.262792, cost_time=0:00:10.616477 2021-04-10 03:11:16,167 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=2.18ms, fps=1972 images/s, loss=1.0087, top1-acc=73.25%, top5-acc=92.23%, remaining_time=0:00:14.033128, arrival_time=2021-04-10 03:11:30.200436, cost_time=0:00:11.914899 2021-04-10 03:11:17,464 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.37ms, fps=1975 images/s, loss=1.0114, top1-acc=73.24%, top5-acc=92.20%, remaining_time=0:00:12.683136, arrival_time=2021-04-10 03:11:30.147283, cost_time=0:00:13.211627 2021-04-10 03:11:18,769 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.53ms, fps=1962 images/s, loss=1.0125, top1-acc=73.25%, top5-acc=92.21%, remaining_time=0:00:11.349850, arrival_time=2021-04-10 03:11:30.119490, cost_time=0:00:14.517235 2021-04-10 03:11:20,066 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.61ms, fps=1975 images/s, loss=1.0132, top1-acc=73.25%, top5-acc=92.21%, remaining_time=0:00:10.015280, arrival_time=2021-04-10 03:11:30.081323, cost_time=0:00:15.813586 2021-04-10 03:11:21,369 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.44ms, fps=1965 images/s, loss=1.0142, top1-acc=73.28%, top5-acc=92.15%, remaining_time=0:00:08.690154, arrival_time=2021-04-10 03:11:30.059786, cost_time=0:00:17.117030 2021-04-10 03:11:22,665 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.40ms, fps=1976 images/s, loss=1.0185, top1-acc=73.20%, top5-acc=92.09%, remaining_time=0:00:07.365288, arrival_time=2021-04-10 03:11:30.030950, cost_time=0:00:18.413258 2021-04-10 03:11:23,973 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.50ms, fps=1958 images/s, loss=1.0204, top1-acc=73.16%, top5-acc=92.04%, remaining_time=0:00:06.047758, arrival_time=2021-04-10 03:11:30.021248, cost_time=0:00:19.720995 2021-04-10 03:11:25,280 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.38ms, fps=1959 images/s, loss=1.0233, top1-acc=73.07%, top5-acc=92.01%, remaining_time=0:00:04.731372, arrival_time=2021-04-10 03:11:30.012086, cost_time=0:00:21.028305 2021-04-10 03:11:26,592 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.45ms, fps=1952 images/s, loss=1.0261, top1-acc=73.01%, top5-acc=91.97%, remaining_time=0:00:03.416712, arrival_time=2021-04-10 03:11:30.009288, cost_time=0:00:22.340066 2021-04-10 03:11:27,897 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.52ms, fps=1962 images/s, loss=1.0301, top1-acc=72.95%, top5-acc=91.96%, remaining_time=0:00:02.101792, arrival_time=2021-04-10 03:11:29.999425, cost_time=0:00:23.645222 2021-04-10 03:11:29,194 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.22ms, fps=1975 images/s, loss=1.0281, top1-acc=72.98%, top5-acc=91.95%, remaining_time=0:00:00.787638, arrival_time=2021-04-10 03:11:29.981915, cost_time=0:00:24.941869 2021-04-10 03:11:29,903 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.80ms, fps=1919 images/s, loss=1.0283, top1-acc=73.00%, top5-acc=91.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:29.903250, cost_time=0:00:25.650801 2021-04-10 03:11:30,436 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.43ms, fps=4812 images/s, loss=1.6589, top1-acc=60.51%, top5-acc=83.79%, remaining_time=0:00:01.595880, arrival_time=2021-04-10 03:11:32.032660, cost_time=0:00:00.531956 2021-04-10 03:11:30,869 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.30ms, fps=5917 images/s, loss=1.6650, top1-acc=60.04%, top5-acc=83.85%, remaining_time=0:00:00.965040, arrival_time=2021-04-10 03:11:31.834868, cost_time=0:00:00.965030 2021-04-10 03:11:31,300 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.29ms, fps=5945 images/s, loss=1.6742, top1-acc=59.58%, top5-acc=83.53%, remaining_time=0:00:00.465340, arrival_time=2021-04-10 03:11:31.766154, cost_time=0:00:01.396014 2021-04-10 03:11:31,691 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.07ms, fps=5939 images/s, loss=1.6670, top1-acc=59.72%, top5-acc=83.60%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:31.691787, cost_time=0:00:01.787025 2021-04-10 03:11:33,799 INFO : Epoch=0069 complete, best val top1-acc=59.72%, top5-acc=83.60% (epoch=69), remaining_time=1:02:38.812737, arrival_time=2021-04-10 04:14:12.612171, cost_time=0:32:59.832667 2021-04-10 03:11:33,800 INFO : Train start, epoch=0070, lr=0.073396 2021-04-10 03:11:35,354 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.63ms, fps=1647 images/s, loss=1.0074, top1-acc=73.32%, top5-acc=92.46%, remaining_time=0:00:28.903284, arrival_time=2021-04-10 03:12:04.257752, cost_time=0:00:01.553939 2021-04-10 03:11:36,659 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.44ms, fps=1962 images/s, loss=0.9736, top1-acc=74.22%, top5-acc=92.97%, remaining_time=0:00:25.162016, arrival_time=2021-04-10 03:12:01.821832, cost_time=0:00:02.859312 2021-04-10 03:11:37,968 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.56ms, fps=1957 images/s, loss=0.9723, top1-acc=73.97%, top5-acc=92.86%, remaining_time=0:00:23.065036, arrival_time=2021-04-10 03:12:01.033922, cost_time=0:00:04.168370 2021-04-10 03:11:39,288 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.87ms, fps=1941 images/s, loss=0.9655, top1-acc=74.05%, top5-acc=92.84%, remaining_time=0:00:21.404604, arrival_time=2021-04-10 03:12:00.693436, cost_time=0:00:05.488345 2021-04-10 03:11:40,593 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.47ms, fps=1963 images/s, loss=0.9731, top1-acc=73.89%, top5-acc=92.70%, remaining_time=0:00:19.835268, arrival_time=2021-04-10 03:12:00.428673, cost_time=0:00:06.792917 2021-04-10 03:11:41,908 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.55ms, fps=1948 images/s, loss=0.9734, top1-acc=74.17%, top5-acc=92.62%, remaining_time=0:00:18.377272, arrival_time=2021-04-10 03:12:00.285423, cost_time=0:00:08.107616 2021-04-10 03:11:43,229 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=2.62ms, fps=1939 images/s, loss=0.9799, top1-acc=73.94%, top5-acc=92.53%, remaining_time=0:00:16.971192, arrival_time=2021-04-10 03:12:00.200206, cost_time=0:00:09.428455 2021-04-10 03:11:44,534 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.43ms, fps=1962 images/s, loss=0.9766, top1-acc=74.02%, top5-acc=92.54%, remaining_time=0:00:15.564648, arrival_time=2021-04-10 03:12:00.099316, cost_time=0:00:10.734262 2021-04-10 03:11:45,841 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.50ms, fps=1960 images/s, loss=0.9862, top1-acc=73.82%, top5-acc=92.49%, remaining_time=0:00:14.181634, arrival_time=2021-04-10 03:12:00.023227, cost_time=0:00:12.040995 2021-04-10 03:11:47,149 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.52ms, fps=1959 images/s, loss=0.9873, top1-acc=73.93%, top5-acc=92.46%, remaining_time=0:00:12.814656, arrival_time=2021-04-10 03:11:59.963739, cost_time=0:00:13.348643 2021-04-10 03:11:48,460 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.55ms, fps=1953 images/s, loss=0.9929, top1-acc=73.81%, top5-acc=92.39%, remaining_time=0:00:11.461220, arrival_time=2021-04-10 03:11:59.921400, cost_time=0:00:14.659697 2021-04-10 03:11:49,768 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.46ms, fps=1958 images/s, loss=0.9932, top1-acc=73.75%, top5-acc=92.36%, remaining_time=0:00:10.113092, arrival_time=2021-04-10 03:11:59.881544, cost_time=0:00:15.968014 2021-04-10 03:11:51,071 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.36ms, fps=1965 images/s, loss=0.9949, top1-acc=73.73%, top5-acc=92.34%, remaining_time=0:00:08.768496, arrival_time=2021-04-10 03:11:59.840238, cost_time=0:00:17.271265 2021-04-10 03:11:52,383 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.52ms, fps=1953 images/s, loss=0.9958, top1-acc=73.73%, top5-acc=92.33%, remaining_time=0:00:07.433160, arrival_time=2021-04-10 03:11:59.816455, cost_time=0:00:18.582861 2021-04-10 03:11:53,686 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.40ms, fps=1966 images/s, loss=1.0017, top1-acc=73.59%, top5-acc=92.29%, remaining_time=0:00:06.098266, arrival_time=2021-04-10 03:11:59.784493, cost_time=0:00:19.885723 2021-04-10 03:11:54,996 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.72ms, fps=1954 images/s, loss=1.0074, top1-acc=73.48%, top5-acc=92.22%, remaining_time=0:00:04.769172, arrival_time=2021-04-10 03:11:59.766002, cost_time=0:00:21.196333 2021-04-10 03:11:56,300 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.43ms, fps=1965 images/s, loss=1.0120, top1-acc=73.30%, top5-acc=92.21%, remaining_time=0:00:03.441126, arrival_time=2021-04-10 03:11:59.741201, cost_time=0:00:22.499672 2021-04-10 03:11:57,601 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.61ms, fps=1968 images/s, loss=1.0146, top1-acc=73.24%, top5-acc=92.17%, remaining_time=0:00:02.115632, arrival_time=2021-04-10 03:11:59.717072, cost_time=0:00:23.800818 2021-04-10 03:11:58,911 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.26ms, fps=1955 images/s, loss=1.0149, top1-acc=73.21%, top5-acc=92.19%, remaining_time=0:00:00.792984, arrival_time=2021-04-10 03:11:59.704612, cost_time=0:00:25.111226 2021-04-10 03:11:59,616 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.40ms, fps=1930 images/s, loss=1.0154, top1-acc=73.23%, top5-acc=92.20%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:59.616684, cost_time=0:00:25.816183 2021-04-10 03:12:00,128 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=3.52ms, fps=5010 images/s, loss=1.6740, top1-acc=59.57%, top5-acc=83.55%, remaining_time=0:00:01.533060, arrival_time=2021-04-10 03:12:01.661965, cost_time=0:00:00.511016 2021-04-10 03:12:00,557 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.49ms, fps=5973 images/s, loss=1.6734, top1-acc=60.06%, top5-acc=83.11%, remaining_time=0:00:00.939940, arrival_time=2021-04-10 03:12:01.497762, cost_time=0:00:00.939949 2021-04-10 03:12:00,992 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=2.38ms, fps=5894 images/s, loss=1.6878, top1-acc=59.88%, top5-acc=83.05%, remaining_time=0:00:00.458200, arrival_time=2021-04-10 03:12:01.450697, cost_time=0:00:01.374612 2021-04-10 03:12:01,383 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.09ms, fps=5933 images/s, loss=1.6797, top1-acc=59.75%, top5-acc=83.19%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:01.383831, cost_time=0:00:01.765979 2021-04-10 03:12:03,019 INFO : Epoch=0070 complete, best val top1-acc=59.75%, top5-acc=83.19% (epoch=70), remaining_time=1:02:11.098020, arrival_time=2021-04-10 04:14:14.117567, cost_time=0:33:29.052800 2021-04-10 03:12:03,020 INFO : Train start, epoch=0071, lr=0.072700 2021-04-10 03:12:04,506 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=2.07ms, fps=1722 images/s, loss=0.9937, top1-acc=74.10%, top5-acc=92.15%, remaining_time=0:00:27.650388, arrival_time=2021-04-10 03:12:32.157280, cost_time=0:00:01.486576 2021-04-10 03:12:05,812 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=2.03ms, fps=1962 images/s, loss=0.9594, top1-acc=74.65%, top5-acc=92.42%, remaining_time=0:00:24.566784, arrival_time=2021-04-10 03:12:30.378772, cost_time=0:00:02.791678 2021-04-10 03:12:07,148 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.32ms, fps=1917 images/s, loss=0.9440, top1-acc=74.93%, top5-acc=92.81%, remaining_time=0:00:22.841434, arrival_time=2021-04-10 03:12:29.989635, cost_time=0:00:04.127976 2021-04-10 03:12:08,451 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=2.27ms, fps=1965 images/s, loss=0.9454, top1-acc=75.12%, top5-acc=93.00%, remaining_time=0:00:21.182460, arrival_time=2021-04-10 03:12:29.634180, cost_time=0:00:05.431418 2021-04-10 03:12:09,750 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.49ms, fps=1972 images/s, loss=0.9631, top1-acc=74.48%, top5-acc=92.87%, remaining_time=0:00:19.652330, arrival_time=2021-04-10 03:12:29.402804, cost_time=0:00:06.730233 2021-04-10 03:12:11,047 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.37ms, fps=1974 images/s, loss=0.9670, top1-acc=74.45%, top5-acc=92.81%, remaining_time=0:00:18.195984, arrival_time=2021-04-10 03:12:29.243833, cost_time=0:00:08.027622 2021-04-10 03:12:12,347 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.66ms, fps=1971 images/s, loss=0.9716, top1-acc=74.30%, top5-acc=92.72%, remaining_time=0:00:16.788366, arrival_time=2021-04-10 03:12:29.135458, cost_time=0:00:09.326866 2021-04-10 03:12:13,655 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.34ms, fps=1957 images/s, loss=0.9692, top1-acc=74.24%, top5-acc=92.72%, remaining_time=0:00:15.421040, arrival_time=2021-04-10 03:12:29.076558, cost_time=0:00:10.635205 2021-04-10 03:12:14,962 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.51ms, fps=1960 images/s, loss=0.9746, top1-acc=74.11%, top5-acc=92.64%, remaining_time=0:00:14.064928, arrival_time=2021-04-10 03:12:29.027230, cost_time=0:00:11.941946 2021-04-10 03:12:16,260 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.70ms, fps=1973 images/s, loss=0.9743, top1-acc=74.14%, top5-acc=92.65%, remaining_time=0:00:12.710784, arrival_time=2021-04-10 03:12:28.971442, cost_time=0:00:13.240435 2021-04-10 03:12:17,560 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.51ms, fps=1970 images/s, loss=0.9833, top1-acc=73.98%, top5-acc=92.48%, remaining_time=0:00:11.367738, arrival_time=2021-04-10 03:12:28.928184, cost_time=0:00:14.540134 2021-04-10 03:12:18,855 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.57ms, fps=1978 images/s, loss=0.9847, top1-acc=73.90%, top5-acc=92.51%, remaining_time=0:00:10.028960, arrival_time=2021-04-10 03:12:28.884434, cost_time=0:00:15.835249 2021-04-10 03:12:20,158 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.67ms, fps=1965 images/s, loss=0.9931, top1-acc=73.73%, top5-acc=92.45%, remaining_time=0:00:08.701044, arrival_time=2021-04-10 03:12:28.859735, cost_time=0:00:17.138389 2021-04-10 03:12:21,465 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.45ms, fps=1960 images/s, loss=0.9987, top1-acc=73.61%, top5-acc=92.33%, remaining_time=0:00:07.378056, arrival_time=2021-04-10 03:12:28.843396, cost_time=0:00:18.445081 2021-04-10 03:12:22,765 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.96ms, fps=1969 images/s, loss=1.0004, top1-acc=73.62%, top5-acc=92.28%, remaining_time=0:00:06.055256, arrival_time=2021-04-10 03:12:28.821019, cost_time=0:00:19.745384 2021-04-10 03:12:24,090 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.37ms, fps=1933 images/s, loss=1.0028, top1-acc=73.57%, top5-acc=92.26%, remaining_time=0:00:04.740840, arrival_time=2021-04-10 03:12:28.831417, cost_time=0:00:21.070345 2021-04-10 03:12:25,393 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.91ms, fps=1966 images/s, loss=1.0057, top1-acc=73.55%, top5-acc=92.20%, remaining_time=0:00:03.421730, arrival_time=2021-04-10 03:12:28.814830, cost_time=0:00:22.372785 2021-04-10 03:12:26,691 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.37ms, fps=1972 images/s, loss=1.0107, top1-acc=73.45%, top5-acc=92.10%, remaining_time=0:00:02.104144, arrival_time=2021-04-10 03:12:28.796076, cost_time=0:00:23.671671 2021-04-10 03:12:27,994 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.88ms, fps=1967 images/s, loss=1.0102, top1-acc=73.46%, top5-acc=92.14%, remaining_time=0:00:00.788652, arrival_time=2021-04-10 03:12:28.782928, cost_time=0:00:24.973971 2021-04-10 03:12:28,698 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.43ms, fps=1932 images/s, loss=1.0111, top1-acc=73.43%, top5-acc=92.14%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:28.698761, cost_time=0:00:25.678527 2021-04-10 03:12:29,216 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=3.98ms, fps=4955 images/s, loss=1.6757, top1-acc=59.61%, top5-acc=83.98%, remaining_time=0:00:01.549920, arrival_time=2021-04-10 03:12:30.766383, cost_time=0:00:00.516635 2021-04-10 03:12:29,645 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.42ms, fps=5969 images/s, loss=1.6709, top1-acc=59.16%, top5-acc=83.83%, remaining_time=0:00:00.945880, arrival_time=2021-04-10 03:12:30.591580, cost_time=0:00:00.945872 2021-04-10 03:12:30,077 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=2.03ms, fps=5934 images/s, loss=1.6633, top1-acc=59.53%, top5-acc=83.84%, remaining_time=0:00:00.459190, arrival_time=2021-04-10 03:12:30.536645, cost_time=0:00:01.377578 2021-04-10 03:12:30,471 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.08ms, fps=5900 images/s, loss=1.6832, top1-acc=59.26%, top5-acc=83.34%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:30.471104, cost_time=0:00:01.771303 2021-04-10 03:12:31,232 INFO : Epoch=0071 complete, best val top1-acc=59.75%, top5-acc=83.19% (epoch=70), remaining_time=1:01:41.510649, arrival_time=2021-04-10 04:14:12.742912, cost_time=0:33:57.265521 2021-04-10 03:12:31,232 INFO : Train start, epoch=0072, lr=0.071997 2021-04-10 03:12:32,703 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.78ms, fps=1741 images/s, loss=0.9091, top1-acc=74.88%, top5-acc=93.32%, remaining_time=0:00:27.344046, arrival_time=2021-04-10 03:13:00.047281, cost_time=0:00:01.470112 2021-04-10 03:12:34,004 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=2.09ms, fps=1968 images/s, loss=0.9300, top1-acc=74.94%, top5-acc=93.01%, remaining_time=0:00:24.389376, arrival_time=2021-04-10 03:12:58.394040, cost_time=0:00:02.771528 2021-04-10 03:12:35,305 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.91ms, fps=1968 images/s, loss=0.9401, top1-acc=74.84%, top5-acc=92.92%, remaining_time=0:00:22.536658, arrival_time=2021-04-10 03:12:57.842546, cost_time=0:00:04.072902 2021-04-10 03:12:36,613 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.92ms, fps=1959 images/s, loss=0.9380, top1-acc=74.83%, top5-acc=92.91%, remaining_time=0:00:20.982936, arrival_time=2021-04-10 03:12:57.596179, cost_time=0:00:05.380241 2021-04-10 03:12:37,915 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.61ms, fps=1966 images/s, loss=0.9477, top1-acc=74.67%, top5-acc=92.95%, remaining_time=0:00:19.513046, arrival_time=2021-04-10 03:12:57.428659, cost_time=0:00:06.682561 2021-04-10 03:12:39,219 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.51ms, fps=1964 images/s, loss=0.9471, top1-acc=74.68%, top5-acc=92.95%, remaining_time=0:00:18.103504, arrival_time=2021-04-10 03:12:57.323365, cost_time=0:00:07.986838 2021-04-10 03:12:40,525 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.70ms, fps=1962 images/s, loss=0.9440, top1-acc=74.84%, top5-acc=93.02%, remaining_time=0:00:16.725996, arrival_time=2021-04-10 03:12:57.251218, cost_time=0:00:09.292252 2021-04-10 03:12:41,827 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.41ms, fps=1967 images/s, loss=0.9459, top1-acc=74.84%, top5-acc=92.90%, remaining_time=0:00:15.361300, arrival_time=2021-04-10 03:12:57.188299, cost_time=0:00:10.594027 2021-04-10 03:12:43,130 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.59ms, fps=1964 images/s, loss=0.9535, top1-acc=74.71%, top5-acc=92.83%, remaining_time=0:00:14.012988, arrival_time=2021-04-10 03:12:57.143870, cost_time=0:00:11.897818 2021-04-10 03:12:44,431 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.47ms, fps=1969 images/s, loss=0.9532, top1-acc=74.69%, top5-acc=92.91%, remaining_time=0:00:12.670848, arrival_time=2021-04-10 03:12:57.102671, cost_time=0:00:13.198847 2021-04-10 03:12:45,729 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.52ms, fps=1973 images/s, loss=0.9541, top1-acc=74.62%, top5-acc=92.92%, remaining_time=0:00:11.333940, arrival_time=2021-04-10 03:12:57.063872, cost_time=0:00:14.496949 2021-04-10 03:12:47,037 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.51ms, fps=1959 images/s, loss=0.9598, top1-acc=74.47%, top5-acc=92.88%, remaining_time=0:00:10.009428, arrival_time=2021-04-10 03:12:57.046737, cost_time=0:00:15.804327 2021-04-10 03:12:48,349 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.94ms, fps=1952 images/s, loss=0.9685, top1-acc=74.25%, top5-acc=92.77%, remaining_time=0:00:08.689758, arrival_time=2021-04-10 03:12:57.039267, cost_time=0:00:17.116235 2021-04-10 03:12:49,654 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.48ms, fps=1962 images/s, loss=0.9716, top1-acc=74.19%, top5-acc=92.71%, remaining_time=0:00:07.368704, arrival_time=2021-04-10 03:12:57.023443, cost_time=0:00:18.421755 2021-04-10 03:12:50,956 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.52ms, fps=1968 images/s, loss=0.9748, top1-acc=74.16%, top5-acc=92.66%, remaining_time=0:00:06.048356, arrival_time=2021-04-10 03:12:57.004285, cost_time=0:00:19.722876 2021-04-10 03:12:52,274 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.80ms, fps=1943 images/s, loss=0.9761, top1-acc=74.18%, top5-acc=92.63%, remaining_time=0:00:04.734252, arrival_time=2021-04-10 03:12:57.008525, cost_time=0:00:21.041153 2021-04-10 03:12:53,580 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=2.14ms, fps=1960 images/s, loss=0.9830, top1-acc=74.04%, top5-acc=92.55%, remaining_time=0:00:03.417908, arrival_time=2021-04-10 03:12:56.998789, cost_time=0:00:22.347820 2021-04-10 03:12:54,883 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.69ms, fps=1966 images/s, loss=0.9862, top1-acc=73.97%, top5-acc=92.51%, remaining_time=0:00:02.102256, arrival_time=2021-04-10 03:12:56.985535, cost_time=0:00:23.650311 2021-04-10 03:12:56,180 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.79ms, fps=1974 images/s, loss=0.9879, top1-acc=73.88%, top5-acc=92.47%, remaining_time=0:00:00.787818, arrival_time=2021-04-10 03:12:56.968378, cost_time=0:00:24.947501 2021-04-10 03:12:56,884 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.50ms, fps=1933 images/s, loss=0.9895, top1-acc=73.83%, top5-acc=92.44%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:56.884814, cost_time=0:00:25.651834 2021-04-10 03:12:57,405 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=1.76ms, fps=4924 images/s, loss=1.6582, top1-acc=59.84%, top5-acc=83.52%, remaining_time=0:00:01.559790, arrival_time=2021-04-10 03:12:58.965639, cost_time=0:00:00.519930 2021-04-10 03:12:57,846 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.86ms, fps=5816 images/s, loss=1.6849, top1-acc=59.90%, top5-acc=83.20%, remaining_time=0:00:00.960580, arrival_time=2021-04-10 03:12:58.807086, cost_time=0:00:00.960575 2021-04-10 03:12:58,281 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.22ms, fps=5890 images/s, loss=1.6375, top1-acc=60.79%, top5-acc=84.11%, remaining_time=0:00:00.465240, arrival_time=2021-04-10 03:12:58.746827, cost_time=0:00:01.395706 2021-04-10 03:12:58,674 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.10ms, fps=5904 images/s, loss=1.6513, top1-acc=60.74%, top5-acc=84.17%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:58.674870, cost_time=0:00:01.789013 2021-04-10 03:13:00,886 INFO : Epoch=0072 complete, best val top1-acc=60.74%, top5-acc=84.17% (epoch=72), remaining_time=1:01:14.524672, arrival_time=2021-04-10 04:14:15.411583, cost_time=0:34:26.920162 2021-04-10 03:13:00,887 INFO : Train start, epoch=0073, lr=0.071289 2021-04-10 03:13:02,365 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=2.23ms, fps=1733 images/s, loss=0.9553, top1-acc=75.12%, top5-acc=93.05%, remaining_time=0:00:27.477966, arrival_time=2021-04-10 03:13:29.843095, cost_time=0:00:01.477314 2021-04-10 03:13:03,669 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=2.24ms, fps=1964 images/s, loss=0.9327, top1-acc=76.09%, top5-acc=92.71%, remaining_time=0:00:24.478080, arrival_time=2021-04-10 03:13:28.147547, cost_time=0:00:02.781597 2021-04-10 03:13:04,972 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.44ms, fps=1966 images/s, loss=0.9327, top1-acc=75.65%, top5-acc=93.03%, remaining_time=0:00:22.599572, arrival_time=2021-04-10 03:13:27.571613, cost_time=0:00:04.084250 2021-04-10 03:13:06,270 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.69ms, fps=1972 images/s, loss=0.9367, top1-acc=75.23%, top5-acc=93.18%, remaining_time=0:00:20.994480, arrival_time=2021-04-10 03:13:27.265429, cost_time=0:00:05.383218 2021-04-10 03:13:07,583 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.43ms, fps=1951 images/s, loss=0.9431, top1-acc=75.00%, top5-acc=93.14%, remaining_time=0:00:19.552174, arrival_time=2021-04-10 03:13:27.136006, cost_time=0:00:06.695941 2021-04-10 03:13:08,895 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.58ms, fps=1952 images/s, loss=0.9443, top1-acc=74.93%, top5-acc=93.12%, remaining_time=0:00:18.151648, arrival_time=2021-04-10 03:13:27.047546, cost_time=0:00:08.008084 2021-04-10 03:13:10,209 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.62ms, fps=1950 images/s, loss=0.9488, top1-acc=74.83%, top5-acc=93.00%, remaining_time=0:00:16.778790, arrival_time=2021-04-10 03:13:26.988133, cost_time=0:00:09.321521 2021-04-10 03:13:11,513 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.40ms, fps=1963 images/s, loss=0.9556, top1-acc=74.59%, top5-acc=92.96%, remaining_time=0:00:15.407700, arrival_time=2021-04-10 03:13:26.921502, cost_time=0:00:10.625991 2021-04-10 03:13:12,818 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.76ms, fps=1964 images/s, loss=0.9574, top1-acc=74.54%, top5-acc=93.02%, remaining_time=0:00:14.051254, arrival_time=2021-04-10 03:13:26.869403, cost_time=0:00:11.930323 2021-04-10 03:13:14,129 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.80ms, fps=1953 images/s, loss=0.9548, top1-acc=74.71%, top5-acc=93.04%, remaining_time=0:00:12.711936, arrival_time=2021-04-10 03:13:26.841329, cost_time=0:00:13.241570 2021-04-10 03:13:15,434 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=2.17ms, fps=1962 images/s, loss=0.9570, top1-acc=74.63%, top5-acc=93.00%, remaining_time=0:00:11.373070, arrival_time=2021-04-10 03:13:26.807798, cost_time=0:00:14.546904 2021-04-10 03:13:16,745 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.69ms, fps=1954 images/s, loss=0.9648, top1-acc=74.45%, top5-acc=92.89%, remaining_time=0:00:10.043324, arrival_time=2021-04-10 03:13:26.789077, cost_time=0:00:15.857933 2021-04-10 03:13:18,056 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=2.81ms, fps=1955 images/s, loss=0.9699, top1-acc=74.30%, top5-acc=92.79%, remaining_time=0:00:08.716224, arrival_time=2021-04-10 03:13:26.772488, cost_time=0:00:17.168381 2021-04-10 03:13:19,363 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.77ms, fps=1960 images/s, loss=0.9744, top1-acc=74.16%, top5-acc=92.74%, remaining_time=0:00:07.390152, arrival_time=2021-04-10 03:13:26.753255, cost_time=0:00:18.475378 2021-04-10 03:13:20,677 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.58ms, fps=1948 images/s, loss=0.9771, top1-acc=74.12%, top5-acc=92.68%, remaining_time=0:00:06.068918, arrival_time=2021-04-10 03:13:26.746800, cost_time=0:00:19.789993 2021-04-10 03:13:21,987 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.89ms, fps=1957 images/s, loss=0.9770, top1-acc=74.16%, top5-acc=92.71%, remaining_time=0:00:04.747320, arrival_time=2021-04-10 03:13:26.734398, cost_time=0:00:21.099176 2021-04-10 03:13:23,293 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.50ms, fps=1960 images/s, loss=0.9820, top1-acc=74.06%, top5-acc=92.59%, remaining_time=0:00:03.426800, arrival_time=2021-04-10 03:13:26.720566, cost_time=0:00:22.405941 2021-04-10 03:13:24,595 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.74ms, fps=1967 images/s, loss=0.9813, top1-acc=74.09%, top5-acc=92.57%, remaining_time=0:00:02.107376, arrival_time=2021-04-10 03:13:26.703137, cost_time=0:00:23.708021 2021-04-10 03:13:25,893 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.34ms, fps=1973 images/s, loss=0.9826, top1-acc=74.11%, top5-acc=92.57%, remaining_time=0:00:00.789660, arrival_time=2021-04-10 03:13:26.683331, cost_time=0:00:25.005858 2021-04-10 03:13:26,594 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.37ms, fps=1943 images/s, loss=0.9856, top1-acc=74.05%, top5-acc=92.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:26.594320, cost_time=0:00:25.706594 2021-04-10 03:13:27,143 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=0.40ms, fps=4672 images/s, loss=1.8255, top1-acc=56.91%, top5-acc=80.27%, remaining_time=0:00:01.643640, arrival_time=2021-04-10 03:13:28.786920, cost_time=0:00:00.547875 2021-04-10 03:13:27,580 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.83ms, fps=5863 images/s, loss=1.7935, top1-acc=57.38%, top5-acc=81.58%, remaining_time=0:00:00.985020, arrival_time=2021-04-10 03:13:28.565416, cost_time=0:00:00.985015 2021-04-10 03:13:28,022 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.87ms, fps=5800 images/s, loss=1.8265, top1-acc=57.03%, top5-acc=81.39%, remaining_time=0:00:00.475590, arrival_time=2021-04-10 03:13:28.497802, cost_time=0:00:01.426779 2021-04-10 03:13:28,413 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.05ms, fps=5939 images/s, loss=1.8643, top1-acc=56.53%, top5-acc=81.20%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:28.413274, cost_time=0:00:01.817908 2021-04-10 03:13:29,182 INFO : Epoch=0073 complete, best val top1-acc=60.74%, top5-acc=84.17% (epoch=72), remaining_time=1:00:45.101295, arrival_time=2021-04-10 04:14:14.283740, cost_time=0:34:55.215671 2021-04-10 03:13:29,183 INFO : Train start, epoch=0074, lr=0.070576 2021-04-10 03:13:30,682 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=0.52ms, fps=1708 images/s, loss=0.9703, top1-acc=73.98%, top5-acc=92.42%, remaining_time=0:00:27.875448, arrival_time=2021-04-10 03:13:58.557727, cost_time=0:00:01.498678 2021-04-10 03:13:31,986 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.51ms, fps=1964 images/s, loss=0.9598, top1-acc=74.24%, top5-acc=92.81%, remaining_time=0:00:24.666224, arrival_time=2021-04-10 03:13:56.652763, cost_time=0:00:02.802974 2021-04-10 03:13:33,292 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=2.01ms, fps=1961 images/s, loss=0.9504, top1-acc=74.61%, top5-acc=93.09%, remaining_time=0:00:22.737186, arrival_time=2021-04-10 03:13:56.029879, cost_time=0:00:04.109116 2021-04-10 03:13:34,590 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.70ms, fps=1974 images/s, loss=0.9509, top1-acc=74.67%, top5-acc=93.00%, remaining_time=0:00:21.085272, arrival_time=2021-04-10 03:13:55.675228, cost_time=0:00:05.406476 2021-04-10 03:13:35,908 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.98ms, fps=1943 images/s, loss=0.9565, top1-acc=74.50%, top5-acc=92.84%, remaining_time=0:00:19.636124, arrival_time=2021-04-10 03:13:55.544371, cost_time=0:00:06.724678 2021-04-10 03:13:37,211 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.67ms, fps=1965 images/s, loss=0.9491, top1-acc=74.62%, top5-acc=92.92%, remaining_time=0:00:18.196936, arrival_time=2021-04-10 03:13:55.408620, cost_time=0:00:08.028048 2021-04-10 03:13:38,526 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.48ms, fps=1949 images/s, loss=0.9521, top1-acc=74.54%, top5-acc=92.89%, remaining_time=0:00:16.815834, arrival_time=2021-04-10 03:13:55.341771, cost_time=0:00:09.342154 2021-04-10 03:13:39,831 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.38ms, fps=1963 images/s, loss=0.9583, top1-acc=74.47%, top5-acc=92.87%, remaining_time=0:00:15.439252, arrival_time=2021-04-10 03:13:55.270505, cost_time=0:00:10.647769 2021-04-10 03:13:41,137 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.49ms, fps=1960 images/s, loss=0.9590, top1-acc=74.46%, top5-acc=92.91%, remaining_time=0:00:14.079662, arrival_time=2021-04-10 03:13:55.217597, cost_time=0:00:11.954461 2021-04-10 03:13:42,442 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=2.52ms, fps=1963 images/s, loss=0.9616, top1-acc=74.41%, top5-acc=92.87%, remaining_time=0:00:12.728928, arrival_time=2021-04-10 03:13:55.171809, cost_time=0:00:13.259287 2021-04-10 03:13:43,745 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.44ms, fps=1966 images/s, loss=0.9652, top1-acc=74.30%, top5-acc=92.83%, remaining_time=0:00:11.385196, arrival_time=2021-04-10 03:13:55.131134, cost_time=0:00:14.562467 2021-04-10 03:13:45,049 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.70ms, fps=1965 images/s, loss=0.9739, top1-acc=74.10%, top5-acc=92.70%, remaining_time=0:00:10.048264, arrival_time=2021-04-10 03:13:55.097554, cost_time=0:00:15.865727 2021-04-10 03:13:46,352 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.61ms, fps=1965 images/s, loss=0.9727, top1-acc=74.16%, top5-acc=92.76%, remaining_time=0:00:08.716554, arrival_time=2021-04-10 03:13:55.069156, cost_time=0:00:17.168968 2021-04-10 03:13:47,659 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.92ms, fps=1960 images/s, loss=0.9722, top1-acc=74.17%, top5-acc=92.79%, remaining_time=0:00:07.390488, arrival_time=2021-04-10 03:13:55.050263, cost_time=0:00:18.476222 2021-04-10 03:13:48,964 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.59ms, fps=1962 images/s, loss=0.9731, top1-acc=74.21%, top5-acc=92.77%, remaining_time=0:00:06.066250, arrival_time=2021-04-10 03:13:55.031036, cost_time=0:00:19.781304 2021-04-10 03:13:50,265 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.37ms, fps=1969 images/s, loss=0.9758, top1-acc=74.16%, top5-acc=92.74%, remaining_time=0:00:04.743396, arrival_time=2021-04-10 03:13:55.008706, cost_time=0:00:21.081750 2021-04-10 03:13:51,562 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.57ms, fps=1974 images/s, loss=0.9785, top1-acc=74.07%, top5-acc=92.67%, remaining_time=0:00:03.422666, arrival_time=2021-04-10 03:13:54.985282, cost_time=0:00:22.378989 2021-04-10 03:13:52,864 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.43ms, fps=1967 images/s, loss=0.9839, top1-acc=73.95%, top5-acc=92.64%, remaining_time=0:00:02.105024, arrival_time=2021-04-10 03:13:54.969945, cost_time=0:00:23.681447 2021-04-10 03:13:54,166 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.88ms, fps=1968 images/s, loss=0.9841, top1-acc=74.01%, top5-acc=92.64%, remaining_time=0:00:00.788928, arrival_time=2021-04-10 03:13:54.955161, cost_time=0:00:24.982676 2021-04-10 03:13:54,870 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.37ms, fps=1933 images/s, loss=0.9870, top1-acc=73.98%, top5-acc=92.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:54.870417, cost_time=0:00:25.686954 2021-04-10 03:13:55,410 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=2.35ms, fps=4751 images/s, loss=1.9535, top1-acc=56.29%, top5-acc=80.23%, remaining_time=0:00:01.616400, arrival_time=2021-04-10 03:13:57.026682, cost_time=0:00:00.538799 2021-04-10 03:13:55,844 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.91ms, fps=5905 images/s, loss=1.9027, top1-acc=57.46%, top5-acc=80.31%, remaining_time=0:00:00.972800, arrival_time=2021-04-10 03:13:56.817118, cost_time=0:00:00.972801 2021-04-10 03:13:56,277 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.31ms, fps=5918 images/s, loss=1.9251, top1-acc=56.98%, top5-acc=79.90%, remaining_time=0:00:00.468640, arrival_time=2021-04-10 03:13:56.745999, cost_time=0:00:01.405909 2021-04-10 03:13:56,669 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.08ms, fps=5914 images/s, loss=1.9419, top1-acc=56.15%, top5-acc=79.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:56.669942, cost_time=0:00:01.798530 2021-04-10 03:13:57,436 INFO : Epoch=0074 complete, best val top1-acc=60.74%, top5-acc=84.17% (epoch=72), remaining_time=1:00:15.637914, arrival_time=2021-04-10 04:14:13.074560, cost_time=0:35:23.469905 2021-04-10 03:13:57,437 INFO : Train start, epoch=0075, lr=0.069857 2021-04-10 03:13:58,947 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.51ms, fps=1695 images/s, loss=0.9972, top1-acc=74.30%, top5-acc=91.91%, remaining_time=0:00:28.092882, arrival_time=2021-04-10 03:14:27.040785, cost_time=0:00:01.510367 2021-04-10 03:14:00,250 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.43ms, fps=1967 images/s, loss=1.0006, top1-acc=74.08%, top5-acc=92.17%, remaining_time=0:00:24.752640, arrival_time=2021-04-10 03:14:25.002961, cost_time=0:00:02.812795 2021-04-10 03:14:01,555 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.52ms, fps=1963 images/s, loss=0.9612, top1-acc=74.91%, top5-acc=92.72%, remaining_time=0:00:22.783002, arrival_time=2021-04-10 03:14:24.338012, cost_time=0:00:04.117424 2021-04-10 03:14:02,868 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.42ms, fps=1950 images/s, loss=0.9422, top1-acc=75.37%, top5-acc=93.09%, remaining_time=0:00:21.181680, arrival_time=2021-04-10 03:14:24.050414, cost_time=0:00:05.431202 2021-04-10 03:14:04,166 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.85ms, fps=1974 images/s, loss=0.9350, top1-acc=75.37%, top5-acc=93.06%, remaining_time=0:00:19.648242, arrival_time=2021-04-10 03:14:23.814537, cost_time=0:00:06.728836 2021-04-10 03:14:05,466 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.33ms, fps=1971 images/s, loss=0.9457, top1-acc=75.14%, top5-acc=93.05%, remaining_time=0:00:18.197616, arrival_time=2021-04-10 03:14:23.663544, cost_time=0:00:08.028348 2021-04-10 03:14:06,773 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.47ms, fps=1959 images/s, loss=0.9480, top1-acc=75.12%, top5-acc=93.05%, remaining_time=0:00:16.804116, arrival_time=2021-04-10 03:14:23.577248, cost_time=0:00:09.335642 2021-04-10 03:14:08,076 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.45ms, fps=1965 images/s, loss=0.9533, top1-acc=75.00%, top5-acc=93.03%, remaining_time=0:00:15.426144, arrival_time=2021-04-10 03:14:23.502374, cost_time=0:00:10.638707 2021-04-10 03:14:09,386 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=2.54ms, fps=1956 images/s, loss=0.9505, top1-acc=75.03%, top5-acc=93.03%, remaining_time=0:00:14.072560, arrival_time=2021-04-10 03:14:23.458668, cost_time=0:00:11.948412 2021-04-10 03:14:10,696 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.83ms, fps=1955 images/s, loss=0.9462, top1-acc=75.06%, top5-acc=93.08%, remaining_time=0:00:12.728832, arrival_time=2021-04-10 03:14:23.425613, cost_time=0:00:13.259248 2021-04-10 03:14:12,002 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.52ms, fps=1962 images/s, loss=0.9474, top1-acc=75.04%, top5-acc=93.04%, remaining_time=0:00:11.386744, arrival_time=2021-04-10 03:14:23.388763, cost_time=0:00:14.564489 2021-04-10 03:14:13,302 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.42ms, fps=1969 images/s, loss=0.9509, top1-acc=74.98%, top5-acc=92.95%, remaining_time=0:00:10.048036, arrival_time=2021-04-10 03:14:23.350803, cost_time=0:00:15.865307 2021-04-10 03:14:14,636 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.92ms, fps=1920 images/s, loss=0.9560, top1-acc=74.82%, top5-acc=92.87%, remaining_time=0:00:08.731932, arrival_time=2021-04-10 03:14:23.368675, cost_time=0:00:17.199307 2021-04-10 03:14:15,942 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.35ms, fps=1962 images/s, loss=0.9648, top1-acc=74.65%, top5-acc=92.80%, remaining_time=0:00:07.401856, arrival_time=2021-04-10 03:14:23.344059, cost_time=0:00:18.504672 2021-04-10 03:14:17,254 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.59ms, fps=1951 images/s, loss=0.9659, top1-acc=74.60%, top5-acc=92.78%, remaining_time=0:00:06.077290, arrival_time=2021-04-10 03:14:23.332118, cost_time=0:00:19.817290 2021-04-10 03:14:18,559 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.95ms, fps=1963 images/s, loss=0.9630, top1-acc=74.69%, top5-acc=92.85%, remaining_time=0:00:04.752432, arrival_time=2021-04-10 03:14:23.311922, cost_time=0:00:21.121956 2021-04-10 03:14:19,856 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.63ms, fps=1975 images/s, loss=0.9648, top1-acc=74.64%, top5-acc=92.84%, remaining_time=0:00:03.428776, arrival_time=2021-04-10 03:14:23.285216, cost_time=0:00:22.418995 2021-04-10 03:14:21,159 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.48ms, fps=1965 images/s, loss=0.9678, top1-acc=74.61%, top5-acc=92.78%, remaining_time=0:00:02.108640, arrival_time=2021-04-10 03:14:23.268409, cost_time=0:00:23.722237 2021-04-10 03:14:22,467 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.58ms, fps=1959 images/s, loss=0.9701, top1-acc=74.51%, top5-acc=92.75%, remaining_time=0:00:00.790410, arrival_time=2021-04-10 03:14:23.257794, cost_time=0:00:25.029732 2021-04-10 03:14:23,178 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=2.44ms, fps=1914 images/s, loss=0.9718, top1-acc=74.49%, top5-acc=92.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:23.178662, cost_time=0:00:25.741151 2021-04-10 03:14:23,717 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=1.95ms, fps=4759 images/s, loss=1.9940, top1-acc=56.29%, top5-acc=79.80%, remaining_time=0:00:01.613790, arrival_time=2021-04-10 03:14:25.331555, cost_time=0:00:00.537932 2021-04-10 03:14:24,148 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.73ms, fps=5947 images/s, loss=1.9836, top1-acc=56.31%, top5-acc=80.16%, remaining_time=0:00:00.968900, arrival_time=2021-04-10 03:14:25.117635, cost_time=0:00:00.968905 2021-04-10 03:14:24,580 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.64ms, fps=5932 images/s, loss=1.9710, top1-acc=56.45%, top5-acc=79.99%, remaining_time=0:00:00.466980, arrival_time=2021-04-10 03:14:25.047711, cost_time=0:00:01.400947 2021-04-10 03:14:24,973 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.08ms, fps=5917 images/s, loss=1.9402, top1-acc=56.68%, top5-acc=80.18%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:24.973130, cost_time=0:00:01.793377 2021-04-10 03:14:25,743 INFO : Epoch=0075 complete, best val top1-acc=60.74%, top5-acc=84.17% (epoch=72), remaining_time=0:59:46.294125, arrival_time=2021-04-10 04:14:12.037386, cost_time=0:35:51.776486 2021-04-10 03:14:25,744 INFO : Train start, epoch=0076, lr=0.069134 2021-04-10 03:14:27,246 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.63ms, fps=1704 images/s, loss=0.9428, top1-acc=75.66%, top5-acc=93.01%, remaining_time=0:00:27.935526, arrival_time=2021-04-10 03:14:55.181844, cost_time=0:00:01.501910 2021-04-10 03:14:28,550 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=2.02ms, fps=1964 images/s, loss=0.9413, top1-acc=75.92%, top5-acc=93.03%, remaining_time=0:00:24.694912, arrival_time=2021-04-10 03:14:53.245487, cost_time=0:00:02.806234 2021-04-10 03:14:29,863 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.63ms, fps=1951 images/s, loss=0.9510, top1-acc=75.69%, top5-acc=92.99%, remaining_time=0:00:22.789310, arrival_time=2021-04-10 03:14:52.652343, cost_time=0:00:04.118547 2021-04-10 03:14:31,174 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.37ms, fps=1953 images/s, loss=0.9391, top1-acc=75.62%, top5-acc=93.05%, remaining_time=0:00:21.178560, arrival_time=2021-04-10 03:14:52.353377, cost_time=0:00:05.430411 2021-04-10 03:14:32,479 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.76ms, fps=1964 images/s, loss=0.9292, top1-acc=75.77%, top5-acc=93.15%, remaining_time=0:00:19.665616, arrival_time=2021-04-10 03:14:52.144834, cost_time=0:00:06.734811 2021-04-10 03:14:33,784 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.54ms, fps=1962 images/s, loss=0.9318, top1-acc=75.62%, top5-acc=93.08%, remaining_time=0:00:18.224816, arrival_time=2021-04-10 03:14:52.009651, cost_time=0:00:08.040348 2021-04-10 03:14:35,092 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.56ms, fps=1959 images/s, loss=0.9320, top1-acc=75.57%, top5-acc=93.10%, remaining_time=0:00:16.825914, arrival_time=2021-04-10 03:14:51.918092, cost_time=0:00:09.347754 2021-04-10 03:14:36,389 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.36ms, fps=1974 images/s, loss=0.9279, top1-acc=75.45%, top5-acc=93.13%, remaining_time=0:00:15.435424, arrival_time=2021-04-10 03:14:51.824939, cost_time=0:00:10.645153 2021-04-10 03:14:37,696 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=2.02ms, fps=1959 images/s, loss=0.9306, top1-acc=75.41%, top5-acc=93.11%, remaining_time=0:00:14.077224, arrival_time=2021-04-10 03:14:51.774033, cost_time=0:00:11.952397 2021-04-10 03:14:39,000 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.42ms, fps=1965 images/s, loss=0.9321, top1-acc=75.32%, top5-acc=93.12%, remaining_time=0:00:12.725472, arrival_time=2021-04-10 03:14:51.725546, cost_time=0:00:13.255734 2021-04-10 03:14:40,304 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.66ms, fps=1964 images/s, loss=0.9360, top1-acc=75.22%, top5-acc=93.10%, remaining_time=0:00:11.383046, arrival_time=2021-04-10 03:14:51.687207, cost_time=0:00:14.559749 2021-04-10 03:14:41,603 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.44ms, fps=1971 images/s, loss=0.9358, top1-acc=75.29%, top5-acc=93.09%, remaining_time=0:00:10.044236, arrival_time=2021-04-10 03:14:51.648035, cost_time=0:00:15.859314 2021-04-10 03:14:42,920 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.76ms, fps=1946 images/s, loss=0.9410, top1-acc=75.12%, top5-acc=93.02%, remaining_time=0:00:08.720052, arrival_time=2021-04-10 03:14:51.640245, cost_time=0:00:17.175859 2021-04-10 03:14:44,222 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=2.22ms, fps=1967 images/s, loss=0.9450, top1-acc=75.01%, top5-acc=92.99%, remaining_time=0:00:07.391104, arrival_time=2021-04-10 03:14:51.613284, cost_time=0:00:18.477717 2021-04-10 03:14:45,531 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.72ms, fps=1957 images/s, loss=0.9449, top1-acc=75.01%, top5-acc=92.96%, remaining_time=0:00:06.067952, arrival_time=2021-04-10 03:14:51.599122, cost_time=0:00:19.786736 2021-04-10 03:14:46,836 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.47ms, fps=1963 images/s, loss=0.9493, top1-acc=74.90%, top5-acc=92.92%, remaining_time=0:00:04.745664, arrival_time=2021-04-10 03:14:51.581797, cost_time=0:00:21.091811 2021-04-10 03:14:48,142 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.88ms, fps=1961 images/s, loss=0.9564, top1-acc=74.73%, top5-acc=92.88%, remaining_time=0:00:03.425552, arrival_time=2021-04-10 03:14:51.567889, cost_time=0:00:22.397822 2021-04-10 03:14:49,446 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.56ms, fps=1964 images/s, loss=0.9560, top1-acc=74.74%, top5-acc=92.92%, remaining_time=0:00:02.106880, arrival_time=2021-04-10 03:14:51.553597, cost_time=0:00:23.702380 2021-04-10 03:14:50,749 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.46ms, fps=1965 images/s, loss=0.9571, top1-acc=74.73%, top5-acc=92.88%, remaining_time=0:00:00.789648, arrival_time=2021-04-10 03:14:51.539407, cost_time=0:00:25.005430 2021-04-10 03:14:51,457 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=2.01ms, fps=1923 images/s, loss=0.9590, top1-acc=74.69%, top5-acc=92.87%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:51.457413, cost_time=0:00:25.713056 2021-04-10 03:14:52,053 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=0.45ms, fps=4306 images/s, loss=1.6503, top1-acc=61.17%, top5-acc=84.37%, remaining_time=0:00:01.783500, arrival_time=2021-04-10 03:14:53.836924, cost_time=0:00:00.594504 2021-04-10 03:14:52,492 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.37ms, fps=5842 images/s, loss=1.6501, top1-acc=61.35%, top5-acc=84.39%, remaining_time=0:00:01.033160, arrival_time=2021-04-10 03:14:53.525234, cost_time=0:00:01.033162 2021-04-10 03:14:52,924 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.43ms, fps=5933 images/s, loss=1.6526, top1-acc=61.11%, top5-acc=84.26%, remaining_time=0:00:00.488380, arrival_time=2021-04-10 03:14:53.412412, cost_time=0:00:01.465128 2021-04-10 03:14:53,319 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.08ms, fps=5879 images/s, loss=1.6415, top1-acc=60.85%, top5-acc=84.02%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:53.319019, cost_time=0:00:01.860181 2021-04-10 03:14:54,894 INFO : Epoch=0076 complete, best val top1-acc=60.85%, top5-acc=84.02% (epoch=76), remaining_time=0:59:18.355212, arrival_time=2021-04-10 04:14:13.249368, cost_time=0:36:20.927372 2021-04-10 03:14:54,895 INFO : Train start, epoch=0077, lr=0.068406 2021-04-10 03:14:56,371 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.63ms, fps=1735 images/s, loss=0.9094, top1-acc=75.74%, top5-acc=93.48%, remaining_time=0:00:27.449322, arrival_time=2021-04-10 03:15:23.820371, cost_time=0:00:01.475768 2021-04-10 03:14:57,671 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.59ms, fps=1970 images/s, loss=0.8653, top1-acc=77.03%, top5-acc=93.85%, remaining_time=0:00:24.429504, arrival_time=2021-04-10 03:15:22.100799, cost_time=0:00:02.776090 2021-04-10 03:14:58,975 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.45ms, fps=1964 images/s, loss=0.8928, top1-acc=76.22%, top5-acc=93.52%, remaining_time=0:00:22.574506, arrival_time=2021-04-10 03:15:21.549511, cost_time=0:00:04.079732 2021-04-10 03:15:00,274 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.52ms, fps=1970 images/s, loss=0.9108, top1-acc=75.99%, top5-acc=93.25%, remaining_time=0:00:20.980128, arrival_time=2021-04-10 03:15:21.254986, cost_time=0:00:05.379537 2021-04-10 03:15:01,582 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.53ms, fps=1959 images/s, loss=0.9188, top1-acc=75.74%, top5-acc=93.27%, remaining_time=0:00:19.525602, arrival_time=2021-04-10 03:15:21.107735, cost_time=0:00:06.686861 2021-04-10 03:15:02,884 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.45ms, fps=1967 images/s, loss=0.9173, top1-acc=75.73%, top5-acc=93.26%, remaining_time=0:00:18.107720, arrival_time=2021-04-10 03:15:20.991687, cost_time=0:00:07.988672 2021-04-10 03:15:04,182 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.97ms, fps=1972 images/s, loss=0.9217, top1-acc=75.72%, top5-acc=93.32%, remaining_time=0:00:16.717680, arrival_time=2021-04-10 03:15:20.900497, cost_time=0:00:09.287620 2021-04-10 03:15:05,479 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.36ms, fps=1975 images/s, loss=0.9223, top1-acc=75.72%, top5-acc=93.32%, remaining_time=0:00:15.346800, arrival_time=2021-04-10 03:15:20.825967, cost_time=0:00:10.583973 2021-04-10 03:15:06,786 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.41ms, fps=1959 images/s, loss=0.9240, top1-acc=75.65%, top5-acc=93.27%, remaining_time=0:00:14.005250, arrival_time=2021-04-10 03:15:20.791852, cost_time=0:00:11.891256 2021-04-10 03:15:08,091 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.34ms, fps=1963 images/s, loss=0.9302, top1-acc=75.52%, top5-acc=93.22%, remaining_time=0:00:12.668640, arrival_time=2021-04-10 03:15:20.760362, cost_time=0:00:13.196525 2021-04-10 03:15:09,394 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.45ms, fps=1966 images/s, loss=0.9335, top1-acc=75.42%, top5-acc=93.12%, remaining_time=0:00:11.335918, arrival_time=2021-04-10 03:15:20.730516, cost_time=0:00:14.499408 2021-04-10 03:15:10,704 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.43ms, fps=1955 images/s, loss=0.9367, top1-acc=75.35%, top5-acc=93.08%, remaining_time=0:00:10.012392, arrival_time=2021-04-10 03:15:20.716611, cost_time=0:00:15.808998 2021-04-10 03:15:12,006 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.37ms, fps=1967 images/s, loss=0.9374, top1-acc=75.33%, top5-acc=93.08%, remaining_time=0:00:08.687316, arrival_time=2021-04-10 03:15:20.693824, cost_time=0:00:17.111316 2021-04-10 03:15:13,312 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.45ms, fps=1961 images/s, loss=0.9386, top1-acc=75.28%, top5-acc=93.05%, remaining_time=0:00:07.366912, arrival_time=2021-04-10 03:15:20.679527, cost_time=0:00:18.417333 2021-04-10 03:15:14,618 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.38ms, fps=1961 images/s, loss=0.9383, top1-acc=75.24%, top5-acc=93.08%, remaining_time=0:00:06.048494, arrival_time=2021-04-10 03:15:20.667111, cost_time=0:00:19.723382 2021-04-10 03:15:15,930 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=2.55ms, fps=1953 images/s, loss=0.9428, top1-acc=75.05%, top5-acc=93.00%, remaining_time=0:00:04.732812, arrival_time=2021-04-10 03:15:20.662787, cost_time=0:00:21.034720 2021-04-10 03:15:17,243 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.99ms, fps=1950 images/s, loss=0.9456, top1-acc=74.97%, top5-acc=92.95%, remaining_time=0:00:03.417960, arrival_time=2021-04-10 03:15:20.661398, cost_time=0:00:22.348249 2021-04-10 03:15:18,545 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.87ms, fps=1967 images/s, loss=0.9481, top1-acc=74.91%, top5-acc=92.91%, remaining_time=0:00:02.102224, arrival_time=2021-04-10 03:15:20.647474, cost_time=0:00:23.650066 2021-04-10 03:15:19,849 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.24ms, fps=1963 images/s, loss=0.9513, top1-acc=74.82%, top5-acc=92.88%, remaining_time=0:00:00.788028, arrival_time=2021-04-10 03:15:20.637497, cost_time=0:00:24.954282 2021-04-10 03:15:20,554 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.45ms, fps=1930 images/s, loss=0.9555, top1-acc=74.73%, top5-acc=92.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:20.554591, cost_time=0:00:25.659407 2021-04-10 03:15:21,085 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.31ms, fps=4834 images/s, loss=1.6482, top1-acc=60.78%, top5-acc=83.48%, remaining_time=0:00:01.588560, arrival_time=2021-04-10 03:15:22.673743, cost_time=0:00:00.529517 2021-04-10 03:15:21,522 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.27ms, fps=5856 images/s, loss=1.6182, top1-acc=61.48%, top5-acc=83.46%, remaining_time=0:00:00.967140, arrival_time=2021-04-10 03:15:22.489971, cost_time=0:00:00.967139 2021-04-10 03:15:21,957 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.30ms, fps=5899 images/s, loss=1.5939, top1-acc=61.35%, top5-acc=83.82%, remaining_time=0:00:00.467180, arrival_time=2021-04-10 03:15:22.424354, cost_time=0:00:01.401555 2021-04-10 03:15:22,348 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.08ms, fps=5929 images/s, loss=1.5791, top1-acc=61.02%, top5-acc=84.03%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:22.348814, cost_time=0:00:01.793218 2021-04-10 03:15:23,861 INFO : Epoch=0077 complete, best val top1-acc=61.02%, top5-acc=84.03% (epoch=77), remaining_time=0:58:50.091144, arrival_time=2021-04-10 04:14:13.952352, cost_time=0:36:49.894459 2021-04-10 03:15:23,861 INFO : Train start, epoch=0078, lr=0.067674 2021-04-10 03:15:25,347 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=0.25ms, fps=1723 images/s, loss=0.9390, top1-acc=75.31%, top5-acc=93.52%, remaining_time=0:00:27.627510, arrival_time=2021-04-10 03:15:52.974840, cost_time=0:00:01.485351 2021-04-10 03:15:26,645 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.91ms, fps=1973 images/s, loss=0.9116, top1-acc=76.13%, top5-acc=93.55%, remaining_time=0:00:24.492160, arrival_time=2021-04-10 03:15:51.137276, cost_time=0:00:02.783190 2021-04-10 03:15:27,951 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.87ms, fps=1961 images/s, loss=0.9197, top1-acc=75.96%, top5-acc=93.46%, remaining_time=0:00:22.626796, arrival_time=2021-04-10 03:15:50.577905, cost_time=0:00:04.089177 2021-04-10 03:15:29,251 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.43ms, fps=1969 images/s, loss=0.9205, top1-acc=75.96%, top5-acc=93.33%, remaining_time=0:00:21.019908, arrival_time=2021-04-10 03:15:50.271686, cost_time=0:00:05.389705 2021-04-10 03:15:30,564 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.32ms, fps=1952 images/s, loss=0.9179, top1-acc=75.84%, top5-acc=93.33%, remaining_time=0:00:19.569986, arrival_time=2021-04-10 03:15:50.134165, cost_time=0:00:06.702058 2021-04-10 03:15:31,872 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=2.08ms, fps=1958 images/s, loss=0.9146, top1-acc=75.74%, top5-acc=93.40%, remaining_time=0:00:18.157224, arrival_time=2021-04-10 03:15:50.029702, cost_time=0:00:08.010552 2021-04-10 03:15:33,180 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=2.12ms, fps=1958 images/s, loss=0.9169, top1-acc=75.56%, top5-acc=93.42%, remaining_time=0:00:16.773624, arrival_time=2021-04-10 03:15:49.954413, cost_time=0:00:09.318695 2021-04-10 03:15:34,479 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.34ms, fps=1973 images/s, loss=0.9268, top1-acc=75.32%, top5-acc=93.34%, remaining_time=0:00:15.394708, arrival_time=2021-04-10 03:15:49.873675, cost_time=0:00:10.617025 2021-04-10 03:15:35,780 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.59ms, fps=1967 images/s, loss=0.9328, top1-acc=75.09%, top5-acc=93.29%, remaining_time=0:00:14.037792, arrival_time=2021-04-10 03:15:49.818565, cost_time=0:00:11.918847 2021-04-10 03:15:37,078 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.40ms, fps=1974 images/s, loss=0.9338, top1-acc=75.10%, top5-acc=93.25%, remaining_time=0:00:12.687744, arrival_time=2021-04-10 03:15:49.766076, cost_time=0:00:13.216409 2021-04-10 03:15:38,383 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.36ms, fps=1963 images/s, loss=0.9367, top1-acc=75.02%, top5-acc=93.19%, remaining_time=0:00:11.352774, arrival_time=2021-04-10 03:15:49.735768, cost_time=0:00:14.521019 2021-04-10 03:15:39,690 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.85ms, fps=1959 images/s, loss=0.9394, top1-acc=74.99%, top5-acc=93.13%, remaining_time=0:00:10.024780, arrival_time=2021-04-10 03:15:49.715343, cost_time=0:00:15.828557 2021-04-10 03:15:40,988 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.30ms, fps=1973 images/s, loss=0.9393, top1-acc=74.99%, top5-acc=93.17%, remaining_time=0:00:08.695038, arrival_time=2021-04-10 03:15:49.683524, cost_time=0:00:17.126558 2021-04-10 03:15:42,299 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=2.42ms, fps=1954 images/s, loss=0.9416, top1-acc=74.90%, top5-acc=93.13%, remaining_time=0:00:07.374920, arrival_time=2021-04-10 03:15:49.674324, cost_time=0:00:18.437315 2021-04-10 03:15:43,606 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.39ms, fps=1961 images/s, loss=0.9424, top1-acc=74.92%, top5-acc=93.12%, remaining_time=0:00:06.054842, arrival_time=2021-04-10 03:15:49.660922, cost_time=0:00:19.744000 2021-04-10 03:15:44,912 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.88ms, fps=1960 images/s, loss=0.9438, top1-acc=74.90%, top5-acc=93.08%, remaining_time=0:00:04.736412, arrival_time=2021-04-10 03:15:49.649105, cost_time=0:00:21.050773 2021-04-10 03:15:46,218 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.43ms, fps=1962 images/s, loss=0.9428, top1-acc=74.95%, top5-acc=93.08%, remaining_time=0:00:03.419182, arrival_time=2021-04-10 03:15:49.637461, cost_time=0:00:22.356270 2021-04-10 03:15:47,522 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.43ms, fps=1964 images/s, loss=0.9464, top1-acc=74.85%, top5-acc=93.03%, remaining_time=0:00:02.103152, arrival_time=2021-04-10 03:15:49.625507, cost_time=0:00:23.660379 2021-04-10 03:15:48,823 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.29ms, fps=1968 images/s, loss=0.9484, top1-acc=74.79%, top5-acc=92.98%, remaining_time=0:00:00.788256, arrival_time=2021-04-10 03:15:49.611649, cost_time=0:00:24.961468 2021-04-10 03:15:49,526 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.26ms, fps=1934 images/s, loss=0.9516, top1-acc=74.74%, top5-acc=92.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:49.526852, cost_time=0:00:25.664932 2021-04-10 03:15:50,069 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=0.20ms, fps=4724 images/s, loss=1.6599, top1-acc=59.80%, top5-acc=83.20%, remaining_time=0:00:01.625640, arrival_time=2021-04-10 03:15:51.695380, cost_time=0:00:00.541884 2021-04-10 03:15:50,501 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.42ms, fps=5932 images/s, loss=1.6545, top1-acc=59.49%, top5-acc=83.91%, remaining_time=0:00:00.973880, arrival_time=2021-04-10 03:15:51.475621, cost_time=0:00:00.973889 2021-04-10 03:15:50,935 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.96ms, fps=5905 images/s, loss=1.6432, top1-acc=59.43%, top5-acc=83.98%, remaining_time=0:00:00.469280, arrival_time=2021-04-10 03:15:51.404981, cost_time=0:00:01.407837 2021-04-10 03:15:51,331 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.11ms, fps=5869 images/s, loss=1.6395, top1-acc=59.48%, top5-acc=83.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:51.331474, cost_time=0:00:01.803645 2021-04-10 03:15:52,179 INFO : Epoch=0078 complete, best val top1-acc=61.02%, top5-acc=84.03% (epoch=77), remaining_time=0:58:20.793294, arrival_time=2021-04-10 04:14:12.972245, cost_time=0:37:18.212130 2021-04-10 03:15:52,180 INFO : Train start, epoch=0079, lr=0.066937 2021-04-10 03:15:53,736 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.46ms, fps=1645 images/s, loss=0.9012, top1-acc=77.30%, top5-acc=93.75%, remaining_time=0:00:28.938810, arrival_time=2021-04-10 03:16:22.675239, cost_time=0:00:01.555848 2021-04-10 03:15:55,040 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.55ms, fps=1965 images/s, loss=0.9346, top1-acc=75.88%, top5-acc=93.18%, remaining_time=0:00:25.163952, arrival_time=2021-04-10 03:16:20.204270, cost_time=0:00:02.859549 2021-04-10 03:15:56,347 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.34ms, fps=1959 images/s, loss=0.9031, top1-acc=76.18%, top5-acc=93.68%, remaining_time=0:00:23.059226, arrival_time=2021-04-10 03:16:19.407040, cost_time=0:00:04.167335 2021-04-10 03:15:57,654 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.87ms, fps=1961 images/s, loss=0.9053, top1-acc=76.20%, top5-acc=93.58%, remaining_time=0:00:21.346728, arrival_time=2021-04-10 03:16:19.000734, cost_time=0:00:05.473537 2021-04-10 03:15:58,958 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.65ms, fps=1963 images/s, loss=0.9125, top1-acc=76.04%, top5-acc=93.55%, remaining_time=0:00:19.791468, arrival_time=2021-04-10 03:16:18.749925, cost_time=0:00:06.777912 2021-04-10 03:16:00,262 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.47ms, fps=1964 images/s, loss=0.9127, top1-acc=75.98%, top5-acc=93.51%, remaining_time=0:00:18.319472, arrival_time=2021-04-10 03:16:18.582096, cost_time=0:00:08.082144 2021-04-10 03:16:01,561 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.59ms, fps=1971 images/s, loss=0.9177, top1-acc=75.84%, top5-acc=93.47%, remaining_time=0:00:16.886268, arrival_time=2021-04-10 03:16:18.448002, cost_time=0:00:09.381274 2021-04-10 03:16:02,867 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.43ms, fps=1961 images/s, loss=0.9129, top1-acc=75.93%, top5-acc=93.49%, remaining_time=0:00:15.496324, arrival_time=2021-04-10 03:16:18.363871, cost_time=0:00:10.687088 2021-04-10 03:16:04,171 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.41ms, fps=1964 images/s, loss=0.9123, top1-acc=75.89%, top5-acc=93.53%, remaining_time=0:00:14.122698, arrival_time=2021-04-10 03:16:18.294216, cost_time=0:00:11.991014 2021-04-10 03:16:05,483 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.62ms, fps=1952 images/s, loss=0.9136, top1-acc=75.84%, top5-acc=93.47%, remaining_time=0:00:12.771168, arrival_time=2021-04-10 03:16:18.254982, cost_time=0:00:13.303264 2021-04-10 03:16:06,783 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.37ms, fps=1970 images/s, loss=0.9146, top1-acc=75.83%, top5-acc=93.42%, remaining_time=0:00:11.417016, arrival_time=2021-04-10 03:16:18.200734, cost_time=0:00:14.603206 2021-04-10 03:16:08,104 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.92ms, fps=1939 images/s, loss=0.9177, top1-acc=75.74%, top5-acc=93.35%, remaining_time=0:00:10.085352, arrival_time=2021-04-10 03:16:18.190043, cost_time=0:00:15.924231 2021-04-10 03:16:09,406 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.40ms, fps=1967 images/s, loss=0.9213, top1-acc=75.68%, top5-acc=93.31%, remaining_time=0:00:08.745660, arrival_time=2021-04-10 03:16:18.152440, cost_time=0:00:17.226320 2021-04-10 03:16:10,710 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=2.15ms, fps=1965 images/s, loss=0.9182, top1-acc=75.79%, top5-acc=93.37%, remaining_time=0:00:07.411824, arrival_time=2021-04-10 03:16:18.121819, cost_time=0:00:18.529492 2021-04-10 03:16:12,021 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.80ms, fps=1954 images/s, loss=0.9182, top1-acc=75.81%, top5-acc=93.36%, remaining_time=0:00:06.084420, arrival_time=2021-04-10 03:16:18.105464, cost_time=0:00:19.840491 2021-04-10 03:16:13,320 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=2.01ms, fps=1972 images/s, loss=0.9182, top1-acc=75.83%, top5-acc=93.33%, remaining_time=0:00:04.756392, arrival_time=2021-04-10 03:16:18.076450, cost_time=0:00:21.139513 2021-04-10 03:16:14,625 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.88ms, fps=1962 images/s, loss=0.9170, top1-acc=75.89%, top5-acc=93.32%, remaining_time=0:00:03.432754, arrival_time=2021-04-10 03:16:18.058184, cost_time=0:00:22.444954 2021-04-10 03:16:15,925 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.36ms, fps=1969 images/s, loss=0.9199, top1-acc=75.82%, top5-acc=93.29%, remaining_time=0:00:02.110688, arrival_time=2021-04-10 03:16:18.036490, cost_time=0:00:23.745286 2021-04-10 03:16:17,234 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.40ms, fps=1957 images/s, loss=0.9237, top1-acc=75.68%, top5-acc=93.23%, remaining_time=0:00:00.791184, arrival_time=2021-04-10 03:16:18.025931, cost_time=0:00:25.054182 2021-04-10 03:16:17,938 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.35ms, fps=1934 images/s, loss=0.9245, top1-acc=75.66%, top5-acc=93.23%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:17.938665, cost_time=0:00:25.758201 2021-04-10 03:16:18,446 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=2.69ms, fps=5047 images/s, loss=1.6624, top1-acc=60.16%, top5-acc=83.44%, remaining_time=0:00:01.521780, arrival_time=2021-04-10 03:16:19.968730, cost_time=0:00:00.507255 2021-04-10 03:16:18,877 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.76ms, fps=5955 images/s, loss=1.6520, top1-acc=60.08%, top5-acc=83.38%, remaining_time=0:00:00.937480, arrival_time=2021-04-10 03:16:19.814694, cost_time=0:00:00.937475 2021-04-10 03:16:19,312 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.84ms, fps=5891 images/s, loss=1.6623, top1-acc=59.96%, top5-acc=83.24%, remaining_time=0:00:00.457500, arrival_time=2021-04-10 03:16:19.769740, cost_time=0:00:01.372501 2021-04-10 03:16:19,708 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.07ms, fps=5864 images/s, loss=1.6874, top1-acc=59.81%, top5-acc=83.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:19.708315, cost_time=0:00:01.768648 2021-04-10 03:16:20,531 INFO : Epoch=0079 complete, best val top1-acc=61.02%, top5-acc=84.03% (epoch=77), remaining_time=0:57:51.573732, arrival_time=2021-04-10 04:14:12.105128, cost_time=0:37:46.564652 2021-04-10 03:16:20,531 INFO : Train start, epoch=0080, lr=0.066196 2021-04-10 03:16:21,997 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.31ms, fps=1747 images/s, loss=0.8712, top1-acc=77.42%, top5-acc=93.71%, remaining_time=0:00:27.255138, arrival_time=2021-04-10 03:16:49.252557, cost_time=0:00:01.465334 2021-04-10 03:16:23,303 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.88ms, fps=1961 images/s, loss=0.9114, top1-acc=75.92%, top5-acc=93.24%, remaining_time=0:00:24.388672, arrival_time=2021-04-10 03:16:47.692288, cost_time=0:00:02.771434 2021-04-10 03:16:24,611 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.52ms, fps=1958 images/s, loss=0.8999, top1-acc=76.32%, top5-acc=93.18%, remaining_time=0:00:22.574672, arrival_time=2021-04-10 03:16:47.186567, cost_time=0:00:04.079752 2021-04-10 03:16:25,910 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.59ms, fps=1972 images/s, loss=0.8934, top1-acc=76.44%, top5-acc=93.33%, remaining_time=0:00:20.976072, arrival_time=2021-04-10 03:16:46.886678, cost_time=0:00:05.378494 2021-04-10 03:16:27,210 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.99ms, fps=1970 images/s, loss=0.9000, top1-acc=76.37%, top5-acc=93.31%, remaining_time=0:00:19.500490, arrival_time=2021-04-10 03:16:46.710841, cost_time=0:00:06.678270 2021-04-10 03:16:28,511 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.55ms, fps=1968 images/s, loss=0.9089, top1-acc=76.17%, top5-acc=93.22%, remaining_time=0:00:18.087456, arrival_time=2021-04-10 03:16:46.599344, cost_time=0:00:07.979782 2021-04-10 03:16:29,821 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.91ms, fps=1955 images/s, loss=0.9099, top1-acc=76.08%, top5-acc=93.26%, remaining_time=0:00:16.721460, arrival_time=2021-04-10 03:16:46.543253, cost_time=0:00:09.289705 2021-04-10 03:16:31,125 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.49ms, fps=1964 images/s, loss=0.9089, top1-acc=76.03%, top5-acc=93.31%, remaining_time=0:00:15.360488, arrival_time=2021-04-10 03:16:46.486098, cost_time=0:00:10.593425 2021-04-10 03:16:32,431 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=2.07ms, fps=1961 images/s, loss=0.9107, top1-acc=75.99%, top5-acc=93.30%, remaining_time=0:00:14.015002, arrival_time=2021-04-10 03:16:46.446668, cost_time=0:00:11.899486 2021-04-10 03:16:33,732 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.46ms, fps=1969 images/s, loss=0.9104, top1-acc=76.05%, top5-acc=93.31%, remaining_time=0:00:12.672000, arrival_time=2021-04-10 03:16:46.404103, cost_time=0:00:13.200008 2021-04-10 03:16:35,032 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.40ms, fps=1969 images/s, loss=0.9168, top1-acc=75.83%, top5-acc=93.26%, remaining_time=0:00:11.336950, arrival_time=2021-04-10 03:16:46.369826, cost_time=0:00:14.500791 2021-04-10 03:16:36,334 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=2.07ms, fps=1967 images/s, loss=0.9224, top1-acc=75.66%, top5-acc=93.26%, remaining_time=0:00:10.008136, arrival_time=2021-04-10 03:16:46.342691, cost_time=0:00:15.802372 2021-04-10 03:16:37,642 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.50ms, fps=1957 images/s, loss=0.9246, top1-acc=75.62%, top5-acc=93.27%, remaining_time=0:00:08.687052, arrival_time=2021-04-10 03:16:46.329994, cost_time=0:00:17.110863 2021-04-10 03:16:38,948 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=2.10ms, fps=1961 images/s, loss=0.9272, top1-acc=75.47%, top5-acc=93.28%, remaining_time=0:00:07.366632, arrival_time=2021-04-10 03:16:46.315248, cost_time=0:00:18.416522 2021-04-10 03:16:40,252 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.62ms, fps=1965 images/s, loss=0.9289, top1-acc=75.44%, top5-acc=93.28%, remaining_time=0:00:06.047390, arrival_time=2021-04-10 03:16:46.299368, cost_time=0:00:19.719740 2021-04-10 03:16:41,552 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.88ms, fps=1970 images/s, loss=0.9313, top1-acc=75.37%, top5-acc=93.25%, remaining_time=0:00:04.729572, arrival_time=2021-04-10 03:16:46.282065, cost_time=0:00:21.020290 2021-04-10 03:16:42,864 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.51ms, fps=1953 images/s, loss=0.9338, top1-acc=75.29%, top5-acc=93.24%, remaining_time=0:00:03.415438, arrival_time=2021-04-10 03:16:46.279488, cost_time=0:00:22.331660 2021-04-10 03:16:44,169 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.56ms, fps=1962 images/s, loss=0.9337, top1-acc=75.33%, top5-acc=93.22%, remaining_time=0:00:02.101104, arrival_time=2021-04-10 03:16:46.270649, cost_time=0:00:23.637457 2021-04-10 03:16:45,471 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.72ms, fps=1968 images/s, loss=0.9337, top1-acc=75.36%, top5-acc=93.22%, remaining_time=0:00:00.787548, arrival_time=2021-04-10 03:16:46.258743, cost_time=0:00:24.938987 2021-04-10 03:16:46,183 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.39ms, fps=1912 images/s, loss=0.9353, top1-acc=75.33%, top5-acc=93.20%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:46.183096, cost_time=0:00:25.650918 2021-04-10 03:16:46,695 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=1.94ms, fps=5008 images/s, loss=1.7467, top1-acc=59.92%, top5-acc=82.62%, remaining_time=0:00:01.533630, arrival_time=2021-04-10 03:16:48.229169, cost_time=0:00:00.511207 2021-04-10 03:16:47,155 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=2.46ms, fps=5575 images/s, loss=1.7136, top1-acc=60.43%, top5-acc=83.03%, remaining_time=0:00:00.970940, arrival_time=2021-04-10 03:16:48.126217, cost_time=0:00:00.970932 2021-04-10 03:16:47,594 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.82ms, fps=5842 images/s, loss=1.7182, top1-acc=60.10%, top5-acc=83.01%, remaining_time=0:00:00.469890, arrival_time=2021-04-10 03:16:48.064001, cost_time=0:00:01.409666 2021-04-10 03:16:47,989 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.08ms, fps=5874 images/s, loss=1.6951, top1-acc=60.45%, top5-acc=83.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:47.989694, cost_time=0:00:01.805428 2021-04-10 03:16:48,772 INFO : Epoch=0080 complete, best val top1-acc=61.02%, top5-acc=84.03% (epoch=77), remaining_time=0:57:22.209240, arrival_time=2021-04-10 04:14:10.982178, cost_time=0:38:14.806187 2021-04-10 03:16:48,773 INFO : Train start, epoch=0081, lr=0.065451 2021-04-10 03:16:50,229 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.58ms, fps=1758 images/s, loss=0.9237, top1-acc=75.78%, top5-acc=93.59%, remaining_time=0:00:27.086064, arrival_time=2021-04-10 03:17:17.315937, cost_time=0:00:01.456237 2021-04-10 03:16:51,533 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=2.03ms, fps=1965 images/s, loss=0.9074, top1-acc=75.96%, top5-acc=93.48%, remaining_time=0:00:24.284832, arrival_time=2021-04-10 03:17:15.818136, cost_time=0:00:02.759645 2021-04-10 03:16:52,843 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.33ms, fps=1955 images/s, loss=0.9081, top1-acc=75.72%, top5-acc=93.49%, remaining_time=0:00:22.516738, arrival_time=2021-04-10 03:17:15.359776, cost_time=0:00:04.069284 2021-04-10 03:16:54,147 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.44ms, fps=1963 images/s, loss=0.9036, top1-acc=75.92%, top5-acc=93.36%, remaining_time=0:00:20.958444, arrival_time=2021-04-10 03:17:15.106143, cost_time=0:00:05.373974 2021-04-10 03:16:55,463 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=2.37ms, fps=1947 images/s, loss=0.9060, top1-acc=75.83%, top5-acc=93.48%, remaining_time=0:00:19.533048, arrival_time=2021-04-10 03:17:14.996207, cost_time=0:00:06.689395 2021-04-10 03:16:56,772 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.41ms, fps=1957 images/s, loss=0.8958, top1-acc=76.04%, top5-acc=93.58%, remaining_time=0:00:18.129480, arrival_time=2021-04-10 03:17:14.901522, cost_time=0:00:07.998283 2021-04-10 03:16:58,085 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.63ms, fps=1951 images/s, loss=0.8986, top1-acc=75.91%, top5-acc=93.59%, remaining_time=0:00:16.760520, arrival_time=2021-04-10 03:17:14.845687, cost_time=0:00:09.311371 2021-04-10 03:16:59,390 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.36ms, fps=1963 images/s, loss=0.9122, top1-acc=75.61%, top5-acc=93.54%, remaining_time=0:00:15.393548, arrival_time=2021-04-10 03:17:14.783529, cost_time=0:00:10.616258 2021-04-10 03:17:00,695 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.82ms, fps=1962 images/s, loss=0.9123, top1-acc=75.67%, top5-acc=93.55%, remaining_time=0:00:14.041396, arrival_time=2021-04-10 03:17:14.737067, cost_time=0:00:11.921948 2021-04-10 03:17:02,000 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.37ms, fps=1963 images/s, loss=0.9052, top1-acc=75.79%, top5-acc=93.62%, remaining_time=0:00:12.697536, arrival_time=2021-04-10 03:17:14.697777, cost_time=0:00:13.226563 2021-04-10 03:17:03,298 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.93ms, fps=1973 images/s, loss=0.9049, top1-acc=75.78%, top5-acc=93.63%, remaining_time=0:00:11.355870, arrival_time=2021-04-10 03:17:14.654502, cost_time=0:00:14.524913 2021-04-10 03:17:04,602 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.57ms, fps=1964 images/s, loss=0.9106, top1-acc=75.66%, top5-acc=93.53%, remaining_time=0:00:10.024856, arrival_time=2021-04-10 03:17:14.627244, cost_time=0:00:15.828741 2021-04-10 03:17:05,904 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.52ms, fps=1967 images/s, loss=0.9136, top1-acc=75.58%, top5-acc=93.51%, remaining_time=0:00:08.697018, arrival_time=2021-04-10 03:17:14.601083, cost_time=0:00:17.130438 2021-04-10 03:17:07,232 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.58ms, fps=1928 images/s, loss=0.9183, top1-acc=75.43%, top5-acc=93.40%, remaining_time=0:00:07.383432, arrival_time=2021-04-10 03:17:14.615621, cost_time=0:00:18.458536 2021-04-10 03:17:08,534 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.50ms, fps=1967 images/s, loss=0.9211, top1-acc=75.37%, top5-acc=93.34%, remaining_time=0:00:06.059948, arrival_time=2021-04-10 03:17:14.594327, cost_time=0:00:19.760748 2021-04-10 03:17:09,839 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.38ms, fps=1962 images/s, loss=0.9256, top1-acc=75.34%, top5-acc=93.26%, remaining_time=0:00:04.739796, arrival_time=2021-04-10 03:17:14.579382, cost_time=0:00:21.065802 2021-04-10 03:17:11,143 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.56ms, fps=1964 images/s, loss=0.9256, top1-acc=75.34%, top5-acc=93.24%, remaining_time=0:00:03.421314, arrival_time=2021-04-10 03:17:14.565134, cost_time=0:00:22.370181 2021-04-10 03:17:12,449 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.87ms, fps=1961 images/s, loss=0.9263, top1-acc=75.33%, top5-acc=93.27%, remaining_time=0:00:02.104544, arrival_time=2021-04-10 03:17:14.554422, cost_time=0:00:23.676167 2021-04-10 03:17:13,752 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.28ms, fps=1966 images/s, loss=0.9286, top1-acc=75.29%, top5-acc=93.24%, remaining_time=0:00:00.788814, arrival_time=2021-04-10 03:17:14.541633, cost_time=0:00:24.979105 2021-04-10 03:17:14,456 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.22ms, fps=1934 images/s, loss=0.9304, top1-acc=75.27%, top5-acc=93.24%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:14.456693, cost_time=0:00:25.683059 2021-04-10 03:17:14,981 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=0.29ms, fps=4887 images/s, loss=2.2085, top1-acc=53.05%, top5-acc=77.23%, remaining_time=0:00:01.571430, arrival_time=2021-04-10 03:17:16.552984, cost_time=0:00:00.523809 2021-04-10 03:17:15,414 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.45ms, fps=5920 images/s, loss=2.2427, top1-acc=52.68%, top5-acc=76.80%, remaining_time=0:00:00.956580, arrival_time=2021-04-10 03:17:16.370919, cost_time=0:00:00.956585 2021-04-10 03:17:15,853 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.70ms, fps=5831 images/s, loss=2.2740, top1-acc=51.71%, top5-acc=76.47%, remaining_time=0:00:00.465330, arrival_time=2021-04-10 03:17:16.319093, cost_time=0:00:01.395978 2021-04-10 03:17:16,248 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.08ms, fps=5890 images/s, loss=2.3162, top1-acc=51.56%, top5-acc=76.11%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:16.248083, cost_time=0:00:01.790295 2021-04-10 03:17:17,099 INFO : Epoch=0081 complete, best val top1-acc=61.02%, top5-acc=84.03% (epoch=77), remaining_time=0:56:52.996993, arrival_time=2021-04-10 04:14:10.096188, cost_time=0:38:43.132441 2021-04-10 03:17:17,099 INFO : Train start, epoch=0082, lr=0.064702 2021-04-10 03:17:18,571 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.30ms, fps=1740 images/s, loss=0.9092, top1-acc=75.98%, top5-acc=93.59%, remaining_time=0:00:27.358554, arrival_time=2021-04-10 03:17:45.929610, cost_time=0:00:01.470889 2021-04-10 03:17:19,880 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.47ms, fps=1956 images/s, loss=0.9271, top1-acc=75.72%, top5-acc=93.54%, remaining_time=0:00:24.467168, arrival_time=2021-04-10 03:17:44.347524, cost_time=0:00:02.780358 2021-04-10 03:17:21,185 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.53ms, fps=1962 images/s, loss=0.9130, top1-acc=76.00%, top5-acc=93.62%, remaining_time=0:00:22.606212, arrival_time=2021-04-10 03:17:43.791749, cost_time=0:00:04.085450 2021-04-10 03:17:22,496 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=2.08ms, fps=1954 images/s, loss=0.9171, top1-acc=75.96%, top5-acc=93.49%, remaining_time=0:00:21.045960, arrival_time=2021-04-10 03:17:43.542482, cost_time=0:00:05.396382 2021-04-10 03:17:23,809 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.81ms, fps=1951 images/s, loss=0.9234, top1-acc=75.76%, top5-acc=93.34%, remaining_time=0:00:19.590426, arrival_time=2021-04-10 03:17:43.399650, cost_time=0:00:06.709036 2021-04-10 03:17:25,132 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.60ms, fps=1935 images/s, loss=0.9236, top1-acc=75.62%, top5-acc=93.31%, remaining_time=0:00:18.207408, arrival_time=2021-04-10 03:17:43.340063, cost_time=0:00:08.032657 2021-04-10 03:17:26,441 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.46ms, fps=1957 images/s, loss=0.9175, top1-acc=75.79%, top5-acc=93.39%, remaining_time=0:00:16.814070, arrival_time=2021-04-10 03:17:43.255323, cost_time=0:00:09.341175 2021-04-10 03:17:27,745 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.42ms, fps=1965 images/s, loss=0.9094, top1-acc=75.92%, top5-acc=93.51%, remaining_time=0:00:15.434960, arrival_time=2021-04-10 03:17:43.179948, cost_time=0:00:10.644833 2021-04-10 03:17:29,055 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.36ms, fps=1955 images/s, loss=0.9086, top1-acc=75.97%, top5-acc=93.47%, remaining_time=0:00:14.080828, arrival_time=2021-04-10 03:17:43.136298, cost_time=0:00:11.955384 2021-04-10 03:17:30,364 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=2.06ms, fps=1957 images/s, loss=0.9052, top1-acc=76.01%, top5-acc=93.50%, remaining_time=0:00:12.733824, arrival_time=2021-04-10 03:17:43.098289, cost_time=0:00:13.264386 2021-04-10 03:17:31,665 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.36ms, fps=1969 images/s, loss=0.9073, top1-acc=76.02%, top5-acc=93.47%, remaining_time=0:00:11.387260, arrival_time=2021-04-10 03:17:43.052342, cost_time=0:00:14.565077 2021-04-10 03:17:32,969 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.98ms, fps=1964 images/s, loss=0.9074, top1-acc=75.97%, top5-acc=93.47%, remaining_time=0:00:10.050468, arrival_time=2021-04-10 03:17:43.019620, cost_time=0:00:15.869163 2021-04-10 03:17:34,273 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.41ms, fps=1964 images/s, loss=0.9097, top1-acc=75.98%, top5-acc=93.42%, remaining_time=0:00:08.718534, arrival_time=2021-04-10 03:17:42.991498, cost_time=0:00:17.172891 2021-04-10 03:17:35,579 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.39ms, fps=1960 images/s, loss=0.9080, top1-acc=76.00%, top5-acc=93.45%, remaining_time=0:00:07.391776, arrival_time=2021-04-10 03:17:42.971237, cost_time=0:00:18.479460 2021-04-10 03:17:36,883 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.88ms, fps=1965 images/s, loss=0.9077, top1-acc=75.98%, top5-acc=93.43%, remaining_time=0:00:06.066756, arrival_time=2021-04-10 03:17:42.949719, cost_time=0:00:19.782886 2021-04-10 03:17:38,205 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.68ms, fps=1937 images/s, loss=0.9088, top1-acc=75.98%, top5-acc=93.42%, remaining_time=0:00:04.748652, arrival_time=2021-04-10 03:17:42.953999, cost_time=0:00:21.105096 2021-04-10 03:17:39,516 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.55ms, fps=1954 images/s, loss=0.9087, top1-acc=75.95%, top5-acc=93.45%, remaining_time=0:00:03.428360, arrival_time=2021-04-10 03:17:42.944629, cost_time=0:00:22.416193 2021-04-10 03:17:40,818 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=2.10ms, fps=1967 images/s, loss=0.9082, top1-acc=75.94%, top5-acc=93.46%, remaining_time=0:00:02.108272, arrival_time=2021-04-10 03:17:42.926436, cost_time=0:00:23.718080 2021-04-10 03:17:42,123 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.24ms, fps=1962 images/s, loss=0.9109, top1-acc=75.93%, top5-acc=93.42%, remaining_time=0:00:00.790224, arrival_time=2021-04-10 03:17:42.913950, cost_time=0:00:25.023732 2021-04-10 03:17:42,828 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.36ms, fps=1930 images/s, loss=0.9105, top1-acc=75.95%, top5-acc=93.43%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:42.828629, cost_time=0:00:25.728623 2021-04-10 03:17:43,370 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=0.20ms, fps=4735 images/s, loss=1.6165, top1-acc=60.35%, top5-acc=84.65%, remaining_time=0:00:01.622070, arrival_time=2021-04-10 03:17:44.992404, cost_time=0:00:00.540693 2021-04-10 03:17:43,803 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.87ms, fps=5911 images/s, loss=1.6517, top1-acc=59.82%, top5-acc=83.93%, remaining_time=0:00:00.974100, arrival_time=2021-04-10 03:17:44.777927, cost_time=0:00:00.974106 2021-04-10 03:17:44,240 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.53ms, fps=5871 images/s, loss=1.6584, top1-acc=60.20%, top5-acc=83.88%, remaining_time=0:00:00.470210, arrival_time=2021-04-10 03:17:44.710515, cost_time=0:00:01.410634 2021-04-10 03:17:44,637 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.11ms, fps=5841 images/s, loss=1.6256, top1-acc=60.54%, top5-acc=84.22%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:44.637924, cost_time=0:00:01.808276 2021-04-10 03:17:45,415 INFO : Epoch=0082 complete, best val top1-acc=61.02%, top5-acc=84.03% (epoch=77), remaining_time=0:56:23.792426, arrival_time=2021-04-10 04:14:09.208159, cost_time=0:39:11.448978 2021-04-10 03:17:45,416 INFO : Train start, epoch=0083, lr=0.063950 2021-04-10 03:17:46,895 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.46ms, fps=1731 images/s, loss=0.8730, top1-acc=76.80%, top5-acc=94.18%, remaining_time=0:00:27.514050, arrival_time=2021-04-10 03:18:14.409923, cost_time=0:00:01.479253 2021-04-10 03:17:48,199 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.57ms, fps=1965 images/s, loss=0.8683, top1-acc=76.78%, top5-acc=93.93%, remaining_time=0:00:24.490752, arrival_time=2021-04-10 03:18:12.690604, cost_time=0:00:02.783037 2021-04-10 03:17:49,508 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.43ms, fps=1957 images/s, loss=0.8662, top1-acc=76.82%, top5-acc=93.98%, remaining_time=0:00:22.642732, arrival_time=2021-04-10 03:18:12.151339, cost_time=0:00:04.092072 2021-04-10 03:17:50,808 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.68ms, fps=1971 images/s, loss=0.8633, top1-acc=76.86%, top5-acc=94.00%, remaining_time=0:00:21.027240, arrival_time=2021-04-10 03:18:11.835448, cost_time=0:00:05.391604 2021-04-10 03:17:52,116 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.73ms, fps=1958 images/s, loss=0.8596, top1-acc=76.89%, top5-acc=94.02%, remaining_time=0:00:19.563124, arrival_time=2021-04-10 03:18:11.679461, cost_time=0:00:06.699691 2021-04-10 03:17:53,414 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.50ms, fps=1972 images/s, loss=0.8683, top1-acc=76.76%, top5-acc=93.86%, remaining_time=0:00:18.129480, arrival_time=2021-04-10 03:18:11.544304, cost_time=0:00:07.998312 2021-04-10 03:17:54,721 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=2.12ms, fps=1960 images/s, loss=0.8698, top1-acc=76.77%, top5-acc=93.88%, remaining_time=0:00:16.748802, arrival_time=2021-04-10 03:18:11.470296, cost_time=0:00:09.304910 2021-04-10 03:17:56,022 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.34ms, fps=1968 images/s, loss=0.8845, top1-acc=76.52%, top5-acc=93.78%, remaining_time=0:00:15.378816, arrival_time=2021-04-10 03:18:11.401371, cost_time=0:00:10.606050 2021-04-10 03:17:57,328 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.62ms, fps=1961 images/s, loss=0.8868, top1-acc=76.57%, top5-acc=93.75%, remaining_time=0:00:14.029842, arrival_time=2021-04-10 03:18:11.358539, cost_time=0:00:11.912107 2021-04-10 03:17:58,628 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.62ms, fps=1970 images/s, loss=0.8916, top1-acc=76.48%, top5-acc=93.66%, remaining_time=0:00:12.683424, arrival_time=2021-04-10 03:18:11.311886, cost_time=0:00:13.211946 2021-04-10 03:17:59,929 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.55ms, fps=1968 images/s, loss=0.8937, top1-acc=76.37%, top5-acc=93.63%, remaining_time=0:00:11.346582, arrival_time=2021-04-10 03:18:11.276262, cost_time=0:00:14.513113 2021-04-10 03:18:01,244 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=2.11ms, fps=1948 images/s, loss=0.8952, top1-acc=76.30%, top5-acc=93.67%, remaining_time=0:00:10.024476, arrival_time=2021-04-10 03:18:11.269270, cost_time=0:00:15.828120 2021-04-10 03:18:02,547 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.47ms, fps=1967 images/s, loss=0.8936, top1-acc=76.32%, top5-acc=93.71%, remaining_time=0:00:08.696886, arrival_time=2021-04-10 03:18:11.243816, cost_time=0:00:17.130269 2021-04-10 03:18:03,860 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=2.16ms, fps=1951 images/s, loss=0.8951, top1-acc=76.22%, top5-acc=93.69%, remaining_time=0:00:07.377384, arrival_time=2021-04-10 03:18:11.237401, cost_time=0:00:18.443462 2021-04-10 03:18:05,171 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.46ms, fps=1953 images/s, loss=0.8990, top1-acc=76.17%, top5-acc=93.64%, remaining_time=0:00:06.058108, arrival_time=2021-04-10 03:18:11.229339, cost_time=0:00:19.754649 2021-04-10 03:18:06,482 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.45ms, fps=1954 images/s, loss=0.8964, top1-acc=76.22%, top5-acc=93.68%, remaining_time=0:00:04.739796, arrival_time=2021-04-10 03:18:11.222150, cost_time=0:00:21.065697 2021-04-10 03:18:07,786 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.51ms, fps=1965 images/s, loss=0.8980, top1-acc=76.13%, top5-acc=93.70%, remaining_time=0:00:03.421236, arrival_time=2021-04-10 03:18:11.207520, cost_time=0:00:22.369696 2021-04-10 03:18:09,090 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=2.29ms, fps=1963 images/s, loss=0.8985, top1-acc=76.14%, top5-acc=93.70%, remaining_time=0:00:02.104384, arrival_time=2021-04-10 03:18:11.195281, cost_time=0:00:23.674308 2021-04-10 03:18:10,396 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.49ms, fps=1961 images/s, loss=0.9010, top1-acc=76.03%, top5-acc=93.63%, remaining_time=0:00:00.788850, arrival_time=2021-04-10 03:18:11.185558, cost_time=0:00:24.980206 2021-04-10 03:18:11,105 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.27ms, fps=1919 images/s, loss=0.9034, top1-acc=75.99%, top5-acc=93.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:11.105778, cost_time=0:00:25.689237 2021-04-10 03:18:11,652 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=0.41ms, fps=4693 images/s, loss=1.9301, top1-acc=56.13%, top5-acc=80.16%, remaining_time=0:00:01.636350, arrival_time=2021-04-10 03:18:13.289061, cost_time=0:00:00.545446 2021-04-10 03:18:12,086 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.77ms, fps=5909 images/s, loss=1.9354, top1-acc=55.90%, top5-acc=80.43%, remaining_time=0:00:00.979160, arrival_time=2021-04-10 03:18:13.065669, cost_time=0:00:00.979156 2021-04-10 03:18:12,517 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.28ms, fps=5948 images/s, loss=1.9371, top1-acc=55.83%, top5-acc=80.44%, remaining_time=0:00:00.470060, arrival_time=2021-04-10 03:18:12.987482, cost_time=0:00:01.410175 2021-04-10 03:18:12,909 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.08ms, fps=5930 images/s, loss=1.9046, top1-acc=56.00%, top5-acc=80.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:12.909036, cost_time=0:00:01.801835 2021-04-10 03:18:13,676 INFO : Epoch=0083 complete, best val top1-acc=61.02%, top5-acc=84.03% (epoch=77), remaining_time=0:55:54.529815, arrival_time=2021-04-10 04:14:08.205796, cost_time=0:39:39.709207 2021-04-10 03:18:13,676 INFO : Train start, epoch=0084, lr=0.063194 2021-04-10 03:18:15,208 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=0.28ms, fps=1672 images/s, loss=0.8939, top1-acc=76.91%, top5-acc=93.98%, remaining_time=0:00:28.486644, arrival_time=2021-04-10 03:18:43.695253, cost_time=0:00:01.531538 2021-04-10 03:18:16,518 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.88ms, fps=1956 images/s, loss=0.8580, top1-acc=77.62%, top5-acc=94.37%, remaining_time=0:00:25.002912, arrival_time=2021-04-10 03:18:41.521186, cost_time=0:00:02.841233 2021-04-10 03:18:17,821 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.42ms, fps=1965 images/s, loss=0.8452, top1-acc=77.86%, top5-acc=94.36%, remaining_time=0:00:22.934560, arrival_time=2021-04-10 03:18:40.756413, cost_time=0:00:04.144813 2021-04-10 03:18:19,119 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.53ms, fps=1974 images/s, loss=0.8397, top1-acc=77.87%, top5-acc=94.21%, remaining_time=0:00:21.224424, arrival_time=2021-04-10 03:18:40.343603, cost_time=0:00:05.442150 2021-04-10 03:18:20,430 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.47ms, fps=1953 images/s, loss=0.8475, top1-acc=77.66%, top5-acc=94.03%, remaining_time=0:00:19.720804, arrival_time=2021-04-10 03:18:40.151663, cost_time=0:00:06.753702 2021-04-10 03:18:21,729 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.41ms, fps=1972 images/s, loss=0.8529, top1-acc=77.44%, top5-acc=93.97%, remaining_time=0:00:18.252696, arrival_time=2021-04-10 03:18:39.982325, cost_time=0:00:08.052673 2021-04-10 03:18:23,038 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.80ms, fps=1957 images/s, loss=0.8461, top1-acc=77.51%, top5-acc=94.06%, remaining_time=0:00:16.849728, arrival_time=2021-04-10 03:18:39.887869, cost_time=0:00:09.360968 2021-04-10 03:18:24,353 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.60ms, fps=1948 images/s, loss=0.8525, top1-acc=77.34%, top5-acc=93.95%, remaining_time=0:00:15.480896, arrival_time=2021-04-10 03:18:39.834479, cost_time=0:00:10.676479 2021-04-10 03:18:25,661 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.90ms, fps=1958 images/s, loss=0.8540, top1-acc=77.29%, top5-acc=93.92%, remaining_time=0:00:14.115384, arrival_time=2021-04-10 03:18:39.777224, cost_time=0:00:11.984804 2021-04-10 03:18:26,971 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.47ms, fps=1955 images/s, loss=0.8624, top1-acc=77.10%, top5-acc=93.82%, remaining_time=0:00:12.763008, arrival_time=2021-04-10 03:18:39.734776, cost_time=0:00:13.294799 2021-04-10 03:18:28,276 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.99ms, fps=1964 images/s, loss=0.8681, top1-acc=76.88%, top5-acc=93.74%, remaining_time=0:00:11.413576, arrival_time=2021-04-10 03:18:39.689601, cost_time=0:00:14.598775 2021-04-10 03:18:29,586 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.55ms, fps=1955 images/s, loss=0.8714, top1-acc=76.84%, top5-acc=93.71%, remaining_time=0:00:10.076156, arrival_time=2021-04-10 03:18:39.662870, cost_time=0:00:15.909751 2021-04-10 03:18:30,895 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.67ms, fps=1956 images/s, loss=0.8745, top1-acc=76.72%, top5-acc=93.67%, remaining_time=0:00:08.741898, arrival_time=2021-04-10 03:18:39.637771, cost_time=0:00:17.218832 2021-04-10 03:18:32,204 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.96ms, fps=1958 images/s, loss=0.8758, top1-acc=76.74%, top5-acc=93.65%, remaining_time=0:00:07.410816, arrival_time=2021-04-10 03:18:39.614898, cost_time=0:00:18.527039 2021-04-10 03:18:33,514 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.91ms, fps=1955 images/s, loss=0.8763, top1-acc=76.72%, top5-acc=93.67%, remaining_time=0:00:06.083500, arrival_time=2021-04-10 03:18:39.598035, cost_time=0:00:19.837488 2021-04-10 03:18:34,828 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.78ms, fps=1949 images/s, loss=0.8792, top1-acc=76.67%, top5-acc=93.62%, remaining_time=0:00:04.759128, arrival_time=2021-04-10 03:18:39.587826, cost_time=0:00:21.151641 2021-04-10 03:18:36,129 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.62ms, fps=1969 images/s, loss=0.8801, top1-acc=76.70%, top5-acc=93.59%, remaining_time=0:00:03.433924, arrival_time=2021-04-10 03:18:39.563417, cost_time=0:00:22.452530 2021-04-10 03:18:37,427 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.53ms, fps=1973 images/s, loss=0.8804, top1-acc=76.69%, top5-acc=93.58%, remaining_time=0:00:02.111152, arrival_time=2021-04-10 03:18:39.538573, cost_time=0:00:23.750472 2021-04-10 03:18:38,727 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.33ms, fps=1969 images/s, loss=0.8847, top1-acc=76.61%, top5-acc=93.53%, remaining_time=0:00:00.791076, arrival_time=2021-04-10 03:18:39.518807, cost_time=0:00:25.050708 2021-04-10 03:18:39,428 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.51ms, fps=1942 images/s, loss=0.8864, top1-acc=76.59%, top5-acc=93.50%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:39.428536, cost_time=0:00:25.751577 2021-04-10 03:18:39,937 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=1.80ms, fps=5039 images/s, loss=1.7714, top1-acc=59.69%, top5-acc=82.42%, remaining_time=0:00:01.524120, arrival_time=2021-04-10 03:18:41.461760, cost_time=0:00:00.508037 2021-04-10 03:18:40,378 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.80ms, fps=5810 images/s, loss=1.7458, top1-acc=59.84%, top5-acc=82.87%, remaining_time=0:00:00.949160, arrival_time=2021-04-10 03:18:41.327939, cost_time=0:00:00.949167 2021-04-10 03:18:40,817 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.73ms, fps=5841 images/s, loss=1.7644, top1-acc=58.95%, top5-acc=82.49%, remaining_time=0:00:00.462650, arrival_time=2021-04-10 03:18:41.280220, cost_time=0:00:01.387962 2021-04-10 03:18:41,210 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.09ms, fps=5911 images/s, loss=1.7533, top1-acc=58.99%, top5-acc=82.24%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:41.210480, cost_time=0:00:01.780944 2021-04-10 03:18:42,009 INFO : Epoch=0084 complete, best val top1-acc=61.02%, top5-acc=84.03% (epoch=77), remaining_time=0:55:25.392880, arrival_time=2021-04-10 04:14:07.402770, cost_time=0:40:08.043123 2021-04-10 03:18:42,010 INFO : Train start, epoch=0085, lr=0.062434 2021-04-10 03:18:43,510 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.52ms, fps=1708 images/s, loss=0.8886, top1-acc=76.80%, top5-acc=93.75%, remaining_time=0:00:27.884562, arrival_time=2021-04-10 03:19:11.394619, cost_time=0:00:01.499166 2021-04-10 03:18:44,816 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.42ms, fps=1961 images/s, loss=0.8811, top1-acc=76.95%, top5-acc=93.83%, remaining_time=0:00:24.685408, arrival_time=2021-04-10 03:19:09.501534, cost_time=0:00:02.805164 2021-04-10 03:18:46,129 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=2.11ms, fps=1951 images/s, loss=0.8676, top1-acc=77.15%, top5-acc=93.84%, remaining_time=0:00:22.787650, arrival_time=2021-04-10 03:19:08.916845, cost_time=0:00:04.118257 2021-04-10 03:18:47,431 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.50ms, fps=1966 images/s, loss=0.8513, top1-acc=77.35%, top5-acc=94.20%, remaining_time=0:00:21.141120, arrival_time=2021-04-10 03:19:08.572758, cost_time=0:00:05.420802 2021-04-10 03:18:48,734 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.89ms, fps=1965 images/s, loss=0.8552, top1-acc=77.23%, top5-acc=94.14%, remaining_time=0:00:19.633934, arrival_time=2021-04-10 03:19:08.368793, cost_time=0:00:06.723932 2021-04-10 03:18:50,037 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.45ms, fps=1966 images/s, loss=0.8530, top1-acc=77.31%, top5-acc=94.16%, remaining_time=0:00:18.194080, arrival_time=2021-04-10 03:19:08.231758, cost_time=0:00:08.026793 2021-04-10 03:18:51,344 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.82ms, fps=1960 images/s, loss=0.8538, top1-acc=77.18%, top5-acc=94.17%, remaining_time=0:00:16.799454, arrival_time=2021-04-10 03:19:08.143434, cost_time=0:00:09.333051 2021-04-10 03:18:52,649 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.45ms, fps=1962 images/s, loss=0.8561, top1-acc=77.23%, top5-acc=94.17%, remaining_time=0:00:15.426028, arrival_time=2021-04-10 03:19:08.075493, cost_time=0:00:10.638607 2021-04-10 03:18:53,953 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.86ms, fps=1964 images/s, loss=0.8570, top1-acc=77.22%, top5-acc=94.09%, remaining_time=0:00:14.065670, arrival_time=2021-04-10 03:19:08.019359, cost_time=0:00:11.942565 2021-04-10 03:18:55,265 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.46ms, fps=1954 images/s, loss=0.8593, top1-acc=77.18%, top5-acc=94.01%, remaining_time=0:00:12.723936, arrival_time=2021-04-10 03:19:07.988971, cost_time=0:00:13.254077 2021-04-10 03:18:56,574 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.57ms, fps=1957 images/s, loss=0.8600, top1-acc=77.21%, top5-acc=93.98%, remaining_time=0:00:11.385540, arrival_time=2021-04-10 03:19:07.959512, cost_time=0:00:14.562852 2021-04-10 03:18:57,879 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.81ms, fps=1963 images/s, loss=0.8633, top1-acc=77.09%, top5-acc=93.94%, remaining_time=0:00:10.049936, arrival_time=2021-04-10 03:19:07.929103, cost_time=0:00:15.868310 2021-04-10 03:18:59,191 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=2.18ms, fps=1952 images/s, loss=0.8688, top1-acc=76.99%, top5-acc=93.89%, remaining_time=0:00:08.722230, arrival_time=2021-04-10 03:19:07.913283, cost_time=0:00:17.180119 2021-04-10 03:19:00,520 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.33ms, fps=1926 images/s, loss=0.8698, top1-acc=76.94%, top5-acc=93.91%, remaining_time=0:00:07.403928, arrival_time=2021-04-10 03:19:07.924754, cost_time=0:00:18.509810 2021-04-10 03:19:01,837 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=2.31ms, fps=1945 images/s, loss=0.8686, top1-acc=76.95%, top5-acc=93.95%, remaining_time=0:00:06.080234, arrival_time=2021-04-10 03:19:07.918052, cost_time=0:00:19.826817 2021-04-10 03:19:03,134 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.42ms, fps=1975 images/s, loss=0.8707, top1-acc=76.90%, top5-acc=93.91%, remaining_time=0:00:04.752828, arrival_time=2021-04-10 03:19:07.887406, cost_time=0:00:21.123722 2021-04-10 03:19:04,445 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=2.81ms, fps=1954 images/s, loss=0.8746, top1-acc=76.80%, top5-acc=93.90%, remaining_time=0:00:03.431116, arrival_time=2021-04-10 03:19:07.876239, cost_time=0:00:22.434176 2021-04-10 03:19:05,753 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=2.08ms, fps=1958 images/s, loss=0.8798, top1-acc=76.68%, top5-acc=93.86%, remaining_time=0:00:02.110416, arrival_time=2021-04-10 03:19:07.863563, cost_time=0:00:23.742210 2021-04-10 03:19:07,063 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.23ms, fps=1955 images/s, loss=0.8828, top1-acc=76.59%, top5-acc=93.82%, remaining_time=0:00:00.791118, arrival_time=2021-04-10 03:19:07.854127, cost_time=0:00:25.052087 2021-04-10 03:19:07,768 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.22ms, fps=1930 images/s, loss=0.8872, top1-acc=76.51%, top5-acc=93.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:07.768253, cost_time=0:00:25.757418 2021-04-10 03:19:08,277 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=1.99ms, fps=5037 images/s, loss=1.5416, top1-acc=62.89%, top5-acc=85.39%, remaining_time=0:00:01.524600, arrival_time=2021-04-10 03:19:09.802360, cost_time=0:00:00.508198 2021-04-10 03:19:08,709 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.37ms, fps=5935 images/s, loss=1.5724, top1-acc=61.76%, top5-acc=85.04%, remaining_time=0:00:00.940300, arrival_time=2021-04-10 03:19:09.650021, cost_time=0:00:00.940300 2021-04-10 03:19:09,145 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.74ms, fps=5884 images/s, loss=1.5886, top1-acc=61.33%, top5-acc=84.83%, remaining_time=0:00:00.458570, arrival_time=2021-04-10 03:19:09.603757, cost_time=0:00:01.375720 2021-04-10 03:19:09,539 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.08ms, fps=5897 images/s, loss=1.5926, top1-acc=61.36%, top5-acc=84.70%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:09.539022, cost_time=0:00:01.769630 2021-04-10 03:19:11,121 INFO : Epoch=0085 complete, best val top1-acc=61.36%, top5-acc=84.70% (epoch=85), remaining_time=0:54:57.327150, arrival_time=2021-04-10 04:14:08.448789, cost_time=0:40:37.154877 2021-04-10 03:19:11,122 INFO : Train start, epoch=0086, lr=0.061672 2021-04-10 03:19:12,619 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.39ms, fps=1710 images/s, loss=0.8474, top1-acc=77.85%, top5-acc=94.14%, remaining_time=0:00:27.844014, arrival_time=2021-04-10 03:19:40.463462, cost_time=0:00:01.496991 2021-04-10 03:19:13,925 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.66ms, fps=1961 images/s, loss=0.8354, top1-acc=78.07%, top5-acc=94.39%, remaining_time=0:00:24.664992, arrival_time=2021-04-10 03:19:38.590275, cost_time=0:00:02.802832 2021-04-10 03:19:15,229 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.59ms, fps=1963 images/s, loss=0.8004, top1-acc=78.72%, top5-acc=94.82%, remaining_time=0:00:22.727060, arrival_time=2021-04-10 03:19:37.956805, cost_time=0:00:04.107290 2021-04-10 03:19:16,535 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.51ms, fps=1962 images/s, loss=0.7987, top1-acc=78.71%, top5-acc=94.81%, remaining_time=0:00:21.110544, arrival_time=2021-04-10 03:19:37.645970, cost_time=0:00:05.412977 2021-04-10 03:19:17,840 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.49ms, fps=1963 images/s, loss=0.8049, top1-acc=78.68%, top5-acc=94.69%, remaining_time=0:00:19.614954, arrival_time=2021-04-10 03:19:37.454931, cost_time=0:00:06.717452 2021-04-10 03:19:19,157 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.54ms, fps=1952 images/s, loss=0.8087, top1-acc=78.52%, top5-acc=94.65%, remaining_time=0:00:18.211760, arrival_time=2021-04-10 03:19:37.368774, cost_time=0:00:08.034630 2021-04-10 03:19:20,460 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.38ms, fps=1965 images/s, loss=0.8068, top1-acc=78.63%, top5-acc=94.76%, remaining_time=0:00:16.808022, arrival_time=2021-04-10 03:19:37.268184, cost_time=0:00:09.337793 2021-04-10 03:19:21,760 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.46ms, fps=1970 images/s, loss=0.8157, top1-acc=78.38%, top5-acc=94.65%, remaining_time=0:00:15.424404, arrival_time=2021-04-10 03:19:37.184351, cost_time=0:00:10.637485 2021-04-10 03:19:23,058 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.31ms, fps=1972 images/s, loss=0.8226, top1-acc=78.14%, top5-acc=94.51%, remaining_time=0:00:14.058674, arrival_time=2021-04-10 03:19:37.117610, cost_time=0:00:11.936574 2021-04-10 03:19:24,370 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.45ms, fps=1953 images/s, loss=0.8297, top1-acc=77.90%, top5-acc=94.43%, remaining_time=0:00:12.717984, arrival_time=2021-04-10 03:19:37.088362, cost_time=0:00:13.247921 2021-04-10 03:19:25,672 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=2.67ms, fps=1967 images/s, loss=0.8374, top1-acc=77.65%, top5-acc=94.38%, remaining_time=0:00:11.375478, arrival_time=2021-04-10 03:19:37.048033, cost_time=0:00:14.550041 2021-04-10 03:19:26,980 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.44ms, fps=1958 images/s, loss=0.8433, top1-acc=77.59%, top5-acc=94.31%, remaining_time=0:00:10.043780, arrival_time=2021-04-10 03:19:37.024708, cost_time=0:00:15.858544 2021-04-10 03:19:28,284 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.51ms, fps=1964 images/s, loss=0.8435, top1-acc=77.54%, top5-acc=94.28%, remaining_time=0:00:08.713122, arrival_time=2021-04-10 03:19:36.997907, cost_time=0:00:17.162247 2021-04-10 03:19:29,587 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.68ms, fps=1967 images/s, loss=0.8467, top1-acc=77.46%, top5-acc=94.26%, remaining_time=0:00:07.385952, arrival_time=2021-04-10 03:19:36.973301, cost_time=0:00:18.464892 2021-04-10 03:19:30,886 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.68ms, fps=1972 images/s, loss=0.8508, top1-acc=77.41%, top5-acc=94.21%, remaining_time=0:00:06.060868, arrival_time=2021-04-10 03:19:36.946900, cost_time=0:00:19.763662 2021-04-10 03:19:32,185 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=2.05ms, fps=1970 images/s, loss=0.8532, top1-acc=77.31%, top5-acc=94.22%, remaining_time=0:00:04.739256, arrival_time=2021-04-10 03:19:36.925121, cost_time=0:00:21.063357 2021-04-10 03:19:33,487 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.56ms, fps=1967 images/s, loss=0.8586, top1-acc=77.16%, top5-acc=94.19%, remaining_time=0:00:03.420612, arrival_time=2021-04-10 03:19:36.908528, cost_time=0:00:22.365530 2021-04-10 03:19:34,794 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.64ms, fps=1960 images/s, loss=0.8598, top1-acc=77.13%, top5-acc=94.18%, remaining_time=0:00:02.104192, arrival_time=2021-04-10 03:19:36.898647, cost_time=0:00:23.672082 2021-04-10 03:19:36,094 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.27ms, fps=1969 images/s, loss=0.8612, top1-acc=77.10%, top5-acc=94.14%, remaining_time=0:00:00.788598, arrival_time=2021-04-10 03:19:36.883322, cost_time=0:00:24.972346 2021-04-10 03:19:36,801 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.39ms, fps=1926 images/s, loss=0.8646, top1-acc=77.03%, top5-acc=94.11%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:36.801267, cost_time=0:00:25.678902 2021-04-10 03:19:37,309 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=2.09ms, fps=5043 images/s, loss=1.7897, top1-acc=59.06%, top5-acc=82.50%, remaining_time=0:00:01.522950, arrival_time=2021-04-10 03:19:38.832888, cost_time=0:00:00.507652 2021-04-10 03:19:37,740 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.31ms, fps=5945 images/s, loss=1.8089, top1-acc=59.37%, top5-acc=82.68%, remaining_time=0:00:00.938580, arrival_time=2021-04-10 03:19:38.679452, cost_time=0:00:00.938586 2021-04-10 03:19:38,175 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.92ms, fps=5896 images/s, loss=1.7830, top1-acc=59.91%, top5-acc=83.06%, remaining_time=0:00:00.457710, arrival_time=2021-04-10 03:19:38.633239, cost_time=0:00:01.373137 2021-04-10 03:19:38,567 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.08ms, fps=5924 images/s, loss=1.8031, top1-acc=59.98%, top5-acc=82.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:38.567629, cost_time=0:00:01.765369 2021-04-10 03:19:39,381 INFO : Epoch=0086 complete, best val top1-acc=61.36%, top5-acc=84.70% (epoch=85), remaining_time=0:54:28.108224, arrival_time=2021-04-10 04:14:07.489976, cost_time=0:41:05.415017 2021-04-10 03:19:39,382 INFO : Train start, epoch=0087, lr=0.060907 2021-04-10 03:19:40,845 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.41ms, fps=1750 images/s, loss=0.8441, top1-acc=78.20%, top5-acc=94.18%, remaining_time=0:00:27.213660, arrival_time=2021-04-10 03:20:08.059201, cost_time=0:00:01.463096 2021-04-10 03:19:42,156 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.48ms, fps=1954 images/s, loss=0.8668, top1-acc=77.32%, top5-acc=93.95%, remaining_time=0:00:24.407328, arrival_time=2021-04-10 03:20:06.563305, cost_time=0:00:02.773554 2021-04-10 03:19:43,468 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=2.03ms, fps=1951 images/s, loss=0.8663, top1-acc=77.40%, top5-acc=93.71%, remaining_time=0:00:22.610030, arrival_time=2021-04-10 03:20:06.078808, cost_time=0:00:04.086153 2021-04-10 03:19:44,778 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.44ms, fps=1956 images/s, loss=0.8560, top1-acc=77.59%, top5-acc=93.71%, remaining_time=0:00:21.044868, arrival_time=2021-04-10 03:20:05.823601, cost_time=0:00:05.396119 2021-04-10 03:19:46,078 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.40ms, fps=1970 images/s, loss=0.8604, top1-acc=77.52%, top5-acc=93.70%, remaining_time=0:00:19.553050, arrival_time=2021-04-10 03:20:05.631720, cost_time=0:00:06.696243 2021-04-10 03:19:47,380 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.43ms, fps=1967 images/s, loss=0.8666, top1-acc=77.20%, top5-acc=93.63%, remaining_time=0:00:18.128936, arrival_time=2021-04-10 03:20:05.509589, cost_time=0:00:07.998067 2021-04-10 03:19:48,690 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.38ms, fps=1955 images/s, loss=0.8592, top1-acc=77.32%, top5-acc=93.84%, remaining_time=0:00:16.755102, arrival_time=2021-04-10 03:20:05.445906, cost_time=0:00:09.308377 2021-04-10 03:19:49,996 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=2.55ms, fps=1964 images/s, loss=0.8561, top1-acc=77.30%, top5-acc=93.92%, remaining_time=0:00:15.388096, arrival_time=2021-04-10 03:20:05.384413, cost_time=0:00:10.612491 2021-04-10 03:19:51,306 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.42ms, fps=1955 images/s, loss=0.8555, top1-acc=77.23%, top5-acc=93.96%, remaining_time=0:00:14.044258, arrival_time=2021-04-10 03:20:05.351147, cost_time=0:00:11.924373 2021-04-10 03:19:52,612 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.44ms, fps=1961 images/s, loss=0.8575, top1-acc=77.18%, top5-acc=93.95%, remaining_time=0:00:12.701088, arrival_time=2021-04-10 03:20:05.313940, cost_time=0:00:13.230336 2021-04-10 03:19:53,915 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=2.01ms, fps=1966 images/s, loss=0.8573, top1-acc=77.20%, top5-acc=93.97%, remaining_time=0:00:11.362148, arrival_time=2021-04-10 03:20:05.277567, cost_time=0:00:14.532928 2021-04-10 03:19:55,236 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=2.02ms, fps=1939 images/s, loss=0.8576, top1-acc=77.29%, top5-acc=93.96%, remaining_time=0:00:10.040664, arrival_time=2021-04-10 03:20:05.276896, cost_time=0:00:15.853709 2021-04-10 03:19:56,557 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.91ms, fps=1939 images/s, loss=0.8603, top1-acc=77.24%, top5-acc=93.94%, remaining_time=0:00:08.719326, arrival_time=2021-04-10 03:20:05.276470, cost_time=0:00:17.174425 2021-04-10 03:19:57,860 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.40ms, fps=1965 images/s, loss=0.8649, top1-acc=77.13%, top5-acc=93.90%, remaining_time=0:00:07.391272, arrival_time=2021-04-10 03:20:05.251933, cost_time=0:00:18.478163 2021-04-10 03:19:59,163 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.52ms, fps=1966 images/s, loss=0.8715, top1-acc=76.99%, top5-acc=93.78%, remaining_time=0:00:06.066066, arrival_time=2021-04-10 03:20:05.229238, cost_time=0:00:19.780656 2021-04-10 03:20:00,463 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.32ms, fps=1970 images/s, loss=0.8721, top1-acc=76.98%, top5-acc=93.78%, remaining_time=0:00:04.743180, arrival_time=2021-04-10 03:20:05.206454, cost_time=0:00:21.080844 2021-04-10 03:20:01,762 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.38ms, fps=1971 images/s, loss=0.8705, top1-acc=77.02%, top5-acc=93.81%, remaining_time=0:00:03.422848, arrival_time=2021-04-10 03:20:05.185556, cost_time=0:00:22.380156 2021-04-10 03:20:03,066 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=2.42ms, fps=1965 images/s, loss=0.8685, top1-acc=77.10%, top5-acc=93.85%, remaining_time=0:00:02.105200, arrival_time=2021-04-10 03:20:05.171278, cost_time=0:00:23.683583 2021-04-10 03:20:04,372 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.92ms, fps=1960 images/s, loss=0.8678, top1-acc=77.11%, top5-acc=93.82%, remaining_time=0:00:00.789168, arrival_time=2021-04-10 03:20:05.162012, cost_time=0:00:24.990237 2021-04-10 03:20:05,081 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.69ms, fps=1921 images/s, loss=0.8669, top1-acc=77.13%, top5-acc=93.84%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:05.081555, cost_time=0:00:25.698954 2021-04-10 03:20:05,631 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=0.22ms, fps=4677 images/s, loss=1.6519, top1-acc=61.76%, top5-acc=84.37%, remaining_time=0:00:01.642050, arrival_time=2021-04-10 03:20:07.273299, cost_time=0:00:00.547352 2021-04-10 03:20:06,068 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.86ms, fps=5869 images/s, loss=1.7217, top1-acc=60.88%, top5-acc=84.28%, remaining_time=0:00:00.984280, arrival_time=2021-04-10 03:20:07.052337, cost_time=0:00:00.984270 2021-04-10 03:20:06,500 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.32ms, fps=5925 images/s, loss=1.7195, top1-acc=60.79%, top5-acc=84.24%, remaining_time=0:00:00.472260, arrival_time=2021-04-10 03:20:06.972798, cost_time=0:00:01.416768 2021-04-10 03:20:06,891 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.08ms, fps=5937 images/s, loss=1.7292, top1-acc=60.74%, top5-acc=84.19%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:06.891619, cost_time=0:00:01.807891 2021-04-10 03:20:08,167 INFO : Epoch=0087 complete, best val top1-acc=61.36%, top5-acc=84.70% (epoch=85), remaining_time=0:53:59.593723, arrival_time=2021-04-10 04:14:07.760984, cost_time=0:41:34.200491 2021-04-10 03:20:08,168 INFO : Train start, epoch=0088, lr=0.060139 2021-04-10 03:20:09,658 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=0.35ms, fps=1718 images/s, loss=0.7993, top1-acc=79.02%, top5-acc=94.41%, remaining_time=0:00:27.719580, arrival_time=2021-04-10 03:20:37.378276, cost_time=0:00:01.490303 2021-04-10 03:20:10,965 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.98ms, fps=1961 images/s, loss=0.7976, top1-acc=79.47%, top5-acc=94.00%, remaining_time=0:00:24.611136, arrival_time=2021-04-10 03:20:35.576207, cost_time=0:00:02.796718 2021-04-10 03:20:12,267 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.52ms, fps=1967 images/s, loss=0.8086, top1-acc=78.96%, top5-acc=94.21%, remaining_time=0:00:22.679584, arrival_time=2021-04-10 03:20:34.946600, cost_time=0:00:04.098735 2021-04-10 03:20:13,577 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.57ms, fps=1955 images/s, loss=0.7952, top1-acc=78.98%, top5-acc=94.52%, remaining_time=0:00:21.094632, arrival_time=2021-04-10 03:20:34.671861, cost_time=0:00:05.408872 2021-04-10 03:20:14,879 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.71ms, fps=1968 images/s, loss=0.8000, top1-acc=78.68%, top5-acc=94.53%, remaining_time=0:00:19.594952, arrival_time=2021-04-10 03:20:34.473982, cost_time=0:00:06.710623 2021-04-10 03:20:16,191 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.35ms, fps=1952 images/s, loss=0.8069, top1-acc=78.51%, top5-acc=94.52%, remaining_time=0:00:18.184968, arrival_time=2021-04-10 03:20:34.376166, cost_time=0:00:08.022791 2021-04-10 03:20:17,495 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.38ms, fps=1964 images/s, loss=0.8083, top1-acc=78.49%, top5-acc=94.52%, remaining_time=0:00:16.788366, arrival_time=2021-04-10 03:20:34.283668, cost_time=0:00:09.326891 2021-04-10 03:20:18,798 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.42ms, fps=1966 images/s, loss=0.8159, top1-acc=78.33%, top5-acc=94.44%, remaining_time=0:00:15.413384, arrival_time=2021-04-10 03:20:34.211681, cost_time=0:00:10.629942 2021-04-10 03:20:20,101 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=2.12ms, fps=1966 images/s, loss=0.8145, top1-acc=78.35%, top5-acc=94.45%, remaining_time=0:00:14.054010, arrival_time=2021-04-10 03:20:34.154970, cost_time=0:00:11.932694 2021-04-10 03:20:21,405 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.46ms, fps=1963 images/s, loss=0.8170, top1-acc=78.25%, top5-acc=94.43%, remaining_time=0:00:12.707424, arrival_time=2021-04-10 03:20:34.112698, cost_time=0:00:13.236926 2021-04-10 03:20:22,714 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=2.37ms, fps=1956 images/s, loss=0.8250, top1-acc=78.07%, top5-acc=94.32%, remaining_time=0:00:11.372726, arrival_time=2021-04-10 03:20:34.087596, cost_time=0:00:14.546544 2021-04-10 03:20:24,025 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.43ms, fps=1954 images/s, loss=0.8289, top1-acc=78.01%, top5-acc=94.26%, remaining_time=0:00:10.042792, arrival_time=2021-04-10 03:20:34.068152, cost_time=0:00:15.857000 2021-04-10 03:20:25,333 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.57ms, fps=1958 images/s, loss=0.8317, top1-acc=78.01%, top5-acc=94.24%, remaining_time=0:00:08.714640, arrival_time=2021-04-10 03:20:34.048237, cost_time=0:00:17.165242 2021-04-10 03:20:26,633 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=2.13ms, fps=1970 images/s, loss=0.8363, top1-acc=77.96%, top5-acc=94.17%, remaining_time=0:00:07.386120, arrival_time=2021-04-10 03:20:34.019838, cost_time=0:00:18.465276 2021-04-10 03:20:27,938 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.41ms, fps=1963 images/s, loss=0.8363, top1-acc=77.95%, top5-acc=94.18%, remaining_time=0:00:06.062800, arrival_time=2021-04-10 03:20:34.001108, cost_time=0:00:19.770039 2021-04-10 03:20:29,242 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.45ms, fps=1964 images/s, loss=0.8364, top1-acc=77.97%, top5-acc=94.17%, remaining_time=0:00:04.741560, arrival_time=2021-04-10 03:20:33.983593, cost_time=0:00:21.073679 2021-04-10 03:20:30,552 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.45ms, fps=1955 images/s, loss=0.8379, top1-acc=77.90%, top5-acc=94.19%, remaining_time=0:00:03.423394, arrival_time=2021-04-10 03:20:33.975454, cost_time=0:00:22.383705 2021-04-10 03:20:31,862 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.44ms, fps=1954 images/s, loss=0.8382, top1-acc=77.90%, top5-acc=94.18%, remaining_time=0:00:02.106176, arrival_time=2021-04-10 03:20:33.969034, cost_time=0:00:23.694495 2021-04-10 03:20:33,170 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.25ms, fps=1959 images/s, loss=0.8374, top1-acc=77.89%, top5-acc=94.23%, remaining_time=0:00:00.789522, arrival_time=2021-04-10 03:20:33.959466, cost_time=0:00:25.001568 2021-04-10 03:20:33,875 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.86ms, fps=1930 images/s, loss=0.8369, top1-acc=77.92%, top5-acc=94.23%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:33.875180, cost_time=0:00:25.706863 2021-04-10 03:20:34,427 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=0.43ms, fps=4649 images/s, loss=1.5972, top1-acc=61.91%, top5-acc=84.92%, remaining_time=0:00:01.651860, arrival_time=2021-04-10 03:20:36.079168, cost_time=0:00:00.550620 2021-04-10 03:20:34,864 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=2.28ms, fps=5860 images/s, loss=1.6137, top1-acc=61.48%, top5-acc=84.51%, remaining_time=0:00:00.987840, arrival_time=2021-04-10 03:20:35.852428, cost_time=0:00:00.987842 2021-04-10 03:20:35,306 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.92ms, fps=5800 images/s, loss=1.6324, top1-acc=61.08%, top5-acc=84.51%, remaining_time=0:00:00.476580, arrival_time=2021-04-10 03:20:35.783072, cost_time=0:00:01.429750 2021-04-10 03:20:35,698 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.15ms, fps=5923 images/s, loss=1.6155, top1-acc=61.28%, top5-acc=84.49%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:35.698657, cost_time=0:00:01.821913 2021-04-10 03:20:36,451 INFO : Epoch=0088 complete, best val top1-acc=61.36%, top5-acc=84.70% (epoch=85), remaining_time=0:53:30.435648, arrival_time=2021-04-10 04:14:06.887521, cost_time=0:42:02.485125 2021-04-10 03:20:36,452 INFO : Train start, epoch=0089, lr=0.059369 2021-04-10 03:20:37,949 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.61ms, fps=1710 images/s, loss=0.7690, top1-acc=79.14%, top5-acc=95.00%, remaining_time=0:00:27.848106, arrival_time=2021-04-10 03:21:05.797959, cost_time=0:00:01.497207 2021-04-10 03:20:39,257 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.49ms, fps=1958 images/s, loss=0.7715, top1-acc=79.53%, top5-acc=95.04%, remaining_time=0:00:24.685936, arrival_time=2021-04-10 03:21:03.943809, cost_time=0:00:02.805213 2021-04-10 03:20:40,565 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.68ms, fps=1959 images/s, loss=0.7603, top1-acc=80.01%, top5-acc=94.97%, remaining_time=0:00:22.754948, arrival_time=2021-04-10 03:21:03.320025, cost_time=0:00:04.112325 2021-04-10 03:20:41,873 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.47ms, fps=1958 images/s, loss=0.7568, top1-acc=80.21%, top5-acc=95.06%, remaining_time=0:00:21.141744, arrival_time=2021-04-10 03:21:03.015355, cost_time=0:00:05.420958 2021-04-10 03:20:43,172 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.43ms, fps=1972 images/s, loss=0.7648, top1-acc=79.92%, top5-acc=95.02%, remaining_time=0:00:19.622108, arrival_time=2021-04-10 03:21:02.794658, cost_time=0:00:06.719884 2021-04-10 03:20:44,469 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.47ms, fps=1975 images/s, loss=0.7772, top1-acc=79.62%, top5-acc=94.84%, remaining_time=0:00:18.171368, arrival_time=2021-04-10 03:21:02.640753, cost_time=0:00:08.016797 2021-04-10 03:20:45,771 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.55ms, fps=1967 images/s, loss=0.7894, top1-acc=79.27%, top5-acc=94.72%, remaining_time=0:00:16.773750, arrival_time=2021-04-10 03:21:02.545102, cost_time=0:00:09.318781 2021-04-10 03:20:47,078 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.62ms, fps=1960 images/s, loss=0.7957, top1-acc=79.18%, top5-acc=94.65%, remaining_time=0:00:15.407120, arrival_time=2021-04-10 03:21:02.485460, cost_time=0:00:10.625612 2021-04-10 03:20:48,387 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=2.02ms, fps=1957 images/s, loss=0.7987, top1-acc=79.05%, top5-acc=94.57%, remaining_time=0:00:14.056660, arrival_time=2021-04-10 03:21:02.444256, cost_time=0:00:11.934943 2021-04-10 03:20:49,687 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.35ms, fps=1970 images/s, loss=0.8013, top1-acc=78.94%, top5-acc=94.54%, remaining_time=0:00:12.705792, arrival_time=2021-04-10 03:21:02.393627, cost_time=0:00:13.235218 2021-04-10 03:20:50,993 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.42ms, fps=1961 images/s, loss=0.8034, top1-acc=78.83%, top5-acc=94.50%, remaining_time=0:00:11.368512, arrival_time=2021-04-10 03:21:02.362268, cost_time=0:00:14.541088 2021-04-10 03:20:52,300 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.57ms, fps=1960 images/s, loss=0.8073, top1-acc=78.72%, top5-acc=94.45%, remaining_time=0:00:10.036788, arrival_time=2021-04-10 03:21:02.337069, cost_time=0:00:15.847582 2021-04-10 03:20:53,605 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.40ms, fps=1963 images/s, loss=0.8137, top1-acc=78.49%, top5-acc=94.37%, remaining_time=0:00:08.708106, arrival_time=2021-04-10 03:21:02.313122, cost_time=0:00:17.152365 2021-04-10 03:20:54,904 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.49ms, fps=1970 images/s, loss=0.8156, top1-acc=78.48%, top5-acc=94.39%, remaining_time=0:00:07.380912, arrival_time=2021-04-10 03:21:02.285787, cost_time=0:00:18.452294 2021-04-10 03:20:56,213 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.87ms, fps=1957 images/s, loss=0.8179, top1-acc=78.43%, top5-acc=94.37%, remaining_time=0:00:06.059994, arrival_time=2021-04-10 03:21:02.273473, cost_time=0:00:19.760906 2021-04-10 03:20:57,516 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.40ms, fps=1965 images/s, loss=0.8231, top1-acc=78.34%, top5-acc=94.30%, remaining_time=0:00:04.739364, arrival_time=2021-04-10 03:21:02.255872, cost_time=0:00:21.063844 2021-04-10 03:20:58,820 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.73ms, fps=1963 images/s, loss=0.8277, top1-acc=78.21%, top5-acc=94.27%, remaining_time=0:00:03.421028, arrival_time=2021-04-10 03:21:02.241868, cost_time=0:00:22.368268 2021-04-10 03:21:00,125 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.72ms, fps=1963 images/s, loss=0.8285, top1-acc=78.15%, top5-acc=94.28%, remaining_time=0:00:02.104240, arrival_time=2021-04-10 03:21:02.229502, cost_time=0:00:23.672697 2021-04-10 03:21:01,419 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.47ms, fps=1978 images/s, loss=0.8311, top1-acc=78.04%, top5-acc=94.28%, remaining_time=0:00:00.788430, arrival_time=2021-04-10 03:21:02.208018, cost_time=0:00:24.966990 2021-04-10 03:21:02,122 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.25ms, fps=1936 images/s, loss=0.8334, top1-acc=78.02%, top5-acc=94.27%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:02.122692, cost_time=0:00:25.670126 2021-04-10 03:21:02,637 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=3.72ms, fps=4989 images/s, loss=1.9611, top1-acc=57.23%, top5-acc=80.08%, remaining_time=0:00:01.539420, arrival_time=2021-04-10 03:21:04.176360, cost_time=0:00:00.513137 2021-04-10 03:21:03,072 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.36ms, fps=5884 images/s, loss=1.9398, top1-acc=57.27%, top5-acc=80.21%, remaining_time=0:00:00.948880, arrival_time=2021-04-10 03:21:04.021464, cost_time=0:00:00.948878 2021-04-10 03:21:03,507 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.35ms, fps=5898 images/s, loss=1.9390, top1-acc=57.17%, top5-acc=80.26%, remaining_time=0:00:00.461100, arrival_time=2021-04-10 03:21:03.968098, cost_time=0:00:01.383286 2021-04-10 03:21:03,899 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.09ms, fps=5925 images/s, loss=1.9520, top1-acc=57.04%, top5-acc=80.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:03.898973, cost_time=0:00:01.775320 2021-04-10 03:21:05,021 INFO : Epoch=0089 complete, best val top1-acc=61.36%, top5-acc=84.70% (epoch=85), remaining_time=0:53:01.652274, arrival_time=2021-04-10 04:14:06.673577, cost_time=0:42:31.054548 2021-04-10 03:21:05,021 INFO : Train start, epoch=0090, lr=0.058596 2021-04-10 03:21:06,489 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=0.27ms, fps=1744 images/s, loss=0.8714, top1-acc=77.97%, top5-acc=93.63%, remaining_time=0:00:27.298290, arrival_time=2021-04-10 03:21:33.787989, cost_time=0:00:01.467653 2021-04-10 03:21:07,794 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.49ms, fps=1963 images/s, loss=0.8347, top1-acc=78.40%, top5-acc=93.95%, remaining_time=0:00:24.394480, arrival_time=2021-04-10 03:21:32.188786, cost_time=0:00:02.772092 2021-04-10 03:21:09,102 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.42ms, fps=1958 images/s, loss=0.8037, top1-acc=78.95%, top5-acc=94.40%, remaining_time=0:00:22.577328, arrival_time=2021-04-10 03:21:31.679638, cost_time=0:00:04.080246 2021-04-10 03:21:10,416 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.91ms, fps=1949 images/s, loss=0.7953, top1-acc=79.05%, top5-acc=94.47%, remaining_time=0:00:21.037692, arrival_time=2021-04-10 03:21:31.454277, cost_time=0:00:05.394277 2021-04-10 03:21:11,731 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.33ms, fps=1949 images/s, loss=0.7914, top1-acc=79.13%, top5-acc=94.66%, remaining_time=0:00:19.589842, arrival_time=2021-04-10 03:21:31.320772, cost_time=0:00:06.708837 2021-04-10 03:21:13,048 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=2.04ms, fps=1944 images/s, loss=0.7980, top1-acc=79.00%, top5-acc=94.50%, remaining_time=0:00:18.192584, arrival_time=2021-04-10 03:21:31.240843, cost_time=0:00:08.026163 2021-04-10 03:21:14,355 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.42ms, fps=1959 images/s, loss=0.8028, top1-acc=78.82%, top5-acc=94.49%, remaining_time=0:00:16.800210, arrival_time=2021-04-10 03:21:31.155828, cost_time=0:00:09.333457 2021-04-10 03:21:15,662 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.87ms, fps=1960 images/s, loss=0.8037, top1-acc=78.85%, top5-acc=94.50%, remaining_time=0:00:15.428464, arrival_time=2021-04-10 03:21:31.090860, cost_time=0:00:10.640339 2021-04-10 03:21:16,964 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.88ms, fps=1968 images/s, loss=0.7968, top1-acc=79.00%, top5-acc=94.57%, remaining_time=0:00:14.065034, arrival_time=2021-04-10 03:21:31.029033, cost_time=0:00:11.941987 2021-04-10 03:21:18,271 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.90ms, fps=1959 images/s, loss=0.7986, top1-acc=78.84%, top5-acc=94.58%, remaining_time=0:00:12.719424, arrival_time=2021-04-10 03:21:30.990874, cost_time=0:00:13.249357 2021-04-10 03:21:19,585 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.56ms, fps=1950 images/s, loss=0.8024, top1-acc=78.79%, top5-acc=94.51%, remaining_time=0:00:11.385626, arrival_time=2021-04-10 03:21:30.970753, cost_time=0:00:14.563023 2021-04-10 03:21:20,892 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.44ms, fps=1959 images/s, loss=0.8053, top1-acc=78.68%, top5-acc=94.47%, remaining_time=0:00:10.051304, arrival_time=2021-04-10 03:21:30.943889, cost_time=0:00:15.870474 2021-04-10 03:21:22,193 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.44ms, fps=1969 images/s, loss=0.8107, top1-acc=78.53%, top5-acc=94.42%, remaining_time=0:00:08.717808, arrival_time=2021-04-10 03:21:30.911283, cost_time=0:00:17.171385 2021-04-10 03:21:23,495 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=2.23ms, fps=1968 images/s, loss=0.8134, top1-acc=78.46%, top5-acc=94.39%, remaining_time=0:00:07.389144, arrival_time=2021-04-10 03:21:30.884072, cost_time=0:00:18.472840 2021-04-10 03:21:24,797 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.58ms, fps=1966 images/s, loss=0.8153, top1-acc=78.38%, top5-acc=94.38%, remaining_time=0:00:06.064548, arrival_time=2021-04-10 03:21:30.862226, cost_time=0:00:19.775656 2021-04-10 03:21:26,096 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.55ms, fps=1972 images/s, loss=0.8184, top1-acc=78.30%, top5-acc=94.37%, remaining_time=0:00:04.741704, arrival_time=2021-04-10 03:21:30.837882, cost_time=0:00:21.074163 2021-04-10 03:21:27,398 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.72ms, fps=1967 images/s, loss=0.8197, top1-acc=78.19%, top5-acc=94.39%, remaining_time=0:00:03.422198, arrival_time=2021-04-10 03:21:30.820223, cost_time=0:00:22.375924 2021-04-10 03:21:28,704 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.90ms, fps=1960 images/s, loss=0.8226, top1-acc=78.11%, top5-acc=94.35%, remaining_time=0:00:02.105104, arrival_time=2021-04-10 03:21:30.809518, cost_time=0:00:23.682405 2021-04-10 03:21:30,005 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.25ms, fps=1968 images/s, loss=0.8273, top1-acc=77.96%, top5-acc=94.34%, remaining_time=0:00:00.788958, arrival_time=2021-04-10 03:21:30.794703, cost_time=0:00:24.983735 2021-04-10 03:21:30,718 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.97ms, fps=1930 images/s, loss=0.8293, top1-acc=77.89%, top5-acc=94.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:30.718165, cost_time=0:00:25.696123 2021-04-10 03:21:31,277 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.31ms, fps=4594 images/s, loss=1.7628, top1-acc=60.20%, top5-acc=82.23%, remaining_time=0:00:01.671870, arrival_time=2021-04-10 03:21:32.949126, cost_time=0:00:00.557293 2021-04-10 03:21:31,706 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.45ms, fps=5971 images/s, loss=1.7348, top1-acc=60.37%, top5-acc=82.70%, remaining_time=0:00:00.986480, arrival_time=2021-04-10 03:21:32.692897, cost_time=0:00:00.986475 2021-04-10 03:21:32,134 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.43ms, fps=5982 images/s, loss=1.7267, top1-acc=60.00%, top5-acc=83.12%, remaining_time=0:00:00.471600, arrival_time=2021-04-10 03:21:32.606330, cost_time=0:00:01.414805 2021-04-10 03:21:32,529 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.08ms, fps=5889 images/s, loss=1.7298, top1-acc=59.88%, top5-acc=83.20%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:32.529059, cost_time=0:00:01.809091 2021-04-10 03:21:33,775 INFO : Epoch=0090 complete, best val top1-acc=61.36%, top5-acc=84.70% (epoch=85), remaining_time=0:52:33.099510, arrival_time=2021-04-10 04:14:06.874907, cost_time=0:42:59.808647 2021-04-10 03:21:33,776 INFO : Train start, epoch=0091, lr=0.057822 2021-04-10 03:21:35,320 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=0.61ms, fps=1658 images/s, loss=0.7716, top1-acc=79.96%, top5-acc=94.96%, remaining_time=0:00:28.716354, arrival_time=2021-04-10 03:22:04.036443, cost_time=0:00:01.543893 2021-04-10 03:21:36,629 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.89ms, fps=1957 images/s, loss=0.7861, top1-acc=79.41%, top5-acc=94.59%, remaining_time=0:00:25.104288, arrival_time=2021-04-10 03:22:01.733246, cost_time=0:00:02.852763 2021-04-10 03:21:37,934 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.48ms, fps=1961 images/s, loss=0.7961, top1-acc=79.01%, top5-acc=94.56%, remaining_time=0:00:23.011086, arrival_time=2021-04-10 03:22:00.945921, cost_time=0:00:04.158633 2021-04-10 03:21:39,234 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.47ms, fps=1971 images/s, loss=0.7896, top1-acc=79.27%, top5-acc=94.68%, remaining_time=0:00:21.286824, arrival_time=2021-04-10 03:22:00.521161, cost_time=0:00:05.458142 2021-04-10 03:21:40,537 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.87ms, fps=1965 images/s, loss=0.7965, top1-acc=79.24%, top5-acc=94.53%, remaining_time=0:00:19.743872, arrival_time=2021-04-10 03:22:00.281656, cost_time=0:00:06.761620 2021-04-10 03:21:41,849 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.91ms, fps=1953 images/s, loss=0.8020, top1-acc=79.06%, top5-acc=94.51%, remaining_time=0:00:18.298256, arrival_time=2021-04-10 03:22:00.147316, cost_time=0:00:08.072765 2021-04-10 03:21:43,156 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.76ms, fps=1960 images/s, loss=0.8004, top1-acc=79.07%, top5-acc=94.55%, remaining_time=0:00:16.883874, arrival_time=2021-04-10 03:22:00.040018, cost_time=0:00:09.379917 2021-04-10 03:21:44,458 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.85ms, fps=1966 images/s, loss=0.7967, top1-acc=78.97%, top5-acc=94.61%, remaining_time=0:00:15.489596, arrival_time=2021-04-10 03:21:59.948437, cost_time=0:00:10.682517 2021-04-10 03:21:45,760 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.41ms, fps=1968 images/s, loss=0.7957, top1-acc=78.92%, top5-acc=94.59%, remaining_time=0:00:14.114430, arrival_time=2021-04-10 03:21:59.874522, cost_time=0:00:11.983980 2021-04-10 03:21:47,066 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.37ms, fps=1960 images/s, loss=0.7959, top1-acc=78.83%, top5-acc=94.54%, remaining_time=0:00:12.758784, arrival_time=2021-04-10 03:21:59.825260, cost_time=0:00:13.290363 2021-04-10 03:21:48,368 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.74ms, fps=1967 images/s, loss=0.7981, top1-acc=78.81%, top5-acc=94.53%, remaining_time=0:00:11.408244, arrival_time=2021-04-10 03:21:59.776374, cost_time=0:00:14.591942 2021-04-10 03:21:49,692 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=2.57ms, fps=1935 images/s, loss=0.8033, top1-acc=78.62%, top5-acc=94.50%, remaining_time=0:00:10.080032, arrival_time=2021-04-10 03:21:59.772117, cost_time=0:00:15.915890 2021-04-10 03:21:51,010 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.58ms, fps=1944 images/s, loss=0.8048, top1-acc=78.54%, top5-acc=94.49%, remaining_time=0:00:08.749356, arrival_time=2021-04-10 03:21:59.759251, cost_time=0:00:17.233642 2021-04-10 03:21:52,317 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.77ms, fps=1959 images/s, loss=0.8069, top1-acc=78.45%, top5-acc=94.50%, remaining_time=0:00:07.416584, arrival_time=2021-04-10 03:21:59.734272, cost_time=0:00:18.541461 2021-04-10 03:21:53,619 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=2.01ms, fps=1968 images/s, loss=0.8124, top1-acc=78.33%, top5-acc=94.46%, remaining_time=0:00:06.085294, arrival_time=2021-04-10 03:21:59.704725, cost_time=0:00:19.843330 2021-04-10 03:21:54,929 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.59ms, fps=1954 images/s, loss=0.8127, top1-acc=78.29%, top5-acc=94.47%, remaining_time=0:00:04.759560, arrival_time=2021-04-10 03:21:59.689333, cost_time=0:00:21.153583 2021-04-10 03:21:56,230 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.46ms, fps=1969 images/s, loss=0.8191, top1-acc=78.14%, top5-acc=94.39%, remaining_time=0:00:03.434236, arrival_time=2021-04-10 03:21:59.664890, cost_time=0:00:22.454543 2021-04-10 03:21:57,533 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.49ms, fps=1965 images/s, loss=0.8214, top1-acc=78.11%, top5-acc=94.37%, remaining_time=0:00:02.111792, arrival_time=2021-04-10 03:21:59.645679, cost_time=0:00:23.757693 2021-04-10 03:21:58,832 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.22ms, fps=1972 images/s, loss=0.8275, top1-acc=77.94%, top5-acc=94.31%, remaining_time=0:00:00.791262, arrival_time=2021-04-10 03:21:59.624100, cost_time=0:00:25.056715 2021-04-10 03:21:59,534 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.25ms, fps=1939 images/s, loss=0.8310, top1-acc=77.82%, top5-acc=94.28%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:59.534521, cost_time=0:00:25.758415 2021-04-10 03:22:00,042 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=0.40ms, fps=5045 images/s, loss=1.6121, top1-acc=62.58%, top5-acc=84.06%, remaining_time=0:00:01.522200, arrival_time=2021-04-10 03:22:01.565132, cost_time=0:00:00.507403 2021-04-10 03:22:00,478 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.35ms, fps=5889 images/s, loss=1.6107, top1-acc=62.30%, top5-acc=84.43%, remaining_time=0:00:00.942580, arrival_time=2021-04-10 03:22:01.420637, cost_time=0:00:00.942583 2021-04-10 03:22:00,910 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.44ms, fps=5926 images/s, loss=1.6105, top1-acc=61.95%, top5-acc=84.23%, remaining_time=0:00:00.458300, arrival_time=2021-04-10 03:22:01.368701, cost_time=0:00:01.374913 2021-04-10 03:22:01,302 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.08ms, fps=5929 images/s, loss=1.6041, top1-acc=61.92%, top5-acc=84.36%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:01.302068, cost_time=0:00:01.766601 2021-04-10 03:22:02,827 INFO : Epoch=0091 complete, best val top1-acc=61.92%, top5-acc=84.36% (epoch=91), remaining_time=0:52:04.898437, arrival_time=2021-04-10 04:14:07.725376, cost_time=0:43:28.860158 2021-04-10 03:22:02,827 INFO : Train start, epoch=0092, lr=0.057045 2021-04-10 03:22:04,335 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=0.27ms, fps=1698 images/s, loss=0.8503, top1-acc=77.38%, top5-acc=94.22%, remaining_time=0:00:28.036896, arrival_time=2021-04-10 03:22:32.372274, cost_time=0:00:01.507357 2021-04-10 03:22:05,634 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.71ms, fps=1971 images/s, loss=0.8437, top1-acc=77.38%, top5-acc=94.32%, remaining_time=0:00:24.700016, arrival_time=2021-04-10 03:22:30.334871, cost_time=0:00:02.806818 2021-04-10 03:22:06,938 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.72ms, fps=1965 images/s, loss=0.8209, top1-acc=77.96%, top5-acc=94.53%, remaining_time=0:00:22.742830, arrival_time=2021-04-10 03:22:29.680957, cost_time=0:00:04.110147 2021-04-10 03:22:08,241 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=2.04ms, fps=1966 images/s, loss=0.7963, top1-acc=78.71%, top5-acc=94.84%, remaining_time=0:00:21.111168, arrival_time=2021-04-10 03:22:29.352290, cost_time=0:00:05.413104 2021-04-10 03:22:09,549 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.53ms, fps=1957 images/s, loss=0.7897, top1-acc=78.96%, top5-acc=94.85%, remaining_time=0:00:19.627510, arrival_time=2021-04-10 03:22:29.177203, cost_time=0:00:06.721746 2021-04-10 03:22:10,858 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.72ms, fps=1956 images/s, loss=0.7818, top1-acc=79.19%, top5-acc=94.95%, remaining_time=0:00:18.203056, arrival_time=2021-04-10 03:22:29.061863, cost_time=0:00:08.030787 2021-04-10 03:22:12,162 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.34ms, fps=1965 images/s, loss=0.7836, top1-acc=79.09%, top5-acc=94.85%, remaining_time=0:00:16.801218, arrival_time=2021-04-10 03:22:28.963275, cost_time=0:00:09.334027 2021-04-10 03:22:13,462 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.51ms, fps=1970 images/s, loss=0.7840, top1-acc=79.07%, top5-acc=94.82%, remaining_time=0:00:15.419300, arrival_time=2021-04-10 03:22:28.881271, cost_time=0:00:10.634032 2021-04-10 03:22:14,770 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.73ms, fps=1958 images/s, loss=0.7849, top1-acc=79.05%, top5-acc=94.79%, remaining_time=0:00:14.065246, arrival_time=2021-04-10 03:22:28.835517, cost_time=0:00:11.942200 2021-04-10 03:22:16,078 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.57ms, fps=1957 images/s, loss=0.7834, top1-acc=79.10%, top5-acc=94.84%, remaining_time=0:00:12.720864, arrival_time=2021-04-10 03:22:28.799696, cost_time=0:00:13.250877 2021-04-10 03:22:17,383 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.41ms, fps=1963 images/s, loss=0.7927, top1-acc=78.90%, top5-acc=94.74%, remaining_time=0:00:11.379520, arrival_time=2021-04-10 03:22:28.762811, cost_time=0:00:14.555158 2021-04-10 03:22:18,700 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.99ms, fps=1945 images/s, loss=0.7941, top1-acc=78.84%, top5-acc=94.78%, remaining_time=0:00:10.052444, arrival_time=2021-04-10 03:22:28.752690, cost_time=0:00:15.872258 2021-04-10 03:22:20,005 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=2.37ms, fps=1963 images/s, loss=0.7965, top1-acc=78.76%, top5-acc=94.73%, remaining_time=0:00:08.720646, arrival_time=2021-04-10 03:22:28.725752, cost_time=0:00:17.177007 2021-04-10 03:22:21,307 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.48ms, fps=1967 images/s, loss=0.7976, top1-acc=78.75%, top5-acc=94.68%, remaining_time=0:00:07.391664, arrival_time=2021-04-10 03:22:28.698745, cost_time=0:00:18.479141 2021-04-10 03:22:22,607 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.60ms, fps=1970 images/s, loss=0.8002, top1-acc=78.73%, top5-acc=94.67%, remaining_time=0:00:06.065514, arrival_time=2021-04-10 03:22:28.672482, cost_time=0:00:19.778896 2021-04-10 03:22:23,906 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.42ms, fps=1971 images/s, loss=0.7999, top1-acc=78.69%, top5-acc=94.69%, remaining_time=0:00:04.742604, arrival_time=2021-04-10 03:22:28.648807, cost_time=0:00:21.078248 2021-04-10 03:22:25,204 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.45ms, fps=1973 images/s, loss=0.8023, top1-acc=78.62%, top5-acc=94.68%, remaining_time=0:00:03.422276, arrival_time=2021-04-10 03:22:28.626624, cost_time=0:00:22.376408 2021-04-10 03:22:26,502 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.52ms, fps=1973 images/s, loss=0.8050, top1-acc=78.53%, top5-acc=94.65%, remaining_time=0:00:02.104384, arrival_time=2021-04-10 03:22:28.606695, cost_time=0:00:23.674373 2021-04-10 03:22:27,802 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.26ms, fps=1969 images/s, loss=0.8084, top1-acc=78.45%, top5-acc=94.59%, remaining_time=0:00:00.788682, arrival_time=2021-04-10 03:22:28.591565, cost_time=0:00:24.974916 2021-04-10 03:22:28,512 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.76ms, fps=1919 images/s, loss=0.8108, top1-acc=78.41%, top5-acc=94.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:28.512082, cost_time=0:00:25.684014 2021-04-10 03:22:29,059 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=0.20ms, fps=4688 images/s, loss=1.6662, top1-acc=61.87%, top5-acc=83.32%, remaining_time=0:00:01.638180, arrival_time=2021-04-10 03:22:30.697957, cost_time=0:00:00.546063 2021-04-10 03:22:29,497 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.93ms, fps=5856 images/s, loss=1.6627, top1-acc=61.68%, top5-acc=83.52%, remaining_time=0:00:00.983700, arrival_time=2021-04-10 03:22:30.481067, cost_time=0:00:00.983702 2021-04-10 03:22:29,934 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.80ms, fps=5861 images/s, loss=1.6251, top1-acc=61.99%, top5-acc=83.96%, remaining_time=0:00:00.473620, arrival_time=2021-04-10 03:22:30.408163, cost_time=0:00:01.420870 2021-04-10 03:22:30,327 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.10ms, fps=5913 images/s, loss=1.6054, top1-acc=61.98%, top5-acc=84.01%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:30.327302, cost_time=0:00:01.813634 2021-04-10 03:22:31,878 INFO : Epoch=0092 complete, best val top1-acc=61.98%, top5-acc=84.01% (epoch=92), remaining_time=0:51:36.678816, arrival_time=2021-04-10 04:14:08.557150, cost_time=0:43:57.911558 2021-04-10 03:22:31,879 INFO : Train start, epoch=0093, lr=0.056267 2021-04-10 03:22:33,342 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.55ms, fps=1749 images/s, loss=0.7536, top1-acc=79.69%, top5-acc=95.59%, remaining_time=0:00:27.218868, arrival_time=2021-04-10 03:23:00.561656, cost_time=0:00:01.463384 2021-04-10 03:22:34,654 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.77ms, fps=1953 images/s, loss=0.7735, top1-acc=79.24%, top5-acc=95.27%, remaining_time=0:00:24.416480, arrival_time=2021-04-10 03:22:59.070547, cost_time=0:00:02.774608 2021-04-10 03:22:35,961 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=2.06ms, fps=1960 images/s, loss=0.7699, top1-acc=79.21%, top5-acc=95.13%, remaining_time=0:00:22.585130, arrival_time=2021-04-10 03:22:58.546236, cost_time=0:00:04.081647 2021-04-10 03:22:37,270 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.85ms, fps=1957 images/s, loss=0.7535, top1-acc=79.62%, top5-acc=95.20%, remaining_time=0:00:21.024432, arrival_time=2021-04-10 03:22:58.294629, cost_time=0:00:05.390868 2021-04-10 03:22:38,563 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.43ms, fps=1980 images/s, loss=0.7510, top1-acc=79.64%, top5-acc=95.25%, remaining_time=0:00:19.518302, arrival_time=2021-04-10 03:22:58.082089, cost_time=0:00:06.684366 2021-04-10 03:22:39,871 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.57ms, fps=1959 images/s, loss=0.7534, top1-acc=79.60%, top5-acc=95.22%, remaining_time=0:00:18.115608, arrival_time=2021-04-10 03:22:57.987091, cost_time=0:00:07.992168 2021-04-10 03:22:41,179 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.44ms, fps=1958 images/s, loss=0.7505, top1-acc=79.71%, top5-acc=95.23%, remaining_time=0:00:16.739604, arrival_time=2021-04-10 03:22:57.918788, cost_time=0:00:09.299783 2021-04-10 03:22:42,483 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.73ms, fps=1963 images/s, loss=0.7469, top1-acc=79.86%, top5-acc=95.29%, remaining_time=0:00:15.376496, arrival_time=2021-04-10 03:22:57.860367, cost_time=0:00:10.604496 2021-04-10 03:22:43,793 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.42ms, fps=1956 images/s, loss=0.7535, top1-acc=79.81%, top5-acc=95.22%, remaining_time=0:00:14.032280, arrival_time=2021-04-10 03:22:57.825907, cost_time=0:00:11.914230 2021-04-10 03:22:45,094 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.38ms, fps=1969 images/s, loss=0.7605, top1-acc=79.65%, top5-acc=95.11%, remaining_time=0:00:12.686496, arrival_time=2021-04-10 03:22:57.780949, cost_time=0:00:13.215065 2021-04-10 03:22:46,416 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.68ms, fps=1937 images/s, loss=0.7616, top1-acc=79.64%, top5-acc=95.09%, remaining_time=0:00:11.365674, arrival_time=2021-04-10 03:22:57.782527, cost_time=0:00:14.537446 2021-04-10 03:22:47,717 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.97ms, fps=1969 images/s, loss=0.7652, top1-acc=79.58%, top5-acc=95.05%, remaining_time=0:00:10.030860, arrival_time=2021-04-10 03:22:57.748507, cost_time=0:00:15.838250 2021-04-10 03:22:49,018 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.61ms, fps=1970 images/s, loss=0.7685, top1-acc=79.48%, top5-acc=95.05%, remaining_time=0:00:08.701110, arrival_time=2021-04-10 03:22:57.719102, cost_time=0:00:17.138585 2021-04-10 03:22:50,324 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.35ms, fps=1960 images/s, loss=0.7656, top1-acc=79.54%, top5-acc=95.09%, remaining_time=0:00:07.378056, arrival_time=2021-04-10 03:22:57.702467, cost_time=0:00:18.445094 2021-04-10 03:22:51,628 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=2.01ms, fps=1963 images/s, loss=0.7673, top1-acc=79.51%, top5-acc=95.09%, remaining_time=0:00:06.056452, arrival_time=2021-04-10 03:22:57.685231, cost_time=0:00:19.749373 2021-04-10 03:22:52,926 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=2.13ms, fps=1973 images/s, loss=0.7717, top1-acc=79.36%, top5-acc=95.04%, remaining_time=0:00:04.735692, arrival_time=2021-04-10 03:22:57.662609, cost_time=0:00:21.047590 2021-04-10 03:22:54,229 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.41ms, fps=1967 images/s, loss=0.7737, top1-acc=79.29%, top5-acc=95.01%, remaining_time=0:00:03.418194, arrival_time=2021-04-10 03:22:57.647272, cost_time=0:00:22.349759 2021-04-10 03:22:55,530 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.42ms, fps=1968 images/s, loss=0.7770, top1-acc=79.22%, top5-acc=94.95%, remaining_time=0:00:02.102336, arrival_time=2021-04-10 03:22:57.632937, cost_time=0:00:23.651289 2021-04-10 03:22:56,829 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.55ms, fps=1972 images/s, loss=0.7789, top1-acc=79.16%, top5-acc=94.93%, remaining_time=0:00:00.787890, arrival_time=2021-04-10 03:22:57.617151, cost_time=0:00:24.949941 2021-04-10 03:22:57,532 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.77ms, fps=1935 images/s, loss=0.7821, top1-acc=79.10%, top5-acc=94.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:57.532387, cost_time=0:00:25.653015 2021-04-10 03:22:58,042 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=1.76ms, fps=5033 images/s, loss=1.6282, top1-acc=62.50%, top5-acc=84.34%, remaining_time=0:00:01.525950, arrival_time=2021-04-10 03:22:59.568102, cost_time=0:00:00.508647 2021-04-10 03:22:58,470 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.39ms, fps=5985 images/s, loss=1.6308, top1-acc=62.27%, top5-acc=84.37%, remaining_time=0:00:00.936900, arrival_time=2021-04-10 03:22:59.407257, cost_time=0:00:00.936901 2021-04-10 03:22:58,905 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.28ms, fps=5886 images/s, loss=1.6285, top1-acc=62.06%, top5-acc=84.22%, remaining_time=0:00:00.457390, arrival_time=2021-04-10 03:22:59.363034, cost_time=0:00:01.372173 2021-04-10 03:22:59,298 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.08ms, fps=5917 images/s, loss=1.6262, top1-acc=62.19%, top5-acc=84.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:59.298104, cost_time=0:00:01.764656 2021-04-10 03:23:00,819 INFO : Epoch=0093 complete, best val top1-acc=62.19%, top5-acc=84.33% (epoch=93), remaining_time=0:51:08.314345, arrival_time=2021-04-10 04:14:09.133750, cost_time=0:44:26.852660 2021-04-10 03:23:00,819 INFO : Train start, epoch=0094, lr=0.055487 2021-04-10 03:23:02,309 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=0.49ms, fps=1719 images/s, loss=0.8196, top1-acc=78.24%, top5-acc=94.14%, remaining_time=0:00:27.699678, arrival_time=2021-04-10 03:23:30.009071, cost_time=0:00:01.489234 2021-04-10 03:23:03,618 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.88ms, fps=1957 images/s, loss=0.7872, top1-acc=78.73%, top5-acc=94.63%, remaining_time=0:00:24.622752, arrival_time=2021-04-10 03:23:28.240998, cost_time=0:00:02.798043 2021-04-10 03:23:04,927 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.62ms, fps=1957 images/s, loss=0.7849, top1-acc=78.74%, top5-acc=94.66%, remaining_time=0:00:22.724570, arrival_time=2021-04-10 03:23:27.651650, cost_time=0:00:04.106841 2021-04-10 03:23:06,230 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.85ms, fps=1965 images/s, loss=0.7718, top1-acc=79.27%, top5-acc=94.98%, remaining_time=0:00:21.101340, arrival_time=2021-04-10 03:23:27.332171, cost_time=0:00:05.410609 2021-04-10 03:23:07,537 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.36ms, fps=1960 images/s, loss=0.7658, top1-acc=79.62%, top5-acc=95.12%, remaining_time=0:00:19.615100, arrival_time=2021-04-10 03:23:27.152697, cost_time=0:00:06.717478 2021-04-10 03:23:08,842 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=2.94ms, fps=1963 images/s, loss=0.7672, top1-acc=79.56%, top5-acc=95.12%, remaining_time=0:00:18.183064, arrival_time=2021-04-10 03:23:27.025276, cost_time=0:00:08.021951 2021-04-10 03:23:10,146 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.31ms, fps=1964 images/s, loss=0.7643, top1-acc=79.61%, top5-acc=95.15%, remaining_time=0:00:16.787106, arrival_time=2021-04-10 03:23:26.933449, cost_time=0:00:09.326193 2021-04-10 03:23:11,450 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=6.08ms, fps=1964 images/s, loss=0.7712, top1-acc=79.46%, top5-acc=95.05%, remaining_time=0:00:15.413732, arrival_time=2021-04-10 03:23:26.864096, cost_time=0:00:10.630151 2021-04-10 03:23:12,761 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=3.50ms, fps=1954 images/s, loss=0.7719, top1-acc=79.44%, top5-acc=95.02%, remaining_time=0:00:14.064292, arrival_time=2021-04-10 03:23:26.825769, cost_time=0:00:11.941401 2021-04-10 03:23:14,078 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=2.17ms, fps=1945 images/s, loss=0.7756, top1-acc=79.30%, top5-acc=94.91%, remaining_time=0:00:12.727680, arrival_time=2021-04-10 03:23:26.805900, cost_time=0:00:13.257992 2021-04-10 03:23:15,391 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.37ms, fps=1951 images/s, loss=0.7759, top1-acc=79.28%, top5-acc=94.91%, remaining_time=0:00:11.391904, arrival_time=2021-04-10 03:23:26.783068, cost_time=0:00:14.570999 2021-04-10 03:23:16,696 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.40ms, fps=1962 images/s, loss=0.7767, top1-acc=79.24%, top5-acc=94.93%, remaining_time=0:00:10.055104, arrival_time=2021-04-10 03:23:26.751824, cost_time=0:00:15.876500 2021-04-10 03:23:18,002 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.47ms, fps=1961 images/s, loss=0.7794, top1-acc=79.12%, top5-acc=94.88%, remaining_time=0:00:08.723418, arrival_time=2021-04-10 03:23:26.726054, cost_time=0:00:17.182449 2021-04-10 03:23:19,303 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.75ms, fps=1969 images/s, loss=0.7837, top1-acc=79.10%, top5-acc=94.79%, remaining_time=0:00:07.393344, arrival_time=2021-04-10 03:23:26.696845, cost_time=0:00:18.483426 2021-04-10 03:23:20,607 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.40ms, fps=1963 images/s, loss=0.7885, top1-acc=79.02%, top5-acc=94.73%, remaining_time=0:00:06.068228, arrival_time=2021-04-10 03:23:26.676104, cost_time=0:00:19.787708 2021-04-10 03:23:21,919 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=2.08ms, fps=1953 images/s, loss=0.7920, top1-acc=78.91%, top5-acc=94.71%, remaining_time=0:00:04.747320, arrival_time=2021-04-10 03:23:26.666733, cost_time=0:00:21.099252 2021-04-10 03:23:23,227 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.38ms, fps=1957 images/s, loss=0.7923, top1-acc=78.90%, top5-acc=94.73%, remaining_time=0:00:03.427060, arrival_time=2021-04-10 03:23:26.654851, cost_time=0:00:22.407720 2021-04-10 03:23:24,534 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=2.07ms, fps=1960 images/s, loss=0.7938, top1-acc=78.84%, top5-acc=94.73%, remaining_time=0:00:02.107936, arrival_time=2021-04-10 03:23:26.642316, cost_time=0:00:23.714231 2021-04-10 03:23:25,839 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.67ms, fps=1962 images/s, loss=0.7945, top1-acc=78.82%, top5-acc=94.71%, remaining_time=0:00:00.790086, arrival_time=2021-04-10 03:23:26.629650, cost_time=0:00:25.019381 2021-04-10 03:23:26,551 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.55ms, fps=1913 images/s, loss=0.7975, top1-acc=78.77%, top5-acc=94.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:26.551301, cost_time=0:00:25.731171 2021-04-10 03:23:27,069 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.31ms, fps=4958 images/s, loss=1.8005, top1-acc=59.22%, top5-acc=82.73%, remaining_time=0:00:01.548870, arrival_time=2021-04-10 03:23:28.617914, cost_time=0:00:00.516293 2021-04-10 03:23:27,502 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.53ms, fps=5914 images/s, loss=1.7427, top1-acc=60.00%, top5-acc=82.66%, remaining_time=0:00:00.949800, arrival_time=2021-04-10 03:23:28.452234, cost_time=0:00:00.949794 2021-04-10 03:23:27,944 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.66ms, fps=5795 images/s, loss=1.7537, top1-acc=60.21%, top5-acc=82.70%, remaining_time=0:00:00.464010, arrival_time=2021-04-10 03:23:28.408700, cost_time=0:00:01.392031 2021-04-10 03:23:28,337 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.08ms, fps=5907 images/s, loss=1.7475, top1-acc=60.27%, top5-acc=82.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:28.337863, cost_time=0:00:01.785284 2021-04-10 03:23:29,353 INFO : Epoch=0094 complete, best val top1-acc=62.19%, top5-acc=84.33% (epoch=93), remaining_time=0:50:39.478344, arrival_time=2021-04-10 04:14:08.831521, cost_time=0:44:55.386431 2021-04-10 03:23:29,353 INFO : Train start, epoch=0095, lr=0.054705 2021-04-10 03:23:30,873 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=0.26ms, fps=1685 images/s, loss=0.8225, top1-acc=78.09%, top5-acc=94.37%, remaining_time=0:00:28.262142, arrival_time=2021-04-10 03:23:59.135479, cost_time=0:00:01.519470 2021-04-10 03:23:32,178 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.87ms, fps=1962 images/s, loss=0.7654, top1-acc=79.63%, top5-acc=95.08%, remaining_time=0:00:24.854368, arrival_time=2021-04-10 03:23:57.032695, cost_time=0:00:02.824369 2021-04-10 03:23:33,483 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.56ms, fps=1963 images/s, loss=0.7626, top1-acc=79.57%, top5-acc=95.12%, remaining_time=0:00:22.847410, arrival_time=2021-04-10 03:23:56.330426, cost_time=0:00:04.129036 2021-04-10 03:23:34,788 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.63ms, fps=1961 images/s, loss=0.7605, top1-acc=79.81%, top5-acc=94.97%, remaining_time=0:00:21.196500, arrival_time=2021-04-10 03:23:55.985387, cost_time=0:00:05.434988 2021-04-10 03:23:36,094 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.41ms, fps=1962 images/s, loss=0.7479, top1-acc=80.11%, top5-acc=95.02%, remaining_time=0:00:19.682114, arrival_time=2021-04-10 03:23:55.776647, cost_time=0:00:06.740461 2021-04-10 03:23:37,405 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.52ms, fps=1954 images/s, loss=0.7394, top1-acc=80.29%, top5-acc=95.20%, remaining_time=0:00:18.250248, arrival_time=2021-04-10 03:23:55.655702, cost_time=0:00:08.051574 2021-04-10 03:23:38,705 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.46ms, fps=1969 images/s, loss=0.7414, top1-acc=80.32%, top5-acc=95.17%, remaining_time=0:00:16.833474, arrival_time=2021-04-10 03:23:55.539348, cost_time=0:00:09.351914 2021-04-10 03:23:40,012 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.67ms, fps=1961 images/s, loss=0.7520, top1-acc=80.00%, top5-acc=95.03%, remaining_time=0:00:15.454564, arrival_time=2021-04-10 03:23:55.466925, cost_time=0:00:10.658337 2021-04-10 03:23:41,320 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.52ms, fps=1958 images/s, loss=0.7528, top1-acc=79.96%, top5-acc=95.06%, remaining_time=0:00:14.094078, arrival_time=2021-04-10 03:23:55.414621, cost_time=0:00:11.966665 2021-04-10 03:23:42,627 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.47ms, fps=1960 images/s, loss=0.7504, top1-acc=80.03%, top5-acc=95.05%, remaining_time=0:00:12.742464, arrival_time=2021-04-10 03:23:55.369852, cost_time=0:00:13.273428 2021-04-10 03:23:43,938 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=2.00ms, fps=1954 images/s, loss=0.7540, top1-acc=79.95%, top5-acc=95.02%, remaining_time=0:00:11.402224, arrival_time=2021-04-10 03:23:55.340445, cost_time=0:00:14.584270 2021-04-10 03:23:45,254 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.71ms, fps=1946 images/s, loss=0.7550, top1-acc=79.98%, top5-acc=95.02%, remaining_time=0:00:10.070228, arrival_time=2021-04-10 03:23:55.324626, cost_time=0:00:15.900375 2021-04-10 03:23:46,565 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.45ms, fps=1955 images/s, loss=0.7578, top1-acc=79.89%, top5-acc=95.02%, remaining_time=0:00:08.737872, arrival_time=2021-04-10 03:23:55.302918, cost_time=0:00:17.211002 2021-04-10 03:23:47,869 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.51ms, fps=1964 images/s, loss=0.7619, top1-acc=79.77%, top5-acc=94.99%, remaining_time=0:00:07.406168, arrival_time=2021-04-10 03:23:55.275409, cost_time=0:00:18.515372 2021-04-10 03:23:49,174 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.57ms, fps=1962 images/s, loss=0.7663, top1-acc=79.70%, top5-acc=94.96%, remaining_time=0:00:06.078256, arrival_time=2021-04-10 03:23:55.252673, cost_time=0:00:19.820461 2021-04-10 03:23:50,479 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=2.50ms, fps=1962 images/s, loss=0.7669, top1-acc=79.68%, top5-acc=94.98%, remaining_time=0:00:04.753296, arrival_time=2021-04-10 03:23:55.233014, cost_time=0:00:21.125701 2021-04-10 03:23:51,783 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.43ms, fps=1964 images/s, loss=0.7681, top1-acc=79.57%, top5-acc=94.95%, remaining_time=0:00:03.430440, arrival_time=2021-04-10 03:23:55.214188, cost_time=0:00:22.429873 2021-04-10 03:23:53,128 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=21.98ms, fps=1904 images/s, loss=0.7702, top1-acc=79.52%, top5-acc=94.91%, remaining_time=0:00:02.113296, arrival_time=2021-04-10 03:23:55.241781, cost_time=0:00:23.774528 2021-04-10 03:23:54,428 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.29ms, fps=1970 images/s, loss=0.7713, top1-acc=79.48%, top5-acc=94.91%, remaining_time=0:00:00.791838, arrival_time=2021-04-10 03:23:55.220636, cost_time=0:00:25.074922 2021-04-10 03:23:55,135 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.27ms, fps=1925 images/s, loss=0.7715, top1-acc=79.47%, top5-acc=94.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:55.135836, cost_time=0:00:25.781893 2021-04-10 03:23:55,655 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=1.34ms, fps=4939 images/s, loss=1.6587, top1-acc=61.76%, top5-acc=84.37%, remaining_time=0:00:01.554870, arrival_time=2021-04-10 03:23:57.210183, cost_time=0:00:00.518289 2021-04-10 03:23:56,094 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.85ms, fps=5832 images/s, loss=1.6881, top1-acc=60.98%, top5-acc=83.93%, remaining_time=0:00:00.957620, arrival_time=2021-04-10 03:23:57.052266, cost_time=0:00:00.957622 2021-04-10 03:23:56,526 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=2.14ms, fps=5928 images/s, loss=1.6879, top1-acc=61.39%, top5-acc=83.91%, remaining_time=0:00:00.463280, arrival_time=2021-04-10 03:23:56.990186, cost_time=0:00:01.389847 2021-04-10 03:23:56,921 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.07ms, fps=5884 images/s, loss=1.6917, top1-acc=61.04%, top5-acc=83.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:56.921650, cost_time=0:00:01.784616 2021-04-10 03:23:57,758 INFO : Epoch=0095 complete, best val top1-acc=62.19%, top5-acc=84.33% (epoch=93), remaining_time=0:50:10.506345, arrival_time=2021-04-10 04:14:08.264507, cost_time=0:45:23.791417 2021-04-10 03:23:57,758 INFO : Train start, epoch=0096, lr=0.053923 2021-04-10 03:23:59,291 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=1.43ms, fps=1671 images/s, loss=0.7022, top1-acc=81.17%, top5-acc=96.05%, remaining_time=0:00:28.500966, arrival_time=2021-04-10 03:24:27.792166, cost_time=0:00:01.532306 2021-04-10 03:24:00,601 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.41ms, fps=1955 images/s, loss=0.6775, top1-acc=81.95%, top5-acc=96.07%, remaining_time=0:00:25.011888, arrival_time=2021-04-10 03:24:25.612999, cost_time=0:00:02.842263 2021-04-10 03:24:01,914 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.91ms, fps=1950 images/s, loss=0.6830, top1-acc=81.69%, top5-acc=96.08%, remaining_time=0:00:22.994818, arrival_time=2021-04-10 03:24:24.909505, cost_time=0:00:04.155696 2021-04-10 03:24:03,222 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.84ms, fps=1959 images/s, loss=0.6903, top1-acc=81.39%, top5-acc=95.96%, remaining_time=0:00:21.306012, arrival_time=2021-04-10 03:24:24.528150, cost_time=0:00:05.463065 2021-04-10 03:24:04,522 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=2.11ms, fps=1970 images/s, loss=0.6964, top1-acc=81.35%, top5-acc=95.92%, remaining_time=0:00:19.748690, arrival_time=2021-04-10 03:24:24.270807, cost_time=0:00:06.763255 2021-04-10 03:24:05,822 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.48ms, fps=1970 images/s, loss=0.7088, top1-acc=80.96%, top5-acc=95.70%, remaining_time=0:00:18.276768, arrival_time=2021-04-10 03:24:24.098872, cost_time=0:00:08.063256 2021-04-10 03:24:07,124 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.98ms, fps=1967 images/s, loss=0.7133, top1-acc=80.85%, top5-acc=95.63%, remaining_time=0:00:16.857666, arrival_time=2021-04-10 03:24:23.981945, cost_time=0:00:09.365337 2021-04-10 03:24:08,444 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.95ms, fps=1940 images/s, loss=0.7155, top1-acc=80.86%, top5-acc=95.54%, remaining_time=0:00:15.493656, arrival_time=2021-04-10 03:24:23.938004, cost_time=0:00:10.685313 2021-04-10 03:24:09,758 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.59ms, fps=1949 images/s, loss=0.7170, top1-acc=80.92%, top5-acc=95.50%, remaining_time=0:00:14.132768, arrival_time=2021-04-10 03:24:23.891195, cost_time=0:00:11.999487 2021-04-10 03:24:11,062 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.46ms, fps=1964 images/s, loss=0.7187, top1-acc=80.85%, top5-acc=95.51%, remaining_time=0:00:12.771552, arrival_time=2021-04-10 03:24:23.834141, cost_time=0:00:13.303732 2021-04-10 03:24:12,369 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.88ms, fps=1959 images/s, loss=0.7218, top1-acc=80.75%, top5-acc=95.42%, remaining_time=0:00:11.422864, arrival_time=2021-04-10 03:24:23.792498, cost_time=0:00:14.610692 2021-04-10 03:24:13,683 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.68ms, fps=1950 images/s, loss=0.7261, top1-acc=80.63%, top5-acc=95.40%, remaining_time=0:00:10.085428, arrival_time=2021-04-10 03:24:23.768726, cost_time=0:00:15.924355 2021-04-10 03:24:14,990 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=2.97ms, fps=1960 images/s, loss=0.7316, top1-acc=80.54%, top5-acc=95.31%, remaining_time=0:00:08.748036, arrival_time=2021-04-10 03:24:23.738057, cost_time=0:00:17.230947 2021-04-10 03:24:16,307 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.35ms, fps=1945 images/s, loss=0.7347, top1-acc=80.48%, top5-acc=95.26%, remaining_time=0:00:07.419272, arrival_time=2021-04-10 03:24:23.726322, cost_time=0:00:18.548112 2021-04-10 03:24:17,608 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.51ms, fps=1969 images/s, loss=0.7370, top1-acc=80.43%, top5-acc=95.23%, remaining_time=0:00:06.086996, arrival_time=2021-04-10 03:24:23.694986, cost_time=0:00:19.848947 2021-04-10 03:24:18,920 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.53ms, fps=1952 images/s, loss=0.7406, top1-acc=80.36%, top5-acc=95.24%, remaining_time=0:00:04.761252, arrival_time=2021-04-10 03:24:23.681209, cost_time=0:00:21.161097 2021-04-10 03:24:20,225 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.78ms, fps=1962 images/s, loss=0.7409, top1-acc=80.40%, top5-acc=95.26%, remaining_time=0:00:03.436056, arrival_time=2021-04-10 03:24:23.661507, cost_time=0:00:22.466435 2021-04-10 03:24:21,535 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.44ms, fps=1956 images/s, loss=0.7443, top1-acc=80.33%, top5-acc=95.23%, remaining_time=0:00:02.113456, arrival_time=2021-04-10 03:24:23.648844, cost_time=0:00:23.776380 2021-04-10 03:24:22,849 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.33ms, fps=1949 images/s, loss=0.7441, top1-acc=80.29%, top5-acc=95.23%, remaining_time=0:00:00.792330, arrival_time=2021-04-10 03:24:23.641794, cost_time=0:00:25.090534 2021-04-10 03:24:23,553 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.23ms, fps=1932 images/s, loss=0.7470, top1-acc=80.23%, top5-acc=95.23%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:23.553866, cost_time=0:00:25.795017 2021-04-10 03:24:24,105 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=0.39ms, fps=4651 images/s, loss=1.5939, top1-acc=61.87%, top5-acc=85.66%, remaining_time=0:00:01.651290, arrival_time=2021-04-10 03:24:25.756698, cost_time=0:00:00.550432 2021-04-10 03:24:24,543 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=2.05ms, fps=5846 images/s, loss=1.5826, top1-acc=62.29%, top5-acc=85.66%, remaining_time=0:00:00.988880, arrival_time=2021-04-10 03:24:25.532722, cost_time=0:00:00.988873 2021-04-10 03:24:24,994 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.86ms, fps=5682 images/s, loss=1.5935, top1-acc=62.11%, top5-acc=85.20%, remaining_time=0:00:00.479960, arrival_time=2021-04-10 03:24:25.474818, cost_time=0:00:01.439880 2021-04-10 03:24:25,388 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.09ms, fps=5895 images/s, loss=1.5611, top1-acc=62.49%, top5-acc=85.41%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:25.388907, cost_time=0:00:01.833930 2021-04-10 03:24:27,560 INFO : Epoch=0096 complete, best val top1-acc=62.49%, top5-acc=85.41% (epoch=96), remaining_time=0:49:43.059768, arrival_time=2021-04-10 04:14:10.620197, cost_time=0:45:53.593645 2021-04-10 03:24:27,561 INFO : Train start, epoch=0097, lr=0.053140 2021-04-10 03:24:29,050 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.54ms, fps=1719 images/s, loss=0.8079, top1-acc=79.57%, top5-acc=94.30%, remaining_time=0:00:27.701352, arrival_time=2021-04-10 03:24:56.752206, cost_time=0:00:01.489320 2021-04-10 03:24:30,355 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.47ms, fps=1964 images/s, loss=0.7601, top1-acc=80.49%, top5-acc=94.73%, remaining_time=0:00:24.583328, arrival_time=2021-04-10 03:24:54.938488, cost_time=0:00:02.793557 2021-04-10 03:24:31,665 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.44ms, fps=1955 images/s, loss=0.7391, top1-acc=80.74%, top5-acc=95.05%, remaining_time=0:00:22.705978, arrival_time=2021-04-10 03:24:54.371004, cost_time=0:00:04.103483 2021-04-10 03:24:32,969 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.43ms, fps=1964 images/s, loss=0.7366, top1-acc=80.97%, top5-acc=95.14%, remaining_time=0:00:21.090888, arrival_time=2021-04-10 03:24:54.060355, cost_time=0:00:05.407910 2021-04-10 03:24:34,269 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.45ms, fps=1970 images/s, loss=0.7370, top1-acc=80.73%, top5-acc=95.20%, remaining_time=0:00:19.586922, arrival_time=2021-04-10 03:24:53.856213, cost_time=0:00:06.707847 2021-04-10 03:24:35,572 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.36ms, fps=1965 images/s, loss=0.7383, top1-acc=80.58%, top5-acc=95.20%, remaining_time=0:00:18.159128, arrival_time=2021-04-10 03:24:53.732016, cost_time=0:00:08.011367 2021-04-10 03:24:36,878 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.89ms, fps=1961 images/s, loss=0.7404, top1-acc=80.52%, top5-acc=95.17%, remaining_time=0:00:16.771356, arrival_time=2021-04-10 03:24:53.650253, cost_time=0:00:09.317453 2021-04-10 03:24:38,179 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.50ms, fps=1970 images/s, loss=0.7429, top1-acc=80.40%, top5-acc=95.14%, remaining_time=0:00:15.395288, arrival_time=2021-04-10 03:24:53.574256, cost_time=0:00:10.617435 2021-04-10 03:24:39,486 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=4.72ms, fps=1959 images/s, loss=0.7420, top1-acc=80.37%, top5-acc=95.14%, remaining_time=0:00:14.044894, arrival_time=2021-04-10 03:24:53.531264, cost_time=0:00:11.924912 2021-04-10 03:24:40,799 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=2.77ms, fps=1950 images/s, loss=0.7451, top1-acc=80.34%, top5-acc=95.09%, remaining_time=0:00:12.708672, arrival_time=2021-04-10 03:24:53.508412, cost_time=0:00:13.238204 2021-04-10 03:24:42,114 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.94ms, fps=1948 images/s, loss=0.7501, top1-acc=80.17%, top5-acc=95.08%, remaining_time=0:00:11.377800, arrival_time=2021-04-10 03:24:53.492300, cost_time=0:00:14.552965 2021-04-10 03:24:43,413 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=2.16ms, fps=1972 images/s, loss=0.7536, top1-acc=80.07%, top5-acc=95.06%, remaining_time=0:00:10.039600, arrival_time=2021-04-10 03:24:53.453143, cost_time=0:00:15.852022 2021-04-10 03:24:44,722 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.39ms, fps=1956 images/s, loss=0.7572, top1-acc=79.92%, top5-acc=95.04%, remaining_time=0:00:08.712660, arrival_time=2021-04-10 03:24:53.435470, cost_time=0:00:17.161359 2021-04-10 03:24:46,027 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.36ms, fps=1962 images/s, loss=0.7596, top1-acc=79.84%, top5-acc=95.02%, remaining_time=0:00:07.386568, arrival_time=2021-04-10 03:24:53.414393, cost_time=0:00:18.466383 2021-04-10 03:24:47,340 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.46ms, fps=1951 images/s, loss=0.7605, top1-acc=79.77%, top5-acc=95.05%, remaining_time=0:00:06.065468, arrival_time=2021-04-10 03:24:53.405652, cost_time=0:00:19.778644 2021-04-10 03:24:48,643 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.39ms, fps=1965 images/s, loss=0.7593, top1-acc=79.84%, top5-acc=95.08%, remaining_time=0:00:04.743504, arrival_time=2021-04-10 03:24:53.387235, cost_time=0:00:21.082286 2021-04-10 03:24:49,945 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.68ms, fps=1967 images/s, loss=0.7627, top1-acc=79.74%, top5-acc=95.06%, remaining_time=0:00:03.423420, arrival_time=2021-04-10 03:24:53.368892, cost_time=0:00:22.383983 2021-04-10 03:24:51,249 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.89ms, fps=1964 images/s, loss=0.7659, top1-acc=79.66%, top5-acc=95.03%, remaining_time=0:00:02.105632, arrival_time=2021-04-10 03:24:53.355381, cost_time=0:00:23.688306 2021-04-10 03:24:52,560 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.79ms, fps=1953 images/s, loss=0.7651, top1-acc=79.64%, top5-acc=95.03%, remaining_time=0:00:00.789450, arrival_time=2021-04-10 03:24:53.350169, cost_time=0:00:24.999195 2021-04-10 03:24:53,270 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.50ms, fps=1918 images/s, loss=0.7662, top1-acc=79.58%, top5-acc=95.01%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:53.270201, cost_time=0:00:25.708743 2021-04-10 03:24:53,819 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.30ms, fps=4667 images/s, loss=1.6817, top1-acc=62.15%, top5-acc=83.40%, remaining_time=0:00:01.645380, arrival_time=2021-04-10 03:24:55.465153, cost_time=0:00:00.548463 2021-04-10 03:24:54,254 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=1.42ms, fps=5896 images/s, loss=1.7832, top1-acc=60.66%, top5-acc=82.62%, remaining_time=0:00:00.983020, arrival_time=2021-04-10 03:24:55.237503, cost_time=0:00:00.983013 2021-04-10 03:24:54,688 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.48ms, fps=5905 images/s, loss=1.7659, top1-acc=60.59%, top5-acc=82.93%, remaining_time=0:00:00.472440, arrival_time=2021-04-10 03:24:55.161086, cost_time=0:00:01.417323 2021-04-10 03:24:55,080 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.07ms, fps=5925 images/s, loss=1.7469, top1-acc=60.64%, top5-acc=83.18%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:55.080571, cost_time=0:00:01.809273 2021-04-10 03:24:55,887 INFO : Epoch=0097 complete, best val top1-acc=62.49%, top5-acc=85.41% (epoch=96), remaining_time=0:49:13.997873, arrival_time=2021-04-10 04:14:09.884958, cost_time=0:46:21.920311 2021-04-10 03:24:55,888 INFO : Train start, epoch=0098, lr=0.052355 2021-04-10 03:24:57,361 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=0.51ms, fps=1738 images/s, loss=0.6976, top1-acc=80.70%, top5-acc=96.17%, remaining_time=0:00:27.396684, arrival_time=2021-04-10 03:25:24.757787, cost_time=0:00:01.472938 2021-04-10 03:24:58,672 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.85ms, fps=1954 images/s, loss=0.7139, top1-acc=80.53%, top5-acc=95.94%, remaining_time=0:00:24.499024, arrival_time=2021-04-10 03:25:23.171200, cost_time=0:00:02.783979 2021-04-10 03:24:59,980 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=2.46ms, fps=1958 images/s, loss=0.7089, top1-acc=80.53%, top5-acc=95.78%, remaining_time=0:00:22.644724, arrival_time=2021-04-10 03:25:22.625253, cost_time=0:00:04.092421 2021-04-10 03:25:01,287 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.73ms, fps=1960 images/s, loss=0.7052, top1-acc=80.73%, top5-acc=95.77%, remaining_time=0:00:21.057192, arrival_time=2021-04-10 03:25:22.344667, cost_time=0:00:05.399261 2021-04-10 03:25:02,605 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.53ms, fps=1944 images/s, loss=0.7048, top1-acc=80.84%, top5-acc=95.78%, remaining_time=0:00:19.613202, arrival_time=2021-04-10 03:25:22.218272, cost_time=0:00:06.716836 2021-04-10 03:25:03,907 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=2.03ms, fps=1967 images/s, loss=0.7128, top1-acc=80.72%, top5-acc=95.62%, remaining_time=0:00:18.176944, arrival_time=2021-04-10 03:25:22.084387, cost_time=0:00:08.019231 2021-04-10 03:25:05,220 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.47ms, fps=1951 images/s, loss=0.7156, top1-acc=80.78%, top5-acc=95.59%, remaining_time=0:00:16.798068, arrival_time=2021-04-10 03:25:22.018391, cost_time=0:00:09.332234 2021-04-10 03:25:06,519 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.56ms, fps=1971 images/s, loss=0.7160, top1-acc=80.73%, top5-acc=95.58%, remaining_time=0:00:15.415820, arrival_time=2021-04-10 03:25:21.935558, cost_time=0:00:10.631634 2021-04-10 03:25:07,823 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.44ms, fps=1964 images/s, loss=0.7151, top1-acc=80.77%, top5-acc=95.56%, remaining_time=0:00:14.057614, arrival_time=2021-04-10 03:25:21.881490, cost_time=0:00:11.935693 2021-04-10 03:25:09,127 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.39ms, fps=1965 images/s, loss=0.7202, top1-acc=80.65%, top5-acc=95.52%, remaining_time=0:00:12.709440, arrival_time=2021-04-10 03:25:21.836513, cost_time=0:00:13.239000 2021-04-10 03:25:10,426 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.73ms, fps=1970 images/s, loss=0.7178, top1-acc=80.73%, top5-acc=95.52%, remaining_time=0:00:11.366620, arrival_time=2021-04-10 03:25:21.793508, cost_time=0:00:14.538735 2021-04-10 03:25:11,736 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.58ms, fps=1956 images/s, loss=0.7192, top1-acc=80.72%, top5-acc=95.51%, remaining_time=0:00:10.037320, arrival_time=2021-04-10 03:25:21.773924, cost_time=0:00:15.848381 2021-04-10 03:25:13,051 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.45ms, fps=1948 images/s, loss=0.7201, top1-acc=80.70%, top5-acc=95.48%, remaining_time=0:00:08.713584, arrival_time=2021-04-10 03:25:21.764829, cost_time=0:00:17.163163 2021-04-10 03:25:14,354 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.90ms, fps=1966 images/s, loss=0.7219, top1-acc=80.68%, top5-acc=95.46%, remaining_time=0:00:07.386344, arrival_time=2021-04-10 03:25:21.740333, cost_time=0:00:18.465828 2021-04-10 03:25:15,659 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.94ms, fps=1961 images/s, loss=0.7296, top1-acc=80.48%, top5-acc=95.35%, remaining_time=0:00:06.063306, arrival_time=2021-04-10 03:25:21.723171, cost_time=0:00:19.771641 2021-04-10 03:25:16,965 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.43ms, fps=1962 images/s, loss=0.7315, top1-acc=80.43%, top5-acc=95.32%, remaining_time=0:00:04.742460, arrival_time=2021-04-10 03:25:21.708147, cost_time=0:00:21.077621 2021-04-10 03:25:18,262 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=2.01ms, fps=1975 images/s, loss=0.7333, top1-acc=80.43%, top5-acc=95.30%, remaining_time=0:00:03.421938, arrival_time=2021-04-10 03:25:21.684249, cost_time=0:00:22.374153 2021-04-10 03:25:19,573 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.56ms, fps=1954 images/s, loss=0.7364, top1-acc=80.38%, top5-acc=95.29%, remaining_time=0:00:02.105328, arrival_time=2021-04-10 03:25:21.678346, cost_time=0:00:23.684889 2021-04-10 03:25:20,876 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.19ms, fps=1965 images/s, loss=0.7396, top1-acc=80.32%, top5-acc=95.23%, remaining_time=0:00:00.789108, arrival_time=2021-04-10 03:25:21.665735, cost_time=0:00:24.988513 2021-04-10 03:25:21,579 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.25ms, fps=1936 images/s, loss=0.7418, top1-acc=80.23%, top5-acc=95.21%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:21.579496, cost_time=0:00:25.691427 2021-04-10 03:25:22,086 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=2.88ms, fps=5058 images/s, loss=1.7544, top1-acc=59.30%, top5-acc=82.70%, remaining_time=0:00:01.518240, arrival_time=2021-04-10 03:25:23.604838, cost_time=0:00:00.506080 2021-04-10 03:25:22,517 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=2.01ms, fps=5944 images/s, loss=1.7461, top1-acc=60.18%, top5-acc=82.95%, remaining_time=0:00:00.937120, arrival_time=2021-04-10 03:25:23.454801, cost_time=0:00:00.937117 2021-04-10 03:25:22,951 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.48ms, fps=5907 images/s, loss=1.7356, top1-acc=60.46%, top5-acc=83.20%, remaining_time=0:00:00.456990, arrival_time=2021-04-10 03:25:23.408533, cost_time=0:00:01.370983 2021-04-10 03:25:23,342 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.08ms, fps=5943 images/s, loss=1.7372, top1-acc=60.25%, top5-acc=83.04%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:23.342385, cost_time=0:00:01.761901 2021-04-10 03:25:24,118 INFO : Epoch=0098 complete, best val top1-acc=62.49%, top5-acc=85.41% (epoch=96), remaining_time=0:48:44.851326, arrival_time=2021-04-10 04:14:08.969409, cost_time=0:46:50.151315 2021-04-10 03:25:24,118 INFO : Train start, epoch=0099, lr=0.051571 2021-04-10 03:25:25,611 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.44ms, fps=1715 images/s, loss=0.7193, top1-acc=81.17%, top5-acc=95.66%, remaining_time=0:00:27.761616, arrival_time=2021-04-10 03:25:53.373272, cost_time=0:00:01.492564 2021-04-10 03:25:26,914 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.55ms, fps=1966 images/s, loss=0.6946, top1-acc=81.82%, top5-acc=95.55%, remaining_time=0:00:24.598816, arrival_time=2021-04-10 03:25:51.513284, cost_time=0:00:02.795313 2021-04-10 03:25:28,227 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=7.43ms, fps=1950 images/s, loss=0.6835, top1-acc=82.04%, top5-acc=95.66%, remaining_time=0:00:22.734198, arrival_time=2021-04-10 03:25:50.962043, cost_time=0:00:04.108579 2021-04-10 03:25:29,547 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.41ms, fps=1941 images/s, loss=0.6874, top1-acc=81.89%, top5-acc=95.67%, remaining_time=0:00:21.169356, arrival_time=2021-04-10 03:25:50.716460, cost_time=0:00:05.428027 2021-04-10 03:25:30,857 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.36ms, fps=1955 images/s, loss=0.6814, top1-acc=81.81%, top5-acc=95.72%, remaining_time=0:00:19.674960, arrival_time=2021-04-10 03:25:50.532192, cost_time=0:00:06.738020 2021-04-10 03:25:32,157 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.44ms, fps=1971 images/s, loss=0.6928, top1-acc=81.60%, top5-acc=95.61%, remaining_time=0:00:18.219376, arrival_time=2021-04-10 03:25:50.376434, cost_time=0:00:08.037938 2021-04-10 03:25:33,464 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.78ms, fps=1959 images/s, loss=0.6933, top1-acc=81.51%, top5-acc=95.63%, remaining_time=0:00:16.821756, arrival_time=2021-04-10 03:25:50.286362, cost_time=0:00:09.345405 2021-04-10 03:25:34,771 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=2.43ms, fps=1960 images/s, loss=0.6880, top1-acc=81.48%, top5-acc=95.68%, remaining_time=0:00:15.445400, arrival_time=2021-04-10 03:25:50.216481, cost_time=0:00:10.651967 2021-04-10 03:25:36,080 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.41ms, fps=1957 images/s, loss=0.6852, top1-acc=81.57%, top5-acc=95.72%, remaining_time=0:00:14.087082, arrival_time=2021-04-10 03:25:50.167063, cost_time=0:00:11.960768 2021-04-10 03:25:37,391 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.57ms, fps=1953 images/s, loss=0.6928, top1-acc=81.40%, top5-acc=95.68%, remaining_time=0:00:12.741312, arrival_time=2021-04-10 03:25:50.132734, cost_time=0:00:13.272198 2021-04-10 03:25:38,712 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.51ms, fps=1939 images/s, loss=0.6995, top1-acc=81.23%, top5-acc=95.58%, remaining_time=0:00:11.409276, arrival_time=2021-04-10 03:25:50.121819, cost_time=0:00:14.593315 2021-04-10 03:25:40,031 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.64ms, fps=1942 images/s, loss=0.7039, top1-acc=81.11%, top5-acc=95.56%, remaining_time=0:00:10.077828, arrival_time=2021-04-10 03:25:50.109390, cost_time=0:00:15.912415 2021-04-10 03:25:41,344 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=2.45ms, fps=1950 images/s, loss=0.7048, top1-acc=81.12%, top5-acc=95.57%, remaining_time=0:00:08.745330, arrival_time=2021-04-10 03:25:50.090062, cost_time=0:00:17.225651 2021-04-10 03:25:42,648 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.68ms, fps=1964 images/s, loss=0.7064, top1-acc=81.01%, top5-acc=95.60%, remaining_time=0:00:07.411880, arrival_time=2021-04-10 03:25:50.060783, cost_time=0:00:18.529747 2021-04-10 03:25:43,948 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.88ms, fps=1971 images/s, loss=0.7102, top1-acc=80.95%, top5-acc=95.57%, remaining_time=0:00:06.081016, arrival_time=2021-04-10 03:25:50.029630, cost_time=0:00:19.829411 2021-04-10 03:25:45,248 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.49ms, fps=1971 images/s, loss=0.7176, top1-acc=80.73%, top5-acc=95.43%, remaining_time=0:00:04.754088, arrival_time=2021-04-10 03:25:50.002397, cost_time=0:00:21.129247 2021-04-10 03:25:46,548 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.52ms, fps=1970 images/s, loss=0.7214, top1-acc=80.61%, top5-acc=95.42%, remaining_time=0:00:03.430362, arrival_time=2021-04-10 03:25:49.978885, cost_time=0:00:22.429313 2021-04-10 03:25:47,851 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=2.04ms, fps=1965 images/s, loss=0.7210, top1-acc=80.60%, top5-acc=95.43%, remaining_time=0:00:02.109568, arrival_time=2021-04-10 03:25:49.961382, cost_time=0:00:23.732698 2021-04-10 03:25:49,156 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.28ms, fps=1963 images/s, loss=0.7244, top1-acc=80.53%, top5-acc=95.39%, remaining_time=0:00:00.790650, arrival_time=2021-04-10 03:25:49.947034, cost_time=0:00:25.037318 2021-04-10 03:25:49,862 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.89ms, fps=1928 images/s, loss=0.7279, top1-acc=80.46%, top5-acc=95.34%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:49.862428, cost_time=0:00:25.743202 2021-04-10 03:25:50,366 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=2.02ms, fps=5095 images/s, loss=1.7155, top1-acc=61.37%, top5-acc=83.95%, remaining_time=0:00:01.507200, arrival_time=2021-04-10 03:25:51.873733, cost_time=0:00:00.502398 2021-04-10 03:25:50,797 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.28ms, fps=5952 images/s, loss=1.6993, top1-acc=62.17%, top5-acc=84.22%, remaining_time=0:00:00.932960, arrival_time=2021-04-10 03:25:51.730019, cost_time=0:00:00.932963 2021-04-10 03:25:51,230 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.43ms, fps=5918 images/s, loss=1.6899, top1-acc=62.20%, top5-acc=84.10%, remaining_time=0:00:00.455280, arrival_time=2021-04-10 03:25:51.685257, cost_time=0:00:01.365846 2021-04-10 03:25:51,627 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.07ms, fps=5840 images/s, loss=1.6752, top1-acc=62.14%, top5-acc=84.20%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:51.627687, cost_time=0:00:01.763528 2021-04-10 03:25:52,401 INFO : Epoch=0099 complete, best val top1-acc=62.49%, top5-acc=85.41% (epoch=96), remaining_time=0:48:15.777161, arrival_time=2021-04-10 04:14:08.178940, cost_time=0:47:18.434994 2021-04-10 03:25:52,402 INFO : Train start, epoch=0100, lr=0.050785 2021-04-10 03:25:53,863 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=0.6947, top1-acc=81.91%, top5-acc=95.47%, remaining_time=0:00:27.166416, arrival_time=2021-04-10 03:26:21.029541, cost_time=0:00:01.460564 2021-04-10 03:25:55,163 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.38ms, fps=1969 images/s, loss=0.7214, top1-acc=80.96%, top5-acc=95.23%, remaining_time=0:00:24.296096, arrival_time=2021-04-10 03:26:19.459587, cost_time=0:00:02.760929 2021-04-10 03:25:56,475 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=2.40ms, fps=1951 images/s, loss=0.6913, top1-acc=81.51%, top5-acc=95.68%, remaining_time=0:00:22.538816, arrival_time=2021-04-10 03:26:19.014696, cost_time=0:00:04.073294 2021-04-10 03:25:57,781 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.85ms, fps=1962 images/s, loss=0.6801, top1-acc=82.09%, top5-acc=95.83%, remaining_time=0:00:20.975604, arrival_time=2021-04-10 03:26:18.756614, cost_time=0:00:05.378372 2021-04-10 03:25:59,090 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.55ms, fps=1956 images/s, loss=0.6744, top1-acc=82.16%, top5-acc=95.95%, remaining_time=0:00:19.528668, arrival_time=2021-04-10 03:26:18.619307, cost_time=0:00:06.687917 2021-04-10 03:26:00,390 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.84ms, fps=1971 images/s, loss=0.6709, top1-acc=82.17%, top5-acc=96.02%, remaining_time=0:00:18.105544, arrival_time=2021-04-10 03:26:18.495849, cost_time=0:00:07.987737 2021-04-10 03:26:01,698 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.47ms, fps=1958 images/s, loss=0.6776, top1-acc=81.98%, top5-acc=95.94%, remaining_time=0:00:16.732422, arrival_time=2021-04-10 03:26:18.430942, cost_time=0:00:09.295815 2021-04-10 03:26:03,010 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.52ms, fps=1953 images/s, loss=0.6813, top1-acc=81.80%, top5-acc=95.89%, remaining_time=0:00:15.380904, arrival_time=2021-04-10 03:26:18.391018, cost_time=0:00:10.607546 2021-04-10 03:26:04,311 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.54ms, fps=1968 images/s, loss=0.6867, top1-acc=81.68%, top5-acc=95.86%, remaining_time=0:00:14.026238, arrival_time=2021-04-10 03:26:18.337982, cost_time=0:00:11.909042 2021-04-10 03:26:05,612 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.42ms, fps=1969 images/s, loss=0.6862, top1-acc=81.64%, top5-acc=95.80%, remaining_time=0:00:12.681312, arrival_time=2021-04-10 03:26:18.293543, cost_time=0:00:13.209656 2021-04-10 03:26:06,929 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.46ms, fps=1945 images/s, loss=0.6870, top1-acc=81.63%, top5-acc=95.78%, remaining_time=0:00:11.356816, arrival_time=2021-04-10 03:26:18.285768, cost_time=0:00:14.526182 2021-04-10 03:26:08,238 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.60ms, fps=1956 images/s, loss=0.6900, top1-acc=81.63%, top5-acc=95.75%, remaining_time=0:00:10.029264, arrival_time=2021-04-10 03:26:18.267711, cost_time=0:00:15.835679 2021-04-10 03:26:09,543 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=2.14ms, fps=1962 images/s, loss=0.6950, top1-acc=81.54%, top5-acc=95.68%, remaining_time=0:00:08.702430, arrival_time=2021-04-10 03:26:18.246196, cost_time=0:00:17.141113 2021-04-10 03:26:10,852 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=2.22ms, fps=1958 images/s, loss=0.6996, top1-acc=81.39%, top5-acc=95.64%, remaining_time=0:00:07.379792, arrival_time=2021-04-10 03:26:18.231906, cost_time=0:00:18.449461 2021-04-10 03:26:12,159 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=2.08ms, fps=1959 images/s, loss=0.7011, top1-acc=81.34%, top5-acc=95.62%, remaining_time=0:00:06.058798, arrival_time=2021-04-10 03:26:18.218436, cost_time=0:00:19.756992 2021-04-10 03:26:13,460 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.42ms, fps=1969 images/s, loss=0.7025, top1-acc=81.31%, top5-acc=95.61%, remaining_time=0:00:04.737996, arrival_time=2021-04-10 03:26:18.198258, cost_time=0:00:21.057690 2021-04-10 03:26:14,763 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.51ms, fps=1965 images/s, loss=0.7051, top1-acc=81.22%, top5-acc=95.58%, remaining_time=0:00:03.419936, arrival_time=2021-04-10 03:26:18.183701, cost_time=0:00:22.361203 2021-04-10 03:26:16,065 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.48ms, fps=1967 images/s, loss=0.7080, top1-acc=81.16%, top5-acc=95.56%, remaining_time=0:00:02.103376, arrival_time=2021-04-10 03:26:18.169094, cost_time=0:00:23.663018 2021-04-10 03:26:17,380 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.28ms, fps=1949 images/s, loss=0.7102, top1-acc=81.11%, top5-acc=95.57%, remaining_time=0:00:00.788760, arrival_time=2021-04-10 03:26:18.168783, cost_time=0:00:24.977444 2021-04-10 03:26:18,090 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.86ms, fps=1916 images/s, loss=0.7130, top1-acc=81.01%, top5-acc=95.53%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:18.090132, cost_time=0:00:25.687568 2021-04-10 03:26:18,639 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=3.01ms, fps=4675 images/s, loss=1.6946, top1-acc=61.13%, top5-acc=83.44%, remaining_time=0:00:01.642740, arrival_time=2021-04-10 03:26:20.281811, cost_time=0:00:00.547577 2021-04-10 03:26:19,070 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.32ms, fps=5935 images/s, loss=1.7240, top1-acc=60.49%, top5-acc=83.01%, remaining_time=0:00:00.979420, arrival_time=2021-04-10 03:26:20.050283, cost_time=0:00:00.979411 2021-04-10 03:26:19,501 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.38ms, fps=5950 images/s, loss=1.7015, top1-acc=60.83%, top5-acc=83.52%, remaining_time=0:00:00.469990, arrival_time=2021-04-10 03:26:19.971427, cost_time=0:00:01.409981 2021-04-10 03:26:19,891 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.07ms, fps=5954 images/s, loss=1.6775, top1-acc=61.17%, top5-acc=83.94%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:19.891391, cost_time=0:00:01.799968 2021-04-10 03:26:20,668 INFO : Epoch=0100 complete, best val top1-acc=62.49%, top5-acc=85.41% (epoch=96), remaining_time=0:47:46.701600, arrival_time=2021-04-10 04:14:07.369922, cost_time=0:47:46.701553 2021-04-10 03:26:20,669 INFO : Train start, epoch=0101, lr=0.050000 2021-04-10 03:26:22,197 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.43ms, fps=1676 images/s, loss=0.6897, top1-acc=80.94%, top5-acc=96.13%, remaining_time=0:00:28.414104, arrival_time=2021-04-10 03:26:50.611115, cost_time=0:00:01.527637 2021-04-10 03:26:23,501 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.56ms, fps=1963 images/s, loss=0.6808, top1-acc=81.62%, top5-acc=96.05%, remaining_time=0:00:24.923184, arrival_time=2021-04-10 03:26:48.424748, cost_time=0:00:02.832189 2021-04-10 03:26:24,807 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.41ms, fps=1961 images/s, loss=0.6833, top1-acc=81.48%, top5-acc=96.05%, remaining_time=0:00:22.899368, arrival_time=2021-04-10 03:26:47.707157, cost_time=0:00:04.138437 2021-04-10 03:26:26,114 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=2.36ms, fps=1961 images/s, loss=0.6721, top1-acc=81.94%, top5-acc=96.10%, remaining_time=0:00:21.233472, arrival_time=2021-04-10 03:26:47.347400, cost_time=0:00:05.444482 2021-04-10 03:26:27,419 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.34ms, fps=1962 images/s, loss=0.6688, top1-acc=82.02%, top5-acc=96.04%, remaining_time=0:00:19.710146, arrival_time=2021-04-10 03:26:47.129446, cost_time=0:00:06.750026 2021-04-10 03:26:28,723 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=2.02ms, fps=1963 images/s, loss=0.6728, top1-acc=81.88%, top5-acc=95.99%, remaining_time=0:00:18.256504, arrival_time=2021-04-10 03:26:46.980286, cost_time=0:00:08.054369 2021-04-10 03:26:30,026 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.53ms, fps=1966 images/s, loss=0.6780, top1-acc=81.79%, top5-acc=95.94%, remaining_time=0:00:16.843302, arrival_time=2021-04-10 03:26:46.870007, cost_time=0:00:09.357406 2021-04-10 03:26:31,335 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.53ms, fps=1957 images/s, loss=0.6838, top1-acc=81.64%, top5-acc=95.87%, remaining_time=0:00:15.465352, arrival_time=2021-04-10 03:26:46.800405, cost_time=0:00:10.665721 2021-04-10 03:26:32,644 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.46ms, fps=1957 images/s, loss=0.6836, top1-acc=81.63%, top5-acc=95.86%, remaining_time=0:00:14.103406, arrival_time=2021-04-10 03:26:46.747389, cost_time=0:00:11.974608 2021-04-10 03:26:33,950 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.78ms, fps=1961 images/s, loss=0.6844, top1-acc=81.56%, top5-acc=95.82%, remaining_time=0:00:12.749568, arrival_time=2021-04-10 03:26:46.699707, cost_time=0:00:13.280764 2021-04-10 03:26:35,259 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.48ms, fps=1956 images/s, loss=0.6842, top1-acc=81.49%, top5-acc=95.85%, remaining_time=0:00:11.406868, arrival_time=2021-04-10 03:26:46.666435, cost_time=0:00:14.590167 2021-04-10 03:26:36,566 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.91ms, fps=1961 images/s, loss=0.6864, top1-acc=81.48%, top5-acc=95.84%, remaining_time=0:00:10.067872, arrival_time=2021-04-10 03:26:46.634052, cost_time=0:00:15.896584 2021-04-10 03:26:37,874 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.41ms, fps=1958 images/s, loss=0.6909, top1-acc=81.42%, top5-acc=95.84%, remaining_time=0:00:08.735034, arrival_time=2021-04-10 03:26:46.609684, cost_time=0:00:17.205319 2021-04-10 03:26:39,178 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=2.17ms, fps=1964 images/s, loss=0.6903, top1-acc=81.46%, top5-acc=95.82%, remaining_time=0:00:07.403816, arrival_time=2021-04-10 03:26:46.582663, cost_time=0:00:18.509527 2021-04-10 03:26:40,482 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.33ms, fps=1965 images/s, loss=0.6919, top1-acc=81.43%, top5-acc=95.79%, remaining_time=0:00:06.075956, arrival_time=2021-04-10 03:26:46.558161, cost_time=0:00:19.812839 2021-04-10 03:26:41,780 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.78ms, fps=1972 images/s, loss=0.6958, top1-acc=81.32%, top5-acc=95.73%, remaining_time=0:00:04.750056, arrival_time=2021-04-10 03:26:46.530755, cost_time=0:00:21.111360 2021-04-10 03:26:43,092 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.56ms, fps=1953 images/s, loss=0.6995, top1-acc=81.17%, top5-acc=95.71%, remaining_time=0:00:03.429348, arrival_time=2021-04-10 03:26:46.521320, cost_time=0:00:22.422613 2021-04-10 03:26:44,396 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.88ms, fps=1963 images/s, loss=0.7011, top1-acc=81.17%, top5-acc=95.68%, remaining_time=0:00:02.109120, arrival_time=2021-04-10 03:26:46.505993, cost_time=0:00:23.727584 2021-04-10 03:26:45,695 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.35ms, fps=1973 images/s, loss=0.7031, top1-acc=81.15%, top5-acc=95.61%, remaining_time=0:00:00.790284, arrival_time=2021-04-10 03:26:46.485367, cost_time=0:00:25.025716 2021-04-10 03:26:46,399 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.29ms, fps=1933 images/s, loss=0.7072, top1-acc=81.16%, top5-acc=95.59%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:46.399293, cost_time=0:00:25.730019 2021-04-10 03:26:46,924 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.21ms, fps=4884 images/s, loss=1.7679, top1-acc=60.70%, top5-acc=83.63%, remaining_time=0:00:01.572390, arrival_time=2021-04-10 03:26:48.496786, cost_time=0:00:00.524126 2021-04-10 03:26:47,353 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.46ms, fps=5974 images/s, loss=1.7209, top1-acc=60.94%, top5-acc=84.34%, remaining_time=0:00:00.953000, arrival_time=2021-04-10 03:26:48.306282, cost_time=0:00:00.953000 2021-04-10 03:26:47,782 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.41ms, fps=5970 images/s, loss=1.7152, top1-acc=61.37%, top5-acc=84.30%, remaining_time=0:00:00.460720, arrival_time=2021-04-10 03:26:48.243245, cost_time=0:00:01.382166 2021-04-10 03:26:48,173 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.07ms, fps=5934 images/s, loss=1.6912, top1-acc=61.40%, top5-acc=84.34%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:48.173822, cost_time=0:00:01.773579 2021-04-10 03:26:48,948 INFO : Epoch=0101 complete, best val top1-acc=62.49%, top5-acc=85.41% (epoch=96), remaining_time=0:47:17.655315, arrival_time=2021-04-10 04:14:06.603719, cost_time=0:48:14.981645 2021-04-10 03:26:48,949 INFO : Train start, epoch=0102, lr=0.049215 2021-04-10 03:26:50,456 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=0.49ms, fps=1699 images/s, loss=0.6961, top1-acc=81.21%, top5-acc=96.05%, remaining_time=0:00:28.026852, arrival_time=2021-04-10 03:27:18.482973, cost_time=0:00:01.506815 2021-04-10 03:26:51,759 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=2.15ms, fps=1965 images/s, loss=0.6923, top1-acc=81.29%, top5-acc=95.94%, remaining_time=0:00:24.728352, arrival_time=2021-04-10 03:27:16.487705, cost_time=0:00:02.810045 2021-04-10 03:26:53,072 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=2.08ms, fps=1951 images/s, loss=0.6936, top1-acc=81.30%, top5-acc=95.98%, remaining_time=0:00:22.814708, arrival_time=2021-04-10 03:27:15.887154, cost_time=0:00:04.123126 2021-04-10 03:26:54,386 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.40ms, fps=1950 images/s, loss=0.6809, top1-acc=81.77%, top5-acc=96.10%, remaining_time=0:00:21.203676, arrival_time=2021-04-10 03:27:15.589943, cost_time=0:00:05.436839 2021-04-10 03:26:55,690 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.58ms, fps=1964 images/s, loss=0.6723, top1-acc=81.87%, top5-acc=96.08%, remaining_time=0:00:19.684158, arrival_time=2021-04-10 03:27:15.374520, cost_time=0:00:06.741126 2021-04-10 03:26:57,022 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.77ms, fps=1923 images/s, loss=0.6670, top1-acc=81.89%, top5-acc=96.09%, remaining_time=0:00:18.297984, arrival_time=2021-04-10 03:27:15.320087, cost_time=0:00:08.072625 2021-04-10 03:26:58,332 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.43ms, fps=1955 images/s, loss=0.6617, top1-acc=82.07%, top5-acc=96.16%, remaining_time=0:00:16.889544, arrival_time=2021-04-10 03:27:15.221907, cost_time=0:00:09.383048 2021-04-10 03:26:59,642 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.45ms, fps=1955 images/s, loss=0.6645, top1-acc=81.96%, top5-acc=96.11%, remaining_time=0:00:15.505256, arrival_time=2021-04-10 03:27:15.147834, cost_time=0:00:10.693263 2021-04-10 03:27:00,947 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.52ms, fps=1963 images/s, loss=0.6715, top1-acc=81.88%, top5-acc=96.02%, remaining_time=0:00:14.131072, arrival_time=2021-04-10 03:27:15.078560, cost_time=0:00:11.998117 2021-04-10 03:27:02,260 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.81ms, fps=1951 images/s, loss=0.6694, top1-acc=81.96%, top5-acc=96.04%, remaining_time=0:00:12.778368, arrival_time=2021-04-10 03:27:15.038511, cost_time=0:00:13.310831 2021-04-10 03:27:03,558 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.44ms, fps=1973 images/s, loss=0.6693, top1-acc=82.06%, top5-acc=96.04%, remaining_time=0:00:11.421660, arrival_time=2021-04-10 03:27:14.979963, cost_time=0:00:14.609081 2021-04-10 03:27:04,861 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=2.35ms, fps=1965 images/s, loss=0.6716, top1-acc=81.99%, top5-acc=96.06%, remaining_time=0:00:10.077904, arrival_time=2021-04-10 03:27:14.939786, cost_time=0:00:15.912524 2021-04-10 03:27:06,169 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=2.32ms, fps=1959 images/s, loss=0.6746, top1-acc=81.95%, top5-acc=96.04%, remaining_time=0:00:08.742558, arrival_time=2021-04-10 03:27:14.911976, cost_time=0:00:17.220183 2021-04-10 03:27:07,483 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.70ms, fps=1949 images/s, loss=0.6801, top1-acc=81.79%, top5-acc=95.98%, remaining_time=0:00:07.413616, arrival_time=2021-04-10 03:27:14.896947, cost_time=0:00:18.533984 2021-04-10 03:27:08,800 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.91ms, fps=1945 images/s, loss=0.6823, top1-acc=81.76%, top5-acc=95.97%, remaining_time=0:00:06.087686, arrival_time=2021-04-10 03:27:14.888364, cost_time=0:00:19.851174 2021-04-10 03:27:10,112 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.71ms, fps=1953 images/s, loss=0.6835, top1-acc=81.77%, top5-acc=95.97%, remaining_time=0:00:04.761684, arrival_time=2021-04-10 03:27:14.873927, cost_time=0:00:21.162986 2021-04-10 03:27:11,423 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.97ms, fps=1953 images/s, loss=0.6844, top1-acc=81.70%, top5-acc=95.95%, remaining_time=0:00:03.437278, arrival_time=2021-04-10 03:27:14.861063, cost_time=0:00:22.474474 2021-04-10 03:27:12,725 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.48ms, fps=1967 images/s, loss=0.6866, top1-acc=81.64%, top5-acc=95.93%, remaining_time=0:00:02.113472, arrival_time=2021-04-10 03:27:14.839331, cost_time=0:00:23.776639 2021-04-10 03:27:14,029 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.41ms, fps=1964 images/s, loss=0.6885, top1-acc=81.58%, top5-acc=95.92%, remaining_time=0:00:00.792012, arrival_time=2021-04-10 03:27:14.821781, cost_time=0:00:25.080475 2021-04-10 03:27:14,731 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.41ms, fps=1939 images/s, loss=0.6902, top1-acc=81.54%, top5-acc=95.93%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:14.731705, cost_time=0:00:25.782472 2021-04-10 03:27:15,253 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=0.20ms, fps=4920 images/s, loss=1.6048, top1-acc=62.73%, top5-acc=85.74%, remaining_time=0:00:01.560840, arrival_time=2021-04-10 03:27:16.813911, cost_time=0:00:00.520279 2021-04-10 03:27:15,685 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.75ms, fps=5927 images/s, loss=1.5810, top1-acc=63.57%, top5-acc=85.66%, remaining_time=0:00:00.952520, arrival_time=2021-04-10 03:27:16.637892, cost_time=0:00:00.952523 2021-04-10 03:27:16,121 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.45ms, fps=5880 images/s, loss=1.6053, top1-acc=63.41%, top5-acc=85.07%, remaining_time=0:00:00.462800, arrival_time=2021-04-10 03:27:16.584044, cost_time=0:00:01.388410 2021-04-10 03:27:16,516 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.08ms, fps=5877 images/s, loss=1.5811, top1-acc=63.45%, top5-acc=85.30%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:16.516415, cost_time=0:00:01.783646 2021-04-10 03:27:18,252 INFO : Epoch=0102 complete, best val top1-acc=63.45%, top5-acc=85.30% (epoch=102), remaining_time=0:46:49.608256, arrival_time=2021-04-10 04:14:07.861141, cost_time=0:48:44.286134 2021-04-10 03:27:18,253 INFO : Train start, epoch=0103, lr=0.048429 2021-04-10 03:27:19,755 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=0.36ms, fps=1705 images/s, loss=0.6761, top1-acc=81.72%, top5-acc=96.13%, remaining_time=0:00:27.926970, arrival_time=2021-04-10 03:27:47.682039, cost_time=0:00:01.501447 2021-04-10 03:27:21,072 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=2.27ms, fps=1944 images/s, loss=0.6724, top1-acc=81.87%, top5-acc=96.31%, remaining_time=0:00:24.807200, arrival_time=2021-04-10 03:27:45.879864, cost_time=0:00:02.819003 2021-04-10 03:27:22,379 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=2.39ms, fps=1959 images/s, loss=0.6624, top1-acc=82.10%, top5-acc=96.34%, remaining_time=0:00:22.830976, arrival_time=2021-04-10 03:27:45.210734, cost_time=0:00:04.126091 2021-04-10 03:27:23,680 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.36ms, fps=1970 images/s, loss=0.6634, top1-acc=81.94%, top5-acc=96.34%, remaining_time=0:00:21.162960, arrival_time=2021-04-10 03:27:44.843147, cost_time=0:00:05.426415 2021-04-10 03:27:24,987 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=2.16ms, fps=1959 images/s, loss=0.6624, top1-acc=82.02%, top5-acc=96.32%, remaining_time=0:00:19.663718, arrival_time=2021-04-10 03:27:44.651447, cost_time=0:00:06.734148 2021-04-10 03:27:26,300 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.55ms, fps=1950 images/s, loss=0.6591, top1-acc=82.16%, top5-acc=96.38%, remaining_time=0:00:18.240320, arrival_time=2021-04-10 03:27:44.541172, cost_time=0:00:08.047203 2021-04-10 03:27:27,618 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=7.84ms, fps=1944 images/s, loss=0.6625, top1-acc=82.13%, top5-acc=96.29%, remaining_time=0:00:16.856028, arrival_time=2021-04-10 03:27:44.474237, cost_time=0:00:09.364469 2021-04-10 03:27:28,964 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.66ms, fps=1903 images/s, loss=0.6580, top1-acc=82.28%, top5-acc=96.29%, remaining_time=0:00:15.530776, arrival_time=2021-04-10 03:27:44.495444, cost_time=0:00:10.710904 2021-04-10 03:27:30,268 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=2.03ms, fps=1966 images/s, loss=0.6591, top1-acc=82.27%, top5-acc=96.28%, remaining_time=0:00:14.150152, arrival_time=2021-04-10 03:27:44.418088, cost_time=0:00:12.014292 2021-04-10 03:27:31,573 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.46ms, fps=1962 images/s, loss=0.6639, top1-acc=82.13%, top5-acc=96.24%, remaining_time=0:00:12.786816, arrival_time=2021-04-10 03:27:44.360095, cost_time=0:00:13.319619 2021-04-10 03:27:32,883 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=2.11ms, fps=1956 images/s, loss=0.6679, top1-acc=82.10%, top5-acc=96.16%, remaining_time=0:00:11.437484, arrival_time=2021-04-10 03:27:44.320413, cost_time=0:00:14.629308 2021-04-10 03:27:34,189 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.92ms, fps=1960 images/s, loss=0.6718, top1-acc=82.06%, top5-acc=96.10%, remaining_time=0:00:10.092648, arrival_time=2021-04-10 03:27:44.281920, cost_time=0:00:15.935701 2021-04-10 03:27:35,491 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.54ms, fps=1967 images/s, loss=0.6730, top1-acc=82.06%, top5-acc=96.08%, remaining_time=0:00:08.751534, arrival_time=2021-04-10 03:27:44.243011, cost_time=0:00:17.237825 2021-04-10 03:27:36,801 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.80ms, fps=1958 images/s, loss=0.6740, top1-acc=82.09%, top5-acc=96.01%, remaining_time=0:00:07.418432, arrival_time=2021-04-10 03:27:44.219307, cost_time=0:00:18.546083 2021-04-10 03:27:38,101 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.41ms, fps=1970 images/s, loss=0.6785, top1-acc=81.94%, top5-acc=95.92%, remaining_time=0:00:06.086536, arrival_time=2021-04-10 03:27:44.187535, cost_time=0:00:19.847356 2021-04-10 03:27:39,401 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.52ms, fps=1969 images/s, loss=0.6821, top1-acc=81.90%, top5-acc=95.87%, remaining_time=0:00:04.758264, arrival_time=2021-04-10 03:27:44.159827, cost_time=0:00:21.147803 2021-04-10 03:27:40,706 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.49ms, fps=1962 images/s, loss=0.6880, top1-acc=81.74%, top5-acc=95.81%, remaining_time=0:00:03.434028, arrival_time=2021-04-10 03:27:44.140961, cost_time=0:00:22.453319 2021-04-10 03:27:42,013 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.95ms, fps=1961 images/s, loss=0.6907, top1-acc=81.69%, top5-acc=95.75%, remaining_time=0:00:02.111952, arrival_time=2021-04-10 03:27:44.125181, cost_time=0:00:23.759513 2021-04-10 03:27:43,316 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.90ms, fps=1965 images/s, loss=0.6924, top1-acc=81.66%, top5-acc=95.73%, remaining_time=0:00:00.791472, arrival_time=2021-04-10 03:27:44.108252, cost_time=0:00:25.063207 2021-04-10 03:27:44,022 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.66ms, fps=1930 images/s, loss=0.6919, top1-acc=81.67%, top5-acc=95.71%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:44.022035, cost_time=0:00:25.768427 2021-04-10 03:27:44,557 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=1.37ms, fps=4792 images/s, loss=1.7464, top1-acc=61.72%, top5-acc=83.36%, remaining_time=0:00:01.602510, arrival_time=2021-04-10 03:27:46.160245, cost_time=0:00:00.534167 2021-04-10 03:27:44,991 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.27ms, fps=5905 images/s, loss=1.7359, top1-acc=61.72%, top5-acc=83.91%, remaining_time=0:00:00.968300, arrival_time=2021-04-10 03:27:45.960066, cost_time=0:00:00.968294 2021-04-10 03:27:45,423 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=2.10ms, fps=5934 images/s, loss=1.7108, top1-acc=61.91%, top5-acc=83.82%, remaining_time=0:00:00.466720, arrival_time=2021-04-10 03:27:45.890356, cost_time=0:00:01.400159 2021-04-10 03:27:45,817 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.07ms, fps=5906 images/s, loss=1.7393, top1-acc=61.79%, top5-acc=83.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:45.817063, cost_time=0:00:01.793644 2021-04-10 03:27:46,647 INFO : Epoch=0103 complete, best val top1-acc=63.45%, top5-acc=85.30% (epoch=102), remaining_time=0:46:20.679794, arrival_time=2021-04-10 04:14:07.327175, cost_time=0:49:12.680632 2021-04-10 03:27:46,647 INFO : Train start, epoch=0104, lr=0.047645 2021-04-10 03:27:48,155 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=0.51ms, fps=1699 images/s, loss=0.6642, top1-acc=82.58%, top5-acc=96.60%, remaining_time=0:00:28.029084, arrival_time=2021-04-10 03:28:16.184169, cost_time=0:00:01.506936 2021-04-10 03:27:49,474 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.37ms, fps=1941 images/s, loss=0.6263, top1-acc=83.28%, top5-acc=96.72%, remaining_time=0:00:24.874960, arrival_time=2021-04-10 03:28:14.349822, cost_time=0:00:02.826697 2021-04-10 03:27:50,786 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.50ms, fps=1954 images/s, loss=0.6272, top1-acc=83.32%, top5-acc=96.59%, remaining_time=0:00:22.896048, arrival_time=2021-04-10 03:28:13.682130, cost_time=0:00:04.137842 2021-04-10 03:27:52,096 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.43ms, fps=1955 images/s, loss=0.6273, top1-acc=83.34%, top5-acc=96.47%, remaining_time=0:00:21.247668, arrival_time=2021-04-10 03:28:13.343946, cost_time=0:00:05.448130 2021-04-10 03:27:53,405 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=2.20ms, fps=1957 images/s, loss=0.6271, top1-acc=83.32%, top5-acc=96.48%, remaining_time=0:00:19.730586, arrival_time=2021-04-10 03:28:13.135874, cost_time=0:00:06.757059 2021-04-10 03:27:54,712 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.86ms, fps=1960 images/s, loss=0.6258, top1-acc=83.35%, top5-acc=96.47%, remaining_time=0:00:18.279488, arrival_time=2021-04-10 03:28:12.992107, cost_time=0:00:08.064461 2021-04-10 03:27:56,017 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.72ms, fps=1964 images/s, loss=0.6300, top1-acc=83.18%, top5-acc=96.39%, remaining_time=0:00:16.863840, arrival_time=2021-04-10 03:28:12.880889, cost_time=0:00:09.368821 2021-04-10 03:27:57,327 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.66ms, fps=1955 images/s, loss=0.6365, top1-acc=83.08%, top5-acc=96.32%, remaining_time=0:00:15.484608, arrival_time=2021-04-10 03:28:12.811818, cost_time=0:00:10.679054 2021-04-10 03:27:58,641 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.57ms, fps=1949 images/s, loss=0.6367, top1-acc=83.09%, top5-acc=96.32%, remaining_time=0:00:14.125666, arrival_time=2021-04-10 03:28:12.767339, cost_time=0:00:11.993514 2021-04-10 03:27:59,963 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=2.70ms, fps=1938 images/s, loss=0.6392, top1-acc=83.04%, top5-acc=96.28%, remaining_time=0:00:12.782304, arrival_time=2021-04-10 03:28:12.745353, cost_time=0:00:13.314897 2021-04-10 03:28:01,266 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.39ms, fps=1965 images/s, loss=0.6421, top1-acc=82.97%, top5-acc=96.25%, remaining_time=0:00:11.428884, arrival_time=2021-04-10 03:28:12.695387, cost_time=0:00:14.618392 2021-04-10 03:28:02,567 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.54ms, fps=1968 images/s, loss=0.6421, top1-acc=82.90%, top5-acc=96.23%, remaining_time=0:00:10.082540, arrival_time=2021-04-10 03:28:12.650377, cost_time=0:00:15.919769 2021-04-10 03:28:03,869 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.42ms, fps=1968 images/s, loss=0.6420, top1-acc=82.80%, top5-acc=96.26%, remaining_time=0:00:08.743020, arrival_time=2021-04-10 03:28:12.612310, cost_time=0:00:17.221119 2021-04-10 03:28:05,169 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.46ms, fps=1971 images/s, loss=0.6465, top1-acc=82.65%, top5-acc=96.20%, remaining_time=0:00:07.408352, arrival_time=2021-04-10 03:28:12.577310, cost_time=0:00:18.520887 2021-04-10 03:28:06,474 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.58ms, fps=1962 images/s, loss=0.6511, top1-acc=82.53%, top5-acc=96.12%, remaining_time=0:00:06.080004, arrival_time=2021-04-10 03:28:12.554122, cost_time=0:00:19.826051 2021-04-10 03:28:07,772 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.52ms, fps=1972 images/s, loss=0.6552, top1-acc=82.44%, top5-acc=96.09%, remaining_time=0:00:04.753008, arrival_time=2021-04-10 03:28:12.525624, cost_time=0:00:21.124524 2021-04-10 03:28:09,083 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.95ms, fps=1954 images/s, loss=0.6595, top1-acc=82.24%, top5-acc=96.08%, remaining_time=0:00:03.431272, arrival_time=2021-04-10 03:28:12.514624, cost_time=0:00:22.435206 2021-04-10 03:28:10,408 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=13.05ms, fps=1933 images/s, loss=0.6607, top1-acc=82.19%, top5-acc=96.05%, remaining_time=0:00:02.112032, arrival_time=2021-04-10 03:28:12.520493, cost_time=0:00:23.760353 2021-04-10 03:28:11,716 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.25ms, fps=1958 images/s, loss=0.6649, top1-acc=82.03%, top5-acc=96.01%, remaining_time=0:00:00.791628, arrival_time=2021-04-10 03:28:12.508116, cost_time=0:00:25.068242 2021-04-10 03:28:12,422 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.41ms, fps=1927 images/s, loss=0.6670, top1-acc=82.00%, top5-acc=96.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:12.422865, cost_time=0:00:25.774800 2021-04-10 03:28:12,973 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.38ms, fps=4657 images/s, loss=1.5983, top1-acc=64.10%, top5-acc=85.66%, remaining_time=0:00:01.649250, arrival_time=2021-04-10 03:28:14.622921, cost_time=0:00:00.549749 2021-04-10 03:28:13,409 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.39ms, fps=5876 images/s, loss=1.6112, top1-acc=63.32%, top5-acc=85.64%, remaining_time=0:00:00.985880, arrival_time=2021-04-10 03:28:14.395755, cost_time=0:00:00.985877 2021-04-10 03:28:13,843 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=0.42ms, fps=5904 images/s, loss=1.6350, top1-acc=62.83%, top5-acc=85.39%, remaining_time=0:00:00.473350, arrival_time=2021-04-10 03:28:14.317289, cost_time=0:00:01.420046 2021-04-10 03:28:14,241 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.09ms, fps=5846 images/s, loss=1.6162, top1-acc=63.12%, top5-acc=85.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:14.241098, cost_time=0:00:01.817243 2021-04-10 03:28:15,050 INFO : Epoch=0104 complete, best val top1-acc=63.45%, top5-acc=85.30% (epoch=102), remaining_time=0:45:51.769248, arrival_time=2021-04-10 04:14:06.819318, cost_time=0:49:41.083317 2021-04-10 03:28:15,050 INFO : Train start, epoch=0105, lr=0.046860 2021-04-10 03:28:16,595 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=0.25ms, fps=1657 images/s, loss=0.6256, top1-acc=82.73%, top5-acc=96.17%, remaining_time=0:00:28.736070, arrival_time=2021-04-10 03:28:45.331802, cost_time=0:00:01.544950 2021-04-10 03:28:17,896 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.44ms, fps=1969 images/s, loss=0.6356, top1-acc=82.56%, top5-acc=95.82%, remaining_time=0:00:25.041104, arrival_time=2021-04-10 03:28:42.937516, cost_time=0:00:02.845575 2021-04-10 03:28:19,207 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=2.15ms, fps=1954 images/s, loss=0.6329, top1-acc=82.64%, top5-acc=96.05%, remaining_time=0:00:22.998802, arrival_time=2021-04-10 03:28:42.206146, cost_time=0:00:04.156414 2021-04-10 03:28:20,508 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.38ms, fps=1968 images/s, loss=0.6346, top1-acc=82.72%, top5-acc=96.07%, remaining_time=0:00:21.285888, arrival_time=2021-04-10 03:28:41.794639, cost_time=0:00:05.457914 2021-04-10 03:28:21,815 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.46ms, fps=1960 images/s, loss=0.6322, top1-acc=82.76%, top5-acc=96.21%, remaining_time=0:00:19.752486, arrival_time=2021-04-10 03:28:41.567889, cost_time=0:00:06.764555 2021-04-10 03:28:23,117 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.55ms, fps=1967 images/s, loss=0.6340, top1-acc=82.72%, top5-acc=96.24%, remaining_time=0:00:18.284248, arrival_time=2021-04-10 03:28:41.401776, cost_time=0:00:08.066574 2021-04-10 03:28:24,425 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.45ms, fps=1958 images/s, loss=0.6352, top1-acc=82.75%, top5-acc=96.27%, remaining_time=0:00:16.875180, arrival_time=2021-04-10 03:28:41.301020, cost_time=0:00:09.375087 2021-04-10 03:28:25,729 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.35ms, fps=1964 images/s, loss=0.6368, top1-acc=82.81%, top5-acc=96.23%, remaining_time=0:00:15.484260, arrival_time=2021-04-10 03:28:41.213884, cost_time=0:00:10.678787 2021-04-10 03:28:27,031 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.58ms, fps=1967 images/s, loss=0.6427, top1-acc=82.75%, top5-acc=96.22%, remaining_time=0:00:14.110720, arrival_time=2021-04-10 03:28:41.142317, cost_time=0:00:11.980764 2021-04-10 03:28:28,334 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.68ms, fps=1967 images/s, loss=0.6445, top1-acc=82.74%, top5-acc=96.21%, remaining_time=0:00:12.751680, arrival_time=2021-04-10 03:28:41.085629, cost_time=0:00:13.283042 2021-04-10 03:28:29,644 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.83ms, fps=1955 images/s, loss=0.6488, top1-acc=82.62%, top5-acc=96.18%, remaining_time=0:00:11.409362, arrival_time=2021-04-10 03:28:41.053529, cost_time=0:00:14.593335 2021-04-10 03:28:30,947 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.60ms, fps=1965 images/s, loss=0.6460, top1-acc=82.65%, top5-acc=96.21%, remaining_time=0:00:10.067796, arrival_time=2021-04-10 03:28:41.015108, cost_time=0:00:15.896477 2021-04-10 03:28:32,250 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=2.25ms, fps=1966 images/s, loss=0.6440, top1-acc=82.66%, top5-acc=96.24%, remaining_time=0:00:08.731998, arrival_time=2021-04-10 03:28:40.982271, cost_time=0:00:17.199444 2021-04-10 03:28:33,549 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.55ms, fps=1971 images/s, loss=0.6463, top1-acc=82.59%, top5-acc=96.22%, remaining_time=0:00:07.399560, arrival_time=2021-04-10 03:28:40.949148, cost_time=0:00:18.498834 2021-04-10 03:28:34,849 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.43ms, fps=1970 images/s, loss=0.6510, top1-acc=82.51%, top5-acc=96.16%, remaining_time=0:00:06.071678, arrival_time=2021-04-10 03:28:40.921424, cost_time=0:00:19.798961 2021-04-10 03:28:36,162 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.55ms, fps=1952 images/s, loss=0.6552, top1-acc=82.36%, top5-acc=96.11%, remaining_time=0:00:04.750056, arrival_time=2021-04-10 03:28:40.912209, cost_time=0:00:21.111317 2021-04-10 03:28:37,463 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.97ms, fps=1969 images/s, loss=0.6578, top1-acc=82.27%, top5-acc=96.09%, remaining_time=0:00:03.427736, arrival_time=2021-04-10 03:28:40.890697, cost_time=0:00:22.412126 2021-04-10 03:28:38,764 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.51ms, fps=1968 images/s, loss=0.6589, top1-acc=82.26%, top5-acc=96.09%, remaining_time=0:00:02.107872, arrival_time=2021-04-10 03:28:40.872346, cost_time=0:00:23.713645 2021-04-10 03:28:40,079 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.44ms, fps=1948 images/s, loss=0.6610, top1-acc=82.20%, top5-acc=96.09%, remaining_time=0:00:00.790368, arrival_time=2021-04-10 03:28:40.869633, cost_time=0:00:25.028394 2021-04-10 03:28:40,782 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.29ms, fps=1935 images/s, loss=0.6644, top1-acc=82.16%, top5-acc=96.07%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:40.782855, cost_time=0:00:25.732080 2021-04-10 03:28:41,293 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=4.83ms, fps=5028 images/s, loss=1.9065, top1-acc=58.83%, top5-acc=82.73%, remaining_time=0:00:01.527360, arrival_time=2021-04-10 03:28:42.820721, cost_time=0:00:00.509117 2021-04-10 03:28:41,731 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=2.19ms, fps=5856 images/s, loss=1.8680, top1-acc=59.73%, top5-acc=83.67%, remaining_time=0:00:00.946640, arrival_time=2021-04-10 03:28:42.677681, cost_time=0:00:00.946639 2021-04-10 03:28:42,170 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=2.45ms, fps=5838 images/s, loss=1.8635, top1-acc=59.79%, top5-acc=83.78%, remaining_time=0:00:00.461940, arrival_time=2021-04-10 03:28:42.631994, cost_time=0:00:01.385810 2021-04-10 03:28:42,563 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.08ms, fps=5903 images/s, loss=1.8745, top1-acc=59.39%, top5-acc=83.55%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:42.563428, cost_time=0:00:01.779214 2021-04-10 03:28:43,314 INFO : Epoch=0105 complete, best val top1-acc=63.45%, top5-acc=85.30% (epoch=102), remaining_time=0:45:22.742940, arrival_time=2021-04-10 04:14:06.057150, cost_time=0:50:09.347461 2021-04-10 03:28:43,314 INFO : Train start, epoch=0106, lr=0.046077 2021-04-10 03:28:44,812 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.54ms, fps=1709 images/s, loss=0.6779, top1-acc=81.29%, top5-acc=96.21%, remaining_time=0:00:27.858336, arrival_time=2021-04-10 03:29:12.671087, cost_time=0:00:01.497755 2021-04-10 03:28:46,123 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.93ms, fps=1953 images/s, loss=0.6686, top1-acc=81.87%, top5-acc=96.11%, remaining_time=0:00:24.718848, arrival_time=2021-04-10 03:29:10.842779, cost_time=0:00:02.808965 2021-04-10 03:28:47,429 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.41ms, fps=1962 images/s, loss=0.6598, top1-acc=82.30%, top5-acc=96.22%, remaining_time=0:00:22.767730, arrival_time=2021-04-10 03:29:10.197439, cost_time=0:00:04.114652 2021-04-10 03:28:48,737 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.48ms, fps=1959 images/s, loss=0.6518, top1-acc=82.39%, top5-acc=96.38%, remaining_time=0:00:21.145956, arrival_time=2021-04-10 03:29:09.882969, cost_time=0:00:05.422031 2021-04-10 03:28:50,038 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.64ms, fps=1969 images/s, loss=0.6504, top1-acc=82.41%, top5-acc=96.35%, remaining_time=0:00:19.630868, arrival_time=2021-04-10 03:29:09.668819, cost_time=0:00:06.722911 2021-04-10 03:28:51,364 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.47ms, fps=1930 images/s, loss=0.6502, top1-acc=82.38%, top5-acc=96.37%, remaining_time=0:00:18.246712, arrival_time=2021-04-10 03:29:09.611637, cost_time=0:00:08.050026 2021-04-10 03:28:52,668 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=2.21ms, fps=1965 images/s, loss=0.6425, top1-acc=82.56%, top5-acc=96.46%, remaining_time=0:00:16.836372, arrival_time=2021-04-10 03:29:09.504972, cost_time=0:00:09.353518 2021-04-10 03:28:53,978 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.97ms, fps=1956 images/s, loss=0.6387, top1-acc=82.60%, top5-acc=96.52%, remaining_time=0:00:15.462220, arrival_time=2021-04-10 03:29:09.440781, cost_time=0:00:10.663566 2021-04-10 03:28:55,286 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.80ms, fps=1959 images/s, loss=0.6367, top1-acc=82.70%, top5-acc=96.47%, remaining_time=0:00:14.099378, arrival_time=2021-04-10 03:29:09.385564, cost_time=0:00:11.971200 2021-04-10 03:28:56,606 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.35ms, fps=1940 images/s, loss=0.6395, top1-acc=82.68%, top5-acc=96.45%, remaining_time=0:00:12.759936, arrival_time=2021-04-10 03:29:09.366709, cost_time=0:00:13.291569 2021-04-10 03:28:57,914 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=2.22ms, fps=1959 images/s, loss=0.6399, top1-acc=82.66%, top5-acc=96.40%, remaining_time=0:00:11.413920, arrival_time=2021-04-10 03:29:09.328215, cost_time=0:00:14.599239 2021-04-10 03:28:59,226 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.52ms, fps=1951 images/s, loss=0.6405, top1-acc=82.62%, top5-acc=96.40%, remaining_time=0:00:10.077600, arrival_time=2021-04-10 03:29:09.304461, cost_time=0:00:15.911960 2021-04-10 03:29:00,544 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.40ms, fps=1943 images/s, loss=0.6435, top1-acc=82.61%, top5-acc=96.36%, remaining_time=0:00:08.747442, arrival_time=2021-04-10 03:29:09.292213, cost_time=0:00:17.229785 2021-04-10 03:29:01,850 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.73ms, fps=1962 images/s, loss=0.6414, top1-acc=82.65%, top5-acc=96.38%, remaining_time=0:00:07.414232, arrival_time=2021-04-10 03:29:09.264755, cost_time=0:00:18.535539 2021-04-10 03:29:03,156 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.93ms, fps=1962 images/s, loss=0.6428, top1-acc=82.61%, top5-acc=96.36%, remaining_time=0:00:06.084650, arrival_time=2021-04-10 03:29:09.241020, cost_time=0:00:19.841281 2021-04-10 03:29:04,456 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.42ms, fps=1970 images/s, loss=0.6431, top1-acc=82.61%, top5-acc=96.36%, remaining_time=0:00:04.756896, arrival_time=2021-04-10 03:29:09.213536, cost_time=0:00:21.141685 2021-04-10 03:29:05,760 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.44ms, fps=1964 images/s, loss=0.6473, top1-acc=82.53%, top5-acc=96.29%, remaining_time=0:00:03.432832, arrival_time=2021-04-10 03:29:09.193162, cost_time=0:00:22.445430 2021-04-10 03:29:07,058 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.69ms, fps=1972 images/s, loss=0.6502, top1-acc=82.46%, top5-acc=96.25%, remaining_time=0:00:02.110560, arrival_time=2021-04-10 03:29:09.169317, cost_time=0:00:23.743770 2021-04-10 03:29:08,366 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.87ms, fps=1958 images/s, loss=0.6523, top1-acc=82.45%, top5-acc=96.20%, remaining_time=0:00:00.791106, arrival_time=2021-04-10 03:29:09.157704, cost_time=0:00:25.051665 2021-04-10 03:29:09,074 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.22ms, fps=1923 images/s, loss=0.6557, top1-acc=82.40%, top5-acc=96.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:09.074317, cost_time=0:00:25.759314 2021-04-10 03:29:09,585 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=1.85ms, fps=5021 images/s, loss=1.6688, top1-acc=61.91%, top5-acc=83.98%, remaining_time=0:00:01.529460, arrival_time=2021-04-10 03:29:11.114879, cost_time=0:00:00.509815 2021-04-10 03:29:10,021 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.51ms, fps=5876 images/s, loss=1.6312, top1-acc=62.62%, top5-acc=84.67%, remaining_time=0:00:00.946000, arrival_time=2021-04-10 03:29:10.967549, cost_time=0:00:00.945994 2021-04-10 03:29:10,463 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.38ms, fps=5800 images/s, loss=1.6593, top1-acc=62.25%, top5-acc=84.62%, remaining_time=0:00:00.462570, arrival_time=2021-04-10 03:29:10.926001, cost_time=0:00:01.387719 2021-04-10 03:29:10,859 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.07ms, fps=5860 images/s, loss=1.6767, top1-acc=62.38%, top5-acc=84.44%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:10.859889, cost_time=0:00:01.784366 2021-04-10 03:29:11,674 INFO : Epoch=0106 complete, best val top1-acc=63.45%, top5-acc=85.30% (epoch=102), remaining_time=0:44:53.816374, arrival_time=2021-04-10 04:14:05.490994, cost_time=0:50:37.707861 2021-04-10 03:29:11,675 INFO : Train start, epoch=0107, lr=0.045295 2021-04-10 03:29:13,146 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=0.31ms, fps=1741 images/s, loss=0.6472, top1-acc=83.20%, top5-acc=96.48%, remaining_time=0:00:27.355020, arrival_time=2021-04-10 03:29:40.501171, cost_time=0:00:01.470696 2021-04-10 03:29:14,453 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.92ms, fps=1958 images/s, loss=0.6415, top1-acc=82.66%, top5-acc=96.50%, remaining_time=0:00:24.451152, arrival_time=2021-04-10 03:29:38.905077, cost_time=0:00:02.778543 2021-04-10 03:29:15,758 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.42ms, fps=1964 images/s, loss=0.6366, top1-acc=83.10%, top5-acc=96.48%, remaining_time=0:00:22.590442, arrival_time=2021-04-10 03:29:38.348583, cost_time=0:00:04.082620 2021-04-10 03:29:17,063 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.67ms, fps=1962 images/s, loss=0.6249, top1-acc=83.18%, top5-acc=96.61%, remaining_time=0:00:21.014916, arrival_time=2021-04-10 03:29:38.078815, cost_time=0:00:05.388440 2021-04-10 03:29:18,367 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=2.09ms, fps=1966 images/s, loss=0.6354, top1-acc=83.05%, top5-acc=96.40%, remaining_time=0:00:19.539326, arrival_time=2021-04-10 03:29:37.906326, cost_time=0:00:06.691551 2021-04-10 03:29:19,668 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.49ms, fps=1969 images/s, loss=0.6383, top1-acc=83.05%, top5-acc=96.31%, remaining_time=0:00:18.115744, arrival_time=2021-04-10 03:29:37.783612, cost_time=0:00:07.992220 2021-04-10 03:29:20,965 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.35ms, fps=1975 images/s, loss=0.6429, top1-acc=82.92%, top5-acc=96.31%, remaining_time=0:00:16.721208, arrival_time=2021-04-10 03:29:37.686150, cost_time=0:00:09.289539 2021-04-10 03:29:22,293 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.66ms, fps=1928 images/s, loss=0.6466, top1-acc=82.88%, top5-acc=96.27%, remaining_time=0:00:15.395984, arrival_time=2021-04-10 03:29:37.689343, cost_time=0:00:10.617906 2021-04-10 03:29:23,607 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=2.08ms, fps=1949 images/s, loss=0.6473, top1-acc=82.74%, top5-acc=96.30%, remaining_time=0:00:14.053374, arrival_time=2021-04-10 03:29:37.661025, cost_time=0:00:11.932121 2021-04-10 03:29:24,912 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.72ms, fps=1964 images/s, loss=0.6470, top1-acc=82.72%, top5-acc=96.30%, remaining_time=0:00:12.707232, arrival_time=2021-04-10 03:29:37.619382, cost_time=0:00:13.236694 2021-04-10 03:29:26,218 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.77ms, fps=1961 images/s, loss=0.6459, top1-acc=82.73%, top5-acc=96.30%, remaining_time=0:00:11.369716, arrival_time=2021-04-10 03:29:37.587850, cost_time=0:00:14.542675 2021-04-10 03:29:27,523 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=2.15ms, fps=1963 images/s, loss=0.6494, top1-acc=82.61%, top5-acc=96.27%, remaining_time=0:00:10.036788, arrival_time=2021-04-10 03:29:37.559902, cost_time=0:00:15.847599 2021-04-10 03:29:28,834 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=2.73ms, fps=1953 images/s, loss=0.6492, top1-acc=82.65%, top5-acc=96.27%, remaining_time=0:00:08.711538, arrival_time=2021-04-10 03:29:37.546008, cost_time=0:00:17.159087 2021-04-10 03:29:30,145 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.62ms, fps=1954 images/s, loss=0.6499, top1-acc=82.61%, top5-acc=96.26%, remaining_time=0:00:07.387968, arrival_time=2021-04-10 03:29:37.533333, cost_time=0:00:18.469896 2021-04-10 03:29:31,449 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.69ms, fps=1965 images/s, loss=0.6544, top1-acc=82.55%, top5-acc=96.20%, remaining_time=0:00:06.063904, arrival_time=2021-04-10 03:29:37.512936, cost_time=0:00:19.773574 2021-04-10 03:29:32,751 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=2.21ms, fps=1966 images/s, loss=0.6567, top1-acc=82.50%, top5-acc=96.17%, remaining_time=0:00:04.742136, arrival_time=2021-04-10 03:29:37.493800, cost_time=0:00:21.076142 2021-04-10 03:29:34,055 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.41ms, fps=1964 images/s, loss=0.6567, top1-acc=82.47%, top5-acc=96.19%, remaining_time=0:00:03.422874, arrival_time=2021-04-10 03:29:37.478510, cost_time=0:00:22.380256 2021-04-10 03:29:35,360 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.57ms, fps=1962 images/s, loss=0.6619, top1-acc=82.33%, top5-acc=96.13%, remaining_time=0:00:02.105344, arrival_time=2021-04-10 03:29:37.466039, cost_time=0:00:23.685184 2021-04-10 03:29:36,660 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.50ms, fps=1972 images/s, loss=0.6605, top1-acc=82.34%, top5-acc=96.16%, remaining_time=0:00:00.788982, arrival_time=2021-04-10 03:29:37.448863, cost_time=0:00:24.984370 2021-04-10 03:29:37,365 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.25ms, fps=1930 images/s, loss=0.6632, top1-acc=82.25%, top5-acc=96.15%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:37.365256, cost_time=0:00:25.689889 2021-04-10 03:29:37,874 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=2.78ms, fps=5034 images/s, loss=1.6952, top1-acc=62.19%, top5-acc=84.34%, remaining_time=0:00:01.525500, arrival_time=2021-04-10 03:29:39.400337, cost_time=0:00:00.508498 2021-04-10 03:29:38,310 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.78ms, fps=5887 images/s, loss=1.6756, top1-acc=62.13%, top5-acc=84.36%, remaining_time=0:00:00.943800, arrival_time=2021-04-10 03:29:39.253943, cost_time=0:00:00.943804 2021-04-10 03:29:38,747 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=2.42ms, fps=5864 images/s, loss=1.6683, top1-acc=62.54%, top5-acc=84.84%, remaining_time=0:00:00.460280, arrival_time=2021-04-10 03:29:39.207476, cost_time=0:00:01.380841 2021-04-10 03:29:39,140 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.07ms, fps=5899 images/s, loss=1.6698, top1-acc=62.61%, top5-acc=84.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:39.140821, cost_time=0:00:01.774553 2021-04-10 03:29:39,898 INFO : Epoch=0107 complete, best val top1-acc=63.45%, top5-acc=85.30% (epoch=102), remaining_time=0:44:24.782103, arrival_time=2021-04-10 04:14:04.680971, cost_time=0:51:05.932110 2021-04-10 03:29:39,899 INFO : Train start, epoch=0108, lr=0.044513 2021-04-10 03:29:41,419 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=0.50ms, fps=1684 images/s, loss=0.6560, top1-acc=82.38%, top5-acc=95.98%, remaining_time=0:00:28.268466, arrival_time=2021-04-10 03:30:09.687952, cost_time=0:00:01.519812 2021-04-10 03:29:42,724 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.87ms, fps=1962 images/s, loss=0.6422, top1-acc=82.70%, top5-acc=96.27%, remaining_time=0:00:24.861056, arrival_time=2021-04-10 03:30:07.585927, cost_time=0:00:02.825115 2021-04-10 03:29:44,034 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.63ms, fps=1955 images/s, loss=0.6350, top1-acc=82.84%, top5-acc=96.15%, remaining_time=0:00:22.879946, arrival_time=2021-04-10 03:30:06.914618, cost_time=0:00:04.134918 2021-04-10 03:29:45,339 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=2.17ms, fps=1963 images/s, loss=0.6244, top1-acc=83.02%, top5-acc=96.24%, remaining_time=0:00:21.214908, arrival_time=2021-04-10 03:30:06.554447, cost_time=0:00:05.439713 2021-04-10 03:29:46,651 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.45ms, fps=1953 images/s, loss=0.6101, top1-acc=83.45%, top5-acc=96.47%, remaining_time=0:00:19.714672, arrival_time=2021-04-10 03:30:06.366071, cost_time=0:00:06.751579 2021-04-10 03:29:47,961 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.62ms, fps=1955 images/s, loss=0.6041, top1-acc=83.63%, top5-acc=96.54%, remaining_time=0:00:18.274320, arrival_time=2021-04-10 03:30:06.236231, cost_time=0:00:08.062213 2021-04-10 03:29:49,270 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=2.23ms, fps=1957 images/s, loss=0.6073, top1-acc=83.59%, top5-acc=96.49%, remaining_time=0:00:16.867872, arrival_time=2021-04-10 03:30:06.138640, cost_time=0:00:09.371005 2021-04-10 03:29:50,580 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.37ms, fps=1955 images/s, loss=0.6105, top1-acc=83.61%, top5-acc=96.47%, remaining_time=0:00:15.487392, arrival_time=2021-04-10 03:30:06.068139, cost_time=0:00:10.680994 2021-04-10 03:29:51,890 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=2.75ms, fps=1955 images/s, loss=0.6158, top1-acc=83.42%, top5-acc=96.40%, remaining_time=0:00:14.122698, arrival_time=2021-04-10 03:30:06.013473, cost_time=0:00:11.991014 2021-04-10 03:29:53,192 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.79ms, fps=1967 images/s, loss=0.6175, top1-acc=83.41%, top5-acc=96.41%, remaining_time=0:00:12.761280, arrival_time=2021-04-10 03:30:05.953958, cost_time=0:00:13.293003 2021-04-10 03:29:54,494 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.54ms, fps=1967 images/s, loss=0.6199, top1-acc=83.42%, top5-acc=96.39%, remaining_time=0:00:11.410480, arrival_time=2021-04-10 03:30:05.905029, cost_time=0:00:14.594789 2021-04-10 03:29:55,799 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=2.04ms, fps=1962 images/s, loss=0.6260, top1-acc=83.18%, top5-acc=96.34%, remaining_time=0:00:10.070152, arrival_time=2021-04-10 03:30:05.870102, cost_time=0:00:15.900281 2021-04-10 03:29:57,103 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.43ms, fps=1965 images/s, loss=0.6273, top1-acc=83.17%, top5-acc=96.35%, remaining_time=0:00:08.734044, arrival_time=2021-04-10 03:30:05.837156, cost_time=0:00:17.203370 2021-04-10 03:29:58,405 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.84ms, fps=1966 images/s, loss=0.6273, top1-acc=83.14%, top5-acc=96.38%, remaining_time=0:00:07.402416, arrival_time=2021-04-10 03:30:05.808068, cost_time=0:00:18.505975 2021-04-10 03:29:59,709 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.37ms, fps=1964 images/s, loss=0.6281, top1-acc=83.16%, top5-acc=96.35%, remaining_time=0:00:06.074944, arrival_time=2021-04-10 03:30:05.784206, cost_time=0:00:19.809592 2021-04-10 03:30:01,016 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.34ms, fps=1960 images/s, loss=0.6306, top1-acc=83.11%, top5-acc=96.32%, remaining_time=0:00:04.751172, arrival_time=2021-04-10 03:30:05.767215, cost_time=0:00:21.116292 2021-04-10 03:30:02,320 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=2.07ms, fps=1963 images/s, loss=0.6332, top1-acc=83.03%, top5-acc=96.30%, remaining_time=0:00:03.429062, arrival_time=2021-04-10 03:30:05.749589, cost_time=0:00:22.420771 2021-04-10 03:30:03,623 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.58ms, fps=1966 images/s, loss=0.6357, top1-acc=82.97%, top5-acc=96.30%, remaining_time=0:00:02.108768, arrival_time=2021-04-10 03:30:05.732035, cost_time=0:00:23.723587 2021-04-10 03:30:04,935 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.37ms, fps=1952 images/s, loss=0.6376, top1-acc=82.91%, top5-acc=96.30%, remaining_time=0:00:00.790590, arrival_time=2021-04-10 03:30:05.725704, cost_time=0:00:25.035361 2021-04-10 03:30:05,638 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.44ms, fps=1935 images/s, loss=0.6390, top1-acc=82.90%, top5-acc=96.28%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:05.638521, cost_time=0:00:25.738863 2021-04-10 03:30:06,152 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=1.85ms, fps=4994 images/s, loss=1.6811, top1-acc=61.68%, top5-acc=84.22%, remaining_time=0:00:01.537740, arrival_time=2021-04-10 03:30:07.689873, cost_time=0:00:00.512577 2021-04-10 03:30:06,577 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.50ms, fps=6029 images/s, loss=1.6392, top1-acc=62.52%, top5-acc=84.82%, remaining_time=0:00:00.937720, arrival_time=2021-04-10 03:30:07.514924, cost_time=0:00:00.937729 2021-04-10 03:30:07,012 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=2.58ms, fps=5889 images/s, loss=1.6478, top1-acc=62.77%, top5-acc=84.92%, remaining_time=0:00:00.457600, arrival_time=2021-04-10 03:30:07.469918, cost_time=0:00:01.372799 2021-04-10 03:30:07,407 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.07ms, fps=5881 images/s, loss=1.6555, top1-acc=62.60%, top5-acc=84.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:07.407494, cost_time=0:00:01.768055 2021-04-10 03:30:08,179 INFO : Epoch=0108 complete, best val top1-acc=63.45%, top5-acc=85.30% (epoch=102), remaining_time=0:43:55.811132, arrival_time=2021-04-10 04:14:03.990923, cost_time=0:51:34.213041 2021-04-10 03:30:08,180 INFO : Train start, epoch=0109, lr=0.043733 2021-04-10 03:30:09,648 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=0.28ms, fps=1744 images/s, loss=0.6851, top1-acc=82.50%, top5-acc=95.82%, remaining_time=0:00:27.301452, arrival_time=2021-04-10 03:30:36.949732, cost_time=0:00:01.467818 2021-04-10 03:30:10,956 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.60ms, fps=1958 images/s, loss=0.6545, top1-acc=82.56%, top5-acc=96.21%, remaining_time=0:00:24.423168, arrival_time=2021-04-10 03:30:35.379092, cost_time=0:00:02.775361 2021-04-10 03:30:12,262 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=2.18ms, fps=1961 images/s, loss=0.6397, top1-acc=82.86%, top5-acc=96.20%, remaining_time=0:00:22.584632, arrival_time=2021-04-10 03:30:34.846751, cost_time=0:00:04.081572 2021-04-10 03:30:13,568 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.87ms, fps=1960 images/s, loss=0.6264, top1-acc=83.38%, top5-acc=96.34%, remaining_time=0:00:21.013824, arrival_time=2021-04-10 03:30:34.582477, cost_time=0:00:05.388169 2021-04-10 03:30:14,872 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=2.80ms, fps=1965 images/s, loss=0.6241, top1-acc=83.41%, top5-acc=96.45%, remaining_time=0:00:19.539764, arrival_time=2021-04-10 03:30:34.412000, cost_time=0:00:06.691721 2021-04-10 03:30:16,180 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.52ms, fps=1958 images/s, loss=0.6237, top1-acc=83.35%, top5-acc=96.50%, remaining_time=0:00:18.133560, arrival_time=2021-04-10 03:30:34.314236, cost_time=0:00:08.000113 2021-04-10 03:30:17,481 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.73ms, fps=1969 images/s, loss=0.6222, top1-acc=83.38%, top5-acc=96.47%, remaining_time=0:00:16.742124, arrival_time=2021-04-10 03:30:34.223896, cost_time=0:00:09.301209 2021-04-10 03:30:18,783 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.84ms, fps=1967 images/s, loss=0.6187, top1-acc=83.43%, top5-acc=96.51%, remaining_time=0:00:15.374756, arrival_time=2021-04-10 03:30:34.158562, cost_time=0:00:10.603289 2021-04-10 03:30:20,093 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.48ms, fps=1955 images/s, loss=0.6155, top1-acc=83.51%, top5-acc=96.57%, remaining_time=0:00:14.031114, arrival_time=2021-04-10 03:30:34.124934, cost_time=0:00:11.913190 2021-04-10 03:30:21,399 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.53ms, fps=1962 images/s, loss=0.6175, top1-acc=83.50%, top5-acc=96.56%, remaining_time=0:00:12.690336, arrival_time=2021-04-10 03:30:34.089922, cost_time=0:00:13.219058 2021-04-10 03:30:22,707 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.77ms, fps=1958 images/s, loss=0.6189, top1-acc=83.41%, top5-acc=96.56%, remaining_time=0:00:11.357590, arrival_time=2021-04-10 03:30:34.065231, cost_time=0:00:14.527168 2021-04-10 03:30:24,009 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.54ms, fps=1968 images/s, loss=0.6200, top1-acc=83.39%, top5-acc=96.60%, remaining_time=0:00:10.024704, arrival_time=2021-04-10 03:30:34.033780, cost_time=0:00:15.828519 2021-04-10 03:30:25,322 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.40ms, fps=1950 images/s, loss=0.6223, top1-acc=83.29%, top5-acc=96.57%, remaining_time=0:00:08.702826, arrival_time=2021-04-10 03:30:34.025312, cost_time=0:00:17.141926 2021-04-10 03:30:26,626 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.44ms, fps=1965 images/s, loss=0.6304, top1-acc=83.06%, top5-acc=96.51%, remaining_time=0:00:07.378224, arrival_time=2021-04-10 03:30:34.004353, cost_time=0:00:18.445572 2021-04-10 03:30:27,937 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.83ms, fps=1954 images/s, loss=0.6301, top1-acc=83.10%, top5-acc=96.47%, remaining_time=0:00:06.058660, arrival_time=2021-04-10 03:30:33.995645, cost_time=0:00:19.756457 2021-04-10 03:30:29,242 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=2.04ms, fps=1962 images/s, loss=0.6318, top1-acc=83.10%, top5-acc=96.43%, remaining_time=0:00:04.738932, arrival_time=2021-04-10 03:30:33.981381, cost_time=0:00:21.061981 2021-04-10 03:30:30,549 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.44ms, fps=1960 images/s, loss=0.6300, top1-acc=83.14%, top5-acc=96.45%, remaining_time=0:00:03.421054, arrival_time=2021-04-10 03:30:33.969976, cost_time=0:00:22.368362 2021-04-10 03:30:31,852 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.41ms, fps=1965 images/s, loss=0.6309, top1-acc=83.11%, top5-acc=96.43%, remaining_time=0:00:02.104160, arrival_time=2021-04-10 03:30:33.956408, cost_time=0:00:23.671778 2021-04-10 03:30:33,159 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.97ms, fps=1959 images/s, loss=0.6318, top1-acc=83.12%, top5-acc=96.41%, remaining_time=0:00:00.788802, arrival_time=2021-04-10 03:30:33.948344, cost_time=0:00:24.978811 2021-04-10 03:30:33,868 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.46ms, fps=1922 images/s, loss=0.6336, top1-acc=83.11%, top5-acc=96.39%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:33.868006, cost_time=0:00:25.687526 2021-04-10 03:30:34,417 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=1.45ms, fps=4665 images/s, loss=1.6256, top1-acc=63.59%, top5-acc=85.82%, remaining_time=0:00:01.646220, arrival_time=2021-04-10 03:30:36.064056, cost_time=0:00:00.548743 2021-04-10 03:30:34,849 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.77ms, fps=5941 images/s, loss=1.6555, top1-acc=63.40%, top5-acc=85.10%, remaining_time=0:00:00.980020, arrival_time=2021-04-10 03:30:35.829175, cost_time=0:00:00.980011 2021-04-10 03:30:35,284 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.45ms, fps=5892 images/s, loss=1.6722, top1-acc=63.37%, top5-acc=84.62%, remaining_time=0:00:00.471660, arrival_time=2021-04-10 03:30:35.755819, cost_time=0:00:01.414979 2021-04-10 03:30:35,672 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.08ms, fps=5975 images/s, loss=1.6607, top1-acc=63.10%, top5-acc=84.70%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:35.672901, cost_time=0:00:01.803842 2021-04-10 03:30:36,547 INFO : Epoch=0109 complete, best val top1-acc=63.45%, top5-acc=85.30% (epoch=102), remaining_time=0:43:26.925412, arrival_time=2021-04-10 04:14:03.473139, cost_time=0:52:02.580968 2021-04-10 03:30:36,548 INFO : Train start, epoch=0110, lr=0.042955 2021-04-10 03:30:38,060 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=0.38ms, fps=1693 images/s, loss=0.5973, top1-acc=83.75%, top5-acc=96.56%, remaining_time=0:00:28.122642, arrival_time=2021-04-10 03:31:06.183123, cost_time=0:00:01.511970 2021-04-10 03:30:39,360 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.56ms, fps=1971 images/s, loss=0.5768, top1-acc=84.18%, top5-acc=96.80%, remaining_time=0:00:24.741376, arrival_time=2021-04-10 03:31:04.101372, cost_time=0:00:02.811511 2021-04-10 03:30:40,668 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.87ms, fps=1958 images/s, loss=0.5563, top1-acc=84.97%, top5-acc=97.10%, remaining_time=0:00:22.794788, arrival_time=2021-04-10 03:31:03.462933, cost_time=0:00:04.119530 2021-04-10 03:30:41,977 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=2.35ms, fps=1956 images/s, loss=0.5652, top1-acc=84.45%, top5-acc=97.05%, remaining_time=0:00:21.173100, arrival_time=2021-04-10 03:31:03.150624, cost_time=0:00:05.428991 2021-04-10 03:30:43,279 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.93ms, fps=1968 images/s, loss=0.5667, top1-acc=84.34%, top5-acc=97.00%, remaining_time=0:00:19.653790, arrival_time=2021-04-10 03:31:02.933041, cost_time=0:00:06.730736 2021-04-10 03:30:44,594 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=2.01ms, fps=1947 images/s, loss=0.5841, top1-acc=83.91%, top5-acc=96.87%, remaining_time=0:00:18.238416, arrival_time=2021-04-10 03:31:02.833264, cost_time=0:00:08.046355 2021-04-10 03:30:45,895 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=2.27ms, fps=1970 images/s, loss=0.5846, top1-acc=83.99%, top5-acc=96.84%, remaining_time=0:00:16.823898, arrival_time=2021-04-10 03:31:02.719026, cost_time=0:00:09.346614 2021-04-10 03:30:47,198 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.68ms, fps=1965 images/s, loss=0.5820, top1-acc=84.19%, top5-acc=96.85%, remaining_time=0:00:15.442500, arrival_time=2021-04-10 03:31:02.641134, cost_time=0:00:10.649965 2021-04-10 03:30:48,523 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.86ms, fps=1934 images/s, loss=0.5885, top1-acc=84.05%, top5-acc=96.81%, remaining_time=0:00:14.103406, arrival_time=2021-04-10 03:31:02.626542, cost_time=0:00:11.974619 2021-04-10 03:30:49,845 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.43ms, fps=1937 images/s, loss=0.5953, top1-acc=83.93%, top5-acc=96.70%, remaining_time=0:00:12.764928, arrival_time=2021-04-10 03:31:02.610301, cost_time=0:00:13.296834 2021-04-10 03:30:51,150 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.76ms, fps=1963 images/s, loss=0.5986, top1-acc=83.87%, top5-acc=96.67%, remaining_time=0:00:11.415984, arrival_time=2021-04-10 03:31:02.566306, cost_time=0:00:14.601854 2021-04-10 03:30:52,450 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.48ms, fps=1970 images/s, loss=0.6068, top1-acc=83.68%, top5-acc=96.59%, remaining_time=0:00:10.071064, arrival_time=2021-04-10 03:31:02.521193, cost_time=0:00:15.901656 2021-04-10 03:30:53,750 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.41ms, fps=1969 images/s, loss=0.6097, top1-acc=83.65%, top5-acc=96.59%, remaining_time=0:00:08.733384, arrival_time=2021-04-10 03:31:02.484019, cost_time=0:00:17.202166 2021-04-10 03:30:55,054 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.85ms, fps=1964 images/s, loss=0.6093, top1-acc=83.64%, top5-acc=96.57%, remaining_time=0:00:07.402416, arrival_time=2021-04-10 03:31:02.456957, cost_time=0:00:18.506017 2021-04-10 03:30:56,361 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.67ms, fps=1960 images/s, loss=0.6115, top1-acc=83.58%, top5-acc=96.54%, remaining_time=0:00:06.076002, arrival_time=2021-04-10 03:31:02.437457, cost_time=0:00:19.812982 2021-04-10 03:30:57,674 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.73ms, fps=1950 images/s, loss=0.6106, top1-acc=83.57%, top5-acc=96.54%, remaining_time=0:00:04.753404, arrival_time=2021-04-10 03:31:02.428085, cost_time=0:00:21.126208 2021-04-10 03:30:58,979 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=2.03ms, fps=1963 images/s, loss=0.6115, top1-acc=83.57%, top5-acc=96.52%, remaining_time=0:00:03.430596, arrival_time=2021-04-10 03:31:02.409910, cost_time=0:00:22.430841 2021-04-10 03:31:00,282 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.63ms, fps=1965 images/s, loss=0.6128, top1-acc=83.54%, top5-acc=96.52%, remaining_time=0:00:02.109680, arrival_time=2021-04-10 03:31:02.392128, cost_time=0:00:23.733907 2021-04-10 03:31:01,584 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.25ms, fps=1967 images/s, loss=0.6150, top1-acc=83.47%, top5-acc=96.49%, remaining_time=0:00:00.790614, arrival_time=2021-04-10 03:31:02.375257, cost_time=0:00:25.036174 2021-04-10 03:31:02,292 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.47ms, fps=1922 images/s, loss=0.6150, top1-acc=83.48%, top5-acc=96.51%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:02.292790, cost_time=0:00:25.744277 2021-04-10 03:31:02,853 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=0.31ms, fps=4574 images/s, loss=1.5286, top1-acc=65.78%, top5-acc=86.25%, remaining_time=0:00:01.678830, arrival_time=2021-04-10 03:31:04.532675, cost_time=0:00:00.559609 2021-04-10 03:31:03,293 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.86ms, fps=5829 images/s, loss=1.5530, top1-acc=65.23%, top5-acc=86.45%, remaining_time=0:00:00.999260, arrival_time=2021-04-10 03:31:04.292823, cost_time=0:00:00.999253 2021-04-10 03:31:03,726 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.48ms, fps=5917 images/s, loss=1.5312, top1-acc=65.20%, top5-acc=86.61%, remaining_time=0:00:00.477510, arrival_time=2021-04-10 03:31:04.204261, cost_time=0:00:01.432534 2021-04-10 03:31:04,117 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.08ms, fps=5950 images/s, loss=1.5452, top1-acc=65.09%, top5-acc=86.69%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:04.117085, cost_time=0:00:01.822927 2021-04-10 03:31:05,710 INFO : Epoch=0110 complete, best val top1-acc=65.09%, top5-acc=86.69% (epoch=110), remaining_time=0:42:58.699530, arrival_time=2021-04-10 04:14:04.410233, cost_time=0:52:31.743918 2021-04-10 03:31:05,711 INFO : Train start, epoch=0111, lr=0.042178 2021-04-10 03:31:07,219 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=0.48ms, fps=1698 images/s, loss=0.5724, top1-acc=84.65%, top5-acc=96.99%, remaining_time=0:00:28.036710, arrival_time=2021-04-10 03:31:35.255837, cost_time=0:00:01.507346 2021-04-10 03:31:08,525 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.79ms, fps=1961 images/s, loss=0.5549, top1-acc=84.61%, top5-acc=97.09%, remaining_time=0:00:24.755808, arrival_time=2021-04-10 03:31:33.280821, cost_time=0:00:02.813158 2021-04-10 03:31:09,842 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=8.79ms, fps=1945 images/s, loss=0.5667, top1-acc=84.23%, top5-acc=96.87%, remaining_time=0:00:22.853386, arrival_time=2021-04-10 03:31:32.695319, cost_time=0:00:04.130131 2021-04-10 03:31:11,143 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.51ms, fps=1968 images/s, loss=0.5665, top1-acc=84.35%, top5-acc=96.87%, remaining_time=0:00:21.184332, arrival_time=2021-04-10 03:31:32.327975, cost_time=0:00:05.431898 2021-04-10 03:31:12,462 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=2.01ms, fps=1943 images/s, loss=0.5762, top1-acc=84.32%, top5-acc=96.77%, remaining_time=0:00:19.711022, arrival_time=2021-04-10 03:31:32.173200, cost_time=0:00:06.750326 2021-04-10 03:31:13,769 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.36ms, fps=1959 images/s, loss=0.5764, top1-acc=84.45%, top5-acc=96.78%, remaining_time=0:00:18.264392, arrival_time=2021-04-10 03:31:32.034007, cost_time=0:00:08.057825 2021-04-10 03:31:15,070 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.58ms, fps=1969 images/s, loss=0.5768, top1-acc=84.41%, top5-acc=96.75%, remaining_time=0:00:16.845948, arrival_time=2021-04-10 03:31:31.916600, cost_time=0:00:09.358863 2021-04-10 03:31:16,376 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=3.03ms, fps=1961 images/s, loss=0.5776, top1-acc=84.47%, top5-acc=96.77%, remaining_time=0:00:15.463844, arrival_time=2021-04-10 03:31:31.840397, cost_time=0:00:10.664704 2021-04-10 03:31:17,680 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.72ms, fps=1965 images/s, loss=0.5826, top1-acc=84.38%, top5-acc=96.72%, remaining_time=0:00:14.096622, arrival_time=2021-04-10 03:31:31.777146, cost_time=0:00:11.968799 2021-04-10 03:31:18,984 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.59ms, fps=1965 images/s, loss=0.5841, top1-acc=84.35%, top5-acc=96.73%, remaining_time=0:00:12.741408, arrival_time=2021-04-10 03:31:31.725434, cost_time=0:00:13.272282 2021-04-10 03:31:20,294 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.46ms, fps=1954 images/s, loss=0.5877, top1-acc=84.30%, top5-acc=96.70%, remaining_time=0:00:11.401278, arrival_time=2021-04-10 03:31:31.696151, cost_time=0:00:14.583053 2021-04-10 03:31:21,599 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.81ms, fps=1964 images/s, loss=0.5871, top1-acc=84.34%, top5-acc=96.73%, remaining_time=0:00:10.061944, arrival_time=2021-04-10 03:31:31.660968, cost_time=0:00:15.887315 2021-04-10 03:31:22,903 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.94ms, fps=1963 images/s, loss=0.5864, top1-acc=84.32%, top5-acc=96.76%, remaining_time=0:00:08.728170, arrival_time=2021-04-10 03:31:31.631744, cost_time=0:00:17.191827 2021-04-10 03:31:24,211 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.46ms, fps=1958 images/s, loss=0.5857, top1-acc=84.35%, top5-acc=96.76%, remaining_time=0:00:07.399896, arrival_time=2021-04-10 03:31:31.611265, cost_time=0:00:18.499671 2021-04-10 03:31:25,513 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.49ms, fps=1967 images/s, loss=0.5892, top1-acc=84.29%, top5-acc=96.73%, remaining_time=0:00:06.072368, arrival_time=2021-04-10 03:31:31.585407, cost_time=0:00:19.801200 2021-04-10 03:31:26,821 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.54ms, fps=1958 images/s, loss=0.5924, top1-acc=84.18%, top5-acc=96.70%, remaining_time=0:00:04.749588, arrival_time=2021-04-10 03:31:31.570655, cost_time=0:00:21.109321 2021-04-10 03:31:28,127 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.44ms, fps=1961 images/s, loss=0.5949, top1-acc=84.12%, top5-acc=96.68%, remaining_time=0:00:03.428256, arrival_time=2021-04-10 03:31:31.555676, cost_time=0:00:22.415572 2021-04-10 03:31:29,429 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.61ms, fps=1967 images/s, loss=0.5935, top1-acc=84.12%, top5-acc=96.69%, remaining_time=0:00:02.108272, arrival_time=2021-04-10 03:31:31.538084, cost_time=0:00:23.718106 2021-04-10 03:31:30,733 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.24ms, fps=1964 images/s, loss=0.5941, top1-acc=84.13%, top5-acc=96.67%, remaining_time=0:00:00.790170, arrival_time=2021-04-10 03:31:31.524045, cost_time=0:00:25.022095 2021-04-10 03:31:31,439 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.27ms, fps=1929 images/s, loss=0.5951, top1-acc=84.10%, top5-acc=96.68%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:31.439298, cost_time=0:00:25.727579 2021-04-10 03:31:31,957 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=1.88ms, fps=4954 images/s, loss=1.7674, top1-acc=61.48%, top5-acc=84.49%, remaining_time=0:00:01.550280, arrival_time=2021-04-10 03:31:33.507479, cost_time=0:00:00.516759 2021-04-10 03:31:32,390 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.81ms, fps=5914 images/s, loss=1.7392, top1-acc=61.78%, top5-acc=84.47%, remaining_time=0:00:00.950080, arrival_time=2021-04-10 03:31:33.340596, cost_time=0:00:00.950072 2021-04-10 03:31:32,825 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=3.72ms, fps=5890 images/s, loss=1.7992, top1-acc=60.91%, top5-acc=83.74%, remaining_time=0:00:00.461740, arrival_time=2021-04-10 03:31:33.287407, cost_time=0:00:01.385220 2021-04-10 03:31:33,217 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.07ms, fps=5928 images/s, loss=1.8039, top1-acc=60.88%, top5-acc=83.53%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:33.217431, cost_time=0:00:01.777066 2021-04-10 03:31:34,003 INFO : Epoch=0111 complete, best val top1-acc=65.09%, top5-acc=86.69% (epoch=110), remaining_time=0:42:29.758953, arrival_time=2021-04-10 04:14:03.762123, cost_time=0:53:00.036424 2021-04-10 03:31:34,003 INFO : Train start, epoch=0112, lr=0.041404 2021-04-10 03:31:35,503 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=0.34ms, fps=1707 images/s, loss=0.5579, top1-acc=85.23%, top5-acc=96.87%, remaining_time=0:00:27.897396, arrival_time=2021-04-10 03:32:03.401113, cost_time=0:00:01.499862 2021-04-10 03:31:36,810 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=2.02ms, fps=1960 images/s, loss=0.5668, top1-acc=84.80%, top5-acc=96.86%, remaining_time=0:00:24.698080, arrival_time=2021-04-10 03:32:01.508584, cost_time=0:00:02.806595 2021-04-10 03:31:38,116 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.90ms, fps=1960 images/s, loss=0.5743, top1-acc=84.54%, top5-acc=96.84%, remaining_time=0:00:22.758600, arrival_time=2021-04-10 03:32:00.875516, cost_time=0:00:04.112990 2021-04-10 03:31:39,413 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.53ms, fps=1975 images/s, loss=0.5702, top1-acc=84.65%, top5-acc=96.93%, remaining_time=0:00:21.098376, arrival_time=2021-04-10 03:32:00.512106, cost_time=0:00:05.409840 2021-04-10 03:31:40,725 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=2.08ms, fps=1953 images/s, loss=0.5606, top1-acc=84.94%, top5-acc=97.06%, remaining_time=0:00:19.626196, arrival_time=2021-04-10 03:32:00.351387, cost_time=0:00:06.721314 2021-04-10 03:31:42,025 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.80ms, fps=1970 images/s, loss=0.5559, top1-acc=85.12%, top5-acc=97.07%, remaining_time=0:00:18.181432, arrival_time=2021-04-10 03:32:00.206568, cost_time=0:00:08.021237 2021-04-10 03:31:43,334 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.48ms, fps=1963 images/s, loss=0.5540, top1-acc=85.15%, top5-acc=97.13%, remaining_time=0:00:16.795926, arrival_time=2021-04-10 03:32:00.130822, cost_time=0:00:09.331042 2021-04-10 03:31:44,637 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.42ms, fps=1966 images/s, loss=0.5591, top1-acc=85.04%, top5-acc=97.05%, remaining_time=0:00:15.418256, arrival_time=2021-04-10 03:32:00.055425, cost_time=0:00:10.633311 2021-04-10 03:31:45,946 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=2.01ms, fps=1956 images/s, loss=0.5598, top1-acc=84.97%, top5-acc=97.03%, remaining_time=0:00:14.065246, arrival_time=2021-04-10 03:32:00.011297, cost_time=0:00:11.942193 2021-04-10 03:31:47,249 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.54ms, fps=1965 images/s, loss=0.5587, top1-acc=85.00%, top5-acc=97.09%, remaining_time=0:00:12.715680, arrival_time=2021-04-10 03:31:59.965066, cost_time=0:00:13.245487 2021-04-10 03:31:48,550 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.40ms, fps=1968 images/s, loss=0.5595, top1-acc=84.97%, top5-acc=97.07%, remaining_time=0:00:11.372984, arrival_time=2021-04-10 03:31:59.923659, cost_time=0:00:14.546824 2021-04-10 03:31:49,852 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.38ms, fps=1967 images/s, loss=0.5612, top1-acc=84.86%, top5-acc=97.08%, remaining_time=0:00:10.037548, arrival_time=2021-04-10 03:31:59.890118, cost_time=0:00:15.848702 2021-04-10 03:31:51,158 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.52ms, fps=1961 images/s, loss=0.5666, top1-acc=84.80%, top5-acc=97.00%, remaining_time=0:00:08.709096, arrival_time=2021-04-10 03:31:59.867274, cost_time=0:00:17.154234 2021-04-10 03:31:52,462 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.90ms, fps=1964 images/s, loss=0.5681, top1-acc=84.81%, top5-acc=96.95%, remaining_time=0:00:07.383264, arrival_time=2021-04-10 03:31:59.845302, cost_time=0:00:18.458175 2021-04-10 03:31:53,761 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.37ms, fps=1971 images/s, loss=0.5726, top1-acc=84.71%, top5-acc=96.93%, remaining_time=0:00:06.058982, arrival_time=2021-04-10 03:31:59.820416, cost_time=0:00:19.757572 2021-04-10 03:31:55,064 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=2.60ms, fps=1965 images/s, loss=0.5739, top1-acc=84.65%, top5-acc=96.92%, remaining_time=0:00:04.738716, arrival_time=2021-04-10 03:31:59.803547, cost_time=0:00:21.060916 2021-04-10 03:31:56,369 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.52ms, fps=1963 images/s, loss=0.5745, top1-acc=84.63%, top5-acc=96.92%, remaining_time=0:00:03.420612, arrival_time=2021-04-10 03:31:59.790103, cost_time=0:00:22.365582 2021-04-10 03:31:57,673 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.46ms, fps=1965 images/s, loss=0.5784, top1-acc=84.52%, top5-acc=96.88%, remaining_time=0:00:02.103920, arrival_time=2021-04-10 03:31:59.776875, cost_time=0:00:23.669098 2021-04-10 03:31:58,983 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.45ms, fps=1955 images/s, loss=0.5825, top1-acc=84.41%, top5-acc=96.86%, remaining_time=0:00:00.788814, arrival_time=2021-04-10 03:31:59.771819, cost_time=0:00:24.979068 2021-04-10 03:31:59,693 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.91ms, fps=1916 images/s, loss=0.5842, top1-acc=84.37%, top5-acc=96.86%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:59.693215, cost_time=0:00:25.689302 2021-04-10 03:32:00,221 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=5.62ms, fps=4859 images/s, loss=1.6605, top1-acc=63.75%, top5-acc=84.14%, remaining_time=0:00:01.580400, arrival_time=2021-04-10 03:32:01.801984, cost_time=0:00:00.526798 2021-04-10 03:32:00,652 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.39ms, fps=5944 images/s, loss=1.6411, top1-acc=63.59%, top5-acc=85.04%, remaining_time=0:00:00.958020, arrival_time=2021-04-10 03:32:01.610768, cost_time=0:00:00.958025 2021-04-10 03:32:01,082 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.86ms, fps=5963 images/s, loss=1.6307, top1-acc=63.82%, top5-acc=85.38%, remaining_time=0:00:00.462580, arrival_time=2021-04-10 03:32:01.545027, cost_time=0:00:01.387732 2021-04-10 03:32:01,474 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.09ms, fps=5929 images/s, loss=1.6379, top1-acc=63.86%, top5-acc=85.10%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:01.474081, cost_time=0:00:01.779403 2021-04-10 03:32:02,284 INFO : Epoch=0112 complete, best val top1-acc=65.09%, top5-acc=86.69% (epoch=110), remaining_time=0:42:00.820808, arrival_time=2021-04-10 04:14:03.104988, cost_time=0:53:28.317406 2021-04-10 03:32:02,285 INFO : Train start, epoch=0113, lr=0.040631 2021-04-10 03:32:03,819 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=0.27ms, fps=1669 images/s, loss=0.5696, top1-acc=84.65%, top5-acc=96.60%, remaining_time=0:00:28.524402, arrival_time=2021-04-10 03:32:32.343426, cost_time=0:00:01.533568 2021-04-10 03:32:05,129 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=2.51ms, fps=1954 images/s, loss=0.5705, top1-acc=84.47%, top5-acc=96.76%, remaining_time=0:00:25.029840, arrival_time=2021-04-10 03:32:30.159580, cost_time=0:00:02.844307 2021-04-10 03:32:06,428 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=2.08ms, fps=1973 images/s, loss=0.5516, top1-acc=85.14%, top5-acc=96.99%, remaining_time=0:00:22.923770, arrival_time=2021-04-10 03:32:29.351945, cost_time=0:00:04.142857 2021-04-10 03:32:07,725 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.69ms, fps=1974 images/s, loss=0.5406, top1-acc=85.53%, top5-acc=97.18%, remaining_time=0:00:21.215844, arrival_time=2021-04-10 03:32:28.941117, cost_time=0:00:05.439964 2021-04-10 03:32:09,035 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.52ms, fps=1955 images/s, loss=0.5403, top1-acc=85.55%, top5-acc=97.22%, remaining_time=0:00:19.709854, arrival_time=2021-04-10 03:32:28.745181, cost_time=0:00:06.749939 2021-04-10 03:32:10,344 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.74ms, fps=1957 images/s, loss=0.5424, top1-acc=85.48%, top5-acc=97.19%, remaining_time=0:00:18.266704, arrival_time=2021-04-10 03:32:28.611049, cost_time=0:00:08.058835 2021-04-10 03:32:11,648 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=2.93ms, fps=1964 images/s, loss=0.5423, top1-acc=85.41%, top5-acc=97.23%, remaining_time=0:00:16.853886, arrival_time=2021-04-10 03:32:28.502546, cost_time=0:00:09.363263 2021-04-10 03:32:12,952 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.45ms, fps=1964 images/s, loss=0.5437, top1-acc=85.36%, top5-acc=97.21%, remaining_time=0:00:15.467788, arrival_time=2021-04-10 03:32:28.420554, cost_time=0:00:10.667448 2021-04-10 03:32:14,261 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.34ms, fps=1957 images/s, loss=0.5483, top1-acc=85.21%, top5-acc=97.16%, remaining_time=0:00:14.105314, arrival_time=2021-04-10 03:32:28.366951, cost_time=0:00:11.976252 2021-04-10 03:32:15,586 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.82ms, fps=1933 images/s, loss=0.5534, top1-acc=85.10%, top5-acc=97.10%, remaining_time=0:00:12.768960, arrival_time=2021-04-10 03:32:28.355423, cost_time=0:00:13.301008 2021-04-10 03:32:16,896 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.57ms, fps=1956 images/s, loss=0.5552, top1-acc=85.10%, top5-acc=97.09%, remaining_time=0:00:11.422864, arrival_time=2021-04-10 03:32:28.318932, cost_time=0:00:14.610683 2021-04-10 03:32:18,199 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.41ms, fps=1966 images/s, loss=0.5564, top1-acc=85.08%, top5-acc=97.07%, remaining_time=0:00:10.078664, arrival_time=2021-04-10 03:32:28.277688, cost_time=0:00:15.913667 2021-04-10 03:32:19,502 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.37ms, fps=1965 images/s, loss=0.5595, top1-acc=85.00%, top5-acc=97.04%, remaining_time=0:00:08.740908, arrival_time=2021-04-10 03:32:28.243174, cost_time=0:00:17.216917 2021-04-10 03:32:20,808 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.50ms, fps=1962 images/s, loss=0.5611, top1-acc=84.98%, top5-acc=97.02%, remaining_time=0:00:07.408968, arrival_time=2021-04-10 03:32:28.216879, cost_time=0:00:18.522462 2021-04-10 03:32:22,112 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.66ms, fps=1963 images/s, loss=0.5646, top1-acc=84.95%, top5-acc=96.99%, remaining_time=0:00:06.080418, arrival_time=2021-04-10 03:32:28.193173, cost_time=0:00:19.827439 2021-04-10 03:32:23,418 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=2.15ms, fps=1961 images/s, loss=0.5652, top1-acc=84.98%, top5-acc=96.98%, remaining_time=0:00:04.755060, arrival_time=2021-04-10 03:32:28.173958, cost_time=0:00:21.133550 2021-04-10 03:32:24,726 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.43ms, fps=1959 images/s, loss=0.5677, top1-acc=84.87%, top5-acc=96.96%, remaining_time=0:00:03.432130, arrival_time=2021-04-10 03:32:28.158263, cost_time=0:00:22.440822 2021-04-10 03:32:26,034 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.47ms, fps=1958 images/s, loss=0.5709, top1-acc=84.76%, top5-acc=96.92%, remaining_time=0:00:02.111008, arrival_time=2021-04-10 03:32:28.145348, cost_time=0:00:23.748897 2021-04-10 03:32:27,351 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.25ms, fps=1945 images/s, loss=0.5704, top1-acc=84.80%, top5-acc=96.91%, remaining_time=0:00:00.791556, arrival_time=2021-04-10 03:32:28.142836, cost_time=0:00:25.065932 2021-04-10 03:32:28,060 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.27ms, fps=1920 images/s, loss=0.5706, top1-acc=84.77%, top5-acc=96.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:28.060235, cost_time=0:00:25.774645 2021-04-10 03:32:28,607 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=0.21ms, fps=4699 images/s, loss=1.5199, top1-acc=65.00%, top5-acc=87.07%, remaining_time=0:00:01.634460, arrival_time=2021-04-10 03:32:30.241518, cost_time=0:00:00.544825 2021-04-10 03:32:29,042 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.38ms, fps=5890 images/s, loss=1.5353, top1-acc=65.23%, top5-acc=86.87%, remaining_time=0:00:00.979820, arrival_time=2021-04-10 03:32:30.021903, cost_time=0:00:00.979828 2021-04-10 03:32:29,477 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.78ms, fps=5888 images/s, loss=1.5132, top1-acc=65.66%, top5-acc=86.82%, remaining_time=0:00:00.471690, arrival_time=2021-04-10 03:32:29.949030, cost_time=0:00:01.415073 2021-04-10 03:32:29,870 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.08ms, fps=5909 images/s, loss=1.5449, top1-acc=65.29%, top5-acc=86.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:29.870400, cost_time=0:00:01.808195 2021-04-10 03:32:31,529 INFO : Epoch=0113 complete, best val top1-acc=65.29%, top5-acc=86.73% (epoch=113), remaining_time=0:41:32.636739, arrival_time=2021-04-10 04:14:04.166157, cost_time=0:53:57.562636 2021-04-10 03:32:31,530 INFO : Train start, epoch=0114, lr=0.039861 2021-04-10 03:32:33,067 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=0.26ms, fps=1665 images/s, loss=0.5348, top1-acc=85.16%, top5-acc=97.30%, remaining_time=0:00:28.590804, arrival_time=2021-04-10 03:33:01.658414, cost_time=0:00:01.537143 2021-04-10 03:32:34,375 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.32ms, fps=1959 images/s, loss=0.5434, top1-acc=85.35%, top5-acc=97.05%, remaining_time=0:00:25.030720, arrival_time=2021-04-10 03:32:59.405670, cost_time=0:00:02.844391 2021-04-10 03:32:35,681 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=4.33ms, fps=1961 images/s, loss=0.5468, top1-acc=85.43%, top5-acc=97.01%, remaining_time=0:00:22.967428, arrival_time=2021-04-10 03:32:58.648622, cost_time=0:00:04.150745 2021-04-10 03:32:36,990 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=2.17ms, fps=1956 images/s, loss=0.5396, top1-acc=85.66%, top5-acc=97.03%, remaining_time=0:00:21.292908, arrival_time=2021-04-10 03:32:58.283067, cost_time=0:00:05.459719 2021-04-10 03:32:38,307 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=4.20ms, fps=1944 images/s, loss=0.5360, top1-acc=85.64%, top5-acc=97.05%, remaining_time=0:00:19.788694, arrival_time=2021-04-10 03:32:58.096167, cost_time=0:00:06.776938 2021-04-10 03:32:39,630 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.53ms, fps=1936 images/s, loss=0.5443, top1-acc=85.43%, top5-acc=96.96%, remaining_time=0:00:18.359728, arrival_time=2021-04-10 03:32:57.990128, cost_time=0:00:08.099873 2021-04-10 03:32:40,937 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.72ms, fps=1960 images/s, loss=0.5435, top1-acc=85.45%, top5-acc=96.94%, remaining_time=0:00:16.931880, arrival_time=2021-04-10 03:32:57.869008, cost_time=0:00:09.406565 2021-04-10 03:32:42,247 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.59ms, fps=1955 images/s, loss=0.5471, top1-acc=85.25%, top5-acc=96.98%, remaining_time=0:00:15.539012, arrival_time=2021-04-10 03:32:57.786052, cost_time=0:00:10.716552 2021-04-10 03:32:43,558 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=2.13ms, fps=1953 images/s, loss=0.5523, top1-acc=85.16%, top5-acc=96.95%, remaining_time=0:00:14.166476, arrival_time=2021-04-10 03:32:57.725147, cost_time=0:00:12.028098 2021-04-10 03:32:44,876 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.59ms, fps=1944 images/s, loss=0.5572, top1-acc=85.04%, top5-acc=96.89%, remaining_time=0:00:12.812064, arrival_time=2021-04-10 03:32:57.688521, cost_time=0:00:13.345936 2021-04-10 03:32:46,175 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.40ms, fps=1972 images/s, loss=0.5580, top1-acc=84.95%, top5-acc=96.90%, remaining_time=0:00:11.449266, arrival_time=2021-04-10 03:32:57.624249, cost_time=0:00:14.644462 2021-04-10 03:32:47,484 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.68ms, fps=1956 images/s, loss=0.5613, top1-acc=84.83%, top5-acc=96.89%, remaining_time=0:00:10.104352, arrival_time=2021-04-10 03:32:57.589208, cost_time=0:00:15.954267 2021-04-10 03:32:48,789 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.84ms, fps=1964 images/s, loss=0.5631, top1-acc=84.82%, top5-acc=96.89%, remaining_time=0:00:08.762028, arrival_time=2021-04-10 03:32:57.551039, cost_time=0:00:17.258529 2021-04-10 03:32:50,091 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.40ms, fps=1967 images/s, loss=0.5633, top1-acc=84.86%, top5-acc=96.92%, remaining_time=0:00:07.424312, arrival_time=2021-04-10 03:32:57.515673, cost_time=0:00:18.560802 2021-04-10 03:32:51,390 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.45ms, fps=1971 images/s, loss=0.5647, top1-acc=84.85%, top5-acc=96.94%, remaining_time=0:00:06.090492, arrival_time=2021-04-10 03:32:57.481341, cost_time=0:00:19.860253 2021-04-10 03:32:52,697 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.55ms, fps=1960 images/s, loss=0.5655, top1-acc=84.81%, top5-acc=96.91%, remaining_time=0:00:04.762584, arrival_time=2021-04-10 03:32:57.460095, cost_time=0:00:21.166988 2021-04-10 03:32:53,998 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.87ms, fps=1968 images/s, loss=0.5668, top1-acc=84.83%, top5-acc=96.90%, remaining_time=0:00:03.436316, arrival_time=2021-04-10 03:32:57.435019, cost_time=0:00:22.468268 2021-04-10 03:32:55,299 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=2.64ms, fps=1969 images/s, loss=0.5697, top1-acc=84.72%, top5-acc=96.88%, remaining_time=0:00:02.112800, arrival_time=2021-04-10 03:32:57.412260, cost_time=0:00:23.768919 2021-04-10 03:32:56,606 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.57ms, fps=1959 images/s, loss=0.5692, top1-acc=84.72%, top5-acc=96.90%, remaining_time=0:00:00.791880, arrival_time=2021-04-10 03:32:57.398475, cost_time=0:00:25.076148 2021-04-10 03:32:57,309 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.41ms, fps=1935 images/s, loss=0.5686, top1-acc=84.74%, top5-acc=96.90%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:57.309920, cost_time=0:00:25.779480 2021-04-10 03:32:57,850 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.21ms, fps=4747 images/s, loss=1.7264, top1-acc=62.77%, top5-acc=84.49%, remaining_time=0:00:01.617930, arrival_time=2021-04-10 03:32:59.468538, cost_time=0:00:00.539307 2021-04-10 03:32:58,287 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.40ms, fps=5864 images/s, loss=1.6828, top1-acc=62.91%, top5-acc=85.57%, remaining_time=0:00:00.976200, arrival_time=2021-04-10 03:32:59.263766, cost_time=0:00:00.976205 2021-04-10 03:32:58,737 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=2.77ms, fps=5691 images/s, loss=1.6650, top1-acc=63.42%, top5-acc=85.70%, remaining_time=0:00:00.475520, arrival_time=2021-04-10 03:32:59.213437, cost_time=0:00:01.426568 2021-04-10 03:32:59,142 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.08ms, fps=5743 images/s, loss=1.6511, top1-acc=63.44%, top5-acc=85.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:59.142519, cost_time=0:00:01.831242 2021-04-10 03:32:59,980 INFO : Epoch=0114 complete, best val top1-acc=65.29%, top5-acc=86.73% (epoch=113), remaining_time=0:41:03.834554, arrival_time=2021-04-10 04:14:03.814624, cost_time=0:54:26.013299 2021-04-10 03:32:59,980 INFO : Train start, epoch=0115, lr=0.039093 2021-04-10 03:33:01,482 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=0.27ms, fps=1706 images/s, loss=0.5313, top1-acc=85.98%, top5-acc=97.27%, remaining_time=0:00:27.915624, arrival_time=2021-04-10 03:33:29.397634, cost_time=0:00:01.500837 2021-04-10 03:33:02,784 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.48ms, fps=1966 images/s, loss=0.5418, top1-acc=85.66%, top5-acc=97.40%, remaining_time=0:00:24.672384, arrival_time=2021-04-10 03:33:27.457150, cost_time=0:00:02.803673 2021-04-10 03:33:04,090 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.71ms, fps=1962 images/s, loss=0.5570, top1-acc=85.31%, top5-acc=96.95%, remaining_time=0:00:22.737352, arrival_time=2021-04-10 03:33:26.827588, cost_time=0:00:04.109167 2021-04-10 03:33:05,398 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.43ms, fps=1958 images/s, loss=0.5377, top1-acc=85.64%, top5-acc=97.13%, remaining_time=0:00:21.127548, arrival_time=2021-04-10 03:33:26.525972, cost_time=0:00:05.417316 2021-04-10 03:33:06,705 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.65ms, fps=1959 images/s, loss=0.5362, top1-acc=85.66%, top5-acc=97.23%, remaining_time=0:00:19.635540, arrival_time=2021-04-10 03:33:26.341130, cost_time=0:00:06.724491 2021-04-10 03:33:08,008 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.59ms, fps=1965 images/s, loss=0.5406, top1-acc=85.61%, top5-acc=97.13%, remaining_time=0:00:18.196120, arrival_time=2021-04-10 03:33:26.204847, cost_time=0:00:08.027696 2021-04-10 03:33:09,318 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.76ms, fps=1955 images/s, loss=0.5357, top1-acc=85.65%, top5-acc=97.18%, remaining_time=0:00:16.807770, arrival_time=2021-04-10 03:33:26.126450, cost_time=0:00:09.337626 2021-04-10 03:33:10,627 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.69ms, fps=1956 images/s, loss=0.5375, top1-acc=85.63%, top5-acc=97.17%, remaining_time=0:00:15.437744, arrival_time=2021-04-10 03:33:26.065598, cost_time=0:00:10.646752 2021-04-10 03:33:11,927 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.62ms, fps=1971 images/s, loss=0.5374, top1-acc=85.59%, top5-acc=97.11%, remaining_time=0:00:14.069698, arrival_time=2021-04-10 03:33:25.996682, cost_time=0:00:11.945964 2021-04-10 03:33:13,226 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.48ms, fps=1971 images/s, loss=0.5422, top1-acc=85.48%, top5-acc=97.11%, remaining_time=0:00:12.715488, arrival_time=2021-04-10 03:33:25.941801, cost_time=0:00:13.245294 2021-04-10 03:33:14,523 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.36ms, fps=1974 images/s, loss=0.5411, top1-acc=85.48%, top5-acc=97.12%, remaining_time=0:00:11.369458, arrival_time=2021-04-10 03:33:25.892827, cost_time=0:00:14.542313 2021-04-10 03:33:15,839 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.97ms, fps=1947 images/s, loss=0.5399, top1-acc=85.56%, top5-acc=97.13%, remaining_time=0:00:10.043324, arrival_time=2021-04-10 03:33:25.882269, cost_time=0:00:15.857844 2021-04-10 03:33:17,144 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.37ms, fps=1962 images/s, loss=0.5415, top1-acc=85.48%, top5-acc=97.12%, remaining_time=0:00:08.713650, arrival_time=2021-04-10 03:33:25.857979, cost_time=0:00:17.163202 2021-04-10 03:33:18,458 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=2.55ms, fps=1950 images/s, loss=0.5449, top1-acc=85.41%, top5-acc=97.10%, remaining_time=0:00:07.390824, arrival_time=2021-04-10 03:33:25.849072, cost_time=0:00:18.477000 2021-04-10 03:33:19,790 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=2.19ms, fps=1923 images/s, loss=0.5446, top1-acc=85.39%, top5-acc=97.13%, remaining_time=0:00:06.074852, arrival_time=2021-04-10 03:33:25.865282, cost_time=0:00:19.809355 2021-04-10 03:33:21,110 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.47ms, fps=1940 images/s, loss=0.5510, top1-acc=85.22%, top5-acc=97.08%, remaining_time=0:00:04.754088, arrival_time=2021-04-10 03:33:25.864465, cost_time=0:00:21.129203 2021-04-10 03:33:22,420 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=2.30ms, fps=1956 images/s, loss=0.5527, top1-acc=85.18%, top5-acc=97.05%, remaining_time=0:00:03.431818, arrival_time=2021-04-10 03:33:25.851825, cost_time=0:00:22.438884 2021-04-10 03:33:23,728 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.48ms, fps=1958 images/s, loss=0.5533, top1-acc=85.14%, top5-acc=97.05%, remaining_time=0:00:02.110880, arrival_time=2021-04-10 03:33:25.839435, cost_time=0:00:23.747321 2021-04-10 03:33:25,029 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.45ms, fps=1970 images/s, loss=0.5539, top1-acc=85.13%, top5-acc=97.07%, remaining_time=0:00:00.790986, arrival_time=2021-04-10 03:33:25.819984, cost_time=0:00:25.047979 2021-04-10 03:33:25,734 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.54ms, fps=1929 images/s, loss=0.5572, top1-acc=85.09%, top5-acc=97.04%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:25.734556, cost_time=0:00:25.753536 2021-04-10 03:33:26,253 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=2.55ms, fps=4944 images/s, loss=1.8019, top1-acc=61.25%, top5-acc=83.71%, remaining_time=0:00:01.553370, arrival_time=2021-04-10 03:33:27.806777, cost_time=0:00:00.517786 2021-04-10 03:33:26,685 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.26ms, fps=5938 images/s, loss=1.7589, top1-acc=62.25%, top5-acc=84.39%, remaining_time=0:00:00.949380, arrival_time=2021-04-10 03:33:27.634373, cost_time=0:00:00.949372 2021-04-10 03:33:27,119 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.30ms, fps=5893 images/s, loss=1.7923, top1-acc=61.98%, top5-acc=84.09%, remaining_time=0:00:00.461440, arrival_time=2021-04-10 03:33:27.581307, cost_time=0:00:01.384310 2021-04-10 03:33:27,514 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.15ms, fps=5892 images/s, loss=1.7887, top1-acc=62.12%, top5-acc=84.34%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:27.513975, cost_time=0:00:01.778390 2021-04-10 03:33:28,319 INFO : Epoch=0115 complete, best val top1-acc=65.29%, top5-acc=86.73% (epoch=113), remaining_time=0:40:34.956665, arrival_time=2021-04-10 04:14:03.276561, cost_time=0:54:54.353146 2021-04-10 03:33:28,320 INFO : Train start, epoch=0116, lr=0.038328 2021-04-10 03:33:29,781 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.45ms, fps=1752 images/s, loss=0.5594, top1-acc=84.84%, top5-acc=96.91%, remaining_time=0:00:27.175158, arrival_time=2021-04-10 03:33:56.956801, cost_time=0:00:01.461034 2021-04-10 03:33:31,084 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.57ms, fps=1966 images/s, loss=0.5574, top1-acc=84.98%, top5-acc=96.95%, remaining_time=0:00:24.322848, arrival_time=2021-04-10 03:33:55.407428, cost_time=0:00:02.763966 2021-04-10 03:33:32,389 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.85ms, fps=1962 images/s, loss=0.5378, top1-acc=85.40%, top5-acc=97.11%, remaining_time=0:00:22.516074, arrival_time=2021-04-10 03:33:54.905912, cost_time=0:00:04.069171 2021-04-10 03:33:33,704 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=2.21ms, fps=1949 images/s, loss=0.5275, top1-acc=85.65%, top5-acc=97.18%, remaining_time=0:00:20.995884, arrival_time=2021-04-10 03:33:54.700164, cost_time=0:00:05.383557 2021-04-10 03:33:35,009 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.42ms, fps=1963 images/s, loss=0.5199, top1-acc=85.84%, top5-acc=97.31%, remaining_time=0:00:19.531296, arrival_time=2021-04-10 03:33:54.540735, cost_time=0:00:06.688793 2021-04-10 03:33:36,313 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.46ms, fps=1965 images/s, loss=0.5146, top1-acc=86.02%, top5-acc=97.37%, remaining_time=0:00:18.115880, arrival_time=2021-04-10 03:33:54.428845, cost_time=0:00:07.992316 2021-04-10 03:33:37,623 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.64ms, fps=1955 images/s, loss=0.5144, top1-acc=86.11%, top5-acc=97.37%, remaining_time=0:00:16.744518, arrival_time=2021-04-10 03:33:54.367675, cost_time=0:00:09.302502 2021-04-10 03:33:38,927 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.41ms, fps=1963 images/s, loss=0.5121, top1-acc=86.15%, top5-acc=97.36%, remaining_time=0:00:15.380208, arrival_time=2021-04-10 03:33:54.307863, cost_time=0:00:10.607077 2021-04-10 03:33:40,230 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.49ms, fps=1965 images/s, loss=0.5134, top1-acc=86.19%, top5-acc=97.37%, remaining_time=0:00:14.027404, arrival_time=2021-04-10 03:33:54.258075, cost_time=0:00:11.910103 2021-04-10 03:33:41,540 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.53ms, fps=1955 images/s, loss=0.5140, top1-acc=86.11%, top5-acc=97.36%, remaining_time=0:00:12.690912, arrival_time=2021-04-10 03:33:54.231302, cost_time=0:00:13.219664 2021-04-10 03:33:42,841 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.76ms, fps=1969 images/s, loss=0.5147, top1-acc=86.09%, top5-acc=97.35%, remaining_time=0:00:11.352430, arrival_time=2021-04-10 03:33:54.193511, cost_time=0:00:14.520522 2021-04-10 03:33:44,140 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.40ms, fps=1970 images/s, loss=0.5158, top1-acc=86.10%, top5-acc=97.32%, remaining_time=0:00:10.019536, arrival_time=2021-04-10 03:33:54.160461, cost_time=0:00:15.820356 2021-04-10 03:33:45,444 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.47ms, fps=1965 images/s, loss=0.5175, top1-acc=86.06%, top5-acc=97.26%, remaining_time=0:00:08.693520, arrival_time=2021-04-10 03:33:54.137710, cost_time=0:00:17.123626 2021-04-10 03:33:46,749 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=2.05ms, fps=1962 images/s, loss=0.5220, top1-acc=85.91%, top5-acc=97.24%, remaining_time=0:00:07.371392, arrival_time=2021-04-10 03:33:54.120595, cost_time=0:00:18.428498 2021-04-10 03:33:48,058 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.67ms, fps=1956 images/s, loss=0.5279, top1-acc=85.79%, top5-acc=97.19%, remaining_time=0:00:06.053094, arrival_time=2021-04-10 03:33:54.112027, cost_time=0:00:19.738367 2021-04-10 03:33:49,356 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.54ms, fps=1973 images/s, loss=0.5313, top1-acc=85.67%, top5-acc=97.19%, remaining_time=0:00:04.733136, arrival_time=2021-04-10 03:33:54.089885, cost_time=0:00:21.036171 2021-04-10 03:33:50,659 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.47ms, fps=1966 images/s, loss=0.5356, top1-acc=85.58%, top5-acc=97.15%, remaining_time=0:00:03.416530, arrival_time=2021-04-10 03:33:54.075879, cost_time=0:00:22.338789 2021-04-10 03:33:51,983 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=2.08ms, fps=1934 images/s, loss=0.5372, top1-acc=85.46%, top5-acc=97.16%, remaining_time=0:00:02.103344, arrival_time=2021-04-10 03:33:54.086445, cost_time=0:00:23.662536 2021-04-10 03:33:53,288 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.25ms, fps=1962 images/s, loss=0.5379, top1-acc=85.46%, top5-acc=97.14%, remaining_time=0:00:00.788460, arrival_time=2021-04-10 03:33:54.077061, cost_time=0:00:24.967942 2021-04-10 03:33:53,994 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.36ms, fps=1930 images/s, loss=0.5403, top1-acc=85.42%, top5-acc=97.12%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:53.993962, cost_time=0:00:25.673275 2021-04-10 03:33:54,512 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=2.13ms, fps=4948 images/s, loss=1.5680, top1-acc=65.12%, top5-acc=85.74%, remaining_time=0:00:01.551960, arrival_time=2021-04-10 03:33:56.064497, cost_time=0:00:00.517316 2021-04-10 03:33:54,948 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.74ms, fps=5883 images/s, loss=1.5960, top1-acc=64.57%, top5-acc=85.53%, remaining_time=0:00:00.952980, arrival_time=2021-04-10 03:33:55.901158, cost_time=0:00:00.952981 2021-04-10 03:33:55,380 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.32ms, fps=5929 images/s, loss=1.6223, top1-acc=64.13%, top5-acc=85.27%, remaining_time=0:00:00.461760, arrival_time=2021-04-10 03:33:55.842181, cost_time=0:00:01.385274 2021-04-10 03:33:55,775 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.10ms, fps=5875 images/s, loss=1.6046, top1-acc=64.25%, top5-acc=85.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:55.775682, cost_time=0:00:01.780534 2021-04-10 03:33:56,607 INFO : Epoch=0116 complete, best val top1-acc=65.29%, top5-acc=86.73% (epoch=113), remaining_time=0:40:06.050052, arrival_time=2021-04-10 04:14:02.657323, cost_time=0:55:22.640527 2021-04-10 03:33:56,607 INFO : Train start, epoch=0117, lr=0.037566 2021-04-10 03:33:58,091 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.47ms, fps=1726 images/s, loss=0.5630, top1-acc=85.04%, top5-acc=97.23%, remaining_time=0:00:27.594402, arrival_time=2021-04-10 03:34:25.685953, cost_time=0:00:01.483573 2021-04-10 03:33:59,409 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.58ms, fps=1943 images/s, loss=0.5620, top1-acc=84.88%, top5-acc=96.97%, remaining_time=0:00:24.651968, arrival_time=2021-04-10 03:34:24.061515, cost_time=0:00:02.801362 2021-04-10 03:34:00,716 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.90ms, fps=1960 images/s, loss=0.5635, top1-acc=85.00%, top5-acc=97.02%, remaining_time=0:00:22.731376, arrival_time=2021-04-10 03:34:23.447464, cost_time=0:00:04.108084 2021-04-10 03:34:02,029 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.88ms, fps=1951 images/s, loss=0.5589, top1-acc=85.14%, top5-acc=97.10%, remaining_time=0:00:21.141744, arrival_time=2021-04-10 03:34:23.170821, cost_time=0:00:05.420944 2021-04-10 03:34:03,335 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=2.02ms, fps=1961 images/s, loss=0.5435, top1-acc=85.44%, top5-acc=97.29%, remaining_time=0:00:19.644446, arrival_time=2021-04-10 03:34:22.980144, cost_time=0:00:06.727550 2021-04-10 03:34:04,641 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=2.26ms, fps=1962 images/s, loss=0.5408, top1-acc=85.33%, top5-acc=97.36%, remaining_time=0:00:18.208360, arrival_time=2021-04-10 03:34:22.849498, cost_time=0:00:08.033122 2021-04-10 03:34:05,948 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.69ms, fps=1960 images/s, loss=0.5309, top1-acc=85.65%, top5-acc=97.37%, remaining_time=0:00:16.812054, arrival_time=2021-04-10 03:34:22.760162, cost_time=0:00:09.340049 2021-04-10 03:34:07,252 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.43ms, fps=1964 images/s, loss=0.5279, top1-acc=85.80%, top5-acc=97.31%, remaining_time=0:00:15.433916, arrival_time=2021-04-10 03:34:22.686023, cost_time=0:00:10.644079 2021-04-10 03:34:08,556 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.47ms, fps=1964 images/s, loss=0.5235, top1-acc=85.88%, top5-acc=97.34%, remaining_time=0:00:14.072242, arrival_time=2021-04-10 03:34:22.628455, cost_time=0:00:11.948149 2021-04-10 03:34:09,858 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.55ms, fps=1967 images/s, loss=0.5237, top1-acc=85.82%, top5-acc=97.35%, remaining_time=0:00:12.720480, arrival_time=2021-04-10 03:34:22.579034, cost_time=0:00:13.250521 2021-04-10 03:34:11,164 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.42ms, fps=1962 images/s, loss=0.5256, top1-acc=85.75%, top5-acc=97.35%, remaining_time=0:00:11.380294, arrival_time=2021-04-10 03:34:22.544595, cost_time=0:00:14.556191 2021-04-10 03:34:12,467 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.51ms, fps=1966 images/s, loss=0.5248, top1-acc=85.74%, top5-acc=97.38%, remaining_time=0:00:10.044008, arrival_time=2021-04-10 03:34:22.511088, cost_time=0:00:15.859014 2021-04-10 03:34:13,775 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.51ms, fps=1958 images/s, loss=0.5249, top1-acc=85.73%, top5-acc=97.32%, remaining_time=0:00:08.715564, arrival_time=2021-04-10 03:34:22.490775, cost_time=0:00:17.167077 2021-04-10 03:34:15,083 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.43ms, fps=1959 images/s, loss=0.5250, top1-acc=85.73%, top5-acc=97.32%, remaining_time=0:00:07.389984, arrival_time=2021-04-10 03:34:22.473092, cost_time=0:00:18.475009 2021-04-10 03:34:16,383 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.97ms, fps=1969 images/s, loss=0.5285, top1-acc=85.62%, top5-acc=97.29%, remaining_time=0:00:06.064594, arrival_time=2021-04-10 03:34:22.448479, cost_time=0:00:19.775909 2021-04-10 03:34:17,689 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.57ms, fps=1962 images/s, loss=0.5286, top1-acc=85.63%, top5-acc=97.30%, remaining_time=0:00:04.743252, arrival_time=2021-04-10 03:34:22.432372, cost_time=0:00:21.081133 2021-04-10 03:34:18,990 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.60ms, fps=1969 images/s, loss=0.5317, top1-acc=85.54%, top5-acc=97.28%, remaining_time=0:00:03.423134, arrival_time=2021-04-10 03:34:22.413276, cost_time=0:00:22.382006 2021-04-10 03:34:20,299 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=2.38ms, fps=1956 images/s, loss=0.5357, top1-acc=85.45%, top5-acc=97.22%, remaining_time=0:00:02.105904, arrival_time=2021-04-10 03:34:22.405344, cost_time=0:00:23.691426 2021-04-10 03:34:21,602 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.41ms, fps=1965 images/s, loss=0.5362, top1-acc=85.44%, top5-acc=97.23%, remaining_time=0:00:00.789306, arrival_time=2021-04-10 03:34:22.392046, cost_time=0:00:24.994760 2021-04-10 03:34:22,306 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.87ms, fps=1933 images/s, loss=0.5383, top1-acc=85.42%, top5-acc=97.21%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:22.306838, cost_time=0:00:25.698840 2021-04-10 03:34:22,816 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=0.21ms, fps=5035 images/s, loss=1.5410, top1-acc=64.96%, top5-acc=86.41%, remaining_time=0:00:01.525380, arrival_time=2021-04-10 03:34:24.341770, cost_time=0:00:00.508458 2021-04-10 03:34:23,246 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.33ms, fps=5960 images/s, loss=1.5899, top1-acc=64.88%, top5-acc=86.25%, remaining_time=0:00:00.938360, arrival_time=2021-04-10 03:34:24.184666, cost_time=0:00:00.938367 2021-04-10 03:34:23,683 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.95ms, fps=5862 images/s, loss=1.5931, top1-acc=64.75%, top5-acc=86.42%, remaining_time=0:00:00.458480, arrival_time=2021-04-10 03:34:24.141893, cost_time=0:00:01.375430 2021-04-10 03:34:24,079 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.08ms, fps=5873 images/s, loss=1.5945, top1-acc=64.59%, top5-acc=86.21%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:24.079188, cost_time=0:00:01.771157 2021-04-10 03:34:24,832 INFO : Epoch=0117 complete, best val top1-acc=65.29%, top5-acc=86.73% (epoch=113), remaining_time=0:39:37.109957, arrival_time=2021-04-10 04:14:01.942608, cost_time=0:55:50.865877 2021-04-10 03:34:24,833 INFO : Train start, epoch=0118, lr=0.036806 2021-04-10 03:34:26,320 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.41ms, fps=1722 images/s, loss=0.5134, top1-acc=85.94%, top5-acc=97.27%, remaining_time=0:00:27.656898, arrival_time=2021-04-10 03:34:53.977448, cost_time=0:00:01.486933 2021-04-10 03:34:27,625 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.61ms, fps=1963 images/s, loss=0.5190, top1-acc=85.82%, top5-acc=97.23%, remaining_time=0:00:24.563616, arrival_time=2021-04-10 03:34:52.188589, cost_time=0:00:02.791330 2021-04-10 03:34:28,935 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.89ms, fps=1954 images/s, loss=0.5103, top1-acc=86.09%, top5-acc=97.46%, remaining_time=0:00:22.696682, arrival_time=2021-04-10 03:34:51.632120, cost_time=0:00:04.101798 2021-04-10 03:34:30,242 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.93ms, fps=1960 images/s, loss=0.5091, top1-acc=86.06%, top5-acc=97.44%, remaining_time=0:00:21.093228, arrival_time=2021-04-10 03:34:51.335458, cost_time=0:00:05.408520 2021-04-10 03:34:31,551 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.50ms, fps=1956 images/s, loss=0.5069, top1-acc=86.17%, top5-acc=97.43%, remaining_time=0:00:19.616852, arrival_time=2021-04-10 03:34:51.168589, cost_time=0:00:06.718123 2021-04-10 03:34:32,869 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=2.37ms, fps=1943 images/s, loss=0.5031, top1-acc=86.27%, top5-acc=97.48%, remaining_time=0:00:18.214480, arrival_time=2021-04-10 03:34:51.083913, cost_time=0:00:08.035822 2021-04-10 03:34:34,176 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.38ms, fps=1961 images/s, loss=0.5000, top1-acc=86.30%, top5-acc=97.51%, remaining_time=0:00:16.815582, arrival_time=2021-04-10 03:34:50.991453, cost_time=0:00:09.341965 2021-04-10 03:34:35,497 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=2.56ms, fps=1938 images/s, loss=0.4979, top1-acc=86.32%, top5-acc=97.54%, remaining_time=0:00:15.462916, arrival_time=2021-04-10 03:34:50.960696, cost_time=0:00:10.664119 2021-04-10 03:34:36,802 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.96ms, fps=1963 images/s, loss=0.4981, top1-acc=86.37%, top5-acc=97.52%, remaining_time=0:00:14.096940, arrival_time=2021-04-10 03:34:50.899699, cost_time=0:00:11.969078 2021-04-10 03:34:38,110 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.46ms, fps=1959 images/s, loss=0.4969, top1-acc=86.39%, top5-acc=97.53%, remaining_time=0:00:12.745248, arrival_time=2021-04-10 03:34:50.855321, cost_time=0:00:13.276341 2021-04-10 03:34:39,427 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.62ms, fps=1944 images/s, loss=0.4950, top1-acc=86.47%, top5-acc=97.55%, remaining_time=0:00:11.409792, arrival_time=2021-04-10 03:34:50.837350, cost_time=0:00:14.593872 2021-04-10 03:34:40,739 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=2.61ms, fps=1953 images/s, loss=0.4980, top1-acc=86.40%, top5-acc=97.50%, remaining_time=0:00:10.073496, arrival_time=2021-04-10 03:34:50.812670, cost_time=0:00:15.905483 2021-04-10 03:34:42,040 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.53ms, fps=1968 images/s, loss=0.5041, top1-acc=86.22%, top5-acc=97.45%, remaining_time=0:00:08.735892, arrival_time=2021-04-10 03:34:50.776606, cost_time=0:00:17.207096 2021-04-10 03:34:43,345 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.46ms, fps=1963 images/s, loss=0.5043, top1-acc=86.24%, top5-acc=97.44%, remaining_time=0:00:07.404768, arrival_time=2021-04-10 03:34:50.750251, cost_time=0:00:18.511873 2021-04-10 03:34:44,647 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.68ms, fps=1967 images/s, loss=0.5067, top1-acc=86.18%, top5-acc=97.43%, remaining_time=0:00:06.076140, arrival_time=2021-04-10 03:34:50.723392, cost_time=0:00:19.813546 2021-04-10 03:34:45,947 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.44ms, fps=1971 images/s, loss=0.5081, top1-acc=86.16%, top5-acc=97.43%, remaining_time=0:00:04.750524, arrival_time=2021-04-10 03:34:50.697499, cost_time=0:00:21.113368 2021-04-10 03:34:47,252 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.68ms, fps=1962 images/s, loss=0.5126, top1-acc=86.06%, top5-acc=97.36%, remaining_time=0:00:03.428698, arrival_time=2021-04-10 03:34:50.680751, cost_time=0:00:22.418406 2021-04-10 03:34:48,554 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.94ms, fps=1967 images/s, loss=0.5149, top1-acc=86.00%, top5-acc=97.32%, remaining_time=0:00:02.108512, arrival_time=2021-04-10 03:34:50.662885, cost_time=0:00:23.720729 2021-04-10 03:34:49,863 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.83ms, fps=1957 images/s, loss=0.5163, top1-acc=85.96%, top5-acc=97.31%, remaining_time=0:00:00.790398, arrival_time=2021-04-10 03:34:50.653382, cost_time=0:00:25.029300 2021-04-10 03:34:50,564 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.24ms, fps=1941 images/s, loss=0.5178, top1-acc=85.93%, top5-acc=97.32%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:50.564041, cost_time=0:00:25.730451 2021-04-10 03:34:51,101 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=3.93ms, fps=4769 images/s, loss=1.6373, top1-acc=64.73%, top5-acc=85.70%, remaining_time=0:00:01.610400, arrival_time=2021-04-10 03:34:52.712220, cost_time=0:00:00.536802 2021-04-10 03:34:51,536 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.29ms, fps=5901 images/s, loss=1.6450, top1-acc=64.37%, top5-acc=85.86%, remaining_time=0:00:00.971140, arrival_time=2021-04-10 03:34:52.507297, cost_time=0:00:00.971143 2021-04-10 03:34:51,970 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.87ms, fps=5896 images/s, loss=1.6382, top1-acc=64.65%, top5-acc=85.73%, remaining_time=0:00:00.468590, arrival_time=2021-04-10 03:34:52.439338, cost_time=0:00:01.405777 2021-04-10 03:34:52,367 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.09ms, fps=5855 images/s, loss=1.6112, top1-acc=64.57%, top5-acc=85.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:52.367340, cost_time=0:00:01.802398 2021-04-10 03:34:53,163 INFO : Epoch=0118 complete, best val top1-acc=65.29%, top5-acc=86.73% (epoch=113), remaining_time=0:39:08.255484, arrival_time=2021-04-10 04:14:01.419120, cost_time=0:56:19.196866 2021-04-10 03:34:53,164 INFO : Train start, epoch=0119, lr=0.036050 2021-04-10 03:34:54,636 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.57ms, fps=1739 images/s, loss=0.5224, top1-acc=85.70%, top5-acc=97.23%, remaining_time=0:00:27.384408, arrival_time=2021-04-10 03:35:22.021262, cost_time=0:00:01.472282 2021-04-10 03:34:55,936 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.43ms, fps=1970 images/s, loss=0.5184, top1-acc=86.15%, top5-acc=97.25%, remaining_time=0:00:24.395008, arrival_time=2021-04-10 03:35:20.331739, cost_time=0:00:02.772156 2021-04-10 03:34:57,246 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.42ms, fps=1956 images/s, loss=0.5121, top1-acc=86.17%, top5-acc=97.40%, remaining_time=0:00:22.584300, arrival_time=2021-04-10 03:35:19.830365, cost_time=0:00:04.081494 2021-04-10 03:34:58,549 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=2.27ms, fps=1965 images/s, loss=0.4961, top1-acc=86.56%, top5-acc=97.55%, remaining_time=0:00:21.000252, arrival_time=2021-04-10 03:35:19.549728, cost_time=0:00:05.384696 2021-04-10 03:34:59,858 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.85ms, fps=1956 images/s, loss=0.4952, top1-acc=86.52%, top5-acc=97.55%, remaining_time=0:00:19.546772, arrival_time=2021-04-10 03:35:19.405488, cost_time=0:00:06.694104 2021-04-10 03:35:01,168 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.45ms, fps=1955 images/s, loss=0.4890, top1-acc=86.56%, top5-acc=97.60%, remaining_time=0:00:18.142400, arrival_time=2021-04-10 03:35:19.311109, cost_time=0:00:08.003973 2021-04-10 03:35:02,491 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=2.50ms, fps=1937 images/s, loss=0.4870, top1-acc=86.69%, top5-acc=97.53%, remaining_time=0:00:16.787862, arrival_time=2021-04-10 03:35:19.279162, cost_time=0:00:09.326580 2021-04-10 03:35:03,794 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.77ms, fps=1966 images/s, loss=0.4883, top1-acc=86.66%, top5-acc=97.54%, remaining_time=0:00:15.412688, arrival_time=2021-04-10 03:35:19.206790, cost_time=0:00:10.629400 2021-04-10 03:35:05,102 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.43ms, fps=1958 images/s, loss=0.4934, top1-acc=86.55%, top5-acc=97.49%, remaining_time=0:00:14.059840, arrival_time=2021-04-10 03:35:19.162134, cost_time=0:00:11.937568 2021-04-10 03:35:06,413 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.89ms, fps=1954 images/s, loss=0.4914, top1-acc=86.59%, top5-acc=97.53%, remaining_time=0:00:12.718656, arrival_time=2021-04-10 03:35:19.131944, cost_time=0:00:13.248633 2021-04-10 03:35:07,717 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=2.00ms, fps=1963 images/s, loss=0.4895, top1-acc=86.61%, top5-acc=97.56%, remaining_time=0:00:11.377886, arrival_time=2021-04-10 03:35:19.095684, cost_time=0:00:14.553141 2021-04-10 03:35:09,021 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.50ms, fps=1964 images/s, loss=0.4932, top1-acc=86.52%, top5-acc=97.54%, remaining_time=0:00:10.042944, arrival_time=2021-04-10 03:35:19.064827, cost_time=0:00:15.857249 2021-04-10 03:35:10,348 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=2.57ms, fps=1931 images/s, loss=0.4928, top1-acc=86.53%, top5-acc=97.55%, remaining_time=0:00:08.723946, arrival_time=2021-04-10 03:35:19.072308, cost_time=0:00:17.183579 2021-04-10 03:35:11,659 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.91ms, fps=1954 images/s, loss=0.4955, top1-acc=86.45%, top5-acc=97.51%, remaining_time=0:00:07.397824, arrival_time=2021-04-10 03:35:19.056996, cost_time=0:00:18.494545 2021-04-10 03:35:12,964 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.40ms, fps=1963 images/s, loss=0.4971, top1-acc=86.45%, top5-acc=97.49%, remaining_time=0:00:06.071816, arrival_time=2021-04-10 03:35:19.035914, cost_time=0:00:19.799437 2021-04-10 03:35:14,266 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.53ms, fps=1970 images/s, loss=0.4997, top1-acc=86.39%, top5-acc=97.47%, remaining_time=0:00:04.747896, arrival_time=2021-04-10 03:35:19.014226, cost_time=0:00:21.101755 2021-04-10 03:35:15,583 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.55ms, fps=1944 images/s, loss=0.5025, top1-acc=86.34%, top5-acc=97.46%, remaining_time=0:00:03.428776, arrival_time=2021-04-10 03:35:19.012325, cost_time=0:00:22.418854 2021-04-10 03:35:16,893 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.36ms, fps=1956 images/s, loss=0.5038, top1-acc=86.31%, top5-acc=97.47%, remaining_time=0:00:02.109184, arrival_time=2021-04-10 03:35:19.002290, cost_time=0:00:23.728326 2021-04-10 03:35:18,196 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.62ms, fps=1966 images/s, loss=0.5049, top1-acc=86.23%, top5-acc=97.46%, remaining_time=0:00:00.790470, arrival_time=2021-04-10 03:35:18.986676, cost_time=0:00:25.031520 2021-04-10 03:35:18,899 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.29ms, fps=1937 images/s, loss=0.5072, top1-acc=86.20%, top5-acc=97.43%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:18.898995, cost_time=0:00:25.734433 2021-04-10 03:35:19,404 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=2.30ms, fps=5075 images/s, loss=1.8505, top1-acc=62.66%, top5-acc=84.22%, remaining_time=0:00:01.513140, arrival_time=2021-04-10 03:35:20.917503, cost_time=0:00:00.504375 2021-04-10 03:35:19,836 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=0.21ms, fps=5935 images/s, loss=1.7791, top1-acc=63.24%, top5-acc=84.79%, remaining_time=0:00:00.936020, arrival_time=2021-04-10 03:35:20.772124, cost_time=0:00:00.936027 2021-04-10 03:35:20,266 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.42ms, fps=5957 images/s, loss=1.7755, top1-acc=62.75%, top5-acc=84.80%, remaining_time=0:00:00.455440, arrival_time=2021-04-10 03:35:20.721758, cost_time=0:00:01.366317 2021-04-10 03:35:20,654 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.08ms, fps=5977 images/s, loss=1.7613, top1-acc=62.66%, top5-acc=84.55%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:20.654803, cost_time=0:00:01.754839 2021-04-10 03:35:21,429 INFO : Epoch=0119 complete, best val top1-acc=65.29%, top5-acc=86.73% (epoch=113), remaining_time=0:38:39.365259, arrival_time=2021-04-10 04:14:00.794544, cost_time=0:56:47.462533 2021-04-10 03:35:21,429 INFO : Train start, epoch=0120, lr=0.035298 2021-04-10 03:35:22,923 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.65ms, fps=1714 images/s, loss=0.5025, top1-acc=86.37%, top5-acc=97.89%, remaining_time=0:00:27.776682, arrival_time=2021-04-10 03:35:50.700176, cost_time=0:00:01.493371 2021-04-10 03:35:24,234 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.61ms, fps=1954 images/s, loss=0.5182, top1-acc=86.19%, top5-acc=97.42%, remaining_time=0:00:24.681008, arrival_time=2021-04-10 03:35:48.915731, cost_time=0:00:02.804669 2021-04-10 03:35:25,531 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.58ms, fps=1976 images/s, loss=0.5127, top1-acc=86.20%, top5-acc=97.40%, remaining_time=0:00:22.692366, arrival_time=2021-04-10 03:35:48.223361, cost_time=0:00:04.101038 2021-04-10 03:35:26,841 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=14.72ms, fps=1955 images/s, loss=0.5006, top1-acc=86.46%, top5-acc=97.38%, remaining_time=0:00:21.102900, arrival_time=2021-04-10 03:35:47.943921, cost_time=0:00:05.410999 2021-04-10 03:35:28,142 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.41ms, fps=1968 images/s, loss=0.4979, top1-acc=86.71%, top5-acc=97.30%, remaining_time=0:00:19.601084, arrival_time=2021-04-10 03:35:47.743737, cost_time=0:00:06.712683 2021-04-10 03:35:29,459 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.65ms, fps=1944 images/s, loss=0.4889, top1-acc=86.86%, top5-acc=97.39%, remaining_time=0:00:18.201016, arrival_time=2021-04-10 03:35:47.660857, cost_time=0:00:08.029879 2021-04-10 03:35:30,767 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.57ms, fps=1959 images/s, loss=0.4808, top1-acc=86.99%, top5-acc=97.51%, remaining_time=0:00:16.806762, arrival_time=2021-04-10 03:35:47.573990, cost_time=0:00:09.337120 2021-04-10 03:35:32,068 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.53ms, fps=1969 images/s, loss=0.4813, top1-acc=86.93%, top5-acc=97.54%, remaining_time=0:00:15.424984, arrival_time=2021-04-10 03:35:47.492991, cost_time=0:00:10.637952 2021-04-10 03:35:33,376 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.49ms, fps=1958 images/s, loss=0.4879, top1-acc=86.74%, top5-acc=97.44%, remaining_time=0:00:14.070228, arrival_time=2021-04-10 03:35:47.446656, cost_time=0:00:11.946380 2021-04-10 03:35:34,676 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.34ms, fps=1971 images/s, loss=0.4950, top1-acc=86.60%, top5-acc=97.41%, remaining_time=0:00:12.716064, arrival_time=2021-04-10 03:35:47.392013, cost_time=0:00:13.245901 2021-04-10 03:35:35,983 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.56ms, fps=1959 images/s, loss=0.4940, top1-acc=86.70%, top5-acc=97.41%, remaining_time=0:00:11.378058, arrival_time=2021-04-10 03:35:47.361468, cost_time=0:00:14.553361 2021-04-10 03:35:37,279 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.35ms, fps=1976 images/s, loss=0.4927, top1-acc=86.76%, top5-acc=97.44%, remaining_time=0:00:10.038156, arrival_time=2021-04-10 03:35:47.317828, cost_time=0:00:15.849704 2021-04-10 03:35:38,577 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.33ms, fps=1974 images/s, loss=0.4900, top1-acc=86.78%, top5-acc=97.43%, remaining_time=0:00:08.705400, arrival_time=2021-04-10 03:35:47.282428, cost_time=0:00:17.146978 2021-04-10 03:35:39,890 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.44ms, fps=1949 images/s, loss=0.4914, top1-acc=86.68%, top5-acc=97.44%, remaining_time=0:00:07.384328, arrival_time=2021-04-10 03:35:47.275108, cost_time=0:00:18.460799 2021-04-10 03:35:41,189 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.45ms, fps=1972 images/s, loss=0.4915, top1-acc=86.66%, top5-acc=97.43%, remaining_time=0:00:06.059626, arrival_time=2021-04-10 03:35:47.249282, cost_time=0:00:19.759691 2021-04-10 03:35:42,491 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.53ms, fps=1967 images/s, loss=0.4929, top1-acc=86.59%, top5-acc=97.42%, remaining_time=0:00:04.738788, arrival_time=2021-04-10 03:35:47.230146, cost_time=0:00:21.061305 2021-04-10 03:35:43,792 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.56ms, fps=1968 images/s, loss=0.4929, top1-acc=86.59%, top5-acc=97.44%, remaining_time=0:00:03.420144, arrival_time=2021-04-10 03:35:47.212710, cost_time=0:00:22.362508 2021-04-10 03:35:45,092 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.32ms, fps=1970 images/s, loss=0.4955, top1-acc=86.54%, top5-acc=97.41%, remaining_time=0:00:02.103312, arrival_time=2021-04-10 03:35:47.195612, cost_time=0:00:23.662331 2021-04-10 03:35:46,396 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.89ms, fps=1963 images/s, loss=0.4963, top1-acc=86.53%, top5-acc=97.42%, remaining_time=0:00:00.788418, arrival_time=2021-04-10 03:35:47.185077, cost_time=0:00:24.966592 2021-04-10 03:35:47,104 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.90ms, fps=1923 images/s, loss=0.4956, top1-acc=86.54%, top5-acc=97.43%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:47.104435, cost_time=0:00:25.674460 2021-04-10 03:35:47,659 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=0.20ms, fps=4625 images/s, loss=1.7415, top1-acc=63.87%, top5-acc=85.66%, remaining_time=0:00:01.660530, arrival_time=2021-04-10 03:35:49.319562, cost_time=0:00:00.553506 2021-04-10 03:35:48,087 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.35ms, fps=5975 images/s, loss=1.7685, top1-acc=63.09%, top5-acc=84.51%, remaining_time=0:00:00.982260, arrival_time=2021-04-10 03:35:49.070135, cost_time=0:00:00.982263 2021-04-10 03:35:48,515 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.30ms, fps=5991 images/s, loss=1.7767, top1-acc=62.89%, top5-acc=84.61%, remaining_time=0:00:00.470040, arrival_time=2021-04-10 03:35:48.985706, cost_time=0:00:01.410130 2021-04-10 03:35:48,906 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.07ms, fps=5946 images/s, loss=1.7673, top1-acc=63.21%, top5-acc=84.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:48.906150, cost_time=0:00:01.800650 2021-04-10 03:35:49,676 INFO : Epoch=0120 complete, best val top1-acc=65.29%, top5-acc=86.73% (epoch=113), remaining_time=0:38:10.473360, arrival_time=2021-04-10 04:14:00.150157, cost_time=0:57:15.710013 2021-04-10 03:35:49,677 INFO : Train start, epoch=0121, lr=0.034549 2021-04-10 03:35:51,157 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=0.51ms, fps=1730 images/s, loss=0.4427, top1-acc=87.97%, top5-acc=97.93%, remaining_time=0:00:27.527814, arrival_time=2021-04-10 03:36:18.685714, cost_time=0:00:01.479987 2021-04-10 03:35:52,459 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.63ms, fps=1968 images/s, loss=0.4585, top1-acc=87.64%, top5-acc=97.81%, remaining_time=0:00:24.474032, arrival_time=2021-04-10 03:36:16.933080, cost_time=0:00:02.781138 2021-04-10 03:35:53,761 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.43ms, fps=1967 images/s, loss=0.4545, top1-acc=87.60%, top5-acc=97.84%, remaining_time=0:00:22.593928, arrival_time=2021-04-10 03:36:16.355073, cost_time=0:00:04.083238 2021-04-10 03:35:55,064 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.58ms, fps=1966 images/s, loss=0.4524, top1-acc=87.71%, top5-acc=97.84%, remaining_time=0:00:21.006180, arrival_time=2021-04-10 03:36:16.070323, cost_time=0:00:05.386212 2021-04-10 03:35:56,364 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.44ms, fps=1969 images/s, loss=0.4428, top1-acc=87.97%, top5-acc=97.87%, remaining_time=0:00:19.526040, arrival_time=2021-04-10 03:36:15.890859, cost_time=0:00:06.687005 2021-04-10 03:35:57,669 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.64ms, fps=1963 images/s, loss=0.4379, top1-acc=87.94%, top5-acc=97.98%, remaining_time=0:00:18.113840, arrival_time=2021-04-10 03:36:15.783134, cost_time=0:00:07.991399 2021-04-10 03:35:58,973 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=2.56ms, fps=1963 images/s, loss=0.4387, top1-acc=87.99%, top5-acc=97.98%, remaining_time=0:00:16.732548, arrival_time=2021-04-10 03:36:15.706302, cost_time=0:00:09.295847 2021-04-10 03:36:00,345 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.70ms, fps=1868 images/s, loss=0.4474, top1-acc=87.80%, top5-acc=97.88%, remaining_time=0:00:15.467440, arrival_time=2021-04-10 03:36:15.812582, cost_time=0:00:10.667236 2021-04-10 03:36:01,680 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=15.22ms, fps=1918 images/s, loss=0.4491, top1-acc=87.76%, top5-acc=97.81%, remaining_time=0:00:14.136584, arrival_time=2021-04-10 03:36:15.817213, cost_time=0:00:12.002795 2021-04-10 03:36:02,981 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.37ms, fps=1969 images/s, loss=0.4556, top1-acc=87.54%, top5-acc=97.79%, remaining_time=0:00:12.771168, arrival_time=2021-04-10 03:36:15.752412, cost_time=0:00:13.303338 2021-04-10 03:36:04,281 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.35ms, fps=1970 images/s, loss=0.4577, top1-acc=87.49%, top5-acc=97.80%, remaining_time=0:00:11.417360, arrival_time=2021-04-10 03:36:15.698888, cost_time=0:00:14.603631 2021-04-10 03:36:05,580 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.48ms, fps=1972 images/s, loss=0.4597, top1-acc=87.43%, top5-acc=97.79%, remaining_time=0:00:10.071444, arrival_time=2021-04-10 03:36:15.651594, cost_time=0:00:15.902250 2021-04-10 03:36:06,874 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.44ms, fps=1979 images/s, loss=0.4656, top1-acc=87.29%, top5-acc=97.75%, remaining_time=0:00:08.730678, arrival_time=2021-04-10 03:36:15.605315, cost_time=0:00:17.196729 2021-04-10 03:36:08,169 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.36ms, fps=1977 images/s, loss=0.4670, top1-acc=87.28%, top5-acc=97.73%, remaining_time=0:00:07.396816, arrival_time=2021-04-10 03:36:15.566659, cost_time=0:00:18.492024 2021-04-10 03:36:09,468 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.90ms, fps=1973 images/s, loss=0.4728, top1-acc=87.12%, top5-acc=97.67%, remaining_time=0:00:06.068964, arrival_time=2021-04-10 03:36:15.537043, cost_time=0:00:19.790126 2021-04-10 03:36:10,765 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.49ms, fps=1975 images/s, loss=0.4740, top1-acc=87.06%, top5-acc=97.67%, remaining_time=0:00:04.744656, arrival_time=2021-04-10 03:36:15.509950, cost_time=0:00:21.087390 2021-04-10 03:36:12,066 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.47ms, fps=1968 images/s, loss=0.4740, top1-acc=87.07%, top5-acc=97.67%, remaining_time=0:00:03.424174, arrival_time=2021-04-10 03:36:15.490997, cost_time=0:00:22.388881 2021-04-10 03:36:13,374 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.42ms, fps=1958 images/s, loss=0.4750, top1-acc=87.04%, top5-acc=97.66%, remaining_time=0:00:02.106400, arrival_time=2021-04-10 03:36:15.481261, cost_time=0:00:23.696931 2021-04-10 03:36:14,671 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.27ms, fps=1975 images/s, loss=0.4766, top1-acc=87.01%, top5-acc=97.65%, remaining_time=0:00:00.789276, arrival_time=2021-04-10 03:36:15.460904, cost_time=0:00:24.993809 2021-04-10 03:36:15,376 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.47ms, fps=1930 images/s, loss=0.4775, top1-acc=86.99%, top5-acc=97.64%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:15.376760, cost_time=0:00:25.698869 2021-04-10 03:36:15,923 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=2.74ms, fps=4696 images/s, loss=1.6343, top1-acc=63.95%, top5-acc=85.47%, remaining_time=0:00:01.635210, arrival_time=2021-04-10 03:36:17.558218, cost_time=0:00:00.545071 2021-04-10 03:36:16,350 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.30ms, fps=6001 images/s, loss=1.6273, top1-acc=64.22%, top5-acc=85.57%, remaining_time=0:00:00.972120, arrival_time=2021-04-10 03:36:17.322135, cost_time=0:00:00.972122 2021-04-10 03:36:16,776 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.28ms, fps=6010 images/s, loss=1.5865, top1-acc=64.97%, top5-acc=85.96%, remaining_time=0:00:00.466140, arrival_time=2021-04-10 03:36:17.242462, cost_time=0:00:01.398431 2021-04-10 03:36:17,164 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.07ms, fps=5981 images/s, loss=1.5636, top1-acc=65.12%, top5-acc=86.12%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:17.164556, cost_time=0:00:01.786683 2021-04-10 03:36:18,020 INFO : Epoch=0121 complete, best val top1-acc=65.29%, top5-acc=86.73% (epoch=113), remaining_time=0:37:41.654897, arrival_time=2021-04-10 04:13:59.675416, cost_time=0:57:44.053760 2021-04-10 03:36:18,021 INFO : Train start, epoch=0122, lr=0.033804 2021-04-10 03:36:19,480 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.36ms, fps=1754 images/s, loss=0.4173, top1-acc=88.71%, top5-acc=98.09%, remaining_time=0:00:27.149304, arrival_time=2021-04-10 03:36:46.630133, cost_time=0:00:01.459638 2021-04-10 03:36:20,777 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.68ms, fps=1976 images/s, loss=0.4241, top1-acc=88.42%, top5-acc=98.03%, remaining_time=0:00:24.249808, arrival_time=2021-04-10 03:36:45.026756, cost_time=0:00:02.755665 2021-04-10 03:36:22,072 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.32ms, fps=1977 images/s, loss=0.4408, top1-acc=88.16%, top5-acc=97.80%, remaining_time=0:00:22.415312, arrival_time=2021-04-10 03:36:44.487485, cost_time=0:00:04.050963 2021-04-10 03:36:23,371 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.44ms, fps=1972 images/s, loss=0.4371, top1-acc=88.21%, top5-acc=97.82%, remaining_time=0:00:20.864376, arrival_time=2021-04-10 03:36:44.235430, cost_time=0:00:05.349858 2021-04-10 03:36:24,670 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.89ms, fps=1971 images/s, loss=0.4366, top1-acc=88.23%, top5-acc=97.81%, remaining_time=0:00:19.414934, arrival_time=2021-04-10 03:36:44.085121, cost_time=0:00:06.648958 2021-04-10 03:36:25,965 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.54ms, fps=1977 images/s, loss=0.4397, top1-acc=88.12%, top5-acc=97.75%, remaining_time=0:00:18.006808, arrival_time=2021-04-10 03:36:43.972174, cost_time=0:00:07.944177 2021-04-10 03:36:27,264 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.48ms, fps=1971 images/s, loss=0.4370, top1-acc=88.18%, top5-acc=97.79%, remaining_time=0:00:16.638300, arrival_time=2021-04-10 03:36:43.903093, cost_time=0:00:09.243525 2021-04-10 03:36:28,560 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.46ms, fps=1977 images/s, loss=0.4371, top1-acc=88.14%, top5-acc=97.82%, remaining_time=0:00:15.281608, arrival_time=2021-04-10 03:36:43.841889, cost_time=0:00:10.539073 2021-04-10 03:36:29,864 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.46ms, fps=1965 images/s, loss=0.4448, top1-acc=87.92%, top5-acc=97.76%, remaining_time=0:00:13.947692, arrival_time=2021-04-10 03:36:43.811622, cost_time=0:00:11.842421 2021-04-10 03:36:31,166 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.45ms, fps=1966 images/s, loss=0.4468, top1-acc=87.92%, top5-acc=97.78%, remaining_time=0:00:12.619872, arrival_time=2021-04-10 03:36:43.786785, cost_time=0:00:13.145715 2021-04-10 03:36:32,469 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.32ms, fps=1966 images/s, loss=0.4503, top1-acc=87.82%, top5-acc=97.79%, remaining_time=0:00:11.296100, arrival_time=2021-04-10 03:36:43.765903, cost_time=0:00:14.448535 2021-04-10 03:36:33,763 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.45ms, fps=1980 images/s, loss=0.4547, top1-acc=87.69%, top5-acc=97.79%, remaining_time=0:00:09.970060, arrival_time=2021-04-10 03:36:43.733449, cost_time=0:00:15.742198 2021-04-10 03:36:35,070 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.33ms, fps=1959 images/s, loss=0.4552, top1-acc=87.66%, top5-acc=97.78%, remaining_time=0:00:08.655702, arrival_time=2021-04-10 03:36:43.726121, cost_time=0:00:17.049140 2021-04-10 03:36:36,367 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.44ms, fps=1974 images/s, loss=0.4575, top1-acc=87.61%, top5-acc=97.74%, remaining_time=0:00:07.338632, arrival_time=2021-04-10 03:36:43.706440, cost_time=0:00:18.346522 2021-04-10 03:36:37,664 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.35ms, fps=1975 images/s, loss=0.4592, top1-acc=87.59%, top5-acc=97.73%, remaining_time=0:00:06.024022, arrival_time=2021-04-10 03:36:43.688701, cost_time=0:00:19.643482 2021-04-10 03:36:38,962 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.59ms, fps=1973 images/s, loss=0.4603, top1-acc=87.60%, top5-acc=97.71%, remaining_time=0:00:04.711752, arrival_time=2021-04-10 03:36:43.674196, cost_time=0:00:20.941170 2021-04-10 03:36:40,258 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.49ms, fps=1976 images/s, loss=0.4590, top1-acc=87.59%, top5-acc=97.74%, remaining_time=0:00:03.401008, arrival_time=2021-04-10 03:36:43.659597, cost_time=0:00:22.237385 2021-04-10 03:36:41,552 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.40ms, fps=1980 images/s, loss=0.4595, top1-acc=87.58%, top5-acc=97.75%, remaining_time=0:00:02.091632, arrival_time=2021-04-10 03:36:43.643706, cost_time=0:00:23.530879 2021-04-10 03:36:42,848 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.40ms, fps=1976 images/s, loss=0.4649, top1-acc=87.49%, top5-acc=97.69%, remaining_time=0:00:00.784008, arrival_time=2021-04-10 03:36:43.632117, cost_time=0:00:24.826874 2021-04-10 03:36:43,554 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.25ms, fps=1928 images/s, loss=0.4676, top1-acc=87.44%, top5-acc=97.68%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:43.554092, cost_time=0:00:25.532903 2021-04-10 03:36:44,079 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=1.77ms, fps=4883 images/s, loss=1.6268, top1-acc=65.35%, top5-acc=86.05%, remaining_time=0:00:01.572600, arrival_time=2021-04-10 03:36:45.652160, cost_time=0:00:00.524203 2021-04-10 03:36:44,511 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.31ms, fps=5930 images/s, loss=1.6376, top1-acc=64.88%, top5-acc=86.09%, remaining_time=0:00:00.956400, arrival_time=2021-04-10 03:36:45.468106, cost_time=0:00:00.956400 2021-04-10 03:36:44,939 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.49ms, fps=5990 images/s, loss=1.6718, top1-acc=64.15%, top5-acc=85.70%, remaining_time=0:00:00.461360, arrival_time=2021-04-10 03:36:45.400822, cost_time=0:00:01.384078 2021-04-10 03:36:45,327 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.07ms, fps=5982 images/s, loss=1.6742, top1-acc=63.96%, top5-acc=85.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:45.327642, cost_time=0:00:01.772362 2021-04-10 03:36:46,090 INFO : Epoch=0122 complete, best val top1-acc=65.29%, top5-acc=86.73% (epoch=113), remaining_time=0:37:12.669036, arrival_time=2021-04-10 04:13:58.759197, cost_time=0:58:12.123401 2021-04-10 03:36:46,090 INFO : Train start, epoch=0123, lr=0.033063 2021-04-10 03:36:47,572 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=0.35ms, fps=1728 images/s, loss=0.4254, top1-acc=88.05%, top5-acc=98.20%, remaining_time=0:00:27.555900, arrival_time=2021-04-10 03:37:15.128364, cost_time=0:00:01.481500 2021-04-10 03:36:48,874 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.62ms, fps=1967 images/s, loss=0.4317, top1-acc=88.38%, top5-acc=98.12%, remaining_time=0:00:24.495680, arrival_time=2021-04-10 03:37:13.370371, cost_time=0:00:02.783604 2021-04-10 03:36:50,175 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.93ms, fps=1970 images/s, loss=0.4240, top1-acc=88.61%, top5-acc=98.18%, remaining_time=0:00:22.598742, arrival_time=2021-04-10 03:37:12.773819, cost_time=0:00:04.084106 2021-04-10 03:36:51,473 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.50ms, fps=1972 images/s, loss=0.4268, top1-acc=88.29%, top5-acc=98.20%, remaining_time=0:00:20.992764, arrival_time=2021-04-10 03:37:12.466550, cost_time=0:00:05.382749 2021-04-10 03:36:52,770 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.74ms, fps=1975 images/s, loss=0.4225, top1-acc=88.33%, top5-acc=98.20%, remaining_time=0:00:19.503994, arrival_time=2021-04-10 03:37:12.274518, cost_time=0:00:06.679460 2021-04-10 03:36:54,087 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.33ms, fps=1945 images/s, loss=0.4200, top1-acc=88.31%, top5-acc=98.21%, remaining_time=0:00:18.124448, arrival_time=2021-04-10 03:37:12.211558, cost_time=0:00:07.996079 2021-04-10 03:36:55,382 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.49ms, fps=1978 images/s, loss=0.4202, top1-acc=88.28%, top5-acc=98.23%, remaining_time=0:00:16.723854, arrival_time=2021-04-10 03:37:12.105941, cost_time=0:00:09.291051 2021-04-10 03:36:56,682 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.57ms, fps=1970 images/s, loss=0.4243, top1-acc=88.11%, top5-acc=98.21%, remaining_time=0:00:15.357240, arrival_time=2021-04-10 03:37:12.039495, cost_time=0:00:10.591215 2021-04-10 03:36:57,980 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.36ms, fps=1973 images/s, loss=0.4299, top1-acc=88.00%, top5-acc=98.18%, remaining_time=0:00:14.002600, arrival_time=2021-04-10 03:37:11.982589, cost_time=0:00:11.889031 2021-04-10 03:36:59,281 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.77ms, fps=1968 images/s, loss=0.4359, top1-acc=87.82%, top5-acc=98.15%, remaining_time=0:00:12.662688, arrival_time=2021-04-10 03:37:11.944039, cost_time=0:00:13.190308 2021-04-10 03:37:00,585 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.76ms, fps=1964 images/s, loss=0.4380, top1-acc=87.79%, top5-acc=98.16%, remaining_time=0:00:11.332220, arrival_time=2021-04-10 03:37:11.917887, cost_time=0:00:14.494700 2021-04-10 03:37:01,879 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.53ms, fps=1979 images/s, loss=0.4388, top1-acc=87.84%, top5-acc=98.13%, remaining_time=0:00:09.999624, arrival_time=2021-04-10 03:37:11.879452, cost_time=0:00:15.788867 2021-04-10 03:37:03,182 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.46ms, fps=1966 images/s, loss=0.4411, top1-acc=87.80%, top5-acc=98.09%, remaining_time=0:00:08.677284, arrival_time=2021-04-10 03:37:11.860013, cost_time=0:00:17.091662 2021-04-10 03:37:04,485 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.54ms, fps=1967 images/s, loss=0.4427, top1-acc=87.74%, top5-acc=98.09%, remaining_time=0:00:07.357616, arrival_time=2021-04-10 03:37:11.842725, cost_time=0:00:18.394066 2021-04-10 03:37:05,791 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.40ms, fps=1960 images/s, loss=0.4475, top1-acc=87.66%, top5-acc=98.03%, remaining_time=0:00:06.041548, arrival_time=2021-04-10 03:37:11.833267, cost_time=0:00:19.700674 2021-04-10 03:37:07,088 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.78ms, fps=1975 images/s, loss=0.4527, top1-acc=87.54%, top5-acc=98.00%, remaining_time=0:00:04.724460, arrival_time=2021-04-10 03:37:11.813141, cost_time=0:00:20.997574 2021-04-10 03:37:08,392 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.67ms, fps=1965 images/s, loss=0.4551, top1-acc=87.47%, top5-acc=97.95%, remaining_time=0:00:03.410810, arrival_time=2021-04-10 03:37:11.803328, cost_time=0:00:22.301458 2021-04-10 03:37:09,689 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.46ms, fps=1975 images/s, loss=0.4566, top1-acc=87.42%, top5-acc=97.93%, remaining_time=0:00:02.097600, arrival_time=2021-04-10 03:37:11.786590, cost_time=0:00:23.598025 2021-04-10 03:37:10,988 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.91ms, fps=1971 images/s, loss=0.4603, top1-acc=87.35%, top5-acc=97.89%, remaining_time=0:00:00.786234, arrival_time=2021-04-10 03:37:11.774763, cost_time=0:00:24.897481 2021-04-10 03:37:11,691 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.43ms, fps=1937 images/s, loss=0.4617, top1-acc=87.32%, top5-acc=97.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:11.691247, cost_time=0:00:25.600291 2021-04-10 03:37:12,230 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.20ms, fps=4759 images/s, loss=1.5396, top1-acc=67.54%, top5-acc=86.17%, remaining_time=0:00:01.613910, arrival_time=2021-04-10 03:37:13.844140, cost_time=0:00:00.537966 2021-04-10 03:37:12,656 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.60ms, fps=6006 images/s, loss=1.5653, top1-acc=67.15%, top5-acc=86.37%, remaining_time=0:00:00.964600, arrival_time=2021-04-10 03:37:13.621456, cost_time=0:00:00.964590 2021-04-10 03:37:13,084 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.41ms, fps=5986 images/s, loss=1.5427, top1-acc=66.93%, top5-acc=86.77%, remaining_time=0:00:00.464210, arrival_time=2021-04-10 03:37:13.549098, cost_time=0:00:01.392627 2021-04-10 03:37:13,472 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.06ms, fps=5989 images/s, loss=1.5784, top1-acc=66.36%, top5-acc=86.53%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:13.472585, cost_time=0:00:01.780342 2021-04-10 03:37:15,631 INFO : Epoch=0123 complete, best val top1-acc=66.36%, top5-acc=86.53% (epoch=123), remaining_time=0:36:44.619494, arrival_time=2021-04-10 04:14:00.251204, cost_time=0:58:41.664955 2021-04-10 03:37:15,632 INFO : Train start, epoch=0124, lr=0.032326 2021-04-10 03:37:17,104 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.34ms, fps=1739 images/s, loss=0.4261, top1-acc=88.48%, top5-acc=97.97%, remaining_time=0:00:27.385710, arrival_time=2021-04-10 03:37:44.490448, cost_time=0:00:01.472346 2021-04-10 03:37:18,397 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.35ms, fps=1980 images/s, loss=0.4443, top1-acc=88.22%, top5-acc=98.03%, remaining_time=0:00:24.335344, arrival_time=2021-04-10 03:37:42.733110, cost_time=0:00:02.765374 2021-04-10 03:37:19,697 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.55ms, fps=1971 images/s, loss=0.4255, top1-acc=88.68%, top5-acc=98.15%, remaining_time=0:00:22.490344, arrival_time=2021-04-10 03:37:42.187370, cost_time=0:00:04.064514 2021-04-10 03:37:21,004 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.82ms, fps=1959 images/s, loss=0.4315, top1-acc=88.45%, top5-acc=98.11%, remaining_time=0:00:20.951580, arrival_time=2021-04-10 03:37:41.956228, cost_time=0:00:05.372200 2021-04-10 03:37:22,307 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=2.03ms, fps=1966 images/s, loss=0.4319, top1-acc=88.25%, top5-acc=98.07%, remaining_time=0:00:19.491292, arrival_time=2021-04-10 03:37:41.798867, cost_time=0:00:06.675100 2021-04-10 03:37:23,607 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.44ms, fps=1970 images/s, loss=0.4356, top1-acc=88.22%, top5-acc=97.98%, remaining_time=0:00:18.076848, arrival_time=2021-04-10 03:37:41.684315, cost_time=0:00:07.975059 2021-04-10 03:37:24,905 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.35ms, fps=1974 images/s, loss=0.4341, top1-acc=88.28%, top5-acc=97.96%, remaining_time=0:00:16.690464, arrival_time=2021-04-10 03:37:41.595389, cost_time=0:00:09.272446 2021-04-10 03:37:26,211 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.49ms, fps=1961 images/s, loss=0.4329, top1-acc=88.27%, top5-acc=98.00%, remaining_time=0:00:15.338680, arrival_time=2021-04-10 03:37:41.549608, cost_time=0:00:10.578362 2021-04-10 03:37:27,505 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.35ms, fps=1978 images/s, loss=0.4304, top1-acc=88.29%, top5-acc=98.01%, remaining_time=0:00:13.984156, arrival_time=2021-04-10 03:37:41.489861, cost_time=0:00:11.873307 2021-04-10 03:37:28,804 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.91ms, fps=1972 images/s, loss=0.4307, top1-acc=88.24%, top5-acc=98.03%, remaining_time=0:00:12.645024, arrival_time=2021-04-10 03:37:41.449367, cost_time=0:00:13.171870 2021-04-10 03:37:30,101 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.38ms, fps=1975 images/s, loss=0.4309, top1-acc=88.27%, top5-acc=98.01%, remaining_time=0:00:11.312096, arrival_time=2021-04-10 03:37:41.413412, cost_time=0:00:14.468910 2021-04-10 03:37:31,406 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.74ms, fps=1963 images/s, loss=0.4323, top1-acc=88.24%, top5-acc=98.00%, remaining_time=0:00:09.989972, arrival_time=2021-04-10 03:37:41.396145, cost_time=0:00:15.773684 2021-04-10 03:37:32,707 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=2.03ms, fps=1969 images/s, loss=0.4311, top1-acc=88.26%, top5-acc=98.00%, remaining_time=0:00:08.668770, arrival_time=2021-04-10 03:37:41.376056, cost_time=0:00:17.074816 2021-04-10 03:37:34,002 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=2.04ms, fps=1977 images/s, loss=0.4293, top1-acc=88.37%, top5-acc=98.04%, remaining_time=0:00:07.348096, arrival_time=2021-04-10 03:37:41.350706, cost_time=0:00:18.370201 2021-04-10 03:37:35,300 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.38ms, fps=1973 images/s, loss=0.4311, top1-acc=88.28%, top5-acc=98.03%, remaining_time=0:00:06.031520, arrival_time=2021-04-10 03:37:41.331935, cost_time=0:00:19.668013 2021-04-10 03:37:36,597 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.68ms, fps=1974 images/s, loss=0.4343, top1-acc=88.20%, top5-acc=98.02%, remaining_time=0:00:04.717116, arrival_time=2021-04-10 03:37:41.314584, cost_time=0:00:20.964993 2021-04-10 03:37:37,892 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.51ms, fps=1978 images/s, loss=0.4356, top1-acc=88.18%, top5-acc=98.00%, remaining_time=0:00:03.404440, arrival_time=2021-04-10 03:37:41.296674, cost_time=0:00:22.259836 2021-04-10 03:37:39,186 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.63ms, fps=1979 images/s, loss=0.4372, top1-acc=88.17%, top5-acc=97.98%, remaining_time=0:00:02.093680, arrival_time=2021-04-10 03:37:41.279977, cost_time=0:00:23.553902 2021-04-10 03:37:40,487 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.23ms, fps=1968 images/s, loss=0.4386, top1-acc=88.13%, top5-acc=97.99%, remaining_time=0:00:00.784896, arrival_time=2021-04-10 03:37:41.272339, cost_time=0:00:24.855048 2021-04-10 03:37:41,188 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.24ms, fps=1941 images/s, loss=0.4400, top1-acc=88.12%, top5-acc=97.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:41.188391, cost_time=0:00:25.556011 2021-04-10 03:37:41,738 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.23ms, fps=4714 images/s, loss=1.7043, top1-acc=64.30%, top5-acc=84.88%, remaining_time=0:00:01.629210, arrival_time=2021-04-10 03:37:43.367813, cost_time=0:00:00.543069 2021-04-10 03:37:42,162 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.35ms, fps=6038 images/s, loss=1.7158, top1-acc=63.40%, top5-acc=85.23%, remaining_time=0:00:00.967480, arrival_time=2021-04-10 03:37:43.130421, cost_time=0:00:00.967476 2021-04-10 03:37:42,591 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.79ms, fps=5976 images/s, loss=1.7151, top1-acc=63.44%, top5-acc=85.21%, remaining_time=0:00:00.465380, arrival_time=2021-04-10 03:37:43.057037, cost_time=0:00:01.396133 2021-04-10 03:37:42,980 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.08ms, fps=5978 images/s, loss=1.7378, top1-acc=63.61%, top5-acc=85.18%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:42.980158, cost_time=0:00:01.784715 2021-04-10 03:37:43,751 INFO : Epoch=0124 complete, best val top1-acc=66.36%, top5-acc=86.53% (epoch=123), remaining_time=0:36:15.674724, arrival_time=2021-04-10 04:13:59.426607, cost_time=0:59:09.785097 2021-04-10 03:37:43,752 INFO : Train start, epoch=0125, lr=0.031594 2021-04-10 03:37:45,217 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=1.37ms, fps=1749 images/s, loss=0.4223, top1-acc=89.26%, top5-acc=97.85%, remaining_time=0:00:27.231702, arrival_time=2021-04-10 03:38:12.448663, cost_time=0:00:01.464070 2021-04-10 03:37:46,516 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.74ms, fps=1971 images/s, loss=0.4015, top1-acc=89.37%, top5-acc=98.18%, remaining_time=0:00:24.315984, arrival_time=2021-04-10 03:38:10.832084, cost_time=0:00:02.763177 2021-04-10 03:37:47,829 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.97ms, fps=1950 images/s, loss=0.4005, top1-acc=89.28%, top5-acc=98.20%, remaining_time=0:00:22.556246, arrival_time=2021-04-10 03:38:10.385576, cost_time=0:00:04.076437 2021-04-10 03:37:49,126 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.34ms, fps=1974 images/s, loss=0.4186, top1-acc=88.75%, top5-acc=98.16%, remaining_time=0:00:20.957508, arrival_time=2021-04-10 03:38:10.084116, cost_time=0:00:05.373702 2021-04-10 03:37:50,422 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.45ms, fps=1977 images/s, loss=0.4148, top1-acc=88.67%, top5-acc=98.20%, remaining_time=0:00:19.473772, arrival_time=2021-04-10 03:38:09.895845, cost_time=0:00:06.669097 2021-04-10 03:37:51,720 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.48ms, fps=1973 images/s, loss=0.4162, top1-acc=88.70%, top5-acc=98.22%, remaining_time=0:00:18.058352, arrival_time=2021-04-10 03:38:09.778268, cost_time=0:00:07.966934 2021-04-10 03:37:53,016 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.33ms, fps=1976 images/s, loss=0.4153, top1-acc=88.75%, top5-acc=98.16%, remaining_time=0:00:16.673580, arrival_time=2021-04-10 03:38:09.689690, cost_time=0:00:09.263132 2021-04-10 03:37:54,311 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.32ms, fps=1977 images/s, loss=0.4148, top1-acc=88.77%, top5-acc=98.13%, remaining_time=0:00:15.309564, arrival_time=2021-04-10 03:38:09.620894, cost_time=0:00:10.558355 2021-04-10 03:37:55,607 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.55ms, fps=1976 images/s, loss=0.4165, top1-acc=88.69%, top5-acc=98.14%, remaining_time=0:00:13.962214, arrival_time=2021-04-10 03:38:09.569873, cost_time=0:00:11.854675 2021-04-10 03:37:56,906 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=2.08ms, fps=1973 images/s, loss=0.4192, top1-acc=88.59%, top5-acc=98.09%, remaining_time=0:00:12.626976, arrival_time=2021-04-10 03:38:09.533006, cost_time=0:00:13.153052 2021-04-10 03:37:58,201 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.46ms, fps=1977 images/s, loss=0.4197, top1-acc=88.58%, top5-acc=98.08%, remaining_time=0:00:11.296272, arrival_time=2021-04-10 03:38:09.497843, cost_time=0:00:14.448670 2021-04-10 03:37:59,498 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.43ms, fps=1974 images/s, loss=0.4183, top1-acc=88.61%, top5-acc=98.08%, remaining_time=0:00:09.972264, arrival_time=2021-04-10 03:38:09.470853, cost_time=0:00:15.745695 2021-04-10 03:38:00,793 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.46ms, fps=1977 images/s, loss=0.4190, top1-acc=88.61%, top5-acc=98.07%, remaining_time=0:00:08.651478, arrival_time=2021-04-10 03:38:09.445270, cost_time=0:00:17.040816 2021-04-10 03:38:02,093 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=2.26ms, fps=1970 images/s, loss=0.4181, top1-acc=88.57%, top5-acc=98.08%, remaining_time=0:00:07.336280, arrival_time=2021-04-10 03:38:09.430052, cost_time=0:00:18.340759 2021-04-10 03:38:03,394 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=2.69ms, fps=1970 images/s, loss=0.4195, top1-acc=88.54%, top5-acc=98.05%, remaining_time=0:00:06.023286, arrival_time=2021-04-10 03:38:09.417564, cost_time=0:00:19.641212 2021-04-10 03:38:04,691 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.54ms, fps=1975 images/s, loss=0.4241, top1-acc=88.41%, top5-acc=98.02%, remaining_time=0:00:04.711068, arrival_time=2021-04-10 03:38:09.402062, cost_time=0:00:20.938084 2021-04-10 03:38:05,992 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.36ms, fps=1968 images/s, loss=0.4279, top1-acc=88.32%, top5-acc=97.98%, remaining_time=0:00:03.401294, arrival_time=2021-04-10 03:38:09.393573, cost_time=0:00:22.239287 2021-04-10 03:38:07,285 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.36ms, fps=1981 images/s, loss=0.4311, top1-acc=88.23%, top5-acc=97.96%, remaining_time=0:00:02.091776, arrival_time=2021-04-10 03:38:09.377105, cost_time=0:00:23.532432 2021-04-10 03:38:08,591 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.26ms, fps=1961 images/s, loss=0.4332, top1-acc=88.15%, top5-acc=97.96%, remaining_time=0:00:00.784374, arrival_time=2021-04-10 03:38:09.375953, cost_time=0:00:24.838604 2021-04-10 03:38:09,299 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.23ms, fps=1922 images/s, loss=0.4330, top1-acc=88.17%, top5-acc=97.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:09.299795, cost_time=0:00:25.546818 2021-04-10 03:38:09,807 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=0.21ms, fps=5052 images/s, loss=1.5218, top1-acc=66.95%, top5-acc=86.99%, remaining_time=0:00:01.520160, arrival_time=2021-04-10 03:38:11.327817, cost_time=0:00:00.506721 2021-04-10 03:38:10,235 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.88ms, fps=5989 images/s, loss=1.5656, top1-acc=66.17%, top5-acc=86.74%, remaining_time=0:00:00.934500, arrival_time=2021-04-10 03:38:11.170017, cost_time=0:00:00.934498 2021-04-10 03:38:10,662 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.47ms, fps=6001 images/s, loss=1.5651, top1-acc=66.13%, top5-acc=86.84%, remaining_time=0:00:00.453880, arrival_time=2021-04-10 03:38:11.116452, cost_time=0:00:01.361628 2021-04-10 03:38:11,050 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.08ms, fps=5992 images/s, loss=1.6105, top1-acc=65.69%, top5-acc=86.34%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:11.050057, cost_time=0:00:01.749138 2021-04-10 03:38:11,842 INFO : Epoch=0125 complete, best val top1-acc=66.36%, top5-acc=86.53% (epoch=123), remaining_time=0:35:46.725525, arrival_time=2021-04-10 04:13:58.568119, cost_time=0:59:37.875840 2021-04-10 03:38:11,843 INFO : Train start, epoch=0126, lr=0.030866 2021-04-10 03:38:13,334 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.34ms, fps=1717 images/s, loss=0.3980, top1-acc=89.22%, top5-acc=97.77%, remaining_time=0:00:27.733716, arrival_time=2021-04-10 03:38:41.068145, cost_time=0:00:01.491056 2021-04-10 03:38:14,630 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.52ms, fps=1977 images/s, loss=0.3954, top1-acc=89.43%, top5-acc=97.99%, remaining_time=0:00:24.524896, arrival_time=2021-04-10 03:38:39.155173, cost_time=0:00:02.786922 2021-04-10 03:38:15,928 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.44ms, fps=1972 images/s, loss=0.4008, top1-acc=89.11%, top5-acc=98.18%, remaining_time=0:00:22.607042, arrival_time=2021-04-10 03:38:38.535931, cost_time=0:00:04.085598 2021-04-10 03:38:17,230 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.43ms, fps=1968 images/s, loss=0.3924, top1-acc=89.31%, top5-acc=98.25%, remaining_time=0:00:21.007896, arrival_time=2021-04-10 03:38:38.237919, cost_time=0:00:05.386655 2021-04-10 03:38:18,534 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=2.16ms, fps=1964 images/s, loss=0.3974, top1-acc=89.16%, top5-acc=98.22%, remaining_time=0:00:19.537282, arrival_time=2021-04-10 03:38:38.071517, cost_time=0:00:06.690868 2021-04-10 03:38:19,834 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.54ms, fps=1971 images/s, loss=0.4000, top1-acc=89.08%, top5-acc=98.19%, remaining_time=0:00:18.112072, arrival_time=2021-04-10 03:38:37.946047, cost_time=0:00:07.990612 2021-04-10 03:38:21,139 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=2.89ms, fps=1962 images/s, loss=0.3995, top1-acc=89.14%, top5-acc=98.18%, remaining_time=0:00:16.732548, arrival_time=2021-04-10 03:38:37.871761, cost_time=0:00:09.295850 2021-04-10 03:38:22,438 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.58ms, fps=1971 images/s, loss=0.4033, top1-acc=89.06%, top5-acc=98.14%, remaining_time=0:00:15.363272, arrival_time=2021-04-10 03:38:37.801888, cost_time=0:00:10.595323 2021-04-10 03:38:23,741 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.66ms, fps=1966 images/s, loss=0.4033, top1-acc=89.10%, top5-acc=98.19%, remaining_time=0:00:14.012776, arrival_time=2021-04-10 03:38:37.753835, cost_time=0:00:11.897625 2021-04-10 03:38:25,051 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=2.02ms, fps=1954 images/s, loss=0.4088, top1-acc=88.97%, top5-acc=98.20%, remaining_time=0:00:12.680064, arrival_time=2021-04-10 03:38:37.731877, cost_time=0:00:13.208446 2021-04-10 03:38:26,346 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.41ms, fps=1979 images/s, loss=0.4077, top1-acc=89.03%, top5-acc=98.21%, remaining_time=0:00:11.338584, arrival_time=2021-04-10 03:38:37.684749, cost_time=0:00:14.502875 2021-04-10 03:38:27,643 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.45ms, fps=1974 images/s, loss=0.4104, top1-acc=88.89%, top5-acc=98.18%, remaining_time=0:00:10.006692, arrival_time=2021-04-10 03:38:37.650046, cost_time=0:00:15.799993 2021-04-10 03:38:28,936 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.42ms, fps=1981 images/s, loss=0.4140, top1-acc=88.80%, top5-acc=98.16%, remaining_time=0:00:08.678010, arrival_time=2021-04-10 03:38:37.614371, cost_time=0:00:17.093088 2021-04-10 03:38:30,236 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.46ms, fps=1970 images/s, loss=0.4165, top1-acc=88.71%, top5-acc=98.14%, remaining_time=0:00:07.357168, arrival_time=2021-04-10 03:38:37.593437, cost_time=0:00:18.392905 2021-04-10 03:38:31,530 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.40ms, fps=1979 images/s, loss=0.4180, top1-acc=88.67%, top5-acc=98.14%, remaining_time=0:00:06.037454, arrival_time=2021-04-10 03:38:37.568142, cost_time=0:00:19.687392 2021-04-10 03:38:32,825 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.47ms, fps=1978 images/s, loss=0.4187, top1-acc=88.66%, top5-acc=98.14%, remaining_time=0:00:04.720932, arrival_time=2021-04-10 03:38:37.546168, cost_time=0:00:20.981952 2021-04-10 03:38:34,122 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.90ms, fps=1974 images/s, loss=0.4209, top1-acc=88.61%, top5-acc=98.10%, remaining_time=0:00:03.407456, arrival_time=2021-04-10 03:38:37.530319, cost_time=0:00:22.279506 2021-04-10 03:38:35,417 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.43ms, fps=1978 images/s, loss=0.4231, top1-acc=88.58%, top5-acc=98.11%, remaining_time=0:00:02.095472, arrival_time=2021-04-10 03:38:37.512907, cost_time=0:00:23.574145 2021-04-10 03:38:36,722 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.87ms, fps=1963 images/s, loss=0.4255, top1-acc=88.53%, top5-acc=98.08%, remaining_time=0:00:00.785646, arrival_time=2021-04-10 03:38:37.507808, cost_time=0:00:24.878739 2021-04-10 03:38:37,427 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.30ms, fps=1931 images/s, loss=0.4265, top1-acc=88.48%, top5-acc=98.07%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:37.427075, cost_time=0:00:25.583807 2021-04-10 03:38:37,969 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=0.30ms, fps=4729 images/s, loss=1.5587, top1-acc=65.20%, top5-acc=87.50%, remaining_time=0:00:01.623870, arrival_time=2021-04-10 03:38:39.593179, cost_time=0:00:00.541288 2021-04-10 03:38:38,397 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.40ms, fps=5990 images/s, loss=1.5414, top1-acc=65.90%, top5-acc=87.03%, remaining_time=0:00:00.969140, arrival_time=2021-04-10 03:38:39.366305, cost_time=0:00:00.969143 2021-04-10 03:38:38,827 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.42ms, fps=5951 images/s, loss=1.5530, top1-acc=65.56%, top5-acc=86.94%, remaining_time=0:00:00.466580, arrival_time=2021-04-10 03:38:39.294380, cost_time=0:00:01.399754 2021-04-10 03:38:39,216 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.06ms, fps=5980 images/s, loss=1.5572, top1-acc=65.62%, top5-acc=87.04%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:39.216170, cost_time=0:00:01.788195 2021-04-10 03:38:39,992 INFO : Epoch=0126 complete, best val top1-acc=66.36%, top5-acc=86.53% (epoch=123), remaining_time=0:35:17.824870, arrival_time=2021-04-10 04:13:57.817813, cost_time=1:00:06.026188 2021-04-10 03:38:39,993 INFO : Train start, epoch=0127, lr=0.030143 2021-04-10 03:38:41,455 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=0.36ms, fps=1752 images/s, loss=0.3976, top1-acc=89.18%, top5-acc=98.28%, remaining_time=0:00:27.185202, arrival_time=2021-04-10 03:39:08.640527, cost_time=0:00:01.461573 2021-04-10 03:38:42,751 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.56ms, fps=1977 images/s, loss=0.3958, top1-acc=89.22%, top5-acc=98.44%, remaining_time=0:00:24.263712, arrival_time=2021-04-10 03:39:07.014644, cost_time=0:00:02.757231 2021-04-10 03:38:44,049 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.37ms, fps=1973 images/s, loss=0.3977, top1-acc=89.28%, top5-acc=98.41%, remaining_time=0:00:22.438884, arrival_time=2021-04-10 03:39:06.487830, cost_time=0:00:04.055229 2021-04-10 03:38:45,346 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.41ms, fps=1973 images/s, loss=0.3882, top1-acc=89.37%, top5-acc=98.54%, remaining_time=0:00:20.877948, arrival_time=2021-04-10 03:39:06.224900, cost_time=0:00:05.353321 2021-04-10 03:38:46,649 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=2.16ms, fps=1966 images/s, loss=0.3826, top1-acc=89.59%, top5-acc=98.55%, remaining_time=0:00:19.434206, arrival_time=2021-04-10 03:39:06.083477, cost_time=0:00:06.655530 2021-04-10 03:38:47,952 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.93ms, fps=1966 images/s, loss=0.3806, top1-acc=89.68%, top5-acc=98.56%, remaining_time=0:00:18.039448, arrival_time=2021-04-10 03:39:05.991792, cost_time=0:00:07.958567 2021-04-10 03:38:49,265 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.44ms, fps=1957 images/s, loss=0.3860, top1-acc=89.50%, top5-acc=98.53%, remaining_time=0:00:16.689330, arrival_time=2021-04-10 03:39:05.954878, cost_time=0:00:09.271824 2021-04-10 03:38:50,560 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.92ms, fps=1978 images/s, loss=0.3908, top1-acc=89.34%, top5-acc=98.42%, remaining_time=0:00:15.321280, arrival_time=2021-04-10 03:39:05.881407, cost_time=0:00:10.566415 2021-04-10 03:38:51,858 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=2.28ms, fps=1973 images/s, loss=0.3929, top1-acc=89.31%, top5-acc=98.39%, remaining_time=0:00:13.973874, arrival_time=2021-04-10 03:39:05.832141, cost_time=0:00:11.864614 2021-04-10 03:38:53,153 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.36ms, fps=1977 images/s, loss=0.3918, top1-acc=89.40%, top5-acc=98.37%, remaining_time=0:00:12.633504, arrival_time=2021-04-10 03:39:05.786994, cost_time=0:00:13.159855 2021-04-10 03:38:54,453 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.57ms, fps=1971 images/s, loss=0.3922, top1-acc=89.36%, top5-acc=98.37%, remaining_time=0:00:11.304614, arrival_time=2021-04-10 03:39:05.757715, cost_time=0:00:14.459376 2021-04-10 03:38:55,752 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=2.10ms, fps=1971 images/s, loss=0.3923, top1-acc=89.36%, top5-acc=98.36%, remaining_time=0:00:09.980700, arrival_time=2021-04-10 03:39:05.733444, cost_time=0:00:15.759038 2021-04-10 03:38:57,051 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.58ms, fps=1973 images/s, loss=0.3941, top1-acc=89.24%, top5-acc=98.37%, remaining_time=0:00:08.659860, arrival_time=2021-04-10 03:39:05.710833, cost_time=0:00:17.057253 2021-04-10 03:38:58,346 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=2.23ms, fps=1977 images/s, loss=0.3924, top1-acc=89.26%, top5-acc=98.38%, remaining_time=0:00:07.341208, arrival_time=2021-04-10 03:39:05.687900, cost_time=0:00:18.352980 2021-04-10 03:38:59,642 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.55ms, fps=1976 images/s, loss=0.3943, top1-acc=89.18%, top5-acc=98.37%, remaining_time=0:00:06.025632, arrival_time=2021-04-10 03:39:05.668136, cost_time=0:00:19.648862 2021-04-10 03:39:00,940 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.56ms, fps=1973 images/s, loss=0.3958, top1-acc=89.13%, top5-acc=98.34%, remaining_time=0:00:04.712976, arrival_time=2021-04-10 03:39:05.653274, cost_time=0:00:20.946586 2021-04-10 03:39:02,246 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=2.15ms, fps=1961 images/s, loss=0.3973, top1-acc=89.04%, top5-acc=98.35%, remaining_time=0:00:03.403348, arrival_time=2021-04-10 03:39:05.649730, cost_time=0:00:22.252663 2021-04-10 03:39:03,547 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.51ms, fps=1969 images/s, loss=0.4004, top1-acc=88.97%, top5-acc=98.34%, remaining_time=0:00:02.093616, arrival_time=2021-04-10 03:39:05.640584, cost_time=0:00:23.553248 2021-04-10 03:39:04,844 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.20ms, fps=1975 images/s, loss=0.4027, top1-acc=88.91%, top5-acc=98.31%, remaining_time=0:00:00.784746, arrival_time=2021-04-10 03:39:05.628821, cost_time=0:00:24.850375 2021-04-10 03:39:05,546 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.23ms, fps=1938 images/s, loss=0.4030, top1-acc=88.91%, top5-acc=98.32%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:05.546218, cost_time=0:00:25.552605 2021-04-10 03:39:06,075 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=1.28ms, fps=4849 images/s, loss=1.5751, top1-acc=66.13%, top5-acc=87.93%, remaining_time=0:00:01.583790, arrival_time=2021-04-10 03:39:07.658824, cost_time=0:00:00.527931 2021-04-10 03:39:06,502 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.72ms, fps=5990 images/s, loss=1.5931, top1-acc=66.29%, top5-acc=87.15%, remaining_time=0:00:00.955620, arrival_time=2021-04-10 03:39:07.458394, cost_time=0:00:00.955629 2021-04-10 03:39:06,931 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.34ms, fps=5984 images/s, loss=1.5905, top1-acc=66.17%, top5-acc=87.23%, remaining_time=0:00:00.461300, arrival_time=2021-04-10 03:39:07.392301, cost_time=0:00:01.383896 2021-04-10 03:39:07,320 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.05ms, fps=5963 images/s, loss=1.5894, top1-acc=65.74%, top5-acc=87.18%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:07.320376, cost_time=0:00:01.773299 2021-04-10 03:39:08,327 INFO : Epoch=0127 complete, best val top1-acc=66.36%, top5-acc=86.53% (epoch=123), remaining_time=0:34:49.042022, arrival_time=2021-04-10 04:13:57.369549, cost_time=1:00:34.360751 2021-04-10 03:39:08,328 INFO : Train start, epoch=0128, lr=0.029424 2021-04-10 03:39:09,781 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.38ms, fps=1762 images/s, loss=0.3902, top1-acc=89.02%, top5-acc=98.32%, remaining_time=0:00:27.031008, arrival_time=2021-04-10 03:39:36.812852, cost_time=0:00:01.453279 2021-04-10 03:39:11,081 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.44ms, fps=1970 images/s, loss=0.3746, top1-acc=89.57%, top5-acc=98.52%, remaining_time=0:00:24.227280, arrival_time=2021-04-10 03:39:35.308922, cost_time=0:00:02.753106 2021-04-10 03:39:12,385 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.64ms, fps=1965 images/s, loss=0.3774, top1-acc=89.36%, top5-acc=98.50%, remaining_time=0:00:22.446188, arrival_time=2021-04-10 03:39:34.831416, cost_time=0:00:04.056547 2021-04-10 03:39:13,687 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.47ms, fps=1967 images/s, loss=0.3784, top1-acc=89.47%, top5-acc=98.54%, remaining_time=0:00:20.900256, arrival_time=2021-04-10 03:39:34.588022, cost_time=0:00:05.359052 2021-04-10 03:39:14,986 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.57ms, fps=1972 images/s, loss=0.3773, top1-acc=89.48%, top5-acc=98.52%, remaining_time=0:00:19.441068, arrival_time=2021-04-10 03:39:34.427521, cost_time=0:00:06.657911 2021-04-10 03:39:16,282 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.38ms, fps=1975 images/s, loss=0.3760, top1-acc=89.58%, top5-acc=98.48%, remaining_time=0:00:18.029656, arrival_time=2021-04-10 03:39:34.312528, cost_time=0:00:07.954252 2021-04-10 03:39:17,576 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.36ms, fps=1980 images/s, loss=0.3747, top1-acc=89.58%, top5-acc=98.54%, remaining_time=0:00:16.645608, arrival_time=2021-04-10 03:39:34.221706, cost_time=0:00:09.247565 2021-04-10 03:39:18,872 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.48ms, fps=1976 images/s, loss=0.3771, top1-acc=89.47%, top5-acc=98.54%, remaining_time=0:00:15.288452, arrival_time=2021-04-10 03:39:34.160837, cost_time=0:00:10.543771 2021-04-10 03:39:20,175 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.40ms, fps=1966 images/s, loss=0.3827, top1-acc=89.34%, top5-acc=98.46%, remaining_time=0:00:13.952780, arrival_time=2021-04-10 03:39:34.128103, cost_time=0:00:11.846708 2021-04-10 03:39:21,478 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.83ms, fps=1972 images/s, loss=0.3837, top1-acc=89.37%, top5-acc=98.42%, remaining_time=0:00:12.624096, arrival_time=2021-04-10 03:39:34.102756, cost_time=0:00:13.150052 2021-04-10 03:39:22,773 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.51ms, fps=1978 images/s, loss=0.3855, top1-acc=89.34%, top5-acc=98.38%, remaining_time=0:00:11.293090, arrival_time=2021-04-10 03:39:34.066252, cost_time=0:00:14.444623 2021-04-10 03:39:24,078 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.38ms, fps=1963 images/s, loss=0.3838, top1-acc=89.35%, top5-acc=98.40%, remaining_time=0:00:09.974620, arrival_time=2021-04-10 03:39:34.052693, cost_time=0:00:15.749439 2021-04-10 03:39:25,374 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.53ms, fps=1975 images/s, loss=0.3864, top1-acc=89.33%, top5-acc=98.38%, remaining_time=0:00:08.654118, arrival_time=2021-04-10 03:39:34.028836, cost_time=0:00:17.045984 2021-04-10 03:39:26,677 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.93ms, fps=1967 images/s, loss=0.3867, top1-acc=89.33%, top5-acc=98.39%, remaining_time=0:00:07.339416, arrival_time=2021-04-10 03:39:34.016464, cost_time=0:00:18.348502 2021-04-10 03:39:27,975 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.37ms, fps=1973 images/s, loss=0.3893, top1-acc=89.25%, top5-acc=98.37%, remaining_time=0:00:06.024988, arrival_time=2021-04-10 03:39:34.000223, cost_time=0:00:19.646655 2021-04-10 03:39:29,274 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.38ms, fps=1971 images/s, loss=0.3904, top1-acc=89.27%, top5-acc=98.34%, remaining_time=0:00:04.712796, arrival_time=2021-04-10 03:39:33.987179, cost_time=0:00:20.945769 2021-04-10 03:39:30,572 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.64ms, fps=1974 images/s, loss=0.3909, top1-acc=89.26%, top5-acc=98.32%, remaining_time=0:00:03.401944, arrival_time=2021-04-10 03:39:33.974020, cost_time=0:00:22.243485 2021-04-10 03:39:31,870 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.88ms, fps=1973 images/s, loss=0.3943, top1-acc=89.21%, top5-acc=98.30%, remaining_time=0:00:02.092576, arrival_time=2021-04-10 03:39:33.962685, cost_time=0:00:23.541531 2021-04-10 03:39:33,172 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.34ms, fps=1967 images/s, loss=0.3957, top1-acc=89.20%, top5-acc=98.28%, remaining_time=0:00:00.784542, arrival_time=2021-04-10 03:39:33.956835, cost_time=0:00:24.843758 2021-04-10 03:39:33,875 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.26ms, fps=1936 images/s, loss=0.3970, top1-acc=89.18%, top5-acc=98.29%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:33.875130, cost_time=0:00:25.546609 2021-04-10 03:39:34,378 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=1.30ms, fps=5096 images/s, loss=1.8070, top1-acc=61.80%, top5-acc=85.39%, remaining_time=0:00:01.507020, arrival_time=2021-04-10 03:39:35.885461, cost_time=0:00:00.502339 2021-04-10 03:39:34,806 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.54ms, fps=5992 images/s, loss=1.7376, top1-acc=63.18%, top5-acc=85.57%, remaining_time=0:00:00.929940, arrival_time=2021-04-10 03:39:35.736033, cost_time=0:00:00.929931 2021-04-10 03:39:35,233 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.26ms, fps=5990 images/s, loss=1.7746, top1-acc=62.89%, top5-acc=85.04%, remaining_time=0:00:00.452570, arrival_time=2021-04-10 03:39:35.686386, cost_time=0:00:01.357717 2021-04-10 03:39:35,622 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.07ms, fps=5970 images/s, loss=1.7432, top1-acc=63.12%, top5-acc=84.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:35.622744, cost_time=0:00:01.746635 2021-04-10 03:39:36,356 INFO : Epoch=0128 complete, best val top1-acc=66.36%, top5-acc=86.53% (epoch=123), remaining_time=0:34:20.094384, arrival_time=2021-04-10 04:13:56.451209, cost_time=1:01:02.390069 2021-04-10 03:39:36,357 INFO : Train start, epoch=0129, lr=0.028711 2021-04-10 03:39:37,833 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.38ms, fps=1735 images/s, loss=0.4256, top1-acc=88.75%, top5-acc=98.28%, remaining_time=0:00:27.451368, arrival_time=2021-04-10 03:40:05.284856, cost_time=0:00:01.475877 2021-04-10 03:39:39,133 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.51ms, fps=1970 images/s, loss=0.3995, top1-acc=89.34%, top5-acc=98.34%, remaining_time=0:00:24.428624, arrival_time=2021-04-10 03:40:03.562175, cost_time=0:00:02.775975 2021-04-10 03:39:40,431 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.42ms, fps=1978 images/s, loss=0.3861, top1-acc=89.66%, top5-acc=98.35%, remaining_time=0:00:22.526034, arrival_time=2021-04-10 03:40:02.957423, cost_time=0:00:04.070975 2021-04-10 03:39:41,743 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=2.15ms, fps=1952 images/s, loss=0.3835, top1-acc=89.82%, top5-acc=98.34%, remaining_time=0:00:21.004776, arrival_time=2021-04-10 03:40:02.748210, cost_time=0:00:05.385848 2021-04-10 03:39:43,040 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.34ms, fps=1975 images/s, loss=0.3896, top1-acc=89.51%, top5-acc=98.34%, remaining_time=0:00:19.513922, arrival_time=2021-04-10 03:40:02.554363, cost_time=0:00:06.682860 2021-04-10 03:39:44,341 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=2.00ms, fps=1969 images/s, loss=0.3816, top1-acc=89.75%, top5-acc=98.35%, remaining_time=0:00:18.095616, arrival_time=2021-04-10 03:40:02.436576, cost_time=0:00:07.983353 2021-04-10 03:39:45,639 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.33ms, fps=1973 images/s, loss=0.3759, top1-acc=89.88%, top5-acc=98.35%, remaining_time=0:00:16.707096, arrival_time=2021-04-10 03:40:02.346316, cost_time=0:00:09.281723 2021-04-10 03:39:46,936 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.36ms, fps=1975 images/s, loss=0.3708, top1-acc=89.92%, top5-acc=98.43%, remaining_time=0:00:15.338796, arrival_time=2021-04-10 03:40:02.274888, cost_time=0:00:10.578505 2021-04-10 03:39:48,234 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.39ms, fps=1973 images/s, loss=0.3709, top1-acc=89.90%, top5-acc=98.44%, remaining_time=0:00:13.987972, arrival_time=2021-04-10 03:40:02.222099, cost_time=0:00:11.876546 2021-04-10 03:39:49,531 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.47ms, fps=1974 images/s, loss=0.3740, top1-acc=89.85%, top5-acc=98.43%, remaining_time=0:00:12.646848, arrival_time=2021-04-10 03:40:02.178226, cost_time=0:00:13.173802 2021-04-10 03:39:50,825 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.39ms, fps=1980 images/s, loss=0.3711, top1-acc=89.93%, top5-acc=98.48%, remaining_time=0:00:11.310806, arrival_time=2021-04-10 03:40:02.135757, cost_time=0:00:14.467319 2021-04-10 03:39:52,130 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.94ms, fps=1962 images/s, loss=0.3723, top1-acc=89.91%, top5-acc=98.49%, remaining_time=0:00:09.989516, arrival_time=2021-04-10 03:40:02.120033, cost_time=0:00:15.772910 2021-04-10 03:39:53,426 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.40ms, fps=1976 images/s, loss=0.3698, top1-acc=89.94%, top5-acc=98.54%, remaining_time=0:00:08.665800, arrival_time=2021-04-10 03:40:02.092276, cost_time=0:00:17.068972 2021-04-10 03:39:54,726 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.53ms, fps=1971 images/s, loss=0.3697, top1-acc=89.92%, top5-acc=98.53%, remaining_time=0:00:07.347424, arrival_time=2021-04-10 03:40:02.073532, cost_time=0:00:18.368519 2021-04-10 03:39:56,027 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.58ms, fps=1968 images/s, loss=0.3704, top1-acc=89.87%, top5-acc=98.53%, remaining_time=0:00:06.032072, arrival_time=2021-04-10 03:40:02.059488, cost_time=0:00:19.669826 2021-04-10 03:39:57,326 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.41ms, fps=1972 images/s, loss=0.3748, top1-acc=89.73%, top5-acc=98.49%, remaining_time=0:00:04.717872, arrival_time=2021-04-10 03:40:02.043869, cost_time=0:00:20.968289 2021-04-10 03:39:58,622 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.41ms, fps=1976 images/s, loss=0.3747, top1-acc=89.77%, top5-acc=98.49%, remaining_time=0:00:03.405220, arrival_time=2021-04-10 03:40:02.027671, cost_time=0:00:22.264936 2021-04-10 03:39:59,917 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.35ms, fps=1977 images/s, loss=0.3756, top1-acc=89.78%, top5-acc=98.49%, remaining_time=0:00:02.094240, arrival_time=2021-04-10 03:40:02.011962, cost_time=0:00:23.560133 2021-04-10 03:40:01,214 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.24ms, fps=1976 images/s, loss=0.3777, top1-acc=89.73%, top5-acc=98.48%, remaining_time=0:00:00.784944, arrival_time=2021-04-10 03:40:01.998959, cost_time=0:00:24.856520 2021-04-10 03:40:01,915 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.25ms, fps=1940 images/s, loss=0.3800, top1-acc=89.72%, top5-acc=98.46%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:01.915270, cost_time=0:00:25.557780 2021-04-10 03:40:02,411 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=1.26ms, fps=5171 images/s, loss=1.6387, top1-acc=65.31%, top5-acc=86.80%, remaining_time=0:00:01.485180, arrival_time=2021-04-10 03:40:03.896543, cost_time=0:00:00.495060 2021-04-10 03:40:02,838 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.43ms, fps=6004 images/s, loss=1.6744, top1-acc=65.39%, top5-acc=86.21%, remaining_time=0:00:00.922000, arrival_time=2021-04-10 03:40:03.760210, cost_time=0:00:00.922008 2021-04-10 03:40:03,262 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.40ms, fps=6034 images/s, loss=1.6839, top1-acc=64.92%, top5-acc=86.03%, remaining_time=0:00:00.448870, arrival_time=2021-04-10 03:40:03.711690, cost_time=0:00:01.346607 2021-04-10 03:40:03,648 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.06ms, fps=6020 images/s, loss=1.7173, top1-acc=64.76%, top5-acc=85.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:03.648535, cost_time=0:00:01.732346 2021-04-10 03:40:04,742 INFO : Epoch=0129 complete, best val top1-acc=66.36%, top5-acc=86.53% (epoch=123), remaining_time=0:33:51.357144, arrival_time=2021-04-10 04:13:56.099589, cost_time=1:01:30.775672 2021-04-10 03:40:04,743 INFO : Train start, epoch=0130, lr=0.028003 2021-04-10 03:40:06,288 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.59ms, fps=1657 images/s, loss=0.4290, top1-acc=88.32%, top5-acc=98.16%, remaining_time=0:00:28.733280, arrival_time=2021-04-10 03:40:35.021780, cost_time=0:00:01.544797 2021-04-10 03:40:07,581 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.43ms, fps=1980 images/s, loss=0.4262, top1-acc=88.48%, top5-acc=98.12%, remaining_time=0:00:24.973344, arrival_time=2021-04-10 03:40:32.554929, cost_time=0:00:02.837889 2021-04-10 03:40:08,883 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.54ms, fps=1967 images/s, loss=0.4248, top1-acc=88.72%, top5-acc=98.05%, remaining_time=0:00:22.905012, arrival_time=2021-04-10 03:40:31.788172, cost_time=0:00:04.139457 2021-04-10 03:40:10,185 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.33ms, fps=1967 images/s, loss=0.4169, top1-acc=88.96%, top5-acc=98.19%, remaining_time=0:00:21.221304, arrival_time=2021-04-10 03:40:31.406364, cost_time=0:00:05.441354 2021-04-10 03:40:11,481 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.53ms, fps=1976 images/s, loss=0.4082, top1-acc=89.10%, top5-acc=98.23%, remaining_time=0:00:19.673500, arrival_time=2021-04-10 03:40:31.154739, cost_time=0:00:06.737477 2021-04-10 03:40:12,777 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.34ms, fps=1976 images/s, loss=0.4012, top1-acc=89.21%, top5-acc=98.31%, remaining_time=0:00:18.209584, arrival_time=2021-04-10 03:40:30.987015, cost_time=0:00:08.033641 2021-04-10 03:40:14,084 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.38ms, fps=1959 images/s, loss=0.3977, top1-acc=89.24%, top5-acc=98.30%, remaining_time=0:00:16.813566, arrival_time=2021-04-10 03:40:30.898276, cost_time=0:00:09.340886 2021-04-10 03:40:15,383 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.56ms, fps=1972 images/s, loss=0.3921, top1-acc=89.37%, top5-acc=98.37%, remaining_time=0:00:15.427884, arrival_time=2021-04-10 03:40:30.811569, cost_time=0:00:10.639893 2021-04-10 03:40:16,680 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.35ms, fps=1975 images/s, loss=0.3885, top1-acc=89.42%, top5-acc=98.37%, remaining_time=0:00:14.058780, arrival_time=2021-04-10 03:40:30.739203, cost_time=0:00:11.936720 2021-04-10 03:40:17,973 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.91ms, fps=1981 images/s, loss=0.3904, top1-acc=89.36%, top5-acc=98.37%, remaining_time=0:00:12.700512, arrival_time=2021-04-10 03:40:30.674012, cost_time=0:00:13.229725 2021-04-10 03:40:19,273 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=2.01ms, fps=1971 images/s, loss=0.3889, top1-acc=89.39%, top5-acc=98.38%, remaining_time=0:00:11.359224, arrival_time=2021-04-10 03:40:30.632238, cost_time=0:00:14.529265 2021-04-10 03:40:20,593 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=9.56ms, fps=1940 images/s, loss=0.3897, top1-acc=89.37%, top5-acc=98.35%, remaining_time=0:00:10.038080, arrival_time=2021-04-10 03:40:30.631495, cost_time=0:00:15.849621 2021-04-10 03:40:21,888 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.40ms, fps=1978 images/s, loss=0.3884, top1-acc=89.41%, top5-acc=98.35%, remaining_time=0:00:08.704080, arrival_time=2021-04-10 03:40:30.592247, cost_time=0:00:17.144362 2021-04-10 03:40:23,188 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.43ms, fps=1970 images/s, loss=0.3910, top1-acc=89.31%, top5-acc=98.32%, remaining_time=0:00:07.377720, arrival_time=2021-04-10 03:40:30.565873, cost_time=0:00:18.444307 2021-04-10 03:40:24,487 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.51ms, fps=1972 images/s, loss=0.3916, top1-acc=89.30%, top5-acc=98.31%, remaining_time=0:00:06.054612, arrival_time=2021-04-10 03:40:30.541596, cost_time=0:00:19.743278 2021-04-10 03:40:25,784 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.43ms, fps=1974 images/s, loss=0.3934, top1-acc=89.22%, top5-acc=98.31%, remaining_time=0:00:04.734180, arrival_time=2021-04-10 03:40:30.518797, cost_time=0:00:21.040826 2021-04-10 03:40:27,083 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.45ms, fps=1972 images/s, loss=0.3931, top1-acc=89.26%, top5-acc=98.30%, remaining_time=0:00:03.416686, arrival_time=2021-04-10 03:40:30.500261, cost_time=0:00:22.339858 2021-04-10 03:40:28,378 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.42ms, fps=1977 images/s, loss=0.3920, top1-acc=89.28%, top5-acc=98.30%, remaining_time=0:00:02.100912, arrival_time=2021-04-10 03:40:30.479840, cost_time=0:00:23.635216 2021-04-10 03:40:29,674 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.24ms, fps=1976 images/s, loss=0.3911, top1-acc=89.32%, top5-acc=98.31%, remaining_time=0:00:00.787296, arrival_time=2021-04-10 03:40:30.461984, cost_time=0:00:24.930977 2021-04-10 03:40:30,376 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.24ms, fps=1940 images/s, loss=0.3913, top1-acc=89.34%, top5-acc=98.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:30.375983, cost_time=0:00:25.632275 2021-04-10 03:40:30,879 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.20ms, fps=5091 images/s, loss=1.6584, top1-acc=66.02%, top5-acc=86.60%, remaining_time=0:00:01.508520, arrival_time=2021-04-10 03:40:32.388374, cost_time=0:00:00.502843 2021-04-10 03:40:31,303 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.32ms, fps=6054 images/s, loss=1.6388, top1-acc=66.31%, top5-acc=86.54%, remaining_time=0:00:00.926020, arrival_time=2021-04-10 03:40:32.229062, cost_time=0:00:00.926018 2021-04-10 03:40:31,730 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.44ms, fps=6002 images/s, loss=1.6369, top1-acc=66.39%, top5-acc=86.76%, remaining_time=0:00:00.450970, arrival_time=2021-04-10 03:40:32.180948, cost_time=0:00:01.352903 2021-04-10 03:40:32,118 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.08ms, fps=5981 images/s, loss=1.6311, top1-acc=66.03%, top5-acc=86.64%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:32.118208, cost_time=0:00:01.741216 2021-04-10 03:40:33,018 INFO : Epoch=0130 complete, best val top1-acc=66.36%, top5-acc=86.53% (epoch=123), remaining_time=0:33:22.566160, arrival_time=2021-04-10 04:13:55.584310, cost_time=1:01:59.051391 2021-04-10 03:40:33,018 INFO : Train start, epoch=0131, lr=0.027300 2021-04-10 03:40:34,510 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=1.58ms, fps=1717 images/s, loss=0.3663, top1-acc=90.51%, top5-acc=98.59%, remaining_time=0:00:27.734088, arrival_time=2021-04-10 03:41:02.244169, cost_time=0:00:01.491080 2021-04-10 03:40:35,811 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.61ms, fps=1968 images/s, loss=0.3533, top1-acc=90.53%, top5-acc=98.55%, remaining_time=0:00:24.575584, arrival_time=2021-04-10 03:41:00.387306, cost_time=0:00:02.792679 2021-04-10 03:40:37,114 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.41ms, fps=1966 images/s, loss=0.3440, top1-acc=90.61%, top5-acc=98.66%, remaining_time=0:00:22.660328, arrival_time=2021-04-10 03:40:59.774756, cost_time=0:00:04.095253 2021-04-10 03:40:38,416 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.47ms, fps=1967 images/s, loss=0.3521, top1-acc=90.33%, top5-acc=98.65%, remaining_time=0:00:21.051108, arrival_time=2021-04-10 03:40:59.467892, cost_time=0:00:05.397735 2021-04-10 03:40:39,717 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.43ms, fps=1970 images/s, loss=0.3555, top1-acc=90.33%, top5-acc=98.63%, remaining_time=0:00:19.558452, arrival_time=2021-04-10 03:40:59.275542, cost_time=0:00:06.698122 2021-04-10 03:40:41,011 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.33ms, fps=1979 images/s, loss=0.3516, top1-acc=90.43%, top5-acc=98.68%, remaining_time=0:00:18.115200, arrival_time=2021-04-10 03:40:59.126213, cost_time=0:00:07.991980 2021-04-10 03:40:42,307 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.40ms, fps=1975 images/s, loss=0.3497, top1-acc=90.39%, top5-acc=98.73%, remaining_time=0:00:16.719318, arrival_time=2021-04-10 03:40:59.026774, cost_time=0:00:09.288501 2021-04-10 03:40:43,605 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.58ms, fps=1974 images/s, loss=0.3493, top1-acc=90.34%, top5-acc=98.75%, remaining_time=0:00:15.349584, arrival_time=2021-04-10 03:40:58.954509, cost_time=0:00:10.585895 2021-04-10 03:40:44,903 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.39ms, fps=1973 images/s, loss=0.3507, top1-acc=90.27%, top5-acc=98.75%, remaining_time=0:00:13.997088, arrival_time=2021-04-10 03:40:58.900374, cost_time=0:00:11.884326 2021-04-10 03:40:46,201 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.55ms, fps=1973 images/s, loss=0.3547, top1-acc=90.18%, top5-acc=98.66%, remaining_time=0:00:12.654624, arrival_time=2021-04-10 03:40:58.855596, cost_time=0:00:13.181941 2021-04-10 03:40:47,505 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.56ms, fps=1964 images/s, loss=0.3539, top1-acc=90.20%, top5-acc=98.64%, remaining_time=0:00:11.325340, arrival_time=2021-04-10 03:40:58.830276, cost_time=0:00:14.485848 2021-04-10 03:40:48,802 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=2.01ms, fps=1974 images/s, loss=0.3550, top1-acc=90.15%, top5-acc=98.61%, remaining_time=0:00:09.996204, arrival_time=2021-04-10 03:40:58.798736, cost_time=0:00:15.783500 2021-04-10 03:40:50,099 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.37ms, fps=1975 images/s, loss=0.3529, top1-acc=90.25%, top5-acc=98.62%, remaining_time=0:00:08.671410, arrival_time=2021-04-10 03:40:58.770385, cost_time=0:00:17.080014 2021-04-10 03:40:51,398 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.41ms, fps=1970 images/s, loss=0.3537, top1-acc=90.26%, top5-acc=98.60%, remaining_time=0:00:07.351848, arrival_time=2021-04-10 03:40:58.750546, cost_time=0:00:18.379605 2021-04-10 03:40:52,710 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.47ms, fps=1953 images/s, loss=0.3552, top1-acc=90.18%, top5-acc=98.58%, remaining_time=0:00:06.038650, arrival_time=2021-04-10 03:40:58.748914, cost_time=0:00:19.691223 2021-04-10 03:40:54,004 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.57ms, fps=1979 images/s, loss=0.3534, top1-acc=90.22%, top5-acc=98.62%, remaining_time=0:00:04.721724, arrival_time=2021-04-10 03:40:58.726198, cost_time=0:00:20.985412 2021-04-10 03:40:55,305 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.63ms, fps=1969 images/s, loss=0.3546, top1-acc=90.21%, top5-acc=98.61%, remaining_time=0:00:03.408522, arrival_time=2021-04-10 03:40:58.714010, cost_time=0:00:22.286436 2021-04-10 03:40:56,603 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.47ms, fps=1973 images/s, loss=0.3550, top1-acc=90.21%, top5-acc=98.59%, remaining_time=0:00:02.096384, arrival_time=2021-04-10 03:40:58.699723, cost_time=0:00:23.584383 2021-04-10 03:40:57,899 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.85ms, fps=1976 images/s, loss=0.3578, top1-acc=90.13%, top5-acc=98.56%, remaining_time=0:00:00.785688, arrival_time=2021-04-10 03:40:58.684876, cost_time=0:00:24.880161 2021-04-10 03:40:58,601 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.33ms, fps=1939 images/s, loss=0.3574, top1-acc=90.15%, top5-acc=98.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:58.601068, cost_time=0:00:25.582110 2021-04-10 03:40:59,102 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=1.35ms, fps=5121 images/s, loss=1.6766, top1-acc=65.27%, top5-acc=86.45%, remaining_time=0:00:01.499790, arrival_time=2021-04-10 03:41:00.601866, cost_time=0:00:00.499926 2021-04-10 03:40:59,527 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.31ms, fps=6020 images/s, loss=1.7289, top1-acc=64.71%, top5-acc=85.41%, remaining_time=0:00:00.925580, arrival_time=2021-04-10 03:41:00.453293, cost_time=0:00:00.925571 2021-04-10 03:40:59,965 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.52ms, fps=5858 images/s, loss=1.7430, top1-acc=64.13%, top5-acc=85.29%, remaining_time=0:00:00.454300, arrival_time=2021-04-10 03:41:00.419384, cost_time=0:00:01.362903 2021-04-10 03:41:00,356 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.09ms, fps=5930 images/s, loss=1.7147, top1-acc=64.49%, top5-acc=85.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:00.356800, cost_time=0:00:01.754599 2021-04-10 03:41:01,099 INFO : Epoch=0131 complete, best val top1-acc=66.36%, top5-acc=86.53% (epoch=123), remaining_time=0:32:53.680554, arrival_time=2021-04-10 04:13:54.779899, cost_time=1:02:27.132593 2021-04-10 03:41:01,099 INFO : Train start, epoch=0132, lr=0.026604 2021-04-10 03:41:02,575 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=2.17ms, fps=1735 images/s, loss=0.3349, top1-acc=91.17%, top5-acc=98.71%, remaining_time=0:00:27.436674, arrival_time=2021-04-10 03:41:30.011817, cost_time=0:00:01.475086 2021-04-10 03:41:03,878 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.60ms, fps=1966 images/s, loss=0.3464, top1-acc=90.82%, top5-acc=98.52%, remaining_time=0:00:24.445696, arrival_time=2021-04-10 03:41:28.323779, cost_time=0:00:02.777925 2021-04-10 03:41:05,177 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=3.03ms, fps=1971 images/s, loss=0.3369, top1-acc=90.95%, top5-acc=98.61%, remaining_time=0:00:22.561060, arrival_time=2021-04-10 03:41:27.738534, cost_time=0:00:04.077286 2021-04-10 03:41:06,474 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.36ms, fps=1975 images/s, loss=0.3314, top1-acc=91.09%, top5-acc=98.58%, remaining_time=0:00:20.958756, arrival_time=2021-04-10 03:41:27.432868, cost_time=0:00:05.374041 2021-04-10 03:41:07,777 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.37ms, fps=1964 images/s, loss=0.3286, top1-acc=91.07%, top5-acc=98.69%, remaining_time=0:00:19.498738, arrival_time=2021-04-10 03:41:27.276553, cost_time=0:00:06.677674 2021-04-10 03:41:09,075 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.37ms, fps=1975 images/s, loss=0.3306, top1-acc=91.10%, top5-acc=98.68%, remaining_time=0:00:18.076168, arrival_time=2021-04-10 03:41:27.151079, cost_time=0:00:07.974761 2021-04-10 03:41:10,376 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.33ms, fps=1968 images/s, loss=0.3276, top1-acc=91.06%, top5-acc=98.69%, remaining_time=0:00:16.696764, arrival_time=2021-04-10 03:41:27.072790, cost_time=0:00:09.275954 2021-04-10 03:41:11,674 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.51ms, fps=1972 images/s, loss=0.3267, top1-acc=91.10%, top5-acc=98.71%, remaining_time=0:00:15.332764, arrival_time=2021-04-10 03:41:27.007362, cost_time=0:00:10.574353 2021-04-10 03:41:12,967 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.29ms, fps=1982 images/s, loss=0.3256, top1-acc=91.13%, top5-acc=98.71%, remaining_time=0:00:13.976736, arrival_time=2021-04-10 03:41:26.943834, cost_time=0:00:11.867039 2021-04-10 03:41:14,288 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.91ms, fps=1938 images/s, loss=0.3257, top1-acc=91.12%, top5-acc=98.75%, remaining_time=0:00:12.660864, arrival_time=2021-04-10 03:41:26.949510, cost_time=0:00:13.188350 2021-04-10 03:41:15,583 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.46ms, fps=1979 images/s, loss=0.3282, top1-acc=91.06%, top5-acc=98.71%, remaining_time=0:00:11.323018, arrival_time=2021-04-10 03:41:26.906016, cost_time=0:00:14.482941 2021-04-10 03:41:16,879 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.39ms, fps=1976 images/s, loss=0.3307, top1-acc=90.98%, top5-acc=98.70%, remaining_time=0:00:09.993392, arrival_time=2021-04-10 03:41:26.872514, cost_time=0:00:15.778986 2021-04-10 03:41:18,174 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.41ms, fps=1977 images/s, loss=0.3311, top1-acc=90.93%, top5-acc=98.71%, remaining_time=0:00:08.668770, arrival_time=2021-04-10 03:41:26.843623, cost_time=0:00:17.074789 2021-04-10 03:41:19,471 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.52ms, fps=1975 images/s, loss=0.3354, top1-acc=90.82%, top5-acc=98.66%, remaining_time=0:00:07.348488, arrival_time=2021-04-10 03:41:26.819823, cost_time=0:00:18.371192 2021-04-10 03:41:20,767 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.47ms, fps=1977 images/s, loss=0.3373, top1-acc=90.78%, top5-acc=98.65%, remaining_time=0:00:06.031198, arrival_time=2021-04-10 03:41:26.798271, cost_time=0:00:19.667002 2021-04-10 03:41:22,067 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=2.16ms, fps=1969 images/s, loss=0.3427, top1-acc=90.62%, top5-acc=98.64%, remaining_time=0:00:04.717692, arrival_time=2021-04-10 03:41:26.785373, cost_time=0:00:20.967544 2021-04-10 03:41:23,368 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.71ms, fps=1970 images/s, loss=0.3463, top1-acc=90.51%, top5-acc=98.63%, remaining_time=0:00:03.405662, arrival_time=2021-04-10 03:41:26.773717, cost_time=0:00:22.267785 2021-04-10 03:41:24,665 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.52ms, fps=1974 images/s, loss=0.3493, top1-acc=90.44%, top5-acc=98.60%, remaining_time=0:00:02.094704, arrival_time=2021-04-10 03:41:26.760220, cost_time=0:00:23.565447 2021-04-10 03:41:25,963 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.61ms, fps=1973 images/s, loss=0.3485, top1-acc=90.45%, top5-acc=98.61%, remaining_time=0:00:00.785160, arrival_time=2021-04-10 03:41:26.748751, cost_time=0:00:24.863455 2021-04-10 03:41:26,666 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.39ms, fps=1937 images/s, loss=0.3489, top1-acc=90.47%, top5-acc=98.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:26.666139, cost_time=0:00:25.566088 2021-04-10 03:41:27,173 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=7.99ms, fps=5060 images/s, loss=1.5117, top1-acc=67.77%, top5-acc=87.73%, remaining_time=0:00:01.517910, arrival_time=2021-04-10 03:41:28.691264, cost_time=0:00:00.505974 2021-04-10 03:41:27,599 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.92ms, fps=6009 images/s, loss=1.5620, top1-acc=67.07%, top5-acc=87.23%, remaining_time=0:00:00.932320, arrival_time=2021-04-10 03:41:28.532077, cost_time=0:00:00.932322 2021-04-10 03:41:28,036 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.24ms, fps=5877 images/s, loss=1.5438, top1-acc=67.12%, top5-acc=87.45%, remaining_time=0:00:00.456220, arrival_time=2021-04-10 03:41:28.492260, cost_time=0:00:01.368654 2021-04-10 03:41:28,427 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.06ms, fps=5929 images/s, loss=1.5427, top1-acc=66.96%, top5-acc=87.27%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:28.427703, cost_time=0:00:01.760288 2021-04-10 03:41:30,634 INFO : Epoch=0132 complete, best val top1-acc=66.96%, top5-acc=87.27% (epoch=132), remaining_time=0:32:25.556228, arrival_time=2021-04-10 04:13:56.191035, cost_time=1:02:56.668018 2021-04-10 03:41:30,635 INFO : Train start, epoch=0133, lr=0.025912 2021-04-10 03:41:32,152 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.50ms, fps=1688 images/s, loss=0.2943, top1-acc=91.33%, top5-acc=98.91%, remaining_time=0:00:28.213224, arrival_time=2021-04-10 03:42:00.365935, cost_time=0:00:01.516844 2021-04-10 03:41:33,478 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.47ms, fps=1932 images/s, loss=0.3170, top1-acc=90.84%, top5-acc=98.87%, remaining_time=0:00:25.010656, arrival_time=2021-04-10 03:41:58.488638, cost_time=0:00:02.842114 2021-04-10 03:41:34,776 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.53ms, fps=1972 images/s, loss=0.3341, top1-acc=90.65%, top5-acc=98.79%, remaining_time=0:00:22.911154, arrival_time=2021-04-10 03:41:57.687801, cost_time=0:00:04.140568 2021-04-10 03:41:36,074 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.34ms, fps=1974 images/s, loss=0.3319, top1-acc=90.65%, top5-acc=98.87%, remaining_time=0:00:21.209292, arrival_time=2021-04-10 03:41:57.283439, cost_time=0:00:05.438268 2021-04-10 03:41:37,376 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.35ms, fps=1967 images/s, loss=0.3326, top1-acc=90.63%, top5-acc=98.87%, remaining_time=0:00:19.681238, arrival_time=2021-04-10 03:41:57.057342, cost_time=0:00:06.740152 2021-04-10 03:41:38,679 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.38ms, fps=1965 images/s, loss=0.3351, top1-acc=90.59%, top5-acc=98.84%, remaining_time=0:00:18.231888, arrival_time=2021-04-10 03:41:56.911219, cost_time=0:00:08.043464 2021-04-10 03:41:39,978 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.41ms, fps=1971 images/s, loss=0.3334, top1-acc=90.65%, top5-acc=98.84%, remaining_time=0:00:16.816842, arrival_time=2021-04-10 03:41:56.795494, cost_time=0:00:09.342711 2021-04-10 03:41:41,271 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=2.11ms, fps=1981 images/s, loss=0.3287, top1-acc=90.78%, top5-acc=98.84%, remaining_time=0:00:15.421272, arrival_time=2021-04-10 03:41:56.692532, cost_time=0:00:10.635344 2021-04-10 03:41:42,566 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.82ms, fps=1977 images/s, loss=0.3287, top1-acc=90.87%, top5-acc=98.78%, remaining_time=0:00:14.051784, arrival_time=2021-04-10 03:41:56.618520, cost_time=0:00:11.930752 2021-04-10 03:41:43,864 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.41ms, fps=1974 images/s, loss=0.3321, top1-acc=90.84%, top5-acc=98.74%, remaining_time=0:00:12.699264, arrival_time=2021-04-10 03:41:56.563707, cost_time=0:00:13.228387 2021-04-10 03:41:45,158 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.42ms, fps=1979 images/s, loss=0.3301, top1-acc=90.87%, top5-acc=98.75%, remaining_time=0:00:11.354064, arrival_time=2021-04-10 03:41:56.512533, cost_time=0:00:14.522589 2021-04-10 03:41:46,454 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.31ms, fps=1976 images/s, loss=0.3308, top1-acc=90.87%, top5-acc=98.72%, remaining_time=0:00:10.018472, arrival_time=2021-04-10 03:41:56.473024, cost_time=0:00:15.818685 2021-04-10 03:41:47,748 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.46ms, fps=1980 images/s, loss=0.3309, top1-acc=90.86%, top5-acc=98.73%, remaining_time=0:00:08.687778, arrival_time=2021-04-10 03:41:56.436027, cost_time=0:00:17.112301 2021-04-10 03:41:49,050 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.40ms, fps=1967 images/s, loss=0.3319, top1-acc=90.81%, top5-acc=98.71%, remaining_time=0:00:07.365848, arrival_time=2021-04-10 03:41:56.416413, cost_time=0:00:18.414685 2021-04-10 03:41:50,343 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.37ms, fps=1981 images/s, loss=0.3330, top1-acc=90.78%, top5-acc=98.72%, remaining_time=0:00:06.043710, arrival_time=2021-04-10 03:41:56.387310, cost_time=0:00:19.707696 2021-04-10 03:41:51,641 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=2.15ms, fps=1973 images/s, loss=0.3343, top1-acc=90.74%, top5-acc=98.72%, remaining_time=0:00:04.726296, arrival_time=2021-04-10 03:41:56.367935, cost_time=0:00:21.005686 2021-04-10 03:41:52,943 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.50ms, fps=1967 images/s, loss=0.3361, top1-acc=90.70%, top5-acc=98.70%, remaining_time=0:00:03.411746, arrival_time=2021-04-10 03:41:56.355266, cost_time=0:00:22.307491 2021-04-10 03:41:54,241 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.99ms, fps=1973 images/s, loss=0.3383, top1-acc=90.62%, top5-acc=98.69%, remaining_time=0:00:02.098304, arrival_time=2021-04-10 03:41:56.340105, cost_time=0:00:23.605856 2021-04-10 03:41:55,535 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.25ms, fps=1979 images/s, loss=0.3407, top1-acc=90.57%, top5-acc=98.68%, remaining_time=0:00:00.786312, arrival_time=2021-04-10 03:41:56.322105, cost_time=0:00:24.899910 2021-04-10 03:41:56,238 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.24ms, fps=1937 images/s, loss=0.3414, top1-acc=90.53%, top5-acc=98.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:56.238265, cost_time=0:00:25.602401 2021-04-10 03:41:56,737 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=3.23ms, fps=5142 images/s, loss=1.7418, top1-acc=65.00%, top5-acc=85.74%, remaining_time=0:00:01.493700, arrival_time=2021-04-10 03:41:58.230885, cost_time=0:00:00.497895 2021-04-10 03:41:57,163 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.26ms, fps=6003 images/s, loss=1.6894, top1-acc=65.06%, top5-acc=86.19%, remaining_time=0:00:00.924640, arrival_time=2021-04-10 03:41:58.088585, cost_time=0:00:00.924647 2021-04-10 03:41:57,592 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=2.31ms, fps=5975 images/s, loss=1.7047, top1-acc=64.56%, top5-acc=85.96%, remaining_time=0:00:00.451130, arrival_time=2021-04-10 03:41:58.043894, cost_time=0:00:01.353404 2021-04-10 03:41:57,981 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.06ms, fps=5977 images/s, loss=1.6678, top1-acc=65.02%, top5-acc=86.17%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:57.981309, cost_time=0:00:01.742023 2021-04-10 03:41:58,694 INFO : Epoch=0133 complete, best val top1-acc=66.96%, top5-acc=87.27% (epoch=132), remaining_time=0:31:56.667124, arrival_time=2021-04-10 04:13:55.361113, cost_time=1:03:24.727233 2021-04-10 03:41:58,694 INFO : Train start, epoch=0134, lr=0.025227 2021-04-10 03:42:00,160 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.46ms, fps=1746 images/s, loss=0.3196, top1-acc=91.48%, top5-acc=98.59%, remaining_time=0:00:27.271506, arrival_time=2021-04-10 03:42:27.432398, cost_time=0:00:01.466209 2021-04-10 03:42:01,457 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.39ms, fps=1975 images/s, loss=0.3101, top1-acc=91.46%, top5-acc=98.91%, remaining_time=0:00:24.310704, arrival_time=2021-04-10 03:42:25.767961, cost_time=0:00:02.762577 2021-04-10 03:42:02,766 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.61ms, fps=1956 images/s, loss=0.3084, top1-acc=91.50%, top5-acc=98.95%, remaining_time=0:00:22.530350, arrival_time=2021-04-10 03:42:25.296777, cost_time=0:00:04.071751 2021-04-10 03:42:04,061 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.38ms, fps=1978 images/s, loss=0.3047, top1-acc=91.60%, top5-acc=98.99%, remaining_time=0:00:20.929896, arrival_time=2021-04-10 03:42:24.991245, cost_time=0:00:05.366660 2021-04-10 03:42:05,361 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.35ms, fps=1969 images/s, loss=0.2988, top1-acc=91.82%, top5-acc=98.96%, remaining_time=0:00:19.467494, arrival_time=2021-04-10 03:42:24.829263, cost_time=0:00:06.666941 2021-04-10 03:42:06,657 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.40ms, fps=1976 images/s, loss=0.3016, top1-acc=91.75%, top5-acc=98.94%, remaining_time=0:00:18.049784, arrival_time=2021-04-10 03:42:24.707666, cost_time=0:00:07.963117 2021-04-10 03:42:07,953 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.42ms, fps=1976 images/s, loss=0.2991, top1-acc=91.85%, top5-acc=98.90%, remaining_time=0:00:16.666524, arrival_time=2021-04-10 03:42:24.620378, cost_time=0:00:09.259175 2021-04-10 03:42:09,255 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.49ms, fps=1968 images/s, loss=0.3063, top1-acc=91.73%, top5-acc=98.85%, remaining_time=0:00:15.312464, arrival_time=2021-04-10 03:42:24.567568, cost_time=0:00:10.560340 2021-04-10 03:42:10,552 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.35ms, fps=1974 images/s, loss=0.3071, top1-acc=91.69%, top5-acc=98.82%, remaining_time=0:00:13.965500, arrival_time=2021-04-10 03:42:24.517697, cost_time=0:00:11.857511 2021-04-10 03:42:11,847 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.60ms, fps=1978 images/s, loss=0.3088, top1-acc=91.65%, top5-acc=98.79%, remaining_time=0:00:12.626400, arrival_time=2021-04-10 03:42:24.473564, cost_time=0:00:13.152473 2021-04-10 03:42:13,141 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.37ms, fps=1978 images/s, loss=0.3084, top1-acc=91.67%, top5-acc=98.79%, remaining_time=0:00:11.294896, arrival_time=2021-04-10 03:42:24.436575, cost_time=0:00:14.447000 2021-04-10 03:42:14,438 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.38ms, fps=1975 images/s, loss=0.3090, top1-acc=91.63%, top5-acc=98.79%, remaining_time=0:00:09.970896, arrival_time=2021-04-10 03:42:24.409039, cost_time=0:00:15.743462 2021-04-10 03:42:15,734 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.36ms, fps=1975 images/s, loss=0.3124, top1-acc=91.52%, top5-acc=98.79%, remaining_time=0:00:08.651148, arrival_time=2021-04-10 03:42:24.386000, cost_time=0:00:17.040095 2021-04-10 03:42:17,032 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.38ms, fps=1974 images/s, loss=0.3149, top1-acc=91.47%, top5-acc=98.77%, remaining_time=0:00:07.334992, arrival_time=2021-04-10 03:42:24.367118, cost_time=0:00:18.337432 2021-04-10 03:42:18,324 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.32ms, fps=1982 images/s, loss=0.3162, top1-acc=91.45%, top5-acc=98.75%, remaining_time=0:00:06.019790, arrival_time=2021-04-10 03:42:24.344233, cost_time=0:00:19.629765 2021-04-10 03:42:19,619 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.63ms, fps=1978 images/s, loss=0.3175, top1-acc=91.42%, top5-acc=98.74%, remaining_time=0:00:04.708008, arrival_time=2021-04-10 03:42:24.327251, cost_time=0:00:20.924558 2021-04-10 03:42:20,915 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.42ms, fps=1976 images/s, loss=0.3176, top1-acc=91.38%, top5-acc=98.75%, remaining_time=0:00:03.398408, arrival_time=2021-04-10 03:42:24.313469, cost_time=0:00:22.220386 2021-04-10 03:42:22,210 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=2.27ms, fps=1977 images/s, loss=0.3171, top1-acc=91.38%, top5-acc=98.76%, remaining_time=0:00:02.090256, arrival_time=2021-04-10 03:42:24.300332, cost_time=0:00:23.515397 2021-04-10 03:42:23,507 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.40ms, fps=1974 images/s, loss=0.3173, top1-acc=91.38%, top5-acc=98.76%, remaining_time=0:00:00.783552, arrival_time=2021-04-10 03:42:24.290740, cost_time=0:00:24.812500 2021-04-10 03:42:24,208 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.23ms, fps=1940 images/s, loss=0.3190, top1-acc=91.35%, top5-acc=98.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:24.208645, cost_time=0:00:25.513982 2021-04-10 03:42:24,708 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=1.21ms, fps=5131 images/s, loss=1.6371, top1-acc=67.15%, top5-acc=87.50%, remaining_time=0:00:01.496700, arrival_time=2021-04-10 03:42:26.205222, cost_time=0:00:00.498903 2021-04-10 03:42:25,135 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.20ms, fps=6008 images/s, loss=1.6156, top1-acc=67.46%, top5-acc=87.42%, remaining_time=0:00:00.925380, arrival_time=2021-04-10 03:42:26.060376, cost_time=0:00:00.925389 2021-04-10 03:42:25,562 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.24ms, fps=5996 images/s, loss=1.6611, top1-acc=66.54%, top5-acc=87.02%, remaining_time=0:00:00.450880, arrival_time=2021-04-10 03:42:26.013117, cost_time=0:00:01.352634 2021-04-10 03:42:25,951 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.06ms, fps=5969 images/s, loss=1.6536, top1-acc=66.86%, top5-acc=87.23%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:25.951212, cost_time=0:00:01.741636 2021-04-10 03:42:26,754 INFO : Epoch=0134 complete, best val top1-acc=66.96%, top5-acc=87.27% (epoch=132), remaining_time=0:31:27.791004, arrival_time=2021-04-10 04:13:54.545601, cost_time=1:03:52.787828 2021-04-10 03:42:26,755 INFO : Train start, epoch=0135, lr=0.024548 2021-04-10 03:42:28,212 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.61ms, fps=1757 images/s, loss=0.3196, top1-acc=91.52%, top5-acc=98.87%, remaining_time=0:00:27.098526, arrival_time=2021-04-10 03:42:55.310995, cost_time=0:00:01.456914 2021-04-10 03:42:29,511 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.33ms, fps=1972 images/s, loss=0.3155, top1-acc=91.46%, top5-acc=98.81%, remaining_time=0:00:24.249984, arrival_time=2021-04-10 03:42:53.761216, cost_time=0:00:02.755679 2021-04-10 03:42:30,810 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.49ms, fps=1971 images/s, loss=0.3103, top1-acc=91.45%, top5-acc=98.93%, remaining_time=0:00:22.438884, arrival_time=2021-04-10 03:42:53.249660, cost_time=0:00:04.055220 2021-04-10 03:42:32,110 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.56ms, fps=1971 images/s, loss=0.3080, top1-acc=91.66%, top5-acc=98.88%, remaining_time=0:00:20.882628, arrival_time=2021-04-10 03:42:52.992797, cost_time=0:00:05.354521 2021-04-10 03:42:33,408 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=2.13ms, fps=1972 images/s, loss=0.3093, top1-acc=91.73%, top5-acc=98.80%, remaining_time=0:00:19.427052, arrival_time=2021-04-10 03:42:52.835797, cost_time=0:00:06.653110 2021-04-10 03:42:34,706 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.47ms, fps=1974 images/s, loss=0.3075, top1-acc=91.69%, top5-acc=98.78%, remaining_time=0:00:18.021496, arrival_time=2021-04-10 03:42:52.727704, cost_time=0:00:07.950647 2021-04-10 03:42:36,004 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.55ms, fps=1973 images/s, loss=0.3069, top1-acc=91.65%, top5-acc=98.81%, remaining_time=0:00:16.647246, arrival_time=2021-04-10 03:42:52.651466, cost_time=0:00:09.248461 2021-04-10 03:42:37,301 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.43ms, fps=1975 images/s, loss=0.3083, top1-acc=91.58%, top5-acc=98.77%, remaining_time=0:00:15.291352, arrival_time=2021-04-10 03:42:52.592646, cost_time=0:00:10.545725 2021-04-10 03:42:38,598 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.35ms, fps=1974 images/s, loss=0.3104, top1-acc=91.51%, top5-acc=98.75%, remaining_time=0:00:13.948222, arrival_time=2021-04-10 03:42:52.546731, cost_time=0:00:11.842864 2021-04-10 03:42:39,896 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.40ms, fps=1972 images/s, loss=0.3099, top1-acc=91.53%, top5-acc=98.77%, remaining_time=0:00:12.615744, arrival_time=2021-04-10 03:42:52.512687, cost_time=0:00:13.141389 2021-04-10 03:42:41,201 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.30ms, fps=1964 images/s, loss=0.3116, top1-acc=91.45%, top5-acc=98.79%, remaining_time=0:00:11.293606, arrival_time=2021-04-10 03:42:52.494572, cost_time=0:00:14.445325 2021-04-10 03:42:42,497 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.40ms, fps=1975 images/s, loss=0.3109, top1-acc=91.47%, top5-acc=98.79%, remaining_time=0:00:09.969832, arrival_time=2021-04-10 03:42:52.467414, cost_time=0:00:15.741875 2021-04-10 03:42:43,792 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.35ms, fps=1977 images/s, loss=0.3123, top1-acc=91.42%, top5-acc=98.77%, remaining_time=0:00:08.649762, arrival_time=2021-04-10 03:42:52.442709, cost_time=0:00:17.037388 2021-04-10 03:42:45,089 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.90ms, fps=1976 images/s, loss=0.3127, top1-acc=91.35%, top5-acc=98.81%, remaining_time=0:00:07.333368, arrival_time=2021-04-10 03:42:52.422413, cost_time=0:00:18.333400 2021-04-10 03:42:46,388 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.34ms, fps=1972 images/s, loss=0.3110, top1-acc=91.40%, top5-acc=98.82%, remaining_time=0:00:06.020618, arrival_time=2021-04-10 03:42:52.408622, cost_time=0:00:19.632434 2021-04-10 03:42:47,683 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.53ms, fps=1977 images/s, loss=0.3130, top1-acc=91.36%, top5-acc=98.80%, remaining_time=0:00:04.708764, arrival_time=2021-04-10 03:42:52.392159, cost_time=0:00:20.927837 2021-04-10 03:42:48,974 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.37ms, fps=1983 images/s, loss=0.3141, top1-acc=91.34%, top5-acc=98.80%, remaining_time=0:00:03.398226, arrival_time=2021-04-10 03:42:52.372895, cost_time=0:00:22.219119 2021-04-10 03:42:50,275 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.56ms, fps=1968 images/s, loss=0.3138, top1-acc=91.36%, top5-acc=98.80%, remaining_time=0:00:02.090672, arrival_time=2021-04-10 03:42:52.366262, cost_time=0:00:23.520032 2021-04-10 03:42:51,568 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.25ms, fps=1981 images/s, loss=0.3133, top1-acc=91.38%, top5-acc=98.80%, remaining_time=0:00:00.783552, arrival_time=2021-04-10 03:42:52.351679, cost_time=0:00:24.812507 2021-04-10 03:42:52,270 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.60ms, fps=1939 images/s, loss=0.3149, top1-acc=91.33%, top5-acc=98.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:52.270061, cost_time=0:00:25.514466 2021-04-10 03:42:52,775 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.20ms, fps=5078 images/s, loss=1.6113, top1-acc=67.89%, top5-acc=87.70%, remaining_time=0:00:01.512270, arrival_time=2021-04-10 03:42:54.287780, cost_time=0:00:00.504087 2021-04-10 03:42:53,199 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.27ms, fps=6039 images/s, loss=1.6431, top1-acc=67.15%, top5-acc=87.32%, remaining_time=0:00:00.928360, arrival_time=2021-04-10 03:42:54.128129, cost_time=0:00:00.928363 2021-04-10 03:42:53,625 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.22ms, fps=6023 images/s, loss=1.6604, top1-acc=66.69%, top5-acc=86.95%, remaining_time=0:00:00.451240, arrival_time=2021-04-10 03:42:54.076383, cost_time=0:00:01.353733 2021-04-10 03:42:54,010 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.07ms, fps=6019 images/s, loss=1.6555, top1-acc=66.57%, top5-acc=86.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:54.010925, cost_time=0:00:01.739541 2021-04-10 03:42:54,786 INFO : Epoch=0135 complete, best val top1-acc=66.96%, top5-acc=87.27% (epoch=132), remaining_time=0:30:58.912965, arrival_time=2021-04-10 04:13:53.699007, cost_time=1:04:20.819299 2021-04-10 03:42:54,786 INFO : Train start, epoch=0136, lr=0.023875 2021-04-10 03:42:56,242 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.2718, top1-acc=92.58%, top5-acc=99.26%, remaining_time=0:00:27.068208, arrival_time=2021-04-10 03:43:23.310305, cost_time=0:00:01.455281 2021-04-10 03:42:57,545 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.69ms, fps=1965 images/s, loss=0.2860, top1-acc=92.25%, top5-acc=99.16%, remaining_time=0:00:24.274624, arrival_time=2021-04-10 03:43:21.819894, cost_time=0:00:02.758472 2021-04-10 03:42:58,845 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.36ms, fps=1969 images/s, loss=0.2735, top1-acc=92.62%, top5-acc=99.17%, remaining_time=0:00:22.459634, arrival_time=2021-04-10 03:43:21.305390, cost_time=0:00:04.058966 2021-04-10 03:43:00,143 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.43ms, fps=1973 images/s, loss=0.2765, top1-acc=92.60%, top5-acc=99.16%, remaining_time=0:00:20.892300, arrival_time=2021-04-10 03:43:21.036093, cost_time=0:00:05.357005 2021-04-10 03:43:01,442 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.37ms, fps=1973 images/s, loss=0.2734, top1-acc=92.59%, top5-acc=99.15%, remaining_time=0:00:19.433476, arrival_time=2021-04-10 03:43:20.875508, cost_time=0:00:06.655325 2021-04-10 03:43:02,737 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.55ms, fps=1977 images/s, loss=0.2769, top1-acc=92.61%, top5-acc=99.06%, remaining_time=0:00:18.021496, arrival_time=2021-04-10 03:43:20.758944, cost_time=0:00:07.950670 2021-04-10 03:43:04,042 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.41ms, fps=1963 images/s, loss=0.2821, top1-acc=92.57%, top5-acc=99.04%, remaining_time=0:00:16.659216, arrival_time=2021-04-10 03:43:20.701137, cost_time=0:00:09.255140 2021-04-10 03:43:05,337 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.58ms, fps=1976 images/s, loss=0.2895, top1-acc=92.43%, top5-acc=98.95%, remaining_time=0:00:15.298892, arrival_time=2021-04-10 03:43:20.636667, cost_time=0:00:10.550989 2021-04-10 03:43:06,635 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.33ms, fps=1974 images/s, loss=0.2923, top1-acc=92.37%, top5-acc=98.93%, remaining_time=0:00:13.954794, arrival_time=2021-04-10 03:43:20.589881, cost_time=0:00:11.848383 2021-04-10 03:43:07,927 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.78ms, fps=1982 images/s, loss=0.2954, top1-acc=92.29%, top5-acc=98.88%, remaining_time=0:00:12.614688, arrival_time=2021-04-10 03:43:20.541747, cost_time=0:00:13.140276 2021-04-10 03:43:09,224 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.34ms, fps=1974 images/s, loss=0.2968, top1-acc=92.21%, top5-acc=98.89%, remaining_time=0:00:11.287758, arrival_time=2021-04-10 03:43:20.512342, cost_time=0:00:14.437865 2021-04-10 03:43:10,522 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.40ms, fps=1973 images/s, loss=0.3002, top1-acc=92.12%, top5-acc=98.84%, remaining_time=0:00:09.966184, arrival_time=2021-04-10 03:43:20.488996, cost_time=0:00:15.736104 2021-04-10 03:43:11,819 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.38ms, fps=1975 images/s, loss=0.2997, top1-acc=92.10%, top5-acc=98.85%, remaining_time=0:00:08.647518, arrival_time=2021-04-10 03:43:20.467299, cost_time=0:00:17.032960 2021-04-10 03:43:13,117 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.34ms, fps=1974 images/s, loss=0.2996, top1-acc=92.09%, top5-acc=98.86%, remaining_time=0:00:07.332304, arrival_time=2021-04-10 03:43:20.449877, cost_time=0:00:18.330784 2021-04-10 03:43:14,414 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.82ms, fps=1974 images/s, loss=0.3021, top1-acc=92.01%, top5-acc=98.83%, remaining_time=0:00:06.019284, arrival_time=2021-04-10 03:43:20.434156, cost_time=0:00:19.628167 2021-04-10 03:43:15,710 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.40ms, fps=1976 images/s, loss=0.3052, top1-acc=91.94%, top5-acc=98.82%, remaining_time=0:00:04.707936, arrival_time=2021-04-10 03:43:20.418840, cost_time=0:00:20.924121 2021-04-10 03:43:17,011 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.39ms, fps=1969 images/s, loss=0.3058, top1-acc=91.89%, top5-acc=98.83%, remaining_time=0:00:03.399084, arrival_time=2021-04-10 03:43:20.410662, cost_time=0:00:22.224797 2021-04-10 03:43:18,311 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.39ms, fps=1970 images/s, loss=0.3058, top1-acc=91.90%, top5-acc=98.85%, remaining_time=0:00:02.091120, arrival_time=2021-04-10 03:43:20.402851, cost_time=0:00:23.525032 2021-04-10 03:43:19,610 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.35ms, fps=1973 images/s, loss=0.3053, top1-acc=91.89%, top5-acc=98.85%, remaining_time=0:00:00.783888, arrival_time=2021-04-10 03:43:20.393820, cost_time=0:00:24.823155 2021-04-10 03:43:20,311 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.39ms, fps=1939 images/s, loss=0.3041, top1-acc=91.91%, top5-acc=98.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:20.311716, cost_time=0:00:25.525014 2021-04-10 03:43:20,809 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.20ms, fps=5158 images/s, loss=1.5182, top1-acc=67.73%, top5-acc=88.16%, remaining_time=0:00:01.488840, arrival_time=2021-04-10 03:43:22.297847, cost_time=0:00:00.496280 2021-04-10 03:43:21,239 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.31ms, fps=5951 images/s, loss=1.6083, top1-acc=66.82%, top5-acc=87.17%, remaining_time=0:00:00.926760, arrival_time=2021-04-10 03:43:22.166252, cost_time=0:00:00.926760 2021-04-10 03:43:21,668 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.41ms, fps=5969 images/s, loss=1.6026, top1-acc=66.91%, top5-acc=86.89%, remaining_time=0:00:00.451990, arrival_time=2021-04-10 03:43:22.120683, cost_time=0:00:01.355961 2021-04-10 03:43:22,059 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.11ms, fps=5941 images/s, loss=1.5819, top1-acc=67.03%, top5-acc=87.04%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:22.059527, cost_time=0:00:01.746793 2021-04-10 03:43:24,398 INFO : Epoch=0136 complete, best val top1-acc=67.03%, top5-acc=87.04% (epoch=136), remaining_time=0:30:30.791168, arrival_time=2021-04-10 04:13:55.189126, cost_time=1:04:50.431204 2021-04-10 03:43:24,398 INFO : Train start, epoch=0137, lr=0.023209 2021-04-10 03:43:25,906 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.43ms, fps=1698 images/s, loss=0.2571, top1-acc=92.58%, top5-acc=99.26%, remaining_time=0:00:28.045638, arrival_time=2021-04-10 03:43:53.952084, cost_time=0:00:01.507829 2021-04-10 03:43:27,202 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.35ms, fps=1976 images/s, loss=0.2515, top1-acc=93.05%, top5-acc=99.22%, remaining_time=0:00:24.673968, arrival_time=2021-04-10 03:43:51.876450, cost_time=0:00:02.803864 2021-04-10 03:43:28,497 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.41ms, fps=1977 images/s, loss=0.2545, top1-acc=93.03%, top5-acc=99.21%, remaining_time=0:00:22.682572, arrival_time=2021-04-10 03:43:51.180446, cost_time=0:00:04.099254 2021-04-10 03:43:29,795 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.49ms, fps=1974 images/s, loss=0.2555, top1-acc=93.01%, top5-acc=99.22%, remaining_time=0:00:21.047520, arrival_time=2021-04-10 03:43:50.842950, cost_time=0:00:05.396816 2021-04-10 03:43:31,089 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.37ms, fps=1979 images/s, loss=0.2563, top1-acc=93.05%, top5-acc=99.21%, remaining_time=0:00:19.537136, arrival_time=2021-04-10 03:43:50.626545, cost_time=0:00:06.690789 2021-04-10 03:43:32,388 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.59ms, fps=1971 images/s, loss=0.2549, top1-acc=93.05%, top5-acc=99.20%, remaining_time=0:00:18.110576, arrival_time=2021-04-10 03:43:50.499185, cost_time=0:00:07.989956 2021-04-10 03:43:33,691 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=2.17ms, fps=1967 images/s, loss=0.2531, top1-acc=92.98%, top5-acc=99.21%, remaining_time=0:00:16.726122, arrival_time=2021-04-10 03:43:50.417094, cost_time=0:00:09.292273 2021-04-10 03:43:34,987 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.36ms, fps=1975 images/s, loss=0.2559, top1-acc=92.92%, top5-acc=99.19%, remaining_time=0:00:15.353992, arrival_time=2021-04-10 03:43:50.341583, cost_time=0:00:10.588962 2021-04-10 03:43:36,287 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.42ms, fps=1970 images/s, loss=0.2599, top1-acc=92.81%, top5-acc=99.17%, remaining_time=0:00:14.002706, arrival_time=2021-04-10 03:43:50.290488, cost_time=0:00:11.889085 2021-04-10 03:43:37,588 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.88ms, fps=1969 images/s, loss=0.2625, top1-acc=92.72%, top5-acc=99.16%, remaining_time=0:00:12.662304, arrival_time=2021-04-10 03:43:50.250890, cost_time=0:00:13.189864 2021-04-10 03:43:38,889 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.60ms, fps=1969 images/s, loss=0.2641, top1-acc=92.72%, top5-acc=99.13%, remaining_time=0:00:11.328866, arrival_time=2021-04-10 03:43:50.217960, cost_time=0:00:14.490437 2021-04-10 03:43:40,186 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.69ms, fps=1974 images/s, loss=0.2682, top1-acc=92.62%, top5-acc=99.12%, remaining_time=0:00:09.999092, arrival_time=2021-04-10 03:43:50.185811, cost_time=0:00:15.788023 2021-04-10 03:43:41,492 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.75ms, fps=1962 images/s, loss=0.2762, top1-acc=92.44%, top5-acc=99.09%, remaining_time=0:00:08.678208, arrival_time=2021-04-10 03:43:50.170310, cost_time=0:00:17.093396 2021-04-10 03:43:42,789 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.42ms, fps=1974 images/s, loss=0.2786, top1-acc=92.40%, top5-acc=99.07%, remaining_time=0:00:07.356328, arrival_time=2021-04-10 03:43:50.145788, cost_time=0:00:18.390761 2021-04-10 03:43:44,084 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.59ms, fps=1978 images/s, loss=0.2803, top1-acc=92.35%, top5-acc=99.06%, remaining_time=0:00:06.036994, arrival_time=2021-04-10 03:43:50.121587, cost_time=0:00:19.685846 2021-04-10 03:43:45,380 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.42ms, fps=1977 images/s, loss=0.2832, top1-acc=92.28%, top5-acc=99.04%, remaining_time=0:00:04.720824, arrival_time=2021-04-10 03:43:50.100876, cost_time=0:00:20.981436 2021-04-10 03:43:46,680 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=2.07ms, fps=1969 images/s, loss=0.2863, top1-acc=92.20%, top5-acc=99.02%, remaining_time=0:00:03.407820, arrival_time=2021-04-10 03:43:50.088463, cost_time=0:00:22.281879 2021-04-10 03:43:47,974 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.34ms, fps=1979 images/s, loss=0.2891, top1-acc=92.12%, top5-acc=99.00%, remaining_time=0:00:02.095648, arrival_time=2021-04-10 03:43:50.070361, cost_time=0:00:23.576080 2021-04-10 03:43:49,272 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.25ms, fps=1974 images/s, loss=0.2893, top1-acc=92.12%, top5-acc=99.01%, remaining_time=0:00:00.785484, arrival_time=2021-04-10 03:43:50.057787, cost_time=0:00:24.873685 2021-04-10 03:43:49,974 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.23ms, fps=1938 images/s, loss=0.2899, top1-acc=92.12%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:49.974427, cost_time=0:00:25.575705 2021-04-10 03:43:50,502 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=1.33ms, fps=4861 images/s, loss=1.5943, top1-acc=66.76%, top5-acc=87.93%, remaining_time=0:00:01.580010, arrival_time=2021-04-10 03:43:52.082269, cost_time=0:00:00.526671 2021-04-10 03:43:50,934 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.72ms, fps=5928 images/s, loss=1.5750, top1-acc=67.68%, top5-acc=87.77%, remaining_time=0:00:00.958840, arrival_time=2021-04-10 03:43:51.893271, cost_time=0:00:00.958844 2021-04-10 03:43:51,367 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.92ms, fps=5924 images/s, loss=1.5720, top1-acc=67.93%, top5-acc=87.88%, remaining_time=0:00:00.463780, arrival_time=2021-04-10 03:43:51.830872, cost_time=0:00:01.391348 2021-04-10 03:43:51,758 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.07ms, fps=5943 images/s, loss=1.6092, top1-acc=67.88%, top5-acc=87.60%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:51.758031, cost_time=0:00:01.782478 2021-04-10 03:43:53,960 INFO : Epoch=0137 complete, best val top1-acc=67.88%, top5-acc=87.60% (epoch=137), remaining_time=0:30:02.624859, arrival_time=2021-04-10 04:13:56.585407, cost_time=1:05:19.993737 2021-04-10 03:43:53,961 INFO : Train start, epoch=0138, lr=0.022549 2021-04-10 03:43:55,473 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=0.28ms, fps=1693 images/s, loss=0.2464, top1-acc=93.48%, top5-acc=99.37%, remaining_time=0:00:28.118550, arrival_time=2021-04-10 03:44:23.592004, cost_time=0:00:01.511754 2021-04-10 03:43:56,770 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.49ms, fps=1976 images/s, loss=0.2589, top1-acc=92.93%, top5-acc=99.26%, remaining_time=0:00:24.711984, arrival_time=2021-04-10 03:44:21.481938, cost_time=0:00:02.808176 2021-04-10 03:43:58,076 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.44ms, fps=1961 images/s, loss=0.2633, top1-acc=92.94%, top5-acc=99.09%, remaining_time=0:00:22.768062, arrival_time=2021-04-10 03:44:20.844487, cost_time=0:00:04.114701 2021-04-10 03:43:59,374 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.65ms, fps=1973 images/s, loss=0.2604, top1-acc=93.08%, top5-acc=99.11%, remaining_time=0:00:21.109296, arrival_time=2021-04-10 03:44:20.483617, cost_time=0:00:05.412624 2021-04-10 03:44:00,680 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.42ms, fps=1961 images/s, loss=0.2690, top1-acc=92.91%, top5-acc=99.09%, remaining_time=0:00:19.618166, arrival_time=2021-04-10 03:44:20.298393, cost_time=0:00:06.718531 2021-04-10 03:44:01,976 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.38ms, fps=1976 images/s, loss=0.2725, top1-acc=92.79%, top5-acc=99.07%, remaining_time=0:00:18.166608, arrival_time=2021-04-10 03:44:20.142993, cost_time=0:00:08.014693 2021-04-10 03:44:03,270 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.36ms, fps=1980 images/s, loss=0.2726, top1-acc=92.73%, top5-acc=99.08%, remaining_time=0:00:16.755102, arrival_time=2021-04-10 03:44:20.025099, cost_time=0:00:09.308379 2021-04-10 03:44:04,569 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=2.13ms, fps=1970 images/s, loss=0.2693, top1-acc=92.78%, top5-acc=99.09%, remaining_time=0:00:15.381832, arrival_time=2021-04-10 03:44:19.951658, cost_time=0:00:10.608124 2021-04-10 03:44:05,869 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.35ms, fps=1971 images/s, loss=0.2697, top1-acc=92.72%, top5-acc=99.06%, remaining_time=0:00:14.024224, arrival_time=2021-04-10 03:44:19.893324, cost_time=0:00:11.907402 2021-04-10 03:44:07,169 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.38ms, fps=1970 images/s, loss=0.2703, top1-acc=92.64%, top5-acc=99.07%, remaining_time=0:00:12.679008, arrival_time=2021-04-10 03:44:19.847997, cost_time=0:00:13.207294 2021-04-10 03:44:08,466 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.46ms, fps=1974 images/s, loss=0.2698, top1-acc=92.63%, top5-acc=99.07%, remaining_time=0:00:11.340132, arrival_time=2021-04-10 03:44:19.806615, cost_time=0:00:14.504787 2021-04-10 03:44:09,761 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.44ms, fps=1978 images/s, loss=0.2707, top1-acc=92.59%, top5-acc=99.07%, remaining_time=0:00:10.006540, arrival_time=2021-04-10 03:44:19.768114, cost_time=0:00:15.799849 2021-04-10 03:44:11,057 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.31ms, fps=1976 images/s, loss=0.2716, top1-acc=92.54%, top5-acc=99.07%, remaining_time=0:00:08.679462, arrival_time=2021-04-10 03:44:19.737048, cost_time=0:00:17.095973 2021-04-10 03:44:12,353 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.35ms, fps=1976 images/s, loss=0.2736, top1-acc=92.51%, top5-acc=99.06%, remaining_time=0:00:07.356664, arrival_time=2021-04-10 03:44:19.709933, cost_time=0:00:18.391651 2021-04-10 03:44:13,655 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.42ms, fps=1967 images/s, loss=0.2737, top1-acc=92.49%, top5-acc=99.07%, remaining_time=0:00:06.039294, arrival_time=2021-04-10 03:44:19.694366, cost_time=0:00:19.693372 2021-04-10 03:44:14,946 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.46ms, fps=1983 images/s, loss=0.2757, top1-acc=92.43%, top5-acc=99.06%, remaining_time=0:00:04.721688, arrival_time=2021-04-10 03:44:19.668539, cost_time=0:00:20.985232 2021-04-10 03:44:16,245 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.41ms, fps=1972 images/s, loss=0.2774, top1-acc=92.39%, top5-acc=99.06%, remaining_time=0:00:03.408106, arrival_time=2021-04-10 03:44:19.653530, cost_time=0:00:22.283808 2021-04-10 03:44:17,541 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.54ms, fps=1976 images/s, loss=0.2774, top1-acc=92.41%, top5-acc=99.05%, remaining_time=0:00:02.095968, arrival_time=2021-04-10 03:44:19.637208, cost_time=0:00:23.579623 2021-04-10 03:44:18,846 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.46ms, fps=1963 images/s, loss=0.2799, top1-acc=92.36%, top5-acc=99.04%, remaining_time=0:00:00.785826, arrival_time=2021-04-10 03:44:19.631953, cost_time=0:00:24.884417 2021-04-10 03:44:19,558 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.40ms, fps=1911 images/s, loss=0.2823, top1-acc=92.32%, top5-acc=99.02%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:19.558338, cost_time=0:00:25.596640 2021-04-10 03:44:20,104 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=0.39ms, fps=4699 images/s, loss=1.7060, top1-acc=65.55%, top5-acc=87.30%, remaining_time=0:00:01.634190, arrival_time=2021-04-10 03:44:21.738501, cost_time=0:00:00.544730 2021-04-10 03:44:20,532 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.62ms, fps=5981 images/s, loss=1.6862, top1-acc=65.64%, top5-acc=86.91%, remaining_time=0:00:00.973120, arrival_time=2021-04-10 03:44:21.505831, cost_time=0:00:00.973119 2021-04-10 03:44:20,962 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.30ms, fps=5968 images/s, loss=1.7023, top1-acc=65.52%, top5-acc=86.51%, remaining_time=0:00:00.467470, arrival_time=2021-04-10 03:44:21.429525, cost_time=0:00:01.402399 2021-04-10 03:44:21,355 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.06ms, fps=5897 images/s, loss=1.7232, top1-acc=65.54%, top5-acc=86.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:21.355933, cost_time=0:00:01.796371 2021-04-10 03:44:22,148 INFO : Epoch=0138 complete, best val top1-acc=67.88%, top5-acc=87.60% (epoch=137), remaining_time=0:29:33.820930, arrival_time=2021-04-10 04:13:55.969686, cost_time=1:05:48.182005 2021-04-10 03:44:22,149 INFO : Train start, epoch=0139, lr=0.021896 2021-04-10 03:44:23,603 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=2.10ms, fps=1760 images/s, loss=0.2901, top1-acc=92.34%, top5-acc=99.06%, remaining_time=0:00:27.048120, arrival_time=2021-04-10 03:44:50.651876, cost_time=0:00:01.454204 2021-04-10 03:44:24,896 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.29ms, fps=1981 images/s, loss=0.2828, top1-acc=92.30%, top5-acc=99.14%, remaining_time=0:00:24.173248, arrival_time=2021-04-10 03:44:49.069690, cost_time=0:00:02.746970 2021-04-10 03:44:26,207 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.34ms, fps=1953 images/s, loss=0.2787, top1-acc=92.51%, top5-acc=99.05%, remaining_time=0:00:22.455982, arrival_time=2021-04-10 03:44:48.663806, cost_time=0:00:04.058300 2021-04-10 03:44:27,505 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.32ms, fps=1975 images/s, loss=0.2796, top1-acc=92.57%, top5-acc=98.98%, remaining_time=0:00:20.886216, arrival_time=2021-04-10 03:44:48.391183, cost_time=0:00:05.355445 2021-04-10 03:44:28,804 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.43ms, fps=1970 images/s, loss=0.2759, top1-acc=92.67%, top5-acc=99.05%, remaining_time=0:00:19.433476, arrival_time=2021-04-10 03:44:48.238309, cost_time=0:00:06.655298 2021-04-10 03:44:30,103 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.51ms, fps=1973 images/s, loss=0.2725, top1-acc=92.68%, top5-acc=99.11%, remaining_time=0:00:18.028160, arrival_time=2021-04-10 03:44:48.131291, cost_time=0:00:07.953600 2021-04-10 03:44:31,400 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.35ms, fps=1974 images/s, loss=0.2701, top1-acc=92.68%, top5-acc=99.10%, remaining_time=0:00:16.652538, arrival_time=2021-04-10 03:44:48.053366, cost_time=0:00:09.251390 2021-04-10 03:44:32,701 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.33ms, fps=1970 images/s, loss=0.2668, top1-acc=92.76%, top5-acc=99.11%, remaining_time=0:00:15.299820, arrival_time=2021-04-10 03:44:48.000951, cost_time=0:00:10.551565 2021-04-10 03:44:34,010 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.40ms, fps=1956 images/s, loss=0.2655, top1-acc=92.76%, top5-acc=99.11%, remaining_time=0:00:13.970058, arrival_time=2021-04-10 03:44:47.980915, cost_time=0:00:11.861330 2021-04-10 03:44:35,312 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.47ms, fps=1968 images/s, loss=0.2663, top1-acc=92.73%, top5-acc=99.11%, remaining_time=0:00:12.636576, arrival_time=2021-04-10 03:44:47.949205, cost_time=0:00:13.163092 2021-04-10 03:44:36,609 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.60ms, fps=1976 images/s, loss=0.2654, top1-acc=92.72%, top5-acc=99.12%, remaining_time=0:00:11.304614, arrival_time=2021-04-10 03:44:47.913544, cost_time=0:00:14.459407 2021-04-10 03:44:37,902 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.50ms, fps=1981 images/s, loss=0.2655, top1-acc=92.73%, top5-acc=99.10%, remaining_time=0:00:09.976672, arrival_time=2021-04-10 03:44:47.878709, cost_time=0:00:15.752598 2021-04-10 03:44:39,198 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.41ms, fps=1977 images/s, loss=0.2665, top1-acc=92.73%, top5-acc=99.09%, remaining_time=0:00:08.655768, arrival_time=2021-04-10 03:44:47.854513, cost_time=0:00:17.049231 2021-04-10 03:44:40,490 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.42ms, fps=1982 images/s, loss=0.2667, top1-acc=92.69%, top5-acc=99.10%, remaining_time=0:00:07.336504, arrival_time=2021-04-10 03:44:47.827150, cost_time=0:00:18.341197 2021-04-10 03:44:41,786 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.83ms, fps=1976 images/s, loss=0.2659, top1-acc=92.71%, top5-acc=99.10%, remaining_time=0:00:06.022044, arrival_time=2021-04-10 03:44:47.808730, cost_time=0:00:19.637132 2021-04-10 03:44:43,096 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.64ms, fps=1956 images/s, loss=0.2666, top1-acc=92.69%, top5-acc=99.08%, remaining_time=0:00:04.713048, arrival_time=2021-04-10 03:44:47.809444, cost_time=0:00:20.946871 2021-04-10 03:44:44,399 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.44ms, fps=1966 images/s, loss=0.2673, top1-acc=92.68%, top5-acc=99.08%, remaining_time=0:00:03.402906, arrival_time=2021-04-10 03:44:47.802202, cost_time=0:00:22.249763 2021-04-10 03:44:45,694 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.39ms, fps=1978 images/s, loss=0.2697, top1-acc=92.63%, top5-acc=99.07%, remaining_time=0:00:02.092880, arrival_time=2021-04-10 03:44:47.787323, cost_time=0:00:23.544930 2021-04-10 03:44:46,995 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=3.07ms, fps=1969 images/s, loss=0.2706, top1-acc=92.61%, top5-acc=99.07%, remaining_time=0:00:00.784602, arrival_time=2021-04-10 03:44:47.779746, cost_time=0:00:24.845694 2021-04-10 03:44:47,702 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.43ms, fps=1924 images/s, loss=0.2710, top1-acc=92.59%, top5-acc=99.07%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:47.702336, cost_time=0:00:25.552813 2021-04-10 03:44:48,209 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=1.35ms, fps=5058 images/s, loss=1.6425, top1-acc=67.11%, top5-acc=88.28%, remaining_time=0:00:01.518480, arrival_time=2021-04-10 03:44:49.728130, cost_time=0:00:00.506160 2021-04-10 03:44:48,636 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.37ms, fps=6003 images/s, loss=1.6581, top1-acc=66.50%, top5-acc=87.93%, remaining_time=0:00:00.932920, arrival_time=2021-04-10 03:44:49.569333, cost_time=0:00:00.932923 2021-04-10 03:44:49,063 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.51ms, fps=6007 images/s, loss=1.6263, top1-acc=66.99%, top5-acc=87.88%, remaining_time=0:00:00.453140, arrival_time=2021-04-10 03:44:49.516178, cost_time=0:00:01.359421 2021-04-10 03:44:49,458 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.07ms, fps=5882 images/s, loss=1.6043, top1-acc=67.09%, top5-acc=87.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:49.458008, cost_time=0:00:01.754533 2021-04-10 03:44:50,244 INFO : Epoch=0139 complete, best val top1-acc=67.88%, top5-acc=87.60% (epoch=137), remaining_time=0:29:04.984971, arrival_time=2021-04-10 04:13:55.228996, cost_time=1:06:16.277242 2021-04-10 03:44:50,244 INFO : Train start, epoch=0140, lr=0.021250 2021-04-10 03:44:51,699 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=0.25ms, fps=1760 images/s, loss=0.2637, top1-acc=92.85%, top5-acc=99.30%, remaining_time=0:00:27.053700, arrival_time=2021-04-10 03:45:18.753259, cost_time=0:00:01.454500 2021-04-10 03:44:53,000 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=2.28ms, fps=1970 images/s, loss=0.2611, top1-acc=92.89%, top5-acc=99.30%, remaining_time=0:00:24.241888, arrival_time=2021-04-10 03:45:17.241885, cost_time=0:00:02.754752 2021-04-10 03:44:54,299 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.45ms, fps=1971 images/s, loss=0.2512, top1-acc=93.28%, top5-acc=99.31%, remaining_time=0:00:22.434900, arrival_time=2021-04-10 03:45:16.734622, cost_time=0:00:04.054495 2021-04-10 03:44:55,599 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.35ms, fps=1970 images/s, loss=0.2539, top1-acc=93.18%, top5-acc=99.22%, remaining_time=0:00:20.884032, arrival_time=2021-04-10 03:45:16.483950, cost_time=0:00:05.354880 2021-04-10 03:44:56,898 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.79ms, fps=1972 images/s, loss=0.2602, top1-acc=92.89%, top5-acc=99.09%, remaining_time=0:00:19.428658, arrival_time=2021-04-10 03:45:16.327503, cost_time=0:00:06.653642 2021-04-10 03:44:58,199 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.39ms, fps=1969 images/s, loss=0.2570, top1-acc=92.99%, top5-acc=99.09%, remaining_time=0:00:18.029792, arrival_time=2021-04-10 03:45:16.229147, cost_time=0:00:07.954335 2021-04-10 03:44:59,497 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.35ms, fps=1973 images/s, loss=0.2577, top1-acc=93.02%, top5-acc=99.05%, remaining_time=0:00:16.653672, arrival_time=2021-04-10 03:45:16.150842, cost_time=0:00:09.252017 2021-04-10 03:45:00,804 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.38ms, fps=1959 images/s, loss=0.2566, top1-acc=93.08%, top5-acc=99.05%, remaining_time=0:00:15.311072, arrival_time=2021-04-10 03:45:16.115547, cost_time=0:00:10.559373 2021-04-10 03:45:02,103 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.32ms, fps=1972 images/s, loss=0.2531, top1-acc=93.16%, top5-acc=99.08%, remaining_time=0:00:13.966348, arrival_time=2021-04-10 03:45:16.069640, cost_time=0:00:11.858255 2021-04-10 03:45:03,399 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.38ms, fps=1976 images/s, loss=0.2518, top1-acc=93.16%, top5-acc=99.12%, remaining_time=0:00:12.628032, arrival_time=2021-04-10 03:45:16.027380, cost_time=0:00:13.154243 2021-04-10 03:45:04,697 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.41ms, fps=1973 images/s, loss=0.2524, top1-acc=93.16%, top5-acc=99.11%, remaining_time=0:00:11.299110, arrival_time=2021-04-10 03:45:15.996493, cost_time=0:00:14.452366 2021-04-10 03:45:05,990 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.41ms, fps=1980 images/s, loss=0.2539, top1-acc=93.10%, top5-acc=99.11%, remaining_time=0:00:09.972112, arrival_time=2021-04-10 03:45:15.962666, cost_time=0:00:15.745453 2021-04-10 03:45:07,288 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.56ms, fps=1973 images/s, loss=0.2529, top1-acc=93.10%, top5-acc=99.11%, remaining_time=0:00:08.652930, arrival_time=2021-04-10 03:45:15.941590, cost_time=0:00:17.043638 2021-04-10 03:45:08,583 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.44ms, fps=1978 images/s, loss=0.2514, top1-acc=93.11%, top5-acc=99.14%, remaining_time=0:00:07.335384, arrival_time=2021-04-10 03:45:15.918945, cost_time=0:00:18.338461 2021-04-10 03:45:09,884 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.34ms, fps=1969 images/s, loss=0.2519, top1-acc=93.10%, top5-acc=99.14%, remaining_time=0:00:06.022734, arrival_time=2021-04-10 03:45:15.907208, cost_time=0:00:19.639370 2021-04-10 03:45:11,185 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=2.03ms, fps=1968 images/s, loss=0.2518, top1-acc=93.12%, top5-acc=99.14%, remaining_time=0:00:04.711608, arrival_time=2021-04-10 03:45:15.897255, cost_time=0:00:20.940547 2021-04-10 03:45:12,477 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.32ms, fps=1982 images/s, loss=0.2517, top1-acc=93.16%, top5-acc=99.15%, remaining_time=0:00:03.400280, arrival_time=2021-04-10 03:45:15.877900, cost_time=0:00:22.232592 2021-04-10 03:45:13,776 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.41ms, fps=1972 images/s, loss=0.2535, top1-acc=93.11%, top5-acc=99.14%, remaining_time=0:00:02.091632, arrival_time=2021-04-10 03:45:15.867660, cost_time=0:00:23.530919 2021-04-10 03:45:15,077 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.39ms, fps=1968 images/s, loss=0.2541, top1-acc=93.09%, top5-acc=99.14%, remaining_time=0:00:00.784182, arrival_time=2021-04-10 03:45:15.861549, cost_time=0:00:24.832340 2021-04-10 03:45:15,780 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.96ms, fps=1937 images/s, loss=0.2554, top1-acc=93.08%, top5-acc=99.12%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:15.780040, cost_time=0:00:25.534929 2021-04-10 03:45:16,316 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=0.22ms, fps=4786 images/s, loss=1.8303, top1-acc=65.20%, top5-acc=85.62%, remaining_time=0:00:01.604730, arrival_time=2021-04-10 03:45:17.920868, cost_time=0:00:00.534914 2021-04-10 03:45:16,743 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.57ms, fps=5993 images/s, loss=1.8005, top1-acc=65.41%, top5-acc=85.92%, remaining_time=0:00:00.962400, arrival_time=2021-04-10 03:45:17.706033, cost_time=0:00:00.962410 2021-04-10 03:45:17,175 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=2.22ms, fps=5939 images/s, loss=1.8006, top1-acc=65.55%, top5-acc=86.00%, remaining_time=0:00:00.464590, arrival_time=2021-04-10 03:45:17.639611, cost_time=0:00:01.393760 2021-04-10 03:45:17,566 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.07ms, fps=5936 images/s, loss=1.7967, top1-acc=65.59%, top5-acc=86.02%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:17.566269, cost_time=0:00:01.785070 2021-04-10 03:45:18,354 INFO : Epoch=0140 complete, best val top1-acc=67.88%, top5-acc=87.60% (epoch=137), remaining_time=0:28:36.166260, arrival_time=2021-04-10 04:13:54.520987, cost_time=1:06:44.387984 2021-04-10 03:45:18,355 INFO : Train start, epoch=0141, lr=0.020611 2021-04-10 03:45:19,824 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.99ms, fps=1743 images/s, loss=0.2923, top1-acc=92.07%, top5-acc=98.79%, remaining_time=0:00:27.324144, arrival_time=2021-04-10 03:45:47.148578, cost_time=0:00:01.469040 2021-04-10 03:45:21,119 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.34ms, fps=1978 images/s, loss=0.2711, top1-acc=92.66%, top5-acc=98.91%, remaining_time=0:00:24.321616, arrival_time=2021-04-10 03:45:45.440831, cost_time=0:00:02.763823 2021-04-10 03:45:22,413 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.39ms, fps=1979 images/s, loss=0.2692, top1-acc=92.67%, top5-acc=98.83%, remaining_time=0:00:22.454322, arrival_time=2021-04-10 03:45:44.867750, cost_time=0:00:04.058003 2021-04-10 03:45:23,709 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.35ms, fps=1976 images/s, loss=0.2629, top1-acc=92.81%, top5-acc=98.96%, remaining_time=0:00:20.881224, arrival_time=2021-04-10 03:45:44.590835, cost_time=0:00:05.354168 2021-04-10 03:45:25,005 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.38ms, fps=1976 images/s, loss=0.2539, top1-acc=93.04%, top5-acc=99.09%, remaining_time=0:00:19.418438, arrival_time=2021-04-10 03:45:44.423991, cost_time=0:00:06.650134 2021-04-10 03:45:26,308 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.37ms, fps=1966 images/s, loss=0.2518, top1-acc=93.04%, top5-acc=99.10%, remaining_time=0:00:18.025848, arrival_time=2021-04-10 03:45:44.333808, cost_time=0:00:07.952552 2021-04-10 03:45:27,610 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.49ms, fps=1966 images/s, loss=0.2509, top1-acc=93.06%, top5-acc=99.11%, remaining_time=0:00:16.659342, arrival_time=2021-04-10 03:45:44.269956, cost_time=0:00:09.255221 2021-04-10 03:45:28,911 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.41ms, fps=1968 images/s, loss=0.2552, top1-acc=92.96%, top5-acc=99.09%, remaining_time=0:00:15.306548, arrival_time=2021-04-10 03:45:44.218288, cost_time=0:00:10.556260 2021-04-10 03:45:30,208 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.48ms, fps=1975 images/s, loss=0.2514, top1-acc=93.11%, top5-acc=99.12%, remaining_time=0:00:13.960306, arrival_time=2021-04-10 03:45:44.168897, cost_time=0:00:11.853055 2021-04-10 03:45:31,506 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=2.69ms, fps=1974 images/s, loss=0.2516, top1-acc=93.16%, top5-acc=99.14%, remaining_time=0:00:12.624672, arrival_time=2021-04-10 03:45:44.130802, cost_time=0:00:13.150735 2021-04-10 03:45:32,798 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.57ms, fps=1981 images/s, loss=0.2513, top1-acc=93.14%, top5-acc=99.13%, remaining_time=0:00:11.291886, arrival_time=2021-04-10 03:45:44.090514, cost_time=0:00:14.443160 2021-04-10 03:45:34,102 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.60ms, fps=1965 images/s, loss=0.2526, top1-acc=93.15%, top5-acc=99.11%, remaining_time=0:00:09.972872, arrival_time=2021-04-10 03:45:44.074949, cost_time=0:00:15.746594 2021-04-10 03:45:35,398 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.33ms, fps=1975 images/s, loss=0.2531, top1-acc=93.13%, top5-acc=99.13%, remaining_time=0:00:08.652732, arrival_time=2021-04-10 03:45:44.051457, cost_time=0:00:17.043243 2021-04-10 03:45:36,693 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.35ms, fps=1979 images/s, loss=0.2535, top1-acc=93.10%, top5-acc=99.14%, remaining_time=0:00:07.335048, arrival_time=2021-04-10 03:45:44.028135, cost_time=0:00:18.337588 2021-04-10 03:45:37,988 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.49ms, fps=1977 images/s, loss=0.2551, top1-acc=93.05%, top5-acc=99.13%, remaining_time=0:00:06.020940, arrival_time=2021-04-10 03:45:44.009810, cost_time=0:00:19.633484 2021-04-10 03:45:39,285 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.41ms, fps=1976 images/s, loss=0.2565, top1-acc=93.06%, top5-acc=99.14%, remaining_time=0:00:04.709160, arrival_time=2021-04-10 03:45:43.994375, cost_time=0:00:20.929634 2021-04-10 03:45:40,582 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.43ms, fps=1975 images/s, loss=0.2553, top1-acc=93.08%, top5-acc=99.14%, remaining_time=0:00:03.399422, arrival_time=2021-04-10 03:45:43.981782, cost_time=0:00:22.226956 2021-04-10 03:45:41,878 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.34ms, fps=1976 images/s, loss=0.2552, top1-acc=93.07%, top5-acc=99.15%, remaining_time=0:00:02.090896, arrival_time=2021-04-10 03:45:43.968895, cost_time=0:00:23.522606 2021-04-10 03:45:43,178 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.26ms, fps=1969 images/s, loss=0.2563, top1-acc=93.03%, top5-acc=99.15%, remaining_time=0:00:00.783900, arrival_time=2021-04-10 03:45:43.962715, cost_time=0:00:24.823418 2021-04-10 03:45:43,879 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.23ms, fps=1942 images/s, loss=0.2566, top1-acc=93.03%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:43.879576, cost_time=0:00:25.524191 2021-04-10 03:45:44,417 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=1.30ms, fps=4770 images/s, loss=1.7235, top1-acc=66.76%, top5-acc=86.09%, remaining_time=0:00:01.609980, arrival_time=2021-04-10 03:45:46.027191, cost_time=0:00:00.536665 2021-04-10 03:45:44,842 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.33ms, fps=6019 images/s, loss=1.7570, top1-acc=66.13%, top5-acc=85.70%, remaining_time=0:00:00.962260, arrival_time=2021-04-10 03:45:45.805068, cost_time=0:00:00.962258 2021-04-10 03:45:45,277 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.36ms, fps=5897 images/s, loss=1.7436, top1-acc=66.04%, top5-acc=85.82%, remaining_time=0:00:00.465540, arrival_time=2021-04-10 03:45:45.742955, cost_time=0:00:01.396623 2021-04-10 03:45:45,669 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.12ms, fps=5925 images/s, loss=1.7081, top1-acc=66.18%, top5-acc=86.06%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:45.669555, cost_time=0:00:01.789026 2021-04-10 03:45:47,004 INFO : Epoch=0141 complete, best val top1-acc=67.88%, top5-acc=87.60% (epoch=137), remaining_time=0:28:07.582959, arrival_time=2021-04-10 04:13:54.586968, cost_time=1:07:13.037238 2021-04-10 03:45:47,004 INFO : Train start, epoch=0142, lr=0.019979 2021-04-10 03:45:48,481 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=0.25ms, fps=1734 images/s, loss=0.2526, top1-acc=92.81%, top5-acc=99.26%, remaining_time=0:00:27.464946, arrival_time=2021-04-10 03:46:15.946431, cost_time=0:00:01.476608 2021-04-10 03:45:49,777 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.30ms, fps=1976 images/s, loss=0.2434, top1-acc=93.24%, top5-acc=99.24%, remaining_time=0:00:24.395888, arrival_time=2021-04-10 03:46:14.173079, cost_time=0:00:02.772260 2021-04-10 03:45:51,074 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.39ms, fps=1975 images/s, loss=0.2407, top1-acc=93.41%, top5-acc=99.21%, remaining_time=0:00:22.517236, arrival_time=2021-04-10 03:46:13.591492, cost_time=0:00:04.069375 2021-04-10 03:45:52,369 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.60ms, fps=1977 images/s, loss=0.2402, top1-acc=93.43%, top5-acc=99.24%, remaining_time=0:00:20.923188, arrival_time=2021-04-10 03:46:13.293078, cost_time=0:00:05.364939 2021-04-10 03:45:53,663 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.41ms, fps=1980 images/s, loss=0.2387, top1-acc=93.43%, top5-acc=99.27%, remaining_time=0:00:19.442674, arrival_time=2021-04-10 03:46:13.105985, cost_time=0:00:06.658438 2021-04-10 03:45:54,958 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.54ms, fps=1977 images/s, loss=0.2354, top1-acc=93.45%, top5-acc=99.28%, remaining_time=0:00:18.028432, arrival_time=2021-04-10 03:46:12.987031, cost_time=0:00:07.953733 2021-04-10 03:45:56,255 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.41ms, fps=1975 images/s, loss=0.2320, top1-acc=93.55%, top5-acc=99.30%, remaining_time=0:00:16.650774, arrival_time=2021-04-10 03:46:12.906139, cost_time=0:00:09.250416 2021-04-10 03:45:57,550 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.34ms, fps=1978 images/s, loss=0.2290, top1-acc=93.70%, top5-acc=99.29%, remaining_time=0:00:15.290772, arrival_time=2021-04-10 03:46:12.840970, cost_time=0:00:10.545323 2021-04-10 03:45:58,845 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.43ms, fps=1977 images/s, loss=0.2284, top1-acc=93.72%, top5-acc=99.31%, remaining_time=0:00:13.945466, arrival_time=2021-04-10 03:46:12.790802, cost_time=0:00:11.840471 2021-04-10 03:46:00,148 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=5.86ms, fps=1965 images/s, loss=0.2287, top1-acc=93.70%, top5-acc=99.32%, remaining_time=0:00:12.617568, arrival_time=2021-04-10 03:46:12.765778, cost_time=0:00:13.143343 2021-04-10 03:46:01,472 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.61ms, fps=1934 images/s, loss=0.2276, top1-acc=93.74%, top5-acc=99.35%, remaining_time=0:00:11.310806, arrival_time=2021-04-10 03:46:12.783054, cost_time=0:00:14.467301 2021-04-10 03:46:02,766 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.35ms, fps=1979 images/s, loss=0.2295, top1-acc=93.71%, top5-acc=99.34%, remaining_time=0:00:09.982144, arrival_time=2021-04-10 03:46:12.748267, cost_time=0:00:15.761261 2021-04-10 03:46:04,070 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.64ms, fps=1964 images/s, loss=0.2318, top1-acc=93.64%, top5-acc=99.33%, remaining_time=0:00:08.663754, arrival_time=2021-04-10 03:46:12.733707, cost_time=0:00:17.065008 2021-04-10 03:46:05,367 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.33ms, fps=1975 images/s, loss=0.2325, top1-acc=93.60%, top5-acc=99.31%, remaining_time=0:00:07.344848, arrival_time=2021-04-10 03:46:12.711897, cost_time=0:00:18.362105 2021-04-10 03:46:06,669 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.58ms, fps=1966 images/s, loss=0.2300, top1-acc=93.65%, top5-acc=99.32%, remaining_time=0:00:06.030508, arrival_time=2021-04-10 03:46:12.700171, cost_time=0:00:19.664718 2021-04-10 03:46:07,961 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.34ms, fps=1982 images/s, loss=0.2291, top1-acc=93.68%, top5-acc=99.32%, remaining_time=0:00:04.715352, arrival_time=2021-04-10 03:46:12.677285, cost_time=0:00:20.957066 2021-04-10 03:46:09,257 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.44ms, fps=1977 images/s, loss=0.2308, top1-acc=93.63%, top5-acc=99.31%, remaining_time=0:00:03.403296, arrival_time=2021-04-10 03:46:12.660628, cost_time=0:00:22.252377 2021-04-10 03:46:10,552 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.35ms, fps=1977 images/s, loss=0.2319, top1-acc=93.59%, top5-acc=99.30%, remaining_time=0:00:02.093152, arrival_time=2021-04-10 03:46:12.645915, cost_time=0:00:23.547885 2021-04-10 03:46:11,851 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.21ms, fps=1972 images/s, loss=0.2344, top1-acc=93.52%, top5-acc=99.29%, remaining_time=0:00:00.784626, arrival_time=2021-04-10 03:46:12.635962, cost_time=0:00:24.846477 2021-04-10 03:46:12,553 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.17ms, fps=1937 images/s, loss=0.2359, top1-acc=93.50%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:12.553837, cost_time=0:00:25.548992 2021-04-10 03:46:13,055 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=3.41ms, fps=5115 images/s, loss=1.6438, top1-acc=68.28%, top5-acc=87.38%, remaining_time=0:00:01.501410, arrival_time=2021-04-10 03:46:14.556669, cost_time=0:00:00.500474 2021-04-10 03:46:13,486 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=2.41ms, fps=5948 images/s, loss=1.6763, top1-acc=67.25%, top5-acc=87.01%, remaining_time=0:00:00.931720, arrival_time=2021-04-10 03:46:14.418187, cost_time=0:00:00.931724 2021-04-10 03:46:13,910 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.43ms, fps=6037 images/s, loss=1.6620, top1-acc=67.21%, top5-acc=87.53%, remaining_time=0:00:00.452040, arrival_time=2021-04-10 03:46:14.362914, cost_time=0:00:01.356135 2021-04-10 03:46:14,296 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.08ms, fps=6019 images/s, loss=1.6478, top1-acc=67.32%, top5-acc=87.69%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:14.296603, cost_time=0:00:01.741877 2021-04-10 03:46:15,110 INFO : Epoch=0142 complete, best val top1-acc=67.88%, top5-acc=87.60% (epoch=137), remaining_time=0:27:38.776916, arrival_time=2021-04-10 04:13:53.887135, cost_time=1:07:41.143469 2021-04-10 03:46:15,110 INFO : Train start, epoch=0143, lr=0.019355 2021-04-10 03:46:16,567 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.38ms, fps=1757 images/s, loss=0.2486, top1-acc=93.32%, top5-acc=99.02%, remaining_time=0:00:27.093132, arrival_time=2021-04-10 03:46:43.660647, cost_time=0:00:01.456625 2021-04-10 03:46:17,862 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.45ms, fps=1978 images/s, loss=0.2399, top1-acc=93.55%, top5-acc=99.08%, remaining_time=0:00:24.209504, arrival_time=2021-04-10 03:46:42.071476, cost_time=0:00:02.751080 2021-04-10 03:46:19,162 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.51ms, fps=1969 images/s, loss=0.2375, top1-acc=93.53%, top5-acc=99.17%, remaining_time=0:00:22.418134, arrival_time=2021-04-10 03:46:41.580500, cost_time=0:00:04.051475 2021-04-10 03:46:20,464 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.49ms, fps=1968 images/s, loss=0.2335, top1-acc=93.72%, top5-acc=99.27%, remaining_time=0:00:20.876700, arrival_time=2021-04-10 03:46:41.340673, cost_time=0:00:05.352995 2021-04-10 03:46:21,762 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.93ms, fps=1972 images/s, loss=0.2289, top1-acc=93.80%, top5-acc=99.27%, remaining_time=0:00:19.422964, arrival_time=2021-04-10 03:46:41.185630, cost_time=0:00:06.651700 2021-04-10 03:46:23,057 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.39ms, fps=1978 images/s, loss=0.2299, top1-acc=93.78%, top5-acc=99.26%, remaining_time=0:00:18.011568, arrival_time=2021-04-10 03:46:41.068741, cost_time=0:00:07.946275 2021-04-10 03:46:24,354 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.38ms, fps=1973 images/s, loss=0.2244, top1-acc=93.86%, top5-acc=99.30%, remaining_time=0:00:16.639182, arrival_time=2021-04-10 03:46:40.994049, cost_time=0:00:09.243982 2021-04-10 03:46:25,668 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.39ms, fps=1950 images/s, loss=0.2241, top1-acc=93.83%, top5-acc=99.30%, remaining_time=0:00:15.307592, arrival_time=2021-04-10 03:46:40.975512, cost_time=0:00:10.556946 2021-04-10 03:46:26,976 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.63ms, fps=1958 images/s, loss=0.2248, top1-acc=93.79%, top5-acc=99.31%, remaining_time=0:00:13.974298, arrival_time=2021-04-10 03:46:40.950211, cost_time=0:00:11.864941 2021-04-10 03:46:28,269 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.49ms, fps=1980 images/s, loss=0.2235, top1-acc=93.82%, top5-acc=99.32%, remaining_time=0:00:12.632448, arrival_time=2021-04-10 03:46:40.902234, cost_time=0:00:13.158810 2021-04-10 03:46:29,567 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.60ms, fps=1974 images/s, loss=0.2235, top1-acc=93.78%, top5-acc=99.32%, remaining_time=0:00:11.302206, arrival_time=2021-04-10 03:46:40.869445, cost_time=0:00:14.456267 2021-04-10 03:46:30,859 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.35ms, fps=1982 images/s, loss=0.2243, top1-acc=93.76%, top5-acc=99.30%, remaining_time=0:00:09.974164, arrival_time=2021-04-10 03:46:40.833722, cost_time=0:00:15.748669 2021-04-10 03:46:32,158 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.39ms, fps=1971 images/s, loss=0.2269, top1-acc=93.73%, top5-acc=99.29%, remaining_time=0:00:08.654976, arrival_time=2021-04-10 03:46:40.813623, cost_time=0:00:17.047674 2021-04-10 03:46:33,454 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.42ms, fps=1977 images/s, loss=0.2283, top1-acc=93.73%, top5-acc=99.29%, remaining_time=0:00:07.337288, arrival_time=2021-04-10 03:46:40.791474, cost_time=0:00:18.343255 2021-04-10 03:46:34,750 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=3.04ms, fps=1975 images/s, loss=0.2295, top1-acc=93.71%, top5-acc=99.28%, remaining_time=0:00:06.022872, arrival_time=2021-04-10 03:46:40.773667, cost_time=0:00:19.639758 2021-04-10 03:46:36,048 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.40ms, fps=1974 images/s, loss=0.2304, top1-acc=93.65%, top5-acc=99.28%, remaining_time=0:00:04.710924, arrival_time=2021-04-10 03:46:40.759184, cost_time=0:00:20.937364 2021-04-10 03:46:37,350 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.40ms, fps=1967 images/s, loss=0.2296, top1-acc=93.66%, top5-acc=99.28%, remaining_time=0:00:03.401320, arrival_time=2021-04-10 03:46:40.751669, cost_time=0:00:22.239372 2021-04-10 03:46:38,646 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.45ms, fps=1977 images/s, loss=0.2293, top1-acc=93.67%, top5-acc=99.28%, remaining_time=0:00:02.092016, arrival_time=2021-04-10 03:46:40.738129, cost_time=0:00:23.535144 2021-04-10 03:46:39,947 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.42ms, fps=1968 images/s, loss=0.2288, top1-acc=93.66%, top5-acc=99.28%, remaining_time=0:00:00.784314, arrival_time=2021-04-10 03:46:40.731911, cost_time=0:00:24.836632 2021-04-10 03:46:40,647 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.21ms, fps=1944 images/s, loss=0.2295, top1-acc=93.65%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:40.647547, cost_time=0:00:25.536672 2021-04-10 03:46:41,158 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=1.37ms, fps=5018 images/s, loss=1.6381, top1-acc=68.16%, top5-acc=87.73%, remaining_time=0:00:01.530450, arrival_time=2021-04-10 03:46:42.689124, cost_time=0:00:00.510146 2021-04-10 03:46:41,584 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.32ms, fps=6015 images/s, loss=1.6586, top1-acc=67.60%, top5-acc=87.36%, remaining_time=0:00:00.936080, arrival_time=2021-04-10 03:46:42.520683, cost_time=0:00:00.936070 2021-04-10 03:46:42,016 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.41ms, fps=5930 images/s, loss=1.6556, top1-acc=68.02%, top5-acc=87.85%, remaining_time=0:00:00.456030, arrival_time=2021-04-10 03:46:42.472718, cost_time=0:00:01.368102 2021-04-10 03:46:42,410 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.07ms, fps=5905 images/s, loss=1.6345, top1-acc=67.98%, top5-acc=87.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:42.410044, cost_time=0:00:01.761485 2021-04-10 03:46:43,960 INFO : Epoch=0143 complete, best val top1-acc=67.98%, top5-acc=87.95% (epoch=143), remaining_time=0:27:10.277235, arrival_time=2021-04-10 04:13:54.237795, cost_time=1:08:09.993784 2021-04-10 03:46:43,961 INFO : Train start, epoch=0144, lr=0.018738 2021-04-10 03:46:45,436 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=0.34ms, fps=1735 images/s, loss=0.2079, top1-acc=94.10%, top5-acc=99.34%, remaining_time=0:00:27.439278, arrival_time=2021-04-10 03:47:12.875859, cost_time=0:00:01.475230 2021-04-10 03:46:46,736 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.94ms, fps=1971 images/s, loss=0.2343, top1-acc=93.98%, top5-acc=99.14%, remaining_time=0:00:24.419648, arrival_time=2021-04-10 03:47:11.155951, cost_time=0:00:02.774968 2021-04-10 03:46:48,030 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.36ms, fps=1979 images/s, loss=0.2233, top1-acc=94.09%, top5-acc=99.26%, remaining_time=0:00:22.516240, arrival_time=2021-04-10 03:47:10.546711, cost_time=0:00:04.069204 2021-04-10 03:46:49,326 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.38ms, fps=1975 images/s, loss=0.2190, top1-acc=94.09%, top5-acc=99.31%, remaining_time=0:00:20.925840, arrival_time=2021-04-10 03:47:10.252690, cost_time=0:00:05.365597 2021-04-10 03:46:50,622 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.65ms, fps=1977 images/s, loss=0.2235, top1-acc=93.96%, top5-acc=99.28%, remaining_time=0:00:19.449536, arrival_time=2021-04-10 03:47:10.071786, cost_time=0:00:06.660791 2021-04-10 03:46:51,921 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.38ms, fps=1971 images/s, loss=0.2231, top1-acc=94.00%, top5-acc=99.25%, remaining_time=0:00:18.044208, arrival_time=2021-04-10 03:47:09.966151, cost_time=0:00:07.960684 2021-04-10 03:46:53,218 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.40ms, fps=1975 images/s, loss=0.2197, top1-acc=94.03%, top5-acc=99.25%, remaining_time=0:00:16.663500, arrival_time=2021-04-10 03:47:09.882313, cost_time=0:00:09.257471 2021-04-10 03:46:54,511 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.43ms, fps=1982 images/s, loss=0.2190, top1-acc=94.01%, top5-acc=99.27%, remaining_time=0:00:15.297616, arrival_time=2021-04-10 03:47:09.809011, cost_time=0:00:10.550060 2021-04-10 03:46:55,808 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.40ms, fps=1975 images/s, loss=0.2166, top1-acc=94.05%, top5-acc=99.28%, remaining_time=0:00:13.953098, arrival_time=2021-04-10 03:47:09.761444, cost_time=0:00:11.846982 2021-04-10 03:46:57,104 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.40ms, fps=1976 images/s, loss=0.2184, top1-acc=94.01%, top5-acc=99.26%, remaining_time=0:00:12.617568, arrival_time=2021-04-10 03:47:09.722165, cost_time=0:00:13.143333 2021-04-10 03:46:58,400 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.40ms, fps=1977 images/s, loss=0.2195, top1-acc=93.99%, top5-acc=99.27%, remaining_time=0:00:11.288360, arrival_time=2021-04-10 03:47:09.688307, cost_time=0:00:14.438546 2021-04-10 03:46:59,699 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.67ms, fps=1971 images/s, loss=0.2198, top1-acc=93.94%, top5-acc=99.27%, remaining_time=0:00:09.967476, arrival_time=2021-04-10 03:47:09.666889, cost_time=0:00:15.738095 2021-04-10 03:47:01,006 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.35ms, fps=1959 images/s, loss=0.2190, top1-acc=93.94%, top5-acc=99.29%, remaining_time=0:00:08.653854, arrival_time=2021-04-10 03:47:09.660660, cost_time=0:00:17.045459 2021-04-10 03:47:02,302 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.33ms, fps=1977 images/s, loss=0.2186, top1-acc=93.96%, top5-acc=99.30%, remaining_time=0:00:07.336504, arrival_time=2021-04-10 03:47:09.639106, cost_time=0:00:18.341231 2021-04-10 03:47:03,602 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.86ms, fps=1971 images/s, loss=0.2180, top1-acc=93.97%, top5-acc=99.29%, remaining_time=0:00:06.023240, arrival_time=2021-04-10 03:47:09.625438, cost_time=0:00:19.640945 2021-04-10 03:47:04,906 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.44ms, fps=1964 images/s, loss=0.2171, top1-acc=94.01%, top5-acc=99.29%, remaining_time=0:00:04.712580, arrival_time=2021-04-10 03:47:09.618706, cost_time=0:00:20.944791 2021-04-10 03:47:06,211 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.46ms, fps=1962 images/s, loss=0.2167, top1-acc=94.02%, top5-acc=99.30%, remaining_time=0:00:03.403010, arrival_time=2021-04-10 03:47:09.614792, cost_time=0:00:22.250377 2021-04-10 03:47:07,516 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.52ms, fps=1964 images/s, loss=0.2161, top1-acc=94.03%, top5-acc=99.31%, remaining_time=0:00:02.093776, arrival_time=2021-04-10 03:47:09.610097, cost_time=0:00:23.554975 2021-04-10 03:47:08,816 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.88ms, fps=1971 images/s, loss=0.2177, top1-acc=94.01%, top5-acc=99.31%, remaining_time=0:00:00.784878, arrival_time=2021-04-10 03:47:09.600792, cost_time=0:00:24.854479 2021-04-10 03:47:09,519 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.24ms, fps=1935 images/s, loss=0.2183, top1-acc=93.99%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:09.519787, cost_time=0:00:25.558540 2021-04-10 03:47:10,045 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=1.95ms, fps=4877 images/s, loss=1.7499, top1-acc=66.76%, top5-acc=86.60%, remaining_time=0:00:01.574580, arrival_time=2021-04-10 03:47:11.620264, cost_time=0:00:00.524857 2021-04-10 03:47:10,472 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.27ms, fps=6011 images/s, loss=1.6874, top1-acc=67.30%, top5-acc=87.54%, remaining_time=0:00:00.951320, arrival_time=2021-04-10 03:47:11.423370, cost_time=0:00:00.951310 2021-04-10 03:47:10,899 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.27ms, fps=5994 images/s, loss=1.6798, top1-acc=67.41%, top5-acc=87.59%, remaining_time=0:00:00.459570, arrival_time=2021-04-10 03:47:11.359036, cost_time=0:00:01.378721 2021-04-10 03:47:11,294 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.13ms, fps=5888 images/s, loss=1.7019, top1-acc=66.99%, top5-acc=87.18%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:11.293940, cost_time=0:00:01.773150 2021-04-10 03:47:12,038 INFO : Epoch=0144 complete, best val top1-acc=67.98%, top5-acc=87.95% (epoch=143), remaining_time=0:26:41.472488, arrival_time=2021-04-10 04:13:53.511304, cost_time=1:08:38.072067 2021-04-10 03:47:12,039 INFO : Train start, epoch=0145, lr=0.018129 2021-04-10 03:47:13,521 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.54ms, fps=1727 images/s, loss=0.2294, top1-acc=94.26%, top5-acc=99.22%, remaining_time=0:00:27.568362, arrival_time=2021-04-10 03:47:41.090124, cost_time=0:00:01.482173 2021-04-10 03:47:14,819 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.36ms, fps=1973 images/s, loss=0.2283, top1-acc=94.22%, top5-acc=99.16%, remaining_time=0:00:24.465056, arrival_time=2021-04-10 03:47:39.284760, cost_time=0:00:02.780126 2021-04-10 03:47:16,117 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.42ms, fps=1973 images/s, loss=0.2215, top1-acc=94.19%, top5-acc=99.21%, remaining_time=0:00:22.566040, arrival_time=2021-04-10 03:47:38.683819, cost_time=0:00:04.078207 2021-04-10 03:47:17,415 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.40ms, fps=1973 images/s, loss=0.2166, top1-acc=94.19%, top5-acc=99.27%, remaining_time=0:00:20.967180, arrival_time=2021-04-10 03:47:38.382888, cost_time=0:00:05.376199 2021-04-10 03:47:18,709 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.32ms, fps=1979 images/s, loss=0.2130, top1-acc=94.22%, top5-acc=99.30%, remaining_time=0:00:19.476546, arrival_time=2021-04-10 03:47:38.186074, cost_time=0:00:06.670027 2021-04-10 03:47:20,007 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.41ms, fps=1973 images/s, loss=0.2100, top1-acc=94.23%, top5-acc=99.32%, remaining_time=0:00:18.060256, arrival_time=2021-04-10 03:47:38.067570, cost_time=0:00:07.967731 2021-04-10 03:47:21,306 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.37ms, fps=1971 images/s, loss=0.2098, top1-acc=94.25%, top5-acc=99.34%, remaining_time=0:00:16.680762, arrival_time=2021-04-10 03:47:37.987380, cost_time=0:00:09.267119 2021-04-10 03:47:22,603 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.85ms, fps=1975 images/s, loss=0.2127, top1-acc=94.17%, top5-acc=99.34%, remaining_time=0:00:15.317220, arrival_time=2021-04-10 03:47:37.920410, cost_time=0:00:10.563596 2021-04-10 03:47:23,903 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.40ms, fps=1970 images/s, loss=0.2117, top1-acc=94.12%, top5-acc=99.35%, remaining_time=0:00:13.972920, arrival_time=2021-04-10 03:47:37.876338, cost_time=0:00:11.863831 2021-04-10 03:47:25,198 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.41ms, fps=1977 images/s, loss=0.2103, top1-acc=94.16%, top5-acc=99.36%, remaining_time=0:00:12.632736, arrival_time=2021-04-10 03:47:37.831440, cost_time=0:00:13.159090 2021-04-10 03:47:26,498 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.42ms, fps=1970 images/s, loss=0.2122, top1-acc=94.08%, top5-acc=99.37%, remaining_time=0:00:11.304270, arrival_time=2021-04-10 03:47:37.802836, cost_time=0:00:14.458963 2021-04-10 03:47:27,791 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.41ms, fps=1981 images/s, loss=0.2137, top1-acc=94.06%, top5-acc=99.37%, remaining_time=0:00:09.976064, arrival_time=2021-04-10 03:47:37.767396, cost_time=0:00:15.751620 2021-04-10 03:47:29,090 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.36ms, fps=1972 images/s, loss=0.2142, top1-acc=94.06%, top5-acc=99.37%, remaining_time=0:00:08.656494, arrival_time=2021-04-10 03:47:37.746676, cost_time=0:00:17.050667 2021-04-10 03:47:30,385 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.41ms, fps=1977 images/s, loss=0.2145, top1-acc=94.06%, top5-acc=99.38%, remaining_time=0:00:07.338408, arrival_time=2021-04-10 03:47:37.723891, cost_time=0:00:18.345975 2021-04-10 03:47:31,686 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.51ms, fps=1969 images/s, loss=0.2138, top1-acc=94.10%, top5-acc=99.37%, remaining_time=0:00:06.024896, arrival_time=2021-04-10 03:47:37.711049, cost_time=0:00:19.646464 2021-04-10 03:47:32,991 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.37ms, fps=1962 images/s, loss=0.2140, top1-acc=94.08%, top5-acc=99.37%, remaining_time=0:00:04.714164, arrival_time=2021-04-10 03:47:37.705523, cost_time=0:00:20.951854 2021-04-10 03:47:34,287 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.48ms, fps=1976 images/s, loss=0.2142, top1-acc=94.08%, top5-acc=99.37%, remaining_time=0:00:03.402620, arrival_time=2021-04-10 03:47:37.690121, cost_time=0:00:22.247918 2021-04-10 03:47:35,586 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.33ms, fps=1972 images/s, loss=0.2144, top1-acc=94.07%, top5-acc=99.37%, remaining_time=0:00:02.093056, arrival_time=2021-04-10 03:47:37.679551, cost_time=0:00:23.546920 2021-04-10 03:47:36,885 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.87ms, fps=1971 images/s, loss=0.2145, top1-acc=94.05%, top5-acc=99.37%, remaining_time=0:00:00.784620, arrival_time=2021-04-10 03:47:37.670522, cost_time=0:00:24.846277 2021-04-10 03:47:37,590 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.24ms, fps=1931 images/s, loss=0.2150, top1-acc=94.04%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:37.590619, cost_time=0:00:25.551062 2021-04-10 03:47:38,124 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=0.30ms, fps=4807 images/s, loss=1.6229, top1-acc=69.10%, top5-acc=88.67%, remaining_time=0:00:01.597620, arrival_time=2021-04-10 03:47:39.721783, cost_time=0:00:00.532543 2021-04-10 03:47:38,553 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.29ms, fps=5972 images/s, loss=1.6209, top1-acc=68.77%, top5-acc=88.57%, remaining_time=0:00:00.961600, arrival_time=2021-04-10 03:47:39.514798, cost_time=0:00:00.961604 2021-04-10 03:47:38,978 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.38ms, fps=6019 images/s, loss=1.6332, top1-acc=68.55%, top5-acc=88.12%, remaining_time=0:00:00.462420, arrival_time=2021-04-10 03:47:39.441277, cost_time=0:00:01.387246 2021-04-10 03:47:39,369 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.08ms, fps=5950 images/s, loss=1.6397, top1-acc=68.18%, top5-acc=87.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:39.369189, cost_time=0:00:01.777539 2021-04-10 03:47:41,017 INFO : Epoch=0145 complete, best val top1-acc=68.18%, top5-acc=87.76% (epoch=145), remaining_time=0:26:13.019140, arrival_time=2021-04-10 04:13:54.036296, cost_time=1:09:07.050392 2021-04-10 03:47:41,017 INFO : Train start, epoch=0146, lr=0.017528 2021-04-10 03:47:42,490 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.53ms, fps=1738 images/s, loss=0.1850, top1-acc=95.39%, top5-acc=99.41%, remaining_time=0:00:27.395568, arrival_time=2021-04-10 03:48:09.886327, cost_time=0:00:01.472876 2021-04-10 03:47:43,786 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.46ms, fps=1976 images/s, loss=0.2028, top1-acc=94.79%, top5-acc=99.37%, remaining_time=0:00:24.366144, arrival_time=2021-04-10 03:48:08.152973, cost_time=0:00:02.768874 2021-04-10 03:47:45,086 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.54ms, fps=1971 images/s, loss=0.2016, top1-acc=94.69%, top5-acc=99.40%, remaining_time=0:00:22.509766, arrival_time=2021-04-10 03:48:07.595745, cost_time=0:00:04.068025 2021-04-10 03:47:46,386 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.50ms, fps=1969 images/s, loss=0.2021, top1-acc=94.65%, top5-acc=99.40%, remaining_time=0:00:20.938164, arrival_time=2021-04-10 03:48:07.324900, cost_time=0:00:05.368769 2021-04-10 03:47:47,682 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.36ms, fps=1977 images/s, loss=0.1950, top1-acc=94.75%, top5-acc=99.46%, remaining_time=0:00:19.459026, arrival_time=2021-04-10 03:48:07.141070, cost_time=0:00:06.664067 2021-04-10 03:47:48,977 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.52ms, fps=1977 images/s, loss=0.1919, top1-acc=94.81%, top5-acc=99.47%, remaining_time=0:00:18.041352, arrival_time=2021-04-10 03:48:07.018639, cost_time=0:00:07.959406 2021-04-10 03:47:50,270 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.53ms, fps=1981 images/s, loss=0.1935, top1-acc=94.80%, top5-acc=99.44%, remaining_time=0:00:16.653546, arrival_time=2021-04-10 03:48:06.923501, cost_time=0:00:09.251992 2021-04-10 03:47:51,567 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.37ms, fps=1973 images/s, loss=0.1981, top1-acc=94.66%, top5-acc=99.39%, remaining_time=0:00:15.297500, arrival_time=2021-04-10 03:48:06.865358, cost_time=0:00:10.549971 2021-04-10 03:47:52,865 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.47ms, fps=1973 images/s, loss=0.1999, top1-acc=94.57%, top5-acc=99.41%, remaining_time=0:00:13.954158, arrival_time=2021-04-10 03:48:06.819881, cost_time=0:00:11.847830 2021-04-10 03:47:54,166 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.88ms, fps=1969 images/s, loss=0.1995, top1-acc=94.57%, top5-acc=99.40%, remaining_time=0:00:12.622272, arrival_time=2021-04-10 03:48:06.788367, cost_time=0:00:13.148180 2021-04-10 03:47:55,462 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.50ms, fps=1976 images/s, loss=0.1999, top1-acc=94.49%, top5-acc=99.42%, remaining_time=0:00:11.292746, arrival_time=2021-04-10 03:48:06.754837, cost_time=0:00:14.444162 2021-04-10 03:47:56,759 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.41ms, fps=1975 images/s, loss=0.2018, top1-acc=94.48%, top5-acc=99.42%, remaining_time=0:00:09.969376, arrival_time=2021-04-10 03:48:06.728545, cost_time=0:00:15.741081 2021-04-10 03:47:58,061 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.45ms, fps=1967 images/s, loss=0.2015, top1-acc=94.46%, top5-acc=99.43%, remaining_time=0:00:08.652732, arrival_time=2021-04-10 03:48:06.713915, cost_time=0:00:17.043296 2021-04-10 03:47:59,356 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.41ms, fps=1978 images/s, loss=0.2018, top1-acc=94.43%, top5-acc=99.42%, remaining_time=0:00:07.335272, arrival_time=2021-04-10 03:48:06.691344, cost_time=0:00:18.338178 2021-04-10 03:48:00,653 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.34ms, fps=1974 images/s, loss=0.2022, top1-acc=94.43%, top5-acc=99.41%, remaining_time=0:00:06.021538, arrival_time=2021-04-10 03:48:06.674811, cost_time=0:00:19.635389 2021-04-10 03:48:01,946 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.61ms, fps=1981 images/s, loss=0.2024, top1-acc=94.41%, top5-acc=99.42%, remaining_time=0:00:04.708836, arrival_time=2021-04-10 03:48:06.654906, cost_time=0:00:20.928189 2021-04-10 03:48:03,240 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.43ms, fps=1979 images/s, loss=0.2033, top1-acc=94.37%, top5-acc=99.41%, remaining_time=0:00:03.398720, arrival_time=2021-04-10 03:48:06.639036, cost_time=0:00:22.222434 2021-04-10 03:48:04,531 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.36ms, fps=1983 images/s, loss=0.2032, top1-acc=94.36%, top5-acc=99.42%, remaining_time=0:00:02.090112, arrival_time=2021-04-10 03:48:06.621842, cost_time=0:00:23.513850 2021-04-10 03:48:05,837 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.24ms, fps=1961 images/s, loss=0.2040, top1-acc=94.36%, top5-acc=99.40%, remaining_time=0:00:00.783786, arrival_time=2021-04-10 03:48:06.621590, cost_time=0:00:24.819848 2021-04-10 03:48:06,541 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.44ms, fps=1936 images/s, loss=0.2047, top1-acc=94.34%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:06.540937, cost_time=0:00:25.523019 2021-04-10 03:48:07,091 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=0.32ms, fps=4660 images/s, loss=1.6322, top1-acc=68.55%, top5-acc=88.12%, remaining_time=0:00:01.648170, arrival_time=2021-04-10 03:48:08.739988, cost_time=0:00:00.549394 2021-04-10 03:48:07,520 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.28ms, fps=5981 images/s, loss=1.5748, top1-acc=69.16%, top5-acc=88.09%, remaining_time=0:00:00.977980, arrival_time=2021-04-10 03:48:08.498308, cost_time=0:00:00.977976 2021-04-10 03:48:07,954 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=2.22ms, fps=5898 images/s, loss=1.5661, top1-acc=69.30%, top5-acc=88.20%, remaining_time=0:00:00.470800, arrival_time=2021-04-10 03:48:08.425575, cost_time=0:00:01.412409 2021-04-10 03:48:08,340 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.07ms, fps=6021 images/s, loss=1.5784, top1-acc=69.22%, top5-acc=88.24%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:08.340474, cost_time=0:00:01.798152 2021-04-10 03:48:10,559 INFO : Epoch=0146 complete, best val top1-acc=69.22%, top5-acc=88.24% (epoch=146), remaining_time=0:25:44.767254, arrival_time=2021-04-10 04:13:55.326945, cost_time=1:09:36.592890 2021-04-10 03:48:10,560 INFO : Train start, epoch=0147, lr=0.016934 2021-04-10 03:48:12,028 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.78ms, fps=1744 images/s, loss=0.1753, top1-acc=95.31%, top5-acc=99.41%, remaining_time=0:00:27.294570, arrival_time=2021-04-10 03:48:39.322833, cost_time=0:00:01.467454 2021-04-10 03:48:13,321 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.39ms, fps=1981 images/s, loss=0.1877, top1-acc=94.63%, top5-acc=99.39%, remaining_time=0:00:24.292752, arrival_time=2021-04-10 03:48:37.613992, cost_time=0:00:02.760545 2021-04-10 03:48:14,617 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.40ms, fps=1975 images/s, loss=0.1792, top1-acc=94.97%, top5-acc=99.45%, remaining_time=0:00:22.449176, arrival_time=2021-04-10 03:48:37.067040, cost_time=0:00:04.057080 2021-04-10 03:48:15,914 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.33ms, fps=1976 images/s, loss=0.1773, top1-acc=94.99%, top5-acc=99.51%, remaining_time=0:00:20.878572, arrival_time=2021-04-10 03:48:36.792745, cost_time=0:00:05.353477 2021-04-10 03:48:17,211 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.41ms, fps=1975 images/s, loss=0.1809, top1-acc=94.93%, top5-acc=99.52%, remaining_time=0:00:19.418584, arrival_time=2021-04-10 03:48:36.629552, cost_time=0:00:06.650193 2021-04-10 03:48:18,506 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.45ms, fps=1978 images/s, loss=0.1808, top1-acc=94.95%, top5-acc=99.52%, remaining_time=0:00:18.008984, arrival_time=2021-04-10 03:48:36.514917, cost_time=0:00:07.945160 2021-04-10 03:48:19,811 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.38ms, fps=1961 images/s, loss=0.1784, top1-acc=95.02%, top5-acc=99.54%, remaining_time=0:00:16.651908, arrival_time=2021-04-10 03:48:36.463728, cost_time=0:00:09.251048 2021-04-10 03:48:21,107 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.33ms, fps=1977 images/s, loss=0.1773, top1-acc=95.04%, top5-acc=99.56%, remaining_time=0:00:15.292048, arrival_time=2021-04-10 03:48:36.399075, cost_time=0:00:10.546244 2021-04-10 03:48:22,401 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.39ms, fps=1979 images/s, loss=0.1760, top1-acc=95.07%, top5-acc=99.54%, remaining_time=0:00:13.945678, arrival_time=2021-04-10 03:48:36.347063, cost_time=0:00:11.840689 2021-04-10 03:48:23,696 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.61ms, fps=1978 images/s, loss=0.1769, top1-acc=95.04%, top5-acc=99.54%, remaining_time=0:00:12.610176, arrival_time=2021-04-10 03:48:36.306580, cost_time=0:00:13.135624 2021-04-10 03:48:24,991 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.37ms, fps=1978 images/s, loss=0.1761, top1-acc=95.03%, top5-acc=99.55%, remaining_time=0:00:11.282168, arrival_time=2021-04-10 03:48:36.273526, cost_time=0:00:14.430656 2021-04-10 03:48:26,285 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.43ms, fps=1978 images/s, loss=0.1769, top1-acc=94.99%, top5-acc=99.55%, remaining_time=0:00:09.959192, arrival_time=2021-04-10 03:48:36.244984, cost_time=0:00:15.725098 2021-04-10 03:48:27,585 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=2.29ms, fps=1971 images/s, loss=0.1773, top1-acc=94.96%, top5-acc=99.56%, remaining_time=0:00:08.643228, arrival_time=2021-04-10 03:48:36.228487, cost_time=0:00:17.024479 2021-04-10 03:48:28,890 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.32ms, fps=1961 images/s, loss=0.1782, top1-acc=94.95%, top5-acc=99.55%, remaining_time=0:00:07.332080, arrival_time=2021-04-10 03:48:36.223029, cost_time=0:00:18.330256 2021-04-10 03:48:30,187 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.42ms, fps=1975 images/s, loss=0.1798, top1-acc=94.91%, top5-acc=99.54%, remaining_time=0:00:06.018824, arrival_time=2021-04-10 03:48:36.206088, cost_time=0:00:19.626567 2021-04-10 03:48:31,482 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.47ms, fps=1978 images/s, loss=0.1809, top1-acc=94.86%, top5-acc=99.53%, remaining_time=0:00:04.707324, arrival_time=2021-04-10 03:48:36.189501, cost_time=0:00:20.921485 2021-04-10 03:48:32,779 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.40ms, fps=1974 images/s, loss=0.1811, top1-acc=94.87%, top5-acc=99.53%, remaining_time=0:00:03.398200, arrival_time=2021-04-10 03:48:36.178028, cost_time=0:00:22.219028 2021-04-10 03:48:34,081 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.37ms, fps=1968 images/s, loss=0.1825, top1-acc=94.83%, top5-acc=99.53%, remaining_time=0:00:02.090688, arrival_time=2021-04-10 03:48:36.171734, cost_time=0:00:23.520268 2021-04-10 03:48:35,376 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.27ms, fps=1978 images/s, loss=0.1848, top1-acc=94.80%, top5-acc=99.51%, remaining_time=0:00:00.783642, arrival_time=2021-04-10 03:48:36.159627, cost_time=0:00:24.815275 2021-04-10 03:48:36,077 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.23ms, fps=1941 images/s, loss=0.1865, top1-acc=94.76%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:36.077139, cost_time=0:00:25.516461 2021-04-10 03:48:36,603 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.19ms, fps=4874 images/s, loss=1.6064, top1-acc=68.87%, top5-acc=87.97%, remaining_time=0:00:01.575630, arrival_time=2021-04-10 03:48:38.178906, cost_time=0:00:00.525211 2021-04-10 03:48:37,031 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.22ms, fps=5987 images/s, loss=1.6022, top1-acc=68.73%, top5-acc=88.57%, remaining_time=0:00:00.953100, arrival_time=2021-04-10 03:48:37.984415, cost_time=0:00:00.953103 2021-04-10 03:48:37,457 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.73ms, fps=6007 images/s, loss=1.6309, top1-acc=68.16%, top5-acc=88.28%, remaining_time=0:00:00.459950, arrival_time=2021-04-10 03:48:37.917868, cost_time=0:00:01.379837 2021-04-10 03:48:37,845 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.06ms, fps=5995 images/s, loss=1.6617, top1-acc=67.86%, top5-acc=87.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:37.845316, cost_time=0:00:01.767279 2021-04-10 03:48:38,593 INFO : Epoch=0147 complete, best val top1-acc=69.22%, top5-acc=88.24% (epoch=146), remaining_time=0:25:15.954018, arrival_time=2021-04-10 04:13:54.547907, cost_time=1:10:04.627134 2021-04-10 03:48:38,594 INFO : Train start, epoch=0148, lr=0.016349 2021-04-10 03:48:40,078 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=1.33ms, fps=1725 images/s, loss=0.1832, top1-acc=95.12%, top5-acc=99.37%, remaining_time=0:00:27.605004, arrival_time=2021-04-10 03:49:07.683940, cost_time=0:00:01.484140 2021-04-10 03:48:41,380 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.80ms, fps=1968 images/s, loss=0.1863, top1-acc=94.84%, top5-acc=99.51%, remaining_time=0:00:24.510640, arrival_time=2021-04-10 03:49:05.890853, cost_time=0:00:02.785298 2021-04-10 03:48:42,678 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.45ms, fps=1974 images/s, loss=0.1930, top1-acc=94.66%, top5-acc=99.45%, remaining_time=0:00:22.593430, arrival_time=2021-04-10 03:49:05.271493, cost_time=0:00:04.083144 2021-04-10 03:48:43,975 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.36ms, fps=1974 images/s, loss=0.1915, top1-acc=94.62%, top5-acc=99.47%, remaining_time=0:00:20.985276, arrival_time=2021-04-10 03:49:04.961019, cost_time=0:00:05.380851 2021-04-10 03:48:45,271 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.42ms, fps=1977 images/s, loss=0.1891, top1-acc=94.72%, top5-acc=99.48%, remaining_time=0:00:19.494796, arrival_time=2021-04-10 03:49:04.765991, cost_time=0:00:06.676318 2021-04-10 03:48:46,573 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.49ms, fps=1966 images/s, loss=0.1928, top1-acc=94.64%, top5-acc=99.49%, remaining_time=0:00:18.085824, arrival_time=2021-04-10 03:49:04.659669, cost_time=0:00:07.979033 2021-04-10 03:48:47,874 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.39ms, fps=1968 images/s, loss=0.1927, top1-acc=94.64%, top5-acc=99.48%, remaining_time=0:00:16.703946, arrival_time=2021-04-10 03:49:04.578779, cost_time=0:00:09.279954 2021-04-10 03:48:49,175 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.64ms, fps=1969 images/s, loss=0.1877, top1-acc=94.77%, top5-acc=99.51%, remaining_time=0:00:15.342392, arrival_time=2021-04-10 03:49:04.518274, cost_time=0:00:10.580997 2021-04-10 03:48:50,474 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.41ms, fps=1972 images/s, loss=0.1841, top1-acc=94.86%, top5-acc=99.53%, remaining_time=0:00:13.991682, arrival_time=2021-04-10 03:49:04.466305, cost_time=0:00:11.879736 2021-04-10 03:48:51,772 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.63ms, fps=1974 images/s, loss=0.1818, top1-acc=94.94%, top5-acc=99.54%, remaining_time=0:00:12.650016, arrival_time=2021-04-10 03:49:04.421982, cost_time=0:00:13.177054 2021-04-10 03:48:53,068 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.97ms, fps=1975 images/s, loss=0.1809, top1-acc=94.95%, top5-acc=99.54%, remaining_time=0:00:11.316052, arrival_time=2021-04-10 03:49:04.384838, cost_time=0:00:14.473994 2021-04-10 03:48:54,365 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.34ms, fps=1974 images/s, loss=0.1791, top1-acc=94.97%, top5-acc=99.55%, remaining_time=0:00:09.988300, arrival_time=2021-04-10 03:49:04.354120, cost_time=0:00:15.771021 2021-04-10 03:48:55,661 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.34ms, fps=1977 images/s, loss=0.1790, top1-acc=95.00%, top5-acc=99.55%, remaining_time=0:00:08.664480, arrival_time=2021-04-10 03:49:04.325806, cost_time=0:00:17.066438 2021-04-10 03:48:56,958 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.48ms, fps=1975 images/s, loss=0.1782, top1-acc=95.02%, top5-acc=99.56%, remaining_time=0:00:07.345408, arrival_time=2021-04-10 03:49:04.303719, cost_time=0:00:18.363516 2021-04-10 03:48:58,254 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.33ms, fps=1975 images/s, loss=0.1762, top1-acc=95.08%, top5-acc=99.57%, remaining_time=0:00:06.029036, arrival_time=2021-04-10 03:49:04.283777, cost_time=0:00:19.659857 2021-04-10 03:48:59,547 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.44ms, fps=1982 images/s, loss=0.1756, top1-acc=95.09%, top5-acc=99.56%, remaining_time=0:00:04.714200, arrival_time=2021-04-10 03:49:04.261092, cost_time=0:00:20.951954 2021-04-10 03:49:00,865 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.42ms, fps=1943 images/s, loss=0.1750, top1-acc=95.11%, top5-acc=99.57%, remaining_time=0:00:03.406052, arrival_time=2021-04-10 03:49:04.271132, cost_time=0:00:22.270270 2021-04-10 03:49:02,165 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=2.18ms, fps=1969 images/s, loss=0.1749, top1-acc=95.13%, top5-acc=99.56%, remaining_time=0:00:02.095168, arrival_time=2021-04-10 03:49:04.260658, cost_time=0:00:23.570552 2021-04-10 03:49:03,468 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.38ms, fps=1966 images/s, loss=0.1752, top1-acc=95.11%, top5-acc=99.57%, remaining_time=0:00:00.785478, arrival_time=2021-04-10 03:49:04.253874, cost_time=0:00:24.873506 2021-04-10 03:49:04,169 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.30ms, fps=1941 images/s, loss=0.1758, top1-acc=95.10%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:04.169738, cost_time=0:00:25.574950 2021-04-10 03:49:04,708 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.21ms, fps=4764 images/s, loss=1.5817, top1-acc=70.27%, top5-acc=88.44%, remaining_time=0:00:01.611960, arrival_time=2021-04-10 03:49:06.319947, cost_time=0:00:00.537325 2021-04-10 03:49:05,138 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.40ms, fps=5946 images/s, loss=1.5718, top1-acc=69.84%, top5-acc=88.93%, remaining_time=0:00:00.968180, arrival_time=2021-04-10 03:49:06.107031, cost_time=0:00:00.968185 2021-04-10 03:49:05,564 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.24ms, fps=6015 images/s, loss=1.6096, top1-acc=69.14%, top5-acc=88.39%, remaining_time=0:00:00.464700, arrival_time=2021-04-10 03:49:06.029477, cost_time=0:00:01.394109 2021-04-10 03:49:05,957 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.06ms, fps=5908 images/s, loss=1.5983, top1-acc=68.88%, top5-acc=88.40%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:05.957814, cost_time=0:00:01.787103 2021-04-10 03:49:06,723 INFO : Epoch=0148 complete, best val top1-acc=69.22%, top5-acc=88.24% (epoch=146), remaining_time=0:24:47.184868, arrival_time=2021-04-10 04:13:53.908622, cost_time=1:10:32.757002 2021-04-10 03:49:06,724 INFO : Train start, epoch=0149, lr=0.015773 2021-04-10 03:49:08,222 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.34ms, fps=1709 images/s, loss=0.1622, top1-acc=95.55%, top5-acc=99.57%, remaining_time=0:00:27.865032, arrival_time=2021-04-10 03:49:36.087571, cost_time=0:00:01.498115 2021-04-10 03:49:09,524 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.38ms, fps=1967 images/s, loss=0.1699, top1-acc=95.61%, top5-acc=99.45%, remaining_time=0:00:24.642464, arrival_time=2021-04-10 03:49:34.167163, cost_time=0:00:02.800274 2021-04-10 03:49:10,825 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.71ms, fps=1969 images/s, loss=0.1616, top1-acc=95.85%, top5-acc=99.48%, remaining_time=0:00:22.691536, arrival_time=2021-04-10 03:49:33.517027, cost_time=0:00:04.100882 2021-04-10 03:49:12,121 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.32ms, fps=1976 images/s, loss=0.1629, top1-acc=95.73%, top5-acc=99.51%, remaining_time=0:00:21.049080, arrival_time=2021-04-10 03:49:33.170726, cost_time=0:00:05.397212 2021-04-10 03:49:13,417 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.91ms, fps=1976 images/s, loss=0.1668, top1-acc=95.61%, top5-acc=99.48%, remaining_time=0:00:19.543414, arrival_time=2021-04-10 03:49:32.960866, cost_time=0:00:06.692951 2021-04-10 03:49:14,714 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.33ms, fps=1975 images/s, loss=0.1687, top1-acc=95.54%, top5-acc=99.45%, remaining_time=0:00:18.110440, arrival_time=2021-04-10 03:49:32.824780, cost_time=0:00:07.989920 2021-04-10 03:49:16,012 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.49ms, fps=1973 images/s, loss=0.1665, top1-acc=95.57%, top5-acc=99.45%, remaining_time=0:00:16.717932, arrival_time=2021-04-10 03:49:32.730193, cost_time=0:00:09.287754 2021-04-10 03:49:17,310 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.34ms, fps=1973 images/s, loss=0.1640, top1-acc=95.61%, top5-acc=99.48%, remaining_time=0:00:15.349120, arrival_time=2021-04-10 03:49:32.659274, cost_time=0:00:10.585613 2021-04-10 03:49:18,609 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=2.27ms, fps=1972 images/s, loss=0.1634, top1-acc=95.63%, top5-acc=99.47%, remaining_time=0:00:13.997300, arrival_time=2021-04-10 03:49:32.606272, cost_time=0:00:11.884486 2021-04-10 03:49:19,911 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.45ms, fps=1966 images/s, loss=0.1627, top1-acc=95.64%, top5-acc=99.47%, remaining_time=0:00:12.659808, arrival_time=2021-04-10 03:49:32.571590, cost_time=0:00:13.187273 2021-04-10 03:49:21,208 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.58ms, fps=1975 images/s, loss=0.1644, top1-acc=95.60%, top5-acc=99.48%, remaining_time=0:00:11.323878, arrival_time=2021-04-10 03:49:32.532451, cost_time=0:00:14.484050 2021-04-10 03:49:22,510 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.37ms, fps=1967 images/s, loss=0.1634, top1-acc=95.58%, top5-acc=99.49%, remaining_time=0:00:09.997800, arrival_time=2021-04-10 03:49:32.508240, cost_time=0:00:15.786013 2021-04-10 03:49:23,806 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=2.49ms, fps=1977 images/s, loss=0.1629, top1-acc=95.58%, top5-acc=99.51%, remaining_time=0:00:08.672136, arrival_time=2021-04-10 03:49:32.478122, cost_time=0:00:17.081477 2021-04-10 03:49:25,100 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.34ms, fps=1978 images/s, loss=0.1644, top1-acc=95.55%, top5-acc=99.50%, remaining_time=0:00:07.350448, arrival_time=2021-04-10 03:49:32.450994, cost_time=0:00:18.376100 2021-04-10 03:49:26,395 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.98ms, fps=1977 images/s, loss=0.1661, top1-acc=95.49%, top5-acc=99.51%, remaining_time=0:00:06.032532, arrival_time=2021-04-10 03:49:32.428305, cost_time=0:00:19.671345 2021-04-10 03:49:27,689 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.38ms, fps=1980 images/s, loss=0.1669, top1-acc=95.47%, top5-acc=99.51%, remaining_time=0:00:04.717080, arrival_time=2021-04-10 03:49:32.406384, cost_time=0:00:20.964833 2021-04-10 03:49:28,990 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.31ms, fps=1968 images/s, loss=0.1668, top1-acc=95.46%, top5-acc=99.52%, remaining_time=0:00:03.405402, arrival_time=2021-04-10 03:49:32.395838, cost_time=0:00:22.266018 2021-04-10 03:49:30,292 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.39ms, fps=1967 images/s, loss=0.1666, top1-acc=95.44%, top5-acc=99.52%, remaining_time=0:00:02.094912, arrival_time=2021-04-10 03:49:32.387264, cost_time=0:00:23.567834 2021-04-10 03:49:31,592 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.33ms, fps=1970 images/s, loss=0.1660, top1-acc=95.41%, top5-acc=99.53%, remaining_time=0:00:00.785310, arrival_time=2021-04-10 03:49:32.377965, cost_time=0:00:24.868142 2021-04-10 03:49:32,296 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.27ms, fps=1935 images/s, loss=0.1661, top1-acc=95.40%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:32.296161, cost_time=0:00:25.571742 2021-04-10 03:49:32,800 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.46ms, fps=5086 images/s, loss=1.6246, top1-acc=69.02%, top5-acc=88.09%, remaining_time=0:00:01.510140, arrival_time=2021-04-10 03:49:34.310822, cost_time=0:00:00.503375 2021-04-10 03:49:33,232 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.35ms, fps=5942 images/s, loss=1.6648, top1-acc=68.57%, top5-acc=87.75%, remaining_time=0:00:00.934960, arrival_time=2021-04-10 03:49:34.167141, cost_time=0:00:00.934953 2021-04-10 03:49:33,661 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.44ms, fps=5966 images/s, loss=1.6805, top1-acc=68.40%, top5-acc=87.72%, remaining_time=0:00:00.454860, arrival_time=2021-04-10 03:49:34.116625, cost_time=0:00:01.364593 2021-04-10 03:49:34,051 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.07ms, fps=5957 images/s, loss=1.6786, top1-acc=68.25%, top5-acc=87.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:34.051567, cost_time=0:00:01.754427 2021-04-10 03:49:34,837 INFO : Epoch=0149 complete, best val top1-acc=69.22%, top5-acc=88.24% (epoch=146), remaining_time=0:24:18.418746, arrival_time=2021-04-10 04:13:53.255977, cost_time=1:11:00.870477 2021-04-10 03:49:34,837 INFO : Train start, epoch=0150, lr=0.015204 2021-04-10 03:49:36,286 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.30ms, fps=1767 images/s, loss=0.1923, top1-acc=95.00%, top5-acc=99.45%, remaining_time=0:00:26.945820, arrival_time=2021-04-10 03:50:03.232444, cost_time=0:00:01.448695 2021-04-10 03:49:37,580 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.32ms, fps=1979 images/s, loss=0.1707, top1-acc=95.57%, top5-acc=99.57%, remaining_time=0:00:24.132592, arrival_time=2021-04-10 03:50:01.712868, cost_time=0:00:02.742349 2021-04-10 03:49:38,880 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.45ms, fps=1969 images/s, loss=0.1594, top1-acc=95.72%, top5-acc=99.61%, remaining_time=0:00:22.368832, arrival_time=2021-04-10 03:50:01.249330, cost_time=0:00:04.042572 2021-04-10 03:49:40,176 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.57ms, fps=1976 images/s, loss=0.1539, top1-acc=95.82%, top5-acc=99.65%, remaining_time=0:00:20.821320, arrival_time=2021-04-10 03:50:00.998119, cost_time=0:00:05.338790 2021-04-10 03:49:41,470 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=2.08ms, fps=1980 images/s, loss=0.1484, top1-acc=95.91%, top5-acc=99.66%, remaining_time=0:00:19.367046, arrival_time=2021-04-10 03:50:00.837513, cost_time=0:00:06.632529 2021-04-10 03:49:42,768 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.72ms, fps=1973 images/s, loss=0.1496, top1-acc=95.92%, top5-acc=99.65%, remaining_time=0:00:17.975664, arrival_time=2021-04-10 03:50:00.744117, cost_time=0:00:07.930438 2021-04-10 03:49:44,063 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.51ms, fps=1977 images/s, loss=0.1545, top1-acc=95.79%, top5-acc=99.60%, remaining_time=0:00:16.606296, arrival_time=2021-04-10 03:50:00.669935, cost_time=0:00:09.225706 2021-04-10 03:49:45,358 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.40ms, fps=1978 images/s, loss=0.1547, top1-acc=95.81%, top5-acc=99.62%, remaining_time=0:00:15.254116, arrival_time=2021-04-10 03:50:00.612241, cost_time=0:00:10.520115 2021-04-10 03:49:46,658 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.45ms, fps=1970 images/s, loss=0.1518, top1-acc=95.87%, top5-acc=99.64%, remaining_time=0:00:13.921934, arrival_time=2021-04-10 03:50:00.580434, cost_time=0:00:11.820508 2021-04-10 03:49:47,957 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.91ms, fps=1972 images/s, loss=0.1493, top1-acc=95.93%, top5-acc=99.65%, remaining_time=0:00:12.594816, arrival_time=2021-04-10 03:50:00.552364, cost_time=0:00:13.119619 2021-04-10 03:49:49,254 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.39ms, fps=1975 images/s, loss=0.1460, top1-acc=95.99%, top5-acc=99.67%, remaining_time=0:00:11.270644, arrival_time=2021-04-10 03:50:00.524591, cost_time=0:00:14.415981 2021-04-10 03:49:50,549 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.41ms, fps=1978 images/s, loss=0.1459, top1-acc=95.98%, top5-acc=99.68%, remaining_time=0:00:09.950300, arrival_time=2021-04-10 03:50:00.499404, cost_time=0:00:15.710964 2021-04-10 03:49:51,845 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.67ms, fps=1976 images/s, loss=0.1443, top1-acc=95.99%, top5-acc=99.70%, remaining_time=0:00:08.634450, arrival_time=2021-04-10 03:50:00.479667, cost_time=0:00:17.007286 2021-04-10 03:49:53,142 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.47ms, fps=1974 images/s, loss=0.1445, top1-acc=95.99%, top5-acc=99.69%, remaining_time=0:00:07.321720, arrival_time=2021-04-10 03:50:00.463978, cost_time=0:00:18.304317 2021-04-10 03:49:54,437 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.36ms, fps=1978 images/s, loss=0.1451, top1-acc=95.97%, top5-acc=99.68%, remaining_time=0:00:06.010406, arrival_time=2021-04-10 03:50:00.447449, cost_time=0:00:19.599115 2021-04-10 03:49:55,735 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=2.01ms, fps=1972 images/s, loss=0.1480, top1-acc=95.88%, top5-acc=99.68%, remaining_time=0:00:04.701924, arrival_time=2021-04-10 03:50:00.437282, cost_time=0:00:20.897429 2021-04-10 03:49:57,031 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.31ms, fps=1975 images/s, loss=0.1483, top1-acc=95.87%, top5-acc=99.67%, remaining_time=0:00:03.394378, arrival_time=2021-04-10 03:50:00.426304, cost_time=0:00:22.193999 2021-04-10 03:49:58,334 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.95ms, fps=1966 images/s, loss=0.1484, top1-acc=95.86%, top5-acc=99.67%, remaining_time=0:00:02.088576, arrival_time=2021-04-10 03:50:00.423002, cost_time=0:00:23.496498 2021-04-10 03:49:59,633 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.24ms, fps=1971 images/s, loss=0.1495, top1-acc=95.82%, top5-acc=99.67%, remaining_time=0:00:00.783018, arrival_time=2021-04-10 03:50:00.416595, cost_time=0:00:24.795542 2021-04-10 03:50:00,338 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.79ms, fps=1931 images/s, loss=0.1506, top1-acc=95.80%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:00.338626, cost_time=0:00:25.500632 2021-04-10 03:50:00,843 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=0.20ms, fps=5084 images/s, loss=1.6483, top1-acc=69.41%, top5-acc=87.66%, remaining_time=0:00:01.510650, arrival_time=2021-04-10 03:50:02.353937, cost_time=0:00:00.503550 2021-04-10 03:50:01,268 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.44ms, fps=6024 images/s, loss=1.7005, top1-acc=68.01%, top5-acc=87.66%, remaining_time=0:00:00.928880, arrival_time=2021-04-10 03:50:02.197507, cost_time=0:00:00.928880 2021-04-10 03:50:01,695 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=2.73ms, fps=5998 images/s, loss=1.6944, top1-acc=68.23%, top5-acc=87.88%, remaining_time=0:00:00.452020, arrival_time=2021-04-10 03:50:02.147804, cost_time=0:00:01.356048 2021-04-10 03:50:02,085 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.07ms, fps=5957 images/s, loss=1.7095, top1-acc=68.08%, top5-acc=87.63%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:02.085614, cost_time=0:00:01.745831 2021-04-10 03:50:03,045 INFO : Epoch=0150 complete, best val top1-acc=69.22%, top5-acc=88.24% (epoch=146), remaining_time=0:23:49.692900, arrival_time=2021-04-10 04:13:52.738363, cost_time=1:11:29.078698 2021-04-10 03:50:03,046 INFO : Train start, epoch=0151, lr=0.014645 2021-04-10 03:50:04,519 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=0.38ms, fps=1738 images/s, loss=0.1502, top1-acc=95.90%, top5-acc=99.65%, remaining_time=0:00:27.401706, arrival_time=2021-04-10 03:50:31.921228, cost_time=0:00:01.473214 2021-04-10 03:50:05,816 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.95ms, fps=1975 images/s, loss=0.1495, top1-acc=95.90%, top5-acc=99.63%, remaining_time=0:00:24.376880, arrival_time=2021-04-10 03:50:30.193291, cost_time=0:00:02.770109 2021-04-10 03:50:07,116 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.61ms, fps=1970 images/s, loss=0.1553, top1-acc=95.78%, top5-acc=99.62%, remaining_time=0:00:22.521054, arrival_time=2021-04-10 03:50:29.637398, cost_time=0:00:04.070077 2021-04-10 03:50:08,411 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.32ms, fps=1977 images/s, loss=0.1494, top1-acc=95.91%, top5-acc=99.64%, remaining_time=0:00:20.925840, arrival_time=2021-04-10 03:50:29.337729, cost_time=0:00:05.365587 2021-04-10 03:50:09,711 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.50ms, fps=1971 images/s, loss=0.1480, top1-acc=95.96%, top5-acc=99.65%, remaining_time=0:00:19.461946, arrival_time=2021-04-10 03:50:29.173312, cost_time=0:00:06.665058 2021-04-10 03:50:11,013 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.87ms, fps=1967 images/s, loss=0.1450, top1-acc=96.03%, top5-acc=99.67%, remaining_time=0:00:18.058216, arrival_time=2021-04-10 03:50:29.071403, cost_time=0:00:07.966882 2021-04-10 03:50:12,310 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.46ms, fps=1974 images/s, loss=0.1460, top1-acc=96.02%, top5-acc=99.67%, remaining_time=0:00:16.675722, arrival_time=2021-04-10 03:50:28.986319, cost_time=0:00:09.264289 2021-04-10 03:50:13,604 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.34ms, fps=1979 images/s, loss=0.1445, top1-acc=96.05%, top5-acc=99.68%, remaining_time=0:00:15.309680, arrival_time=2021-04-10 03:50:28.914269, cost_time=0:00:10.558360 2021-04-10 03:50:14,903 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.36ms, fps=1973 images/s, loss=0.1435, top1-acc=96.05%, top5-acc=99.69%, remaining_time=0:00:13.964440, arrival_time=2021-04-10 03:50:28.867371, cost_time=0:00:11.856572 2021-04-10 03:50:16,198 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.53ms, fps=1977 images/s, loss=0.1422, top1-acc=96.06%, top5-acc=99.69%, remaining_time=0:00:12.626304, arrival_time=2021-04-10 03:50:28.824949, cost_time=0:00:13.152411 2021-04-10 03:50:17,496 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.50ms, fps=1973 images/s, loss=0.1433, top1-acc=96.07%, top5-acc=99.67%, remaining_time=0:00:11.297648, arrival_time=2021-04-10 03:50:28.794409, cost_time=0:00:14.450457 2021-04-10 03:50:18,794 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.60ms, fps=1974 images/s, loss=0.1431, top1-acc=96.06%, top5-acc=99.68%, remaining_time=0:00:09.973632, arrival_time=2021-04-10 03:50:28.767805, cost_time=0:00:15.747857 2021-04-10 03:50:20,089 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.44ms, fps=1978 images/s, loss=0.1443, top1-acc=96.04%, top5-acc=99.68%, remaining_time=0:00:08.652402, arrival_time=2021-04-10 03:50:28.741404, cost_time=0:00:17.042574 2021-04-10 03:50:21,388 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.51ms, fps=1972 images/s, loss=0.1454, top1-acc=96.01%, top5-acc=99.66%, remaining_time=0:00:07.336728, arrival_time=2021-04-10 03:50:28.724732, cost_time=0:00:18.341779 2021-04-10 03:50:22,685 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.40ms, fps=1975 images/s, loss=0.1450, top1-acc=96.04%, top5-acc=99.66%, remaining_time=0:00:06.022550, arrival_time=2021-04-10 03:50:28.707622, cost_time=0:00:19.638780 2021-04-10 03:50:23,987 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.51ms, fps=1967 images/s, loss=0.1454, top1-acc=96.01%, top5-acc=99.66%, remaining_time=0:00:04.711752, arrival_time=2021-04-10 03:50:28.699190, cost_time=0:00:20.941076 2021-04-10 03:50:25,287 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.32ms, fps=1971 images/s, loss=0.1458, top1-acc=95.99%, top5-acc=99.67%, remaining_time=0:00:03.401528, arrival_time=2021-04-10 03:50:28.688548, cost_time=0:00:22.240717 2021-04-10 03:50:26,590 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.51ms, fps=1965 images/s, loss=0.1460, top1-acc=95.99%, top5-acc=99.66%, remaining_time=0:00:02.092800, arrival_time=2021-04-10 03:50:28.683096, cost_time=0:00:23.543995 2021-04-10 03:50:27,884 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.43ms, fps=1979 images/s, loss=0.1472, top1-acc=95.96%, top5-acc=99.65%, remaining_time=0:00:00.784362, arrival_time=2021-04-10 03:50:28.668621, cost_time=0:00:24.838041 2021-04-10 03:50:28,584 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.77ms, fps=1943 images/s, loss=0.1473, top1-acc=95.99%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:28.584593, cost_time=0:00:25.538321 2021-04-10 03:50:29,121 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.20ms, fps=4782 images/s, loss=1.6751, top1-acc=68.36%, top5-acc=88.44%, remaining_time=0:00:01.606110, arrival_time=2021-04-10 03:50:30.727101, cost_time=0:00:00.535373 2021-04-10 03:50:29,546 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.74ms, fps=6025 images/s, loss=1.6293, top1-acc=68.98%, top5-acc=88.69%, remaining_time=0:00:00.960600, arrival_time=2021-04-10 03:50:30.506873, cost_time=0:00:00.960600 2021-04-10 03:50:29,977 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.41ms, fps=5939 images/s, loss=1.6249, top1-acc=69.09%, top5-acc=88.66%, remaining_time=0:00:00.464050, arrival_time=2021-04-10 03:50:30.441823, cost_time=0:00:01.392149 2021-04-10 03:50:30,367 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.07ms, fps=5959 images/s, loss=1.6232, top1-acc=69.11%, top5-acc=88.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:30.367418, cost_time=0:00:01.781822 2021-04-10 03:50:31,114 INFO : Epoch=0151 complete, best val top1-acc=69.22%, top5-acc=88.24% (epoch=146), remaining_time=0:23:20.928620, arrival_time=2021-04-10 04:13:52.042788, cost_time=1:11:57.147405 2021-04-10 03:50:31,114 INFO : Train start, epoch=0152, lr=0.014094 2021-04-10 03:50:32,575 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=0.27ms, fps=1753 images/s, loss=0.1441, top1-acc=95.94%, top5-acc=99.69%, remaining_time=0:00:27.164370, arrival_time=2021-04-10 03:50:59.740004, cost_time=0:00:01.460449 2021-04-10 03:50:33,871 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.33ms, fps=1977 images/s, loss=0.1327, top1-acc=96.29%, top5-acc=99.73%, remaining_time=0:00:24.252272, arrival_time=2021-04-10 03:50:58.123494, cost_time=0:00:02.755946 2021-04-10 03:50:35,169 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.58ms, fps=1973 images/s, loss=0.1326, top1-acc=96.18%, top5-acc=99.73%, remaining_time=0:00:22.435066, arrival_time=2021-04-10 03:50:57.604670, cost_time=0:00:04.054523 2021-04-10 03:50:36,464 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.39ms, fps=1977 images/s, loss=0.1353, top1-acc=96.12%, top5-acc=99.72%, remaining_time=0:00:20.863908, arrival_time=2021-04-10 03:50:57.328694, cost_time=0:00:05.349709 2021-04-10 03:50:37,766 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.50ms, fps=1968 images/s, loss=0.1340, top1-acc=96.25%, top5-acc=99.73%, remaining_time=0:00:19.421066, arrival_time=2021-04-10 03:50:57.187390, cost_time=0:00:06.651038 2021-04-10 03:50:39,067 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.41ms, fps=1969 images/s, loss=0.1303, top1-acc=96.33%, top5-acc=99.75%, remaining_time=0:00:18.024488, arrival_time=2021-04-10 03:50:57.091655, cost_time=0:00:07.952005 2021-04-10 03:50:40,367 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.49ms, fps=1970 images/s, loss=0.1283, top1-acc=96.39%, top5-acc=99.74%, remaining_time=0:00:16.653798, arrival_time=2021-04-10 03:50:57.021063, cost_time=0:00:09.252080 2021-04-10 03:50:41,658 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.48ms, fps=1983 images/s, loss=0.1314, top1-acc=96.29%, top5-acc=99.72%, remaining_time=0:00:15.288104, arrival_time=2021-04-10 03:50:56.946655, cost_time=0:00:10.543481 2021-04-10 03:50:42,956 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.39ms, fps=1973 images/s, loss=0.1315, top1-acc=96.34%, top5-acc=99.73%, remaining_time=0:00:13.946208, arrival_time=2021-04-10 03:50:56.902605, cost_time=0:00:11.841110 2021-04-10 03:50:44,257 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.37ms, fps=1969 images/s, loss=0.1337, top1-acc=96.25%, top5-acc=99.71%, remaining_time=0:00:12.616512, arrival_time=2021-04-10 03:50:56.873806, cost_time=0:00:13.142204 2021-04-10 03:50:45,552 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.41ms, fps=1977 images/s, loss=0.1348, top1-acc=96.23%, top5-acc=99.68%, remaining_time=0:00:11.287586, arrival_time=2021-04-10 03:50:56.840226, cost_time=0:00:14.437567 2021-04-10 03:50:46,848 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.41ms, fps=1976 images/s, loss=0.1351, top1-acc=96.23%, top5-acc=99.68%, remaining_time=0:00:09.964436, arrival_time=2021-04-10 03:50:56.812881, cost_time=0:00:15.733284 2021-04-10 03:50:48,154 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.56ms, fps=1961 images/s, loss=0.1345, top1-acc=96.26%, top5-acc=99.68%, remaining_time=0:00:08.650818, arrival_time=2021-04-10 03:50:56.805526, cost_time=0:00:17.039502 2021-04-10 03:50:49,448 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.38ms, fps=1979 images/s, loss=0.1358, top1-acc=96.26%, top5-acc=99.68%, remaining_time=0:00:07.333536, arrival_time=2021-04-10 03:50:56.782433, cost_time=0:00:18.333829 2021-04-10 03:50:50,744 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.45ms, fps=1976 images/s, loss=0.1353, top1-acc=96.26%, top5-acc=99.68%, remaining_time=0:00:06.019698, arrival_time=2021-04-10 03:50:56.764373, cost_time=0:00:19.629446 2021-04-10 03:50:52,047 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=2.19ms, fps=1966 images/s, loss=0.1361, top1-acc=96.23%, top5-acc=99.68%, remaining_time=0:00:04.709844, arrival_time=2021-04-10 03:50:56.757659, cost_time=0:00:20.932659 2021-04-10 03:50:53,346 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.39ms, fps=1972 images/s, loss=0.1361, top1-acc=96.24%, top5-acc=99.68%, remaining_time=0:00:03.400098, arrival_time=2021-04-10 03:50:56.746571, cost_time=0:00:22.231390 2021-04-10 03:50:54,645 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=2.16ms, fps=1972 images/s, loss=0.1370, top1-acc=96.19%, top5-acc=99.67%, remaining_time=0:00:02.091552, arrival_time=2021-04-10 03:50:56.736604, cost_time=0:00:23.529979 2021-04-10 03:50:55,947 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.43ms, fps=1966 images/s, loss=0.1383, top1-acc=96.19%, top5-acc=99.66%, remaining_time=0:00:00.784188, arrival_time=2021-04-10 03:50:56.731998, cost_time=0:00:24.832593 2021-04-10 03:50:56,649 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.24ms, fps=1939 images/s, loss=0.1383, top1-acc=96.21%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:56.649616, cost_time=0:00:25.534559 2021-04-10 03:50:57,147 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=3.07ms, fps=5149 images/s, loss=1.8091, top1-acc=67.70%, top5-acc=86.84%, remaining_time=0:00:01.491480, arrival_time=2021-04-10 03:50:58.639118, cost_time=0:00:00.497159 2021-04-10 03:50:57,573 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.32ms, fps=6019 images/s, loss=1.7871, top1-acc=68.03%, top5-acc=87.36%, remaining_time=0:00:00.922840, arrival_time=2021-04-10 03:50:58.496147, cost_time=0:00:00.922831 2021-04-10 03:50:58,000 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.33ms, fps=5992 images/s, loss=1.7777, top1-acc=68.14%, top5-acc=87.53%, remaining_time=0:00:00.450120, arrival_time=2021-04-10 03:50:58.451019, cost_time=0:00:01.350371 2021-04-10 03:50:58,391 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.07ms, fps=5947 images/s, loss=1.7567, top1-acc=68.37%, top5-acc=87.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:58.391395, cost_time=0:00:01.740945 2021-04-10 03:50:59,164 INFO : Epoch=0152 complete, best val top1-acc=69.22%, top5-acc=88.24% (epoch=146), remaining_time=0:22:52.167552, arrival_time=2021-04-10 04:13:51.331622, cost_time=1:12:25.197321 2021-04-10 03:50:59,164 INFO : Train start, epoch=0153, lr=0.013552 2021-04-10 03:51:00,620 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.79ms, fps=1759 images/s, loss=0.1496, top1-acc=96.05%, top5-acc=99.57%, remaining_time=0:00:27.076392, arrival_time=2021-04-10 03:51:27.696967, cost_time=0:00:01.455725 2021-04-10 03:51:01,918 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.74ms, fps=1974 images/s, loss=0.1390, top1-acc=96.27%, top5-acc=99.67%, remaining_time=0:00:24.227632, arrival_time=2021-04-10 03:51:26.145581, cost_time=0:00:02.753143 2021-04-10 03:51:03,217 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.51ms, fps=1971 images/s, loss=0.1286, top1-acc=96.45%, top5-acc=99.66%, remaining_time=0:00:22.423778, arrival_time=2021-04-10 03:51:25.641128, cost_time=0:00:04.052479 2021-04-10 03:51:04,510 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=2.03ms, fps=1981 images/s, loss=0.1278, top1-acc=96.46%, top5-acc=99.67%, remaining_time=0:00:20.847060, arrival_time=2021-04-10 03:51:25.357226, cost_time=0:00:05.345384 2021-04-10 03:51:05,807 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.43ms, fps=1974 images/s, loss=0.1259, top1-acc=96.52%, top5-acc=99.68%, remaining_time=0:00:19.396246, arrival_time=2021-04-10 03:51:25.203662, cost_time=0:00:06.642555 2021-04-10 03:51:07,104 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=2.20ms, fps=1974 images/s, loss=0.1233, top1-acc=96.56%, top5-acc=99.72%, remaining_time=0:00:17.997424, arrival_time=2021-04-10 03:51:25.102286, cost_time=0:00:07.940065 2021-04-10 03:51:08,399 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.44ms, fps=1978 images/s, loss=0.1226, top1-acc=96.59%, top5-acc=99.72%, remaining_time=0:00:16.622550, arrival_time=2021-04-10 03:51:25.022103, cost_time=0:00:09.234780 2021-04-10 03:51:09,697 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.55ms, fps=1973 images/s, loss=0.1218, top1-acc=96.62%, top5-acc=99.73%, remaining_time=0:00:15.272560, arrival_time=2021-04-10 03:51:24.970359, cost_time=0:00:10.532814 2021-04-10 03:51:10,997 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.66ms, fps=1971 images/s, loss=0.1222, top1-acc=96.64%, top5-acc=99.71%, remaining_time=0:00:13.935926, arrival_time=2021-04-10 03:51:24.933302, cost_time=0:00:11.832365 2021-04-10 03:51:12,297 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.36ms, fps=1971 images/s, loss=0.1217, top1-acc=96.64%, top5-acc=99.71%, remaining_time=0:00:12.607008, arrival_time=2021-04-10 03:51:24.904073, cost_time=0:00:13.132282 2021-04-10 03:51:13,591 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.82ms, fps=1978 images/s, loss=0.1216, top1-acc=96.67%, top5-acc=99.70%, remaining_time=0:00:11.279244, arrival_time=2021-04-10 03:51:24.871065, cost_time=0:00:14.426951 2021-04-10 03:51:14,886 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.32ms, fps=1978 images/s, loss=0.1205, top1-acc=96.69%, top5-acc=99.70%, remaining_time=0:00:09.957064, arrival_time=2021-04-10 03:51:24.843522, cost_time=0:00:15.721681 2021-04-10 03:51:16,183 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.36ms, fps=1974 images/s, loss=0.1196, top1-acc=96.72%, top5-acc=99.69%, remaining_time=0:00:08.640324, arrival_time=2021-04-10 03:51:24.823954, cost_time=0:00:17.018766 2021-04-10 03:51:17,476 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.42ms, fps=1980 images/s, loss=0.1210, top1-acc=96.69%, top5-acc=99.69%, remaining_time=0:00:07.324856, arrival_time=2021-04-10 03:51:24.801800, cost_time=0:00:18.312148 2021-04-10 03:51:18,784 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.39ms, fps=1958 images/s, loss=0.1207, top1-acc=96.66%, top5-acc=99.70%, remaining_time=0:00:06.016800, arrival_time=2021-04-10 03:51:24.801623, cost_time=0:00:19.620045 2021-04-10 03:51:20,088 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.47ms, fps=1965 images/s, loss=0.1205, top1-acc=96.66%, top5-acc=99.71%, remaining_time=0:00:04.707756, arrival_time=2021-04-10 03:51:24.796031, cost_time=0:00:20.923412 2021-04-10 03:51:21,385 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.94ms, fps=1974 images/s, loss=0.1223, top1-acc=96.60%, top5-acc=99.71%, remaining_time=0:00:03.398460, arrival_time=2021-04-10 03:51:24.784126, cost_time=0:00:22.220763 2021-04-10 03:51:22,684 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.42ms, fps=1972 images/s, loss=0.1230, top1-acc=96.58%, top5-acc=99.70%, remaining_time=0:00:02.090656, arrival_time=2021-04-10 03:51:24.775354, cost_time=0:00:23.519908 2021-04-10 03:51:23,981 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.22ms, fps=1974 images/s, loss=0.1235, top1-acc=96.55%, top5-acc=99.70%, remaining_time=0:00:00.783696, arrival_time=2021-04-10 03:51:24.765447, cost_time=0:00:24.816976 2021-04-10 03:51:24,682 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.39ms, fps=1941 images/s, loss=0.1235, top1-acc=96.56%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:24.682805, cost_time=0:00:25.517973 2021-04-10 03:51:25,184 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=0.20ms, fps=5114 images/s, loss=1.6163, top1-acc=70.31%, top5-acc=87.93%, remaining_time=0:00:01.501560, arrival_time=2021-04-10 03:51:26.685981, cost_time=0:00:00.500523 2021-04-10 03:51:25,616 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.31ms, fps=5936 images/s, loss=1.6596, top1-acc=69.47%, top5-acc=87.95%, remaining_time=0:00:00.932260, arrival_time=2021-04-10 03:51:26.548366, cost_time=0:00:00.932260 2021-04-10 03:51:26,042 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.36ms, fps=6014 images/s, loss=1.6721, top1-acc=69.36%, top5-acc=88.24%, remaining_time=0:00:00.452750, arrival_time=2021-04-10 03:51:26.494838, cost_time=0:00:01.358242 2021-04-10 03:51:26,430 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.06ms, fps=5974 images/s, loss=1.6731, top1-acc=69.90%, top5-acc=88.49%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:26.430757, cost_time=0:00:01.746940 2021-04-10 03:51:28,009 INFO : Epoch=0153 complete, best val top1-acc=69.90%, top5-acc=88.49% (epoch=153), remaining_time=0:22:23.660158, arrival_time=2021-04-10 04:13:51.669588, cost_time=1:12:54.042639 2021-04-10 03:51:28,010 INFO : Train start, epoch=0154, lr=0.013018 2021-04-10 03:51:29,475 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=0.27ms, fps=1748 images/s, loss=0.1150, top1-acc=96.99%, top5-acc=99.88%, remaining_time=0:00:27.242862, arrival_time=2021-04-10 03:51:56.718049, cost_time=0:00:01.464671 2021-04-10 03:51:30,768 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.37ms, fps=1981 images/s, loss=0.1177, top1-acc=96.82%, top5-acc=99.82%, remaining_time=0:00:24.268816, arrival_time=2021-04-10 03:51:55.037190, cost_time=0:00:02.757828 2021-04-10 03:51:32,067 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.40ms, fps=1972 images/s, loss=0.1163, top1-acc=96.68%, top5-acc=99.83%, remaining_time=0:00:22.447350, arrival_time=2021-04-10 03:51:54.514576, cost_time=0:00:04.056760 2021-04-10 03:51:33,363 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.42ms, fps=1976 images/s, loss=0.1150, top1-acc=96.72%, top5-acc=99.84%, remaining_time=0:00:20.875920, arrival_time=2021-04-10 03:51:54.239343, cost_time=0:00:05.352798 2021-04-10 03:51:34,660 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.38ms, fps=1975 images/s, loss=0.1136, top1-acc=96.84%, top5-acc=99.80%, remaining_time=0:00:19.417270, arrival_time=2021-04-10 03:51:54.077445, cost_time=0:00:06.649738 2021-04-10 03:51:35,952 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.40ms, fps=1981 images/s, loss=0.1140, top1-acc=96.89%, top5-acc=99.80%, remaining_time=0:00:18.002456, arrival_time=2021-04-10 03:51:53.955173, cost_time=0:00:07.942287 2021-04-10 03:51:37,247 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.39ms, fps=1978 images/s, loss=0.1097, top1-acc=96.96%, top5-acc=99.80%, remaining_time=0:00:16.626582, arrival_time=2021-04-10 03:51:53.873971, cost_time=0:00:09.236963 2021-04-10 03:51:38,542 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.61ms, fps=1977 images/s, loss=0.1087, top1-acc=96.98%, top5-acc=99.80%, remaining_time=0:00:15.271516, arrival_time=2021-04-10 03:51:53.814058, cost_time=0:00:10.532075 2021-04-10 03:51:39,840 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.58ms, fps=1973 images/s, loss=0.1109, top1-acc=96.93%, top5-acc=99.80%, remaining_time=0:00:13.933276, arrival_time=2021-04-10 03:51:53.773932, cost_time=0:00:11.830140 2021-04-10 03:51:41,140 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.70ms, fps=1971 images/s, loss=0.1099, top1-acc=96.94%, top5-acc=99.81%, remaining_time=0:00:12.604320, arrival_time=2021-04-10 03:51:53.744292, cost_time=0:00:13.129541 2021-04-10 03:51:42,432 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.32ms, fps=1982 images/s, loss=0.1100, top1-acc=96.95%, top5-acc=99.81%, remaining_time=0:00:11.275288, arrival_time=2021-04-10 03:51:53.707606, cost_time=0:00:14.421895 2021-04-10 03:51:43,723 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.34ms, fps=1983 images/s, loss=0.1116, top1-acc=96.91%, top5-acc=99.81%, remaining_time=0:00:09.951668, arrival_time=2021-04-10 03:51:53.675246, cost_time=0:00:15.713151 2021-04-10 03:51:45,014 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.50ms, fps=1983 images/s, loss=0.1135, top1-acc=96.87%, top5-acc=99.79%, remaining_time=0:00:08.632932, arrival_time=2021-04-10 03:51:53.647662, cost_time=0:00:17.004308 2021-04-10 03:51:46,312 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.44ms, fps=1973 images/s, loss=0.1137, top1-acc=96.89%, top5-acc=99.79%, remaining_time=0:00:07.320936, arrival_time=2021-04-10 03:51:53.633805, cost_time=0:00:18.302409 2021-04-10 03:51:47,607 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.62ms, fps=1978 images/s, loss=0.1124, top1-acc=96.91%, top5-acc=99.79%, remaining_time=0:00:06.009762, arrival_time=2021-04-10 03:51:53.617292, cost_time=0:00:19.597069 2021-04-10 03:51:48,906 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.79ms, fps=1971 images/s, loss=0.1126, top1-acc=96.89%, top5-acc=99.79%, remaining_time=0:00:04.701672, arrival_time=2021-04-10 03:51:53.608472, cost_time=0:00:20.896378 2021-04-10 03:51:50,205 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.70ms, fps=1972 images/s, loss=0.1139, top1-acc=96.85%, top5-acc=99.79%, remaining_time=0:00:03.394508, arrival_time=2021-04-10 03:51:53.599843, cost_time=0:00:22.194878 2021-04-10 03:51:51,505 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.47ms, fps=1969 images/s, loss=0.1143, top1-acc=96.84%, top5-acc=99.79%, remaining_time=0:00:02.088480, arrival_time=2021-04-10 03:51:53.594314, cost_time=0:00:23.495318 2021-04-10 03:51:52,800 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.77ms, fps=1979 images/s, loss=0.1137, top1-acc=96.86%, top5-acc=99.79%, remaining_time=0:00:00.782838, arrival_time=2021-04-10 03:51:53.583125, cost_time=0:00:24.789787 2021-04-10 03:51:53,505 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.41ms, fps=1929 images/s, loss=0.1142, top1-acc=96.86%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:53.505866, cost_time=0:00:25.495448 2021-04-10 03:51:54,009 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=1.28ms, fps=5093 images/s, loss=1.6787, top1-acc=69.22%, top5-acc=88.55%, remaining_time=0:00:01.507890, arrival_time=2021-04-10 03:51:55.517304, cost_time=0:00:00.502633 2021-04-10 03:51:54,436 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.41ms, fps=6005 images/s, loss=1.6421, top1-acc=70.27%, top5-acc=88.95%, remaining_time=0:00:00.929280, arrival_time=2021-04-10 03:51:55.365344, cost_time=0:00:00.929285 2021-04-10 03:51:54,862 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.33ms, fps=6010 images/s, loss=1.6289, top1-acc=70.62%, top5-acc=89.11%, remaining_time=0:00:00.451860, arrival_time=2021-04-10 03:51:55.314212, cost_time=0:00:01.355570 2021-04-10 03:51:55,249 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.07ms, fps=6001 images/s, loss=1.6704, top1-acc=70.37%, top5-acc=88.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:55.249276, cost_time=0:00:01.742522 2021-04-10 03:51:58,785 INFO : Epoch=0154 complete, best val top1-acc=70.37%, top5-acc=88.62% (epoch=154), remaining_time=0:21:55.724936, arrival_time=2021-04-10 04:13:54.509989, cost_time=1:13:24.818262 2021-04-10 03:51:58,785 INFO : Train start, epoch=0155, lr=0.012494 2021-04-10 03:52:00,250 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.77ms, fps=1748 images/s, loss=0.1046, top1-acc=96.64%, top5-acc=99.92%, remaining_time=0:00:27.237096, arrival_time=2021-04-10 03:52:27.487614, cost_time=0:00:01.464356 2021-04-10 03:52:01,542 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.52ms, fps=1982 images/s, loss=0.1187, top1-acc=96.54%, top5-acc=99.88%, remaining_time=0:00:24.258256, arrival_time=2021-04-10 03:52:25.800960, cost_time=0:00:02.756623 2021-04-10 03:52:02,842 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.55ms, fps=1971 images/s, loss=0.1176, top1-acc=96.65%, top5-acc=99.84%, remaining_time=0:00:22.440710, arrival_time=2021-04-10 03:52:25.282629, cost_time=0:00:04.055548 2021-04-10 03:52:04,137 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.48ms, fps=1978 images/s, loss=0.1148, top1-acc=96.87%, top5-acc=99.85%, remaining_time=0:00:20.869212, arrival_time=2021-04-10 03:52:25.006369, cost_time=0:00:05.351064 2021-04-10 03:52:05,433 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.50ms, fps=1976 images/s, loss=0.1118, top1-acc=96.95%, top5-acc=99.81%, remaining_time=0:00:19.408510, arrival_time=2021-04-10 03:52:24.841432, cost_time=0:00:06.646757 2021-04-10 03:52:06,730 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.40ms, fps=1974 images/s, loss=0.1079, top1-acc=97.07%, top5-acc=99.82%, remaining_time=0:00:18.006672, arrival_time=2021-04-10 03:52:24.736899, cost_time=0:00:07.944148 2021-04-10 03:52:08,025 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.39ms, fps=1977 images/s, loss=0.1062, top1-acc=97.14%, top5-acc=99.81%, remaining_time=0:00:16.630740, arrival_time=2021-04-10 03:52:24.656172, cost_time=0:00:09.239266 2021-04-10 03:52:09,317 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.43ms, fps=1983 images/s, loss=0.1040, top1-acc=97.19%, top5-acc=99.82%, remaining_time=0:00:15.270124, arrival_time=2021-04-10 03:52:24.587330, cost_time=0:00:10.531117 2021-04-10 03:52:10,627 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=8.00ms, fps=1955 images/s, loss=0.1035, top1-acc=97.20%, top5-acc=99.81%, remaining_time=0:00:13.945996, arrival_time=2021-04-10 03:52:24.573145, cost_time=0:00:11.840954 2021-04-10 03:52:11,919 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.36ms, fps=1982 images/s, loss=0.1044, top1-acc=97.17%, top5-acc=99.81%, remaining_time=0:00:12.607872, arrival_time=2021-04-10 03:52:24.527141, cost_time=0:00:13.133179 2021-04-10 03:52:13,215 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.82ms, fps=1976 images/s, loss=0.1049, top1-acc=97.16%, top5-acc=99.82%, remaining_time=0:00:11.281222, arrival_time=2021-04-10 03:52:24.496840, cost_time=0:00:14.429453 2021-04-10 03:52:14,521 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.47ms, fps=1962 images/s, loss=0.1041, top1-acc=97.19%, top5-acc=99.83%, remaining_time=0:00:09.965500, arrival_time=2021-04-10 03:52:24.486616, cost_time=0:00:15.734956 2021-04-10 03:52:15,821 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.49ms, fps=1969 images/s, loss=0.1043, top1-acc=97.17%, top5-acc=99.83%, remaining_time=0:00:08.648838, arrival_time=2021-04-10 03:52:24.470531, cost_time=0:00:17.035531 2021-04-10 03:52:17,119 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.44ms, fps=1973 images/s, loss=0.1047, top1-acc=97.13%, top5-acc=99.84%, remaining_time=0:00:07.333536, arrival_time=2021-04-10 03:52:24.453429, cost_time=0:00:18.333807 2021-04-10 03:52:18,417 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=2.12ms, fps=1973 images/s, loss=0.1045, top1-acc=97.11%, top5-acc=99.83%, remaining_time=0:00:06.020342, arrival_time=2021-04-10 03:52:24.438067, cost_time=0:00:19.631597 2021-04-10 03:52:19,716 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.35ms, fps=1972 images/s, loss=0.1050, top1-acc=97.08%, top5-acc=99.82%, remaining_time=0:00:04.709304, arrival_time=2021-04-10 03:52:24.425904, cost_time=0:00:20.930198 2021-04-10 03:52:21,014 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.48ms, fps=1974 images/s, loss=0.1051, top1-acc=97.08%, top5-acc=99.82%, remaining_time=0:00:03.399552, arrival_time=2021-04-10 03:52:24.413476, cost_time=0:00:22.227762 2021-04-10 03:52:22,308 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.53ms, fps=1978 images/s, loss=0.1054, top1-acc=97.07%, top5-acc=99.82%, remaining_time=0:00:02.090880, arrival_time=2021-04-10 03:52:24.399454, cost_time=0:00:23.522485 2021-04-10 03:52:23,602 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.25ms, fps=1979 images/s, loss=0.1061, top1-acc=97.05%, top5-acc=99.80%, remaining_time=0:00:00.783678, arrival_time=2021-04-10 03:52:24.386379, cost_time=0:00:24.816561 2021-04-10 03:52:24,302 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.18ms, fps=1946 images/s, loss=0.1070, top1-acc=97.04%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:24.302216, cost_time=0:00:25.516149 2021-04-10 03:52:24,819 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=1.91ms, fps=4962 images/s, loss=1.6573, top1-acc=70.23%, top5-acc=88.59%, remaining_time=0:00:01.547820, arrival_time=2021-04-10 03:52:26.366901, cost_time=0:00:00.515942 2021-04-10 03:52:25,246 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.46ms, fps=5996 images/s, loss=1.6785, top1-acc=69.77%, top5-acc=88.69%, remaining_time=0:00:00.943240, arrival_time=2021-04-10 03:52:26.189621, cost_time=0:00:00.943244 2021-04-10 03:52:25,671 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.44ms, fps=6026 images/s, loss=1.6995, top1-acc=69.61%, top5-acc=88.45%, remaining_time=0:00:00.456130, arrival_time=2021-04-10 03:52:26.127663, cost_time=0:00:01.368397 2021-04-10 03:52:26,060 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.05ms, fps=5968 images/s, loss=1.6824, top1-acc=69.71%, top5-acc=88.34%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:26.060562, cost_time=0:00:01.757447 2021-04-10 03:52:26,856 INFO : Epoch=0155 complete, best val top1-acc=70.37%, top5-acc=88.62% (epoch=154), remaining_time=0:21:26.967915, arrival_time=2021-04-10 04:13:53.824113, cost_time=1:13:52.889448 2021-04-10 03:52:26,856 INFO : Train start, epoch=0156, lr=0.011980 2021-04-10 03:52:28,326 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=0.48ms, fps=1742 images/s, loss=0.1340, top1-acc=96.13%, top5-acc=99.57%, remaining_time=0:00:27.327492, arrival_time=2021-04-10 03:52:55.653704, cost_time=0:00:01.469217 2021-04-10 03:52:29,622 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.41ms, fps=1977 images/s, loss=0.1162, top1-acc=96.86%, top5-acc=99.67%, remaining_time=0:00:24.332528, arrival_time=2021-04-10 03:52:53.954481, cost_time=0:00:02.765057 2021-04-10 03:52:30,926 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.65ms, fps=1964 images/s, loss=0.1084, top1-acc=97.11%, top5-acc=99.71%, remaining_time=0:00:22.515244, arrival_time=2021-04-10 03:52:53.441368, cost_time=0:00:04.069025 2021-04-10 03:52:32,226 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.61ms, fps=1970 images/s, loss=0.1049, top1-acc=97.05%, top5-acc=99.74%, remaining_time=0:00:20.942220, arrival_time=2021-04-10 03:52:53.168973, cost_time=0:00:05.369786 2021-04-10 03:52:33,524 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.66ms, fps=1974 images/s, loss=0.1016, top1-acc=97.20%, top5-acc=99.77%, remaining_time=0:00:19.469246, arrival_time=2021-04-10 03:52:52.993786, cost_time=0:00:06.667559 2021-04-10 03:52:34,821 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.55ms, fps=1974 images/s, loss=0.1020, top1-acc=97.23%, top5-acc=99.75%, remaining_time=0:00:18.053864, arrival_time=2021-04-10 03:52:52.875673, cost_time=0:00:07.964917 2021-04-10 03:52:36,119 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.53ms, fps=1974 images/s, loss=0.1004, top1-acc=97.23%, top5-acc=99.76%, remaining_time=0:00:16.672194, arrival_time=2021-04-10 03:52:52.791622, cost_time=0:00:09.262342 2021-04-10 03:52:37,417 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.58ms, fps=1974 images/s, loss=0.1035, top1-acc=97.12%, top5-acc=99.75%, remaining_time=0:00:15.312116, arrival_time=2021-04-10 03:52:52.729141, cost_time=0:00:10.560119 2021-04-10 03:52:38,716 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.81ms, fps=1971 images/s, loss=0.1035, top1-acc=97.10%, top5-acc=99.76%, remaining_time=0:00:13.967832, arrival_time=2021-04-10 03:52:52.684168, cost_time=0:00:11.859452 2021-04-10 03:52:40,013 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.40ms, fps=1974 images/s, loss=0.1015, top1-acc=97.15%, top5-acc=99.78%, remaining_time=0:00:12.630240, arrival_time=2021-04-10 03:52:52.643724, cost_time=0:00:13.156516 2021-04-10 03:52:41,323 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.54ms, fps=1955 images/s, loss=0.1009, top1-acc=97.18%, top5-acc=99.78%, remaining_time=0:00:11.310376, arrival_time=2021-04-10 03:52:52.634112, cost_time=0:00:14.466768 2021-04-10 03:52:42,619 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.48ms, fps=1976 images/s, loss=0.1017, top1-acc=97.17%, top5-acc=99.77%, remaining_time=0:00:09.983132, arrival_time=2021-04-10 03:52:52.602879, cost_time=0:00:15.762862 2021-04-10 03:52:43,919 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=2.12ms, fps=1971 images/s, loss=0.1014, top1-acc=97.20%, top5-acc=99.77%, remaining_time=0:00:08.662236, arrival_time=2021-04-10 03:52:52.581239, cost_time=0:00:17.062027 2021-04-10 03:52:45,218 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.34ms, fps=1971 images/s, loss=0.1006, top1-acc=97.19%, top5-acc=99.78%, remaining_time=0:00:07.344624, arrival_time=2021-04-10 03:52:52.563126, cost_time=0:00:18.361599 2021-04-10 03:52:46,519 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.51ms, fps=1968 images/s, loss=0.1003, top1-acc=97.21%, top5-acc=99.79%, remaining_time=0:00:06.029910, arrival_time=2021-04-10 03:52:52.549578, cost_time=0:00:19.662782 2021-04-10 03:52:47,817 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.51ms, fps=1974 images/s, loss=0.0996, top1-acc=97.23%, top5-acc=99.80%, remaining_time=0:00:04.716036, arrival_time=2021-04-10 03:52:52.533146, cost_time=0:00:20.960218 2021-04-10 03:52:49,110 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.41ms, fps=1981 images/s, loss=0.0992, top1-acc=97.25%, top5-acc=99.80%, remaining_time=0:00:03.403426, arrival_time=2021-04-10 03:52:52.513514, cost_time=0:00:22.253205 2021-04-10 03:52:50,405 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.38ms, fps=1977 images/s, loss=0.0996, top1-acc=97.24%, top5-acc=99.80%, remaining_time=0:00:02.093216, arrival_time=2021-04-10 03:52:52.498869, cost_time=0:00:23.548685 2021-04-10 03:52:51,702 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.40ms, fps=1975 images/s, loss=0.0991, top1-acc=97.25%, top5-acc=99.81%, remaining_time=0:00:00.784584, arrival_time=2021-04-10 03:52:52.486655, cost_time=0:00:24.845173 2021-04-10 03:52:52,402 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.23ms, fps=1943 images/s, loss=0.0991, top1-acc=97.25%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:52.402393, cost_time=0:00:25.545535 2021-04-10 03:52:52,904 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=0.18ms, fps=5109 images/s, loss=1.7484, top1-acc=69.06%, top5-acc=88.52%, remaining_time=0:00:01.503300, arrival_time=2021-04-10 03:52:54.407623, cost_time=0:00:00.501095 2021-04-10 03:52:53,331 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.79ms, fps=5995 images/s, loss=1.6872, top1-acc=69.94%, top5-acc=88.85%, remaining_time=0:00:00.928440, arrival_time=2021-04-10 03:52:54.260123, cost_time=0:00:00.928441 2021-04-10 03:52:53,761 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.91ms, fps=5956 images/s, loss=1.6894, top1-acc=69.66%, top5-acc=88.72%, remaining_time=0:00:00.452880, arrival_time=2021-04-10 03:52:54.214801, cost_time=0:00:01.358633 2021-04-10 03:52:54,157 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.08ms, fps=5878 images/s, loss=1.7636, top1-acc=69.15%, top5-acc=88.55%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:54.157024, cost_time=0:00:01.753814 2021-04-10 03:52:54,939 INFO : Epoch=0156 complete, best val top1-acc=70.37%, top5-acc=88.62% (epoch=154), remaining_time=0:20:58.223076, arrival_time=2021-04-10 04:13:53.162626, cost_time=1:14:20.972774 2021-04-10 03:52:54,940 INFO : Train start, epoch=0157, lr=0.011474 2021-04-10 03:52:56,394 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.59ms, fps=1761 images/s, loss=0.0929, top1-acc=97.58%, top5-acc=99.84%, remaining_time=0:00:27.041982, arrival_time=2021-04-10 03:53:23.436521, cost_time=0:00:01.453866 2021-04-10 03:52:57,710 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.35ms, fps=1946 images/s, loss=0.0996, top1-acc=97.32%, top5-acc=99.88%, remaining_time=0:00:24.375472, arrival_time=2021-04-10 03:53:22.086061, cost_time=0:00:02.769944 2021-04-10 03:52:59,010 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.57ms, fps=1970 images/s, loss=0.1017, top1-acc=97.27%, top5-acc=99.84%, remaining_time=0:00:22.521552, arrival_time=2021-04-10 03:53:21.532438, cost_time=0:00:04.070157 2021-04-10 03:53:00,312 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.44ms, fps=1968 images/s, loss=0.0989, top1-acc=97.32%, top5-acc=99.85%, remaining_time=0:00:20.950332, arrival_time=2021-04-10 03:53:21.262740, cost_time=0:00:05.371876 2021-04-10 03:53:01,608 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.61ms, fps=1975 images/s, loss=0.1018, top1-acc=97.20%, top5-acc=99.85%, remaining_time=0:00:19.471436, arrival_time=2021-04-10 03:53:21.080274, cost_time=0:00:06.668318 2021-04-10 03:53:02,908 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.34ms, fps=1971 images/s, loss=0.1012, top1-acc=97.23%, top5-acc=99.86%, remaining_time=0:00:18.059168, arrival_time=2021-04-10 03:53:20.967079, cost_time=0:00:07.967271 2021-04-10 03:53:04,204 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.34ms, fps=1976 images/s, loss=0.1024, top1-acc=97.23%, top5-acc=99.84%, remaining_time=0:00:16.674210, arrival_time=2021-04-10 03:53:20.878210, cost_time=0:00:09.263464 2021-04-10 03:53:05,501 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.34ms, fps=1974 images/s, loss=0.0993, top1-acc=97.30%, top5-acc=99.86%, remaining_time=0:00:15.313508, arrival_time=2021-04-10 03:53:20.815089, cost_time=0:00:10.561053 2021-04-10 03:53:06,792 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.48ms, fps=1983 images/s, loss=0.0997, top1-acc=97.30%, top5-acc=99.85%, remaining_time=0:00:13.959140, arrival_time=2021-04-10 03:53:20.751782, cost_time=0:00:11.852119 2021-04-10 03:53:08,092 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.56ms, fps=1971 images/s, loss=0.0988, top1-acc=97.30%, top5-acc=99.85%, remaining_time=0:00:12.625344, arrival_time=2021-04-10 03:53:20.717441, cost_time=0:00:13.151372 2021-04-10 03:53:09,386 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.40ms, fps=1979 images/s, loss=0.0989, top1-acc=97.26%, top5-acc=99.85%, remaining_time=0:00:11.294036, arrival_time=2021-04-10 03:53:20.680456, cost_time=0:00:14.445896 2021-04-10 03:53:10,679 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.42ms, fps=1981 images/s, loss=0.0984, top1-acc=97.27%, top5-acc=99.84%, remaining_time=0:00:09.967932, arrival_time=2021-04-10 03:53:20.647438, cost_time=0:00:15.738875 2021-04-10 03:53:11,976 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.82ms, fps=1976 images/s, loss=0.0969, top1-acc=97.31%, top5-acc=99.85%, remaining_time=0:00:08.648640, arrival_time=2021-04-10 03:53:20.624593, cost_time=0:00:17.035225 2021-04-10 03:53:13,273 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.53ms, fps=1975 images/s, loss=0.0966, top1-acc=97.32%, top5-acc=99.85%, remaining_time=0:00:07.333032, arrival_time=2021-04-10 03:53:20.606162, cost_time=0:00:18.332582 2021-04-10 03:53:14,578 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.98ms, fps=1962 images/s, loss=0.0966, top1-acc=97.30%, top5-acc=99.84%, remaining_time=0:00:06.022182, arrival_time=2021-04-10 03:53:20.600286, cost_time=0:00:19.637575 2021-04-10 03:53:15,874 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.43ms, fps=1975 images/s, loss=0.0963, top1-acc=97.31%, top5-acc=99.84%, remaining_time=0:00:04.710168, arrival_time=2021-04-10 03:53:20.584863, cost_time=0:00:20.934089 2021-04-10 03:53:17,173 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.83ms, fps=1972 images/s, loss=0.0966, top1-acc=97.31%, top5-acc=99.84%, remaining_time=0:00:03.400358, arrival_time=2021-04-10 03:53:20.574000, cost_time=0:00:22.233100 2021-04-10 03:53:18,474 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.54ms, fps=1969 images/s, loss=0.0962, top1-acc=97.33%, top5-acc=99.84%, remaining_time=0:00:02.091904, arrival_time=2021-04-10 03:53:20.566431, cost_time=0:00:23.534000 2021-04-10 03:53:19,770 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.22ms, fps=1976 images/s, loss=0.0964, top1-acc=97.34%, top5-acc=99.83%, remaining_time=0:00:00.784110, arrival_time=2021-04-10 03:53:20.554816, cost_time=0:00:24.830181 2021-04-10 03:53:20,471 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.27ms, fps=1942 images/s, loss=0.0973, top1-acc=97.32%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:20.471534, cost_time=0:00:25.531023 2021-04-10 03:53:20,999 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=0.22ms, fps=4859 images/s, loss=1.7043, top1-acc=69.37%, top5-acc=88.83%, remaining_time=0:00:01.580670, arrival_time=2021-04-10 03:53:22.580061, cost_time=0:00:00.526886 2021-04-10 03:53:21,433 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.41ms, fps=5911 images/s, loss=1.7280, top1-acc=69.37%, top5-acc=88.46%, remaining_time=0:00:00.960420, arrival_time=2021-04-10 03:53:22.393381, cost_time=0:00:00.960421 2021-04-10 03:53:21,859 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.34ms, fps=6006 images/s, loss=1.7217, top1-acc=69.56%, top5-acc=88.31%, remaining_time=0:00:00.462360, arrival_time=2021-04-10 03:53:22.321924, cost_time=0:00:01.387089 2021-04-10 03:53:22,248 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.08ms, fps=5967 images/s, loss=1.7461, top1-acc=69.57%, top5-acc=88.41%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:22.248680, cost_time=0:00:01.776200 2021-04-10 03:53:23,007 INFO : Epoch=0157 complete, best val top1-acc=70.37%, top5-acc=88.62% (epoch=154), remaining_time=0:20:29.482445, arrival_time=2021-04-10 04:13:52.489757, cost_time=1:14:49.040557 2021-04-10 03:53:23,007 INFO : Train start, epoch=0158, lr=0.010978 2021-04-10 03:53:24,470 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.81ms, fps=1750 images/s, loss=0.0750, top1-acc=97.81%, top5-acc=99.88%, remaining_time=0:00:27.205290, arrival_time=2021-04-10 03:53:51.676055, cost_time=0:00:01.462652 2021-04-10 03:53:25,765 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.44ms, fps=1978 images/s, loss=0.0842, top1-acc=97.60%, top5-acc=99.79%, remaining_time=0:00:24.267760, arrival_time=2021-04-10 03:53:50.033469, cost_time=0:00:02.757708 2021-04-10 03:53:27,061 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.42ms, fps=1977 images/s, loss=0.0879, top1-acc=97.45%, top5-acc=99.80%, remaining_time=0:00:22.427430, arrival_time=2021-04-10 03:53:49.488655, cost_time=0:00:04.053138 2021-04-10 03:53:28,360 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=2.57ms, fps=1971 images/s, loss=0.0839, top1-acc=97.61%, top5-acc=99.82%, remaining_time=0:00:20.873892, arrival_time=2021-04-10 03:53:49.234200, cost_time=0:00:05.352274 2021-04-10 03:53:29,663 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.33ms, fps=1965 images/s, loss=0.0837, top1-acc=97.59%, top5-acc=99.84%, remaining_time=0:00:19.433914, arrival_time=2021-04-10 03:53:49.097578, cost_time=0:00:06.655461 2021-04-10 03:53:30,961 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.35ms, fps=1974 images/s, loss=0.0859, top1-acc=97.58%, top5-acc=99.83%, remaining_time=0:00:18.027072, arrival_time=2021-04-10 03:53:48.988182, cost_time=0:00:07.953106 2021-04-10 03:53:32,257 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.42ms, fps=1976 images/s, loss=0.0863, top1-acc=97.55%, top5-acc=99.83%, remaining_time=0:00:16.648758, arrival_time=2021-04-10 03:53:48.906042, cost_time=0:00:09.249296 2021-04-10 03:53:33,556 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.79ms, fps=1972 images/s, loss=0.0853, top1-acc=97.58%, top5-acc=99.84%, remaining_time=0:00:15.294716, arrival_time=2021-04-10 03:53:48.850825, cost_time=0:00:10.548041 2021-04-10 03:53:34,850 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.41ms, fps=1979 images/s, loss=0.0854, top1-acc=97.60%, top5-acc=99.85%, remaining_time=0:00:13.947268, arrival_time=2021-04-10 03:53:48.797316, cost_time=0:00:11.842002 2021-04-10 03:53:36,151 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.45ms, fps=1968 images/s, loss=0.0874, top1-acc=97.56%, top5-acc=99.85%, remaining_time=0:00:12.617472, arrival_time=2021-04-10 03:53:48.768686, cost_time=0:00:13.143192 2021-04-10 03:53:37,445 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.43ms, fps=1978 images/s, loss=0.0902, top1-acc=97.50%, top5-acc=99.84%, remaining_time=0:00:11.287758, arrival_time=2021-04-10 03:53:48.733615, cost_time=0:00:14.437861 2021-04-10 03:53:38,740 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.36ms, fps=1978 images/s, loss=0.0904, top1-acc=97.50%, top5-acc=99.83%, remaining_time=0:00:09.964056, arrival_time=2021-04-10 03:53:48.704906, cost_time=0:00:15.732671 2021-04-10 03:53:40,039 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.46ms, fps=1973 images/s, loss=0.0898, top1-acc=97.53%, top5-acc=99.82%, remaining_time=0:00:08.646528, arrival_time=2021-04-10 03:53:48.685574, cost_time=0:00:17.031026 2021-04-10 03:53:41,341 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.47ms, fps=1966 images/s, loss=0.0912, top1-acc=97.52%, top5-acc=99.81%, remaining_time=0:00:07.333536, arrival_time=2021-04-10 03:53:48.675440, cost_time=0:00:18.333891 2021-04-10 03:53:42,647 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.55ms, fps=1961 images/s, loss=0.0907, top1-acc=97.53%, top5-acc=99.81%, remaining_time=0:00:06.022780, arrival_time=2021-04-10 03:53:48.670278, cost_time=0:00:19.639498 2021-04-10 03:53:43,941 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.39ms, fps=1978 images/s, loss=0.0906, top1-acc=97.52%, top5-acc=99.81%, remaining_time=0:00:04.710132, arrival_time=2021-04-10 03:53:48.652061, cost_time=0:00:20.933940 2021-04-10 03:53:45,241 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.42ms, fps=1971 images/s, loss=0.0905, top1-acc=97.51%, top5-acc=99.82%, remaining_time=0:00:03.400410, arrival_time=2021-04-10 03:53:48.641802, cost_time=0:00:22.233407 2021-04-10 03:53:46,546 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.34ms, fps=1963 images/s, loss=0.0902, top1-acc=97.52%, top5-acc=99.82%, remaining_time=0:00:02.092288, arrival_time=2021-04-10 03:53:48.638507, cost_time=0:00:23.538226 2021-04-10 03:53:47,836 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.25ms, fps=1985 images/s, loss=0.0899, top1-acc=97.51%, top5-acc=99.83%, remaining_time=0:00:00.784050, arrival_time=2021-04-10 03:53:48.620200, cost_time=0:00:24.828161 2021-04-10 03:53:48,537 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.74ms, fps=1941 images/s, loss=0.0901, top1-acc=97.51%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:48.537317, cost_time=0:00:25.529291 2021-04-10 03:53:49,078 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=0.19ms, fps=4741 images/s, loss=1.6029, top1-acc=71.29%, top5-acc=89.41%, remaining_time=0:00:01.619730, arrival_time=2021-04-10 03:53:50.698336, cost_time=0:00:00.539913 2021-04-10 03:53:49,508 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.30ms, fps=5960 images/s, loss=1.6359, top1-acc=70.41%, top5-acc=89.14%, remaining_time=0:00:00.969780, arrival_time=2021-04-10 03:53:50.478242, cost_time=0:00:00.969772 2021-04-10 03:53:49,936 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.30ms, fps=5992 images/s, loss=1.6553, top1-acc=70.22%, top5-acc=89.08%, remaining_time=0:00:00.465790, arrival_time=2021-04-10 03:53:50.401857, cost_time=0:00:01.397381 2021-04-10 03:53:50,324 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.08ms, fps=5974 images/s, loss=1.7242, top1-acc=70.10%, top5-acc=88.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:50.324717, cost_time=0:00:01.786053 2021-04-10 03:53:51,147 INFO : Epoch=0158 complete, best val top1-acc=70.37%, top5-acc=88.62% (epoch=154), remaining_time=0:20:00.769416, arrival_time=2021-04-10 04:13:51.916437, cost_time=1:15:17.180246 2021-04-10 03:53:51,147 INFO : Train start, epoch=0159, lr=0.010492 2021-04-10 03:53:52,590 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=0.34ms, fps=1774 images/s, loss=0.0865, top1-acc=97.54%, top5-acc=99.88%, remaining_time=0:00:26.834406, arrival_time=2021-04-10 03:54:19.425284, cost_time=0:00:01.442710 2021-04-10 03:53:53,890 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.43ms, fps=1971 images/s, loss=0.0836, top1-acc=97.60%, top5-acc=99.94%, remaining_time=0:00:24.132944, arrival_time=2021-04-10 03:54:18.023543, cost_time=0:00:02.742381 2021-04-10 03:53:55,197 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.91ms, fps=1960 images/s, loss=0.0785, top1-acc=97.83%, top5-acc=99.91%, remaining_time=0:00:22.407344, arrival_time=2021-04-10 03:54:17.605037, cost_time=0:00:04.049508 2021-04-10 03:53:56,496 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.35ms, fps=1973 images/s, loss=0.0769, top1-acc=97.80%, top5-acc=99.92%, remaining_time=0:00:20.855640, arrival_time=2021-04-10 03:54:17.351543, cost_time=0:00:05.347603 2021-04-10 03:53:57,794 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.41ms, fps=1972 images/s, loss=0.0791, top1-acc=97.79%, top5-acc=99.91%, remaining_time=0:00:19.408656, arrival_time=2021-04-10 03:54:17.203532, cost_time=0:00:06.646781 2021-04-10 03:53:59,089 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.44ms, fps=1979 images/s, loss=0.0760, top1-acc=97.87%, top5-acc=99.93%, remaining_time=0:00:17.999464, arrival_time=2021-04-10 03:54:17.088586, cost_time=0:00:07.940941 2021-04-10 03:54:00,390 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.75ms, fps=1969 images/s, loss=0.0776, top1-acc=97.85%, top5-acc=99.92%, remaining_time=0:00:16.635528, arrival_time=2021-04-10 03:54:17.025641, cost_time=0:00:09.241979 2021-04-10 03:54:01,697 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.45ms, fps=1959 images/s, loss=0.0770, top1-acc=97.87%, top5-acc=99.93%, remaining_time=0:00:15.296688, arrival_time=2021-04-10 03:54:16.994442, cost_time=0:00:10.549456 2021-04-10 03:54:02,994 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.45ms, fps=1976 images/s, loss=0.0770, top1-acc=97.91%, top5-acc=99.92%, remaining_time=0:00:13.951932, arrival_time=2021-04-10 03:54:16.946014, cost_time=0:00:11.845984 2021-04-10 03:54:04,291 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.63ms, fps=1974 images/s, loss=0.0761, top1-acc=97.91%, top5-acc=99.93%, remaining_time=0:00:12.617280, arrival_time=2021-04-10 03:54:16.908613, cost_time=0:00:13.143039 2021-04-10 03:54:05,587 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.56ms, fps=1975 images/s, loss=0.0764, top1-acc=97.92%, top5-acc=99.93%, remaining_time=0:00:11.289306, arrival_time=2021-04-10 03:54:16.877233, cost_time=0:00:14.439826 2021-04-10 03:54:06,884 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.31ms, fps=1975 images/s, loss=0.0754, top1-acc=97.94%, top5-acc=99.93%, remaining_time=0:00:09.966564, arrival_time=2021-04-10 03:54:16.851424, cost_time=0:00:15.736688 2021-04-10 03:54:08,184 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.48ms, fps=1970 images/s, loss=0.0747, top1-acc=97.97%, top5-acc=99.92%, remaining_time=0:00:08.649366, arrival_time=2021-04-10 03:54:16.834178, cost_time=0:00:17.036642 2021-04-10 03:54:09,486 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.56ms, fps=1967 images/s, loss=0.0739, top1-acc=97.99%, top5-acc=99.92%, remaining_time=0:00:07.335384, arrival_time=2021-04-10 03:54:16.822085, cost_time=0:00:18.338524 2021-04-10 03:54:10,784 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.50ms, fps=1973 images/s, loss=0.0740, top1-acc=97.98%, top5-acc=99.92%, remaining_time=0:00:06.021860, arrival_time=2021-04-10 03:54:16.806618, cost_time=0:00:19.636553 2021-04-10 03:54:12,083 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.57ms, fps=1972 images/s, loss=0.0738, top1-acc=98.01%, top5-acc=99.92%, remaining_time=0:00:04.710492, arrival_time=2021-04-10 03:54:16.794073, cost_time=0:00:20.935496 2021-04-10 03:54:13,378 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.32ms, fps=1978 images/s, loss=0.0736, top1-acc=98.00%, top5-acc=99.91%, remaining_time=0:00:03.399864, arrival_time=2021-04-10 03:54:16.778002, cost_time=0:00:22.229877 2021-04-10 03:54:14,675 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.44ms, fps=1974 images/s, loss=0.0735, top1-acc=98.01%, top5-acc=99.92%, remaining_time=0:00:02.091360, arrival_time=2021-04-10 03:54:16.767240, cost_time=0:00:23.527779 2021-04-10 03:54:15,970 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.79ms, fps=1978 images/s, loss=0.0741, top1-acc=97.98%, top5-acc=99.92%, remaining_time=0:00:00.783876, arrival_time=2021-04-10 03:54:16.754619, cost_time=0:00:24.822646 2021-04-10 03:54:16,671 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.25ms, fps=1941 images/s, loss=0.0735, top1-acc=97.99%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:16.671799, cost_time=0:00:25.523726 2021-04-10 03:54:17,211 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=0.19ms, fps=4752 images/s, loss=1.7119, top1-acc=69.92%, top5-acc=88.67%, remaining_time=0:00:01.616220, arrival_time=2021-04-10 03:54:18.827731, cost_time=0:00:00.538737 2021-04-10 03:54:17,647 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.26ms, fps=5878 images/s, loss=1.7069, top1-acc=70.14%, top5-acc=89.34%, remaining_time=0:00:00.974700, arrival_time=2021-04-10 03:54:18.622139, cost_time=0:00:00.974700 2021-04-10 03:54:18,075 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.30ms, fps=5983 images/s, loss=1.6746, top1-acc=70.59%, top5-acc=89.49%, remaining_time=0:00:00.467680, arrival_time=2021-04-10 03:54:18.543468, cost_time=0:00:01.403051 2021-04-10 03:54:18,466 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.08ms, fps=5950 images/s, loss=1.7104, top1-acc=70.77%, top5-acc=89.37%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:18.466030, cost_time=0:00:01.793321 2021-04-10 03:54:19,978 INFO : Epoch=0159 complete, best val top1-acc=70.77%, top5-acc=89.37% (epoch=159), remaining_time=0:19:32.241906, arrival_time=2021-04-10 04:13:52.219931, cost_time=1:15:46.011269 2021-04-10 03:54:19,978 INFO : Train start, epoch=0160, lr=0.010016 2021-04-10 03:54:21,448 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.42ms, fps=1741 images/s, loss=0.0850, top1-acc=97.58%, top5-acc=99.88%, remaining_time=0:00:27.344976, arrival_time=2021-04-10 03:54:48.793859, cost_time=0:00:01.470158 2021-04-10 03:54:22,746 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.32ms, fps=1973 images/s, loss=0.0715, top1-acc=97.91%, top5-acc=99.92%, remaining_time=0:00:24.356640, arrival_time=2021-04-10 03:54:47.103255, cost_time=0:00:02.767807 2021-04-10 03:54:24,047 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.46ms, fps=1969 images/s, loss=0.0768, top1-acc=97.80%, top5-acc=99.91%, remaining_time=0:00:22.514248, arrival_time=2021-04-10 03:54:46.561885, cost_time=0:00:04.068825 2021-04-10 03:54:25,344 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.50ms, fps=1975 images/s, loss=0.0737, top1-acc=97.91%, top5-acc=99.90%, remaining_time=0:00:20.924904, arrival_time=2021-04-10 03:54:46.269074, cost_time=0:00:05.365360 2021-04-10 03:54:26,639 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.58ms, fps=1978 images/s, loss=0.0721, top1-acc=97.98%, top5-acc=99.91%, remaining_time=0:00:19.448222, arrival_time=2021-04-10 03:54:46.087388, cost_time=0:00:06.660358 2021-04-10 03:54:27,931 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.31ms, fps=1981 images/s, loss=0.0718, top1-acc=97.98%, top5-acc=99.90%, remaining_time=0:00:18.026800, arrival_time=2021-04-10 03:54:45.958541, cost_time=0:00:07.953021 2021-04-10 03:54:29,227 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=2.03ms, fps=1976 images/s, loss=0.0734, top1-acc=97.94%, top5-acc=99.88%, remaining_time=0:00:16.647750, arrival_time=2021-04-10 03:54:45.875360, cost_time=0:00:09.248748 2021-04-10 03:54:30,532 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.53ms, fps=1964 images/s, loss=0.0738, top1-acc=97.94%, top5-acc=99.89%, remaining_time=0:00:15.302140, arrival_time=2021-04-10 03:54:45.834089, cost_time=0:00:10.553203 2021-04-10 03:54:31,834 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=2.96ms, fps=1966 images/s, loss=0.0734, top1-acc=97.94%, top5-acc=99.88%, remaining_time=0:00:13.963168, arrival_time=2021-04-10 03:54:45.797458, cost_time=0:00:11.855505 2021-04-10 03:54:33,141 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.86ms, fps=1959 images/s, loss=0.0739, top1-acc=97.93%, top5-acc=99.87%, remaining_time=0:00:12.636192, arrival_time=2021-04-10 03:54:45.777792, cost_time=0:00:13.162729 2021-04-10 03:54:34,443 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.38ms, fps=1968 images/s, loss=0.0739, top1-acc=97.95%, top5-acc=99.88%, remaining_time=0:00:11.308398, arrival_time=2021-04-10 03:54:45.751492, cost_time=0:00:14.464283 2021-04-10 03:54:35,745 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.49ms, fps=1967 images/s, loss=0.0736, top1-acc=97.98%, top5-acc=99.88%, remaining_time=0:00:09.985260, arrival_time=2021-04-10 03:54:45.730217, cost_time=0:00:15.766149 2021-04-10 03:54:37,040 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.88ms, fps=1976 images/s, loss=0.0741, top1-acc=97.97%, top5-acc=99.89%, remaining_time=0:00:08.662302, arrival_time=2021-04-10 03:54:45.703211, cost_time=0:00:17.062101 2021-04-10 03:54:38,343 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.42ms, fps=1967 images/s, loss=0.0734, top1-acc=98.00%, top5-acc=99.88%, remaining_time=0:00:07.345632, arrival_time=2021-04-10 03:54:45.688578, cost_time=0:00:18.364107 2021-04-10 03:54:39,652 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.49ms, fps=1956 images/s, loss=0.0734, top1-acc=97.99%, top5-acc=99.88%, remaining_time=0:00:06.033268, arrival_time=2021-04-10 03:54:45.685820, cost_time=0:00:19.673723 2021-04-10 03:54:40,948 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.43ms, fps=1977 images/s, loss=0.0734, top1-acc=97.99%, top5-acc=99.88%, remaining_time=0:00:04.718124, arrival_time=2021-04-10 03:54:45.666317, cost_time=0:00:20.969385 2021-04-10 03:54:42,246 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.41ms, fps=1973 images/s, loss=0.0742, top1-acc=97.98%, top5-acc=99.88%, remaining_time=0:00:03.405610, arrival_time=2021-04-10 03:54:45.651841, cost_time=0:00:22.267496 2021-04-10 03:54:43,545 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.47ms, fps=1971 images/s, loss=0.0739, top1-acc=97.98%, top5-acc=99.87%, remaining_time=0:00:02.094816, arrival_time=2021-04-10 03:54:45.640266, cost_time=0:00:23.566670 2021-04-10 03:54:44,841 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.22ms, fps=1976 images/s, loss=0.0745, top1-acc=97.98%, top5-acc=99.87%, remaining_time=0:00:00.785148, arrival_time=2021-04-10 03:54:45.626935, cost_time=0:00:24.862992 2021-04-10 03:54:45,542 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.30ms, fps=1942 images/s, loss=0.0745, top1-acc=97.98%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:45.542547, cost_time=0:00:25.563781 2021-04-10 03:54:46,048 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=2.42ms, fps=5071 images/s, loss=1.6953, top1-acc=70.16%, top5-acc=88.75%, remaining_time=0:00:01.514340, arrival_time=2021-04-10 03:54:47.563095, cost_time=0:00:00.504782 2021-04-10 03:54:46,475 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.34ms, fps=6008 images/s, loss=1.6734, top1-acc=70.21%, top5-acc=89.10%, remaining_time=0:00:00.931200, arrival_time=2021-04-10 03:54:47.406391, cost_time=0:00:00.931208 2021-04-10 03:54:46,900 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.19ms, fps=6020 images/s, loss=1.6476, top1-acc=70.39%, top5-acc=89.47%, remaining_time=0:00:00.452270, arrival_time=2021-04-10 03:54:47.353056, cost_time=0:00:01.356810 2021-04-10 03:54:47,288 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.08ms, fps=5987 images/s, loss=1.6632, top1-acc=70.45%, top5-acc=89.38%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:47.288615, cost_time=0:00:01.744672 2021-04-10 03:54:48,073 INFO : Epoch=0160 complete, best val top1-acc=70.77%, top5-acc=89.37% (epoch=159), remaining_time=0:19:03.526680, arrival_time=2021-04-10 04:13:51.600123, cost_time=1:16:14.106694 2021-04-10 03:54:48,074 INFO : Train start, epoch=0161, lr=0.009549 2021-04-10 03:54:49,536 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.37ms, fps=1751 images/s, loss=0.0668, top1-acc=98.28%, top5-acc=99.92%, remaining_time=0:00:27.196734, arrival_time=2021-04-10 03:55:16.733070, cost_time=0:00:01.462194 2021-04-10 03:54:50,832 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.48ms, fps=1976 images/s, loss=0.0690, top1-acc=98.11%, top5-acc=99.86%, remaining_time=0:00:24.273920, arrival_time=2021-04-10 03:55:15.106481, cost_time=0:00:02.758410 2021-04-10 03:54:52,128 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.57ms, fps=1976 images/s, loss=0.0687, top1-acc=98.12%, top5-acc=99.87%, remaining_time=0:00:22.432576, arrival_time=2021-04-10 03:55:14.560865, cost_time=0:00:04.054067 2021-04-10 03:54:53,429 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.40ms, fps=1968 images/s, loss=0.0679, top1-acc=98.17%, top5-acc=99.86%, remaining_time=0:00:20.885436, arrival_time=2021-04-10 03:55:14.314938, cost_time=0:00:05.355224 2021-04-10 03:54:54,727 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.35ms, fps=1974 images/s, loss=0.0665, top1-acc=98.20%, top5-acc=99.88%, remaining_time=0:00:19.426760, arrival_time=2021-04-10 03:55:14.153896, cost_time=0:00:06.652985 2021-04-10 03:54:56,024 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.41ms, fps=1975 images/s, loss=0.0662, top1-acc=98.22%, top5-acc=99.88%, remaining_time=0:00:18.019864, arrival_time=2021-04-10 03:55:14.044011, cost_time=0:00:07.949924 2021-04-10 03:54:57,323 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.38ms, fps=1972 images/s, loss=0.0648, top1-acc=98.25%, top5-acc=99.88%, remaining_time=0:00:16.647624, arrival_time=2021-04-10 03:55:13.970597, cost_time=0:00:09.248678 2021-04-10 03:54:58,621 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.40ms, fps=1973 images/s, loss=0.0653, top1-acc=98.24%, top5-acc=99.88%, remaining_time=0:00:15.293556, arrival_time=2021-04-10 03:55:13.915076, cost_time=0:00:10.547287 2021-04-10 03:54:59,916 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.37ms, fps=1978 images/s, loss=0.0647, top1-acc=98.27%, top5-acc=99.88%, remaining_time=0:00:13.947798, arrival_time=2021-04-10 03:55:13.864408, cost_time=0:00:11.842454 2021-04-10 03:55:01,214 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.57ms, fps=1974 images/s, loss=0.0648, top1-acc=98.26%, top5-acc=99.88%, remaining_time=0:00:12.614208, arrival_time=2021-04-10 03:55:13.828240, cost_time=0:00:13.139765 2021-04-10 03:55:02,506 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.41ms, fps=1982 images/s, loss=0.0642, top1-acc=98.26%, top5-acc=99.89%, remaining_time=0:00:11.283372, arrival_time=2021-04-10 03:55:13.789793, cost_time=0:00:14.432271 2021-04-10 03:55:03,807 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.41ms, fps=1968 images/s, loss=0.0661, top1-acc=98.18%, top5-acc=99.89%, remaining_time=0:00:09.964512, arrival_time=2021-04-10 03:55:13.772105, cost_time=0:00:15.733452 2021-04-10 03:55:05,112 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.44ms, fps=1963 images/s, loss=0.0663, top1-acc=98.18%, top5-acc=99.89%, remaining_time=0:00:08.649960, arrival_time=2021-04-10 03:55:13.761987, cost_time=0:00:17.037805 2021-04-10 03:55:06,415 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.46ms, fps=1965 images/s, loss=0.0660, top1-acc=98.18%, top5-acc=99.89%, remaining_time=0:00:07.336504, arrival_time=2021-04-10 03:55:13.751952, cost_time=0:00:18.341225 2021-04-10 03:55:07,712 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.44ms, fps=1975 images/s, loss=0.0657, top1-acc=98.20%, top5-acc=99.89%, remaining_time=0:00:06.022320, arrival_time=2021-04-10 03:55:13.734634, cost_time=0:00:19.638075 2021-04-10 03:55:09,012 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.58ms, fps=1971 images/s, loss=0.0654, top1-acc=98.19%, top5-acc=99.90%, remaining_time=0:00:04.710996, arrival_time=2021-04-10 03:55:13.723030, cost_time=0:00:20.937769 2021-04-10 03:55:10,318 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.32ms, fps=1961 images/s, loss=0.0662, top1-acc=98.18%, top5-acc=99.89%, remaining_time=0:00:03.402048, arrival_time=2021-04-10 03:55:13.720290, cost_time=0:00:22.244087 2021-04-10 03:55:11,616 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.34ms, fps=1973 images/s, loss=0.0666, top1-acc=98.17%, top5-acc=99.89%, remaining_time=0:00:02.092640, arrival_time=2021-04-10 03:55:13.709110, cost_time=0:00:23.542202 2021-04-10 03:55:12,925 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.25ms, fps=1957 images/s, loss=0.0680, top1-acc=98.14%, top5-acc=99.89%, remaining_time=0:00:00.784776, arrival_time=2021-04-10 03:55:13.710206, cost_time=0:00:24.851209 2021-04-10 03:55:13,627 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.36ms, fps=1938 images/s, loss=0.0691, top1-acc=98.12%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:13.627752, cost_time=0:00:25.553625 2021-04-10 03:55:14,160 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=0.24ms, fps=4818 images/s, loss=1.7885, top1-acc=69.77%, top5-acc=88.59%, remaining_time=0:00:01.594050, arrival_time=2021-04-10 03:55:15.754143, cost_time=0:00:00.531347 2021-04-10 03:55:14,589 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.30ms, fps=5971 images/s, loss=1.7140, top1-acc=70.08%, top5-acc=88.91%, remaining_time=0:00:00.960640, arrival_time=2021-04-10 03:55:15.549964, cost_time=0:00:00.960638 2021-04-10 03:55:15,017 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.43ms, fps=5981 images/s, loss=1.6781, top1-acc=70.49%, top5-acc=89.08%, remaining_time=0:00:00.463030, arrival_time=2021-04-10 03:55:15.480781, cost_time=0:00:01.389078 2021-04-10 03:55:15,405 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.06ms, fps=5982 images/s, loss=1.6732, top1-acc=70.69%, top5-acc=89.07%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:15.405916, cost_time=0:00:01.777274 2021-04-10 03:55:16,142 INFO : Epoch=0161 complete, best val top1-acc=70.77%, top5-acc=89.37% (epoch=159), remaining_time=0:18:34.812738, arrival_time=2021-04-10 04:13:50.955074, cost_time=1:16:42.175582 2021-04-10 03:55:16,142 INFO : Train start, epoch=0162, lr=0.009093 2021-04-10 03:55:17,603 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.37ms, fps=1752 images/s, loss=0.0700, top1-acc=98.12%, top5-acc=99.88%, remaining_time=0:00:27.173298, arrival_time=2021-04-10 03:55:44.777245, cost_time=0:00:01.460930 2021-04-10 03:55:18,899 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.51ms, fps=1977 images/s, loss=0.0772, top1-acc=98.11%, top5-acc=99.80%, remaining_time=0:00:24.253680, arrival_time=2021-04-10 03:55:43.152795, cost_time=0:00:02.756100 2021-04-10 03:55:20,193 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.70ms, fps=1978 images/s, loss=0.0745, top1-acc=98.12%, top5-acc=99.82%, remaining_time=0:00:22.414482, arrival_time=2021-04-10 03:55:42.608301, cost_time=0:00:04.050802 2021-04-10 03:55:21,490 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.50ms, fps=1975 images/s, loss=0.0741, top1-acc=98.13%, top5-acc=99.80%, remaining_time=0:00:20.854860, arrival_time=2021-04-10 03:55:42.345381, cost_time=0:00:05.347416 2021-04-10 03:55:22,790 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.41ms, fps=1970 images/s, loss=0.0719, top1-acc=98.17%, top5-acc=99.84%, remaining_time=0:00:19.410846, arrival_time=2021-04-10 03:55:42.201639, cost_time=0:00:06.647566 2021-04-10 03:55:24,087 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.42ms, fps=1975 images/s, loss=0.0704, top1-acc=98.18%, top5-acc=99.86%, remaining_time=0:00:18.007760, arrival_time=2021-04-10 03:55:42.095354, cost_time=0:00:07.944570 2021-04-10 03:55:25,383 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.47ms, fps=1977 images/s, loss=0.0679, top1-acc=98.23%, top5-acc=99.87%, remaining_time=0:00:16.631622, arrival_time=2021-04-10 03:55:42.014554, cost_time=0:00:09.239766 2021-04-10 03:55:26,683 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.50ms, fps=1970 images/s, loss=0.0678, top1-acc=98.22%, top5-acc=99.88%, remaining_time=0:00:15.282884, arrival_time=2021-04-10 03:55:41.965851, cost_time=0:00:10.539948 2021-04-10 03:55:27,979 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.35ms, fps=1976 images/s, loss=0.0653, top1-acc=98.28%, top5-acc=99.90%, remaining_time=0:00:13.940272, arrival_time=2021-04-10 03:55:41.919483, cost_time=0:00:11.836046 2021-04-10 03:55:29,273 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.42ms, fps=1979 images/s, loss=0.0644, top1-acc=98.32%, top5-acc=99.89%, remaining_time=0:00:12.604896, arrival_time=2021-04-10 03:55:41.878061, cost_time=0:00:13.130137 2021-04-10 03:55:30,571 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.42ms, fps=1973 images/s, loss=0.0642, top1-acc=98.31%, top5-acc=99.89%, remaining_time=0:00:11.280276, arrival_time=2021-04-10 03:55:41.851776, cost_time=0:00:14.428296 2021-04-10 03:55:31,867 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.39ms, fps=1977 images/s, loss=0.0642, top1-acc=98.29%, top5-acc=99.90%, remaining_time=0:00:09.958508, arrival_time=2021-04-10 03:55:41.825506, cost_time=0:00:15.723961 2021-04-10 03:55:33,165 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.35ms, fps=1972 images/s, loss=0.0635, top1-acc=98.28%, top5-acc=99.90%, remaining_time=0:00:08.642238, arrival_time=2021-04-10 03:55:41.807923, cost_time=0:00:17.022588 2021-04-10 03:55:34,462 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.40ms, fps=1976 images/s, loss=0.0624, top1-acc=98.29%, top5-acc=99.91%, remaining_time=0:00:07.327488, arrival_time=2021-04-10 03:55:41.789386, cost_time=0:00:18.318687 2021-04-10 03:55:35,762 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.55ms, fps=1970 images/s, loss=0.0627, top1-acc=98.28%, top5-acc=99.91%, remaining_time=0:00:06.016616, arrival_time=2021-04-10 03:55:41.778991, cost_time=0:00:19.619343 2021-04-10 03:55:37,062 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.51ms, fps=1970 images/s, loss=0.0621, top1-acc=98.29%, top5-acc=99.91%, remaining_time=0:00:04.706856, arrival_time=2021-04-10 03:55:41.769285, cost_time=0:00:20.919325 2021-04-10 03:55:38,353 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.33ms, fps=1983 images/s, loss=0.0611, top1-acc=98.31%, top5-acc=99.91%, remaining_time=0:00:03.396952, arrival_time=2021-04-10 03:55:41.750876, cost_time=0:00:22.210910 2021-04-10 03:55:39,649 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.43ms, fps=1977 images/s, loss=0.0603, top1-acc=98.34%, top5-acc=99.91%, remaining_time=0:00:02.089424, arrival_time=2021-04-10 03:55:41.738526, cost_time=0:00:23.505970 2021-04-10 03:55:40,945 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.43ms, fps=1975 images/s, loss=0.0600, top1-acc=98.34%, top5-acc=99.91%, remaining_time=0:00:00.783240, arrival_time=2021-04-10 03:55:41.728786, cost_time=0:00:24.802521 2021-04-10 03:55:41,649 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.69ms, fps=1934 images/s, loss=0.0601, top1-acc=98.35%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:41.649287, cost_time=0:00:25.506245 2021-04-10 03:55:42,150 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=0.20ms, fps=5117 images/s, loss=1.6738, top1-acc=71.29%, top5-acc=88.71%, remaining_time=0:00:01.500750, arrival_time=2021-04-10 03:55:43.651320, cost_time=0:00:00.500246 2021-04-10 03:55:42,579 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.29ms, fps=5968 images/s, loss=1.6825, top1-acc=71.07%, top5-acc=89.16%, remaining_time=0:00:00.929540, arrival_time=2021-04-10 03:55:43.509397, cost_time=0:00:00.929537 2021-04-10 03:55:43,007 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.36ms, fps=5998 images/s, loss=1.6413, top1-acc=71.51%, top5-acc=89.41%, remaining_time=0:00:00.452230, arrival_time=2021-04-10 03:55:43.459250, cost_time=0:00:01.356685 2021-04-10 03:55:43,395 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.08ms, fps=5981 images/s, loss=1.6356, top1-acc=71.40%, top5-acc=89.63%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:43.395225, cost_time=0:00:01.744925 2021-04-10 03:55:44,926 INFO : Epoch=0162 complete, best val top1-acc=71.40%, top5-acc=89.63% (epoch=162), remaining_time=0:18:06.274460, arrival_time=2021-04-10 04:13:51.200695, cost_time=1:17:10.959480 2021-04-10 03:55:44,926 INFO : Train start, epoch=0163, lr=0.008646 2021-04-10 03:55:46,381 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=1.51ms, fps=1760 images/s, loss=0.0407, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:27.061140, arrival_time=2021-04-10 03:56:13.443073, cost_time=0:00:01.454903 2021-04-10 03:55:47,679 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.47ms, fps=1973 images/s, loss=0.0395, top1-acc=98.85%, top5-acc=99.98%, remaining_time=0:00:24.223760, arrival_time=2021-04-10 03:56:11.903487, cost_time=0:00:02.752695 2021-04-10 03:55:48,977 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.34ms, fps=1974 images/s, loss=0.0409, top1-acc=98.83%, top5-acc=99.96%, remaining_time=0:00:22.409834, arrival_time=2021-04-10 03:56:11.386823, cost_time=0:00:04.049959 2021-04-10 03:55:50,274 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.67ms, fps=1975 images/s, loss=0.0445, top1-acc=98.75%, top5-acc=99.93%, remaining_time=0:00:20.852520, arrival_time=2021-04-10 03:56:11.126470, cost_time=0:00:05.346807 2021-04-10 03:55:51,570 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.36ms, fps=1975 images/s, loss=0.0474, top1-acc=98.69%, top5-acc=99.94%, remaining_time=0:00:19.398728, arrival_time=2021-04-10 03:56:10.969393, cost_time=0:00:06.643425 2021-04-10 03:55:52,869 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.59ms, fps=1972 images/s, loss=0.0475, top1-acc=98.64%, top5-acc=99.95%, remaining_time=0:00:18.002864, arrival_time=2021-04-10 03:56:10.872425, cost_time=0:00:07.942467 2021-04-10 03:55:54,173 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.57ms, fps=1965 images/s, loss=0.0498, top1-acc=98.63%, top5-acc=99.94%, remaining_time=0:00:16.642584, arrival_time=2021-04-10 03:56:10.815603, cost_time=0:00:09.245908 2021-04-10 03:55:55,474 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.54ms, fps=1969 images/s, loss=0.0508, top1-acc=98.59%, top5-acc=99.94%, remaining_time=0:00:15.293208, arrival_time=2021-04-10 03:56:10.767358, cost_time=0:00:10.547026 2021-04-10 03:55:56,769 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.39ms, fps=1977 images/s, loss=0.0513, top1-acc=98.59%, top5-acc=99.94%, remaining_time=0:00:13.948116, arrival_time=2021-04-10 03:56:10.717922, cost_time=0:00:11.842779 2021-04-10 03:55:58,069 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.41ms, fps=1970 images/s, loss=0.0512, top1-acc=98.59%, top5-acc=99.93%, remaining_time=0:00:12.616800, arrival_time=2021-04-10 03:56:10.686432, cost_time=0:00:13.142521 2021-04-10 03:55:59,365 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.47ms, fps=1977 images/s, loss=0.0514, top1-acc=98.57%, top5-acc=99.93%, remaining_time=0:00:11.287844, arrival_time=2021-04-10 03:56:10.652820, cost_time=0:00:14.437936 2021-04-10 03:56:00,671 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.51ms, fps=1961 images/s, loss=0.0519, top1-acc=98.55%, top5-acc=99.93%, remaining_time=0:00:09.971200, arrival_time=2021-04-10 03:56:10.642277, cost_time=0:00:15.744010 2021-04-10 03:56:01,970 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.32ms, fps=1971 images/s, loss=0.0523, top1-acc=98.55%, top5-acc=99.93%, remaining_time=0:00:08.652798, arrival_time=2021-04-10 03:56:10.623281, cost_time=0:00:17.043371 2021-04-10 03:56:03,269 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.58ms, fps=1971 images/s, loss=0.0515, top1-acc=98.55%, top5-acc=99.93%, remaining_time=0:00:07.337008, arrival_time=2021-04-10 03:56:10.606630, cost_time=0:00:18.342508 2021-04-10 03:56:04,565 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.44ms, fps=1976 images/s, loss=0.0529, top1-acc=98.51%, top5-acc=99.93%, remaining_time=0:00:06.022458, arrival_time=2021-04-10 03:56:10.587908, cost_time=0:00:19.638425 2021-04-10 03:56:05,859 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.51ms, fps=1979 images/s, loss=0.0531, top1-acc=98.47%, top5-acc=99.93%, remaining_time=0:00:04.709844, arrival_time=2021-04-10 03:56:10.569620, cost_time=0:00:20.932669 2021-04-10 03:56:07,154 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.68ms, fps=1978 images/s, loss=0.0534, top1-acc=98.48%, top5-acc=99.93%, remaining_time=0:00:03.399526, arrival_time=2021-04-10 03:56:10.554198, cost_time=0:00:22.227624 2021-04-10 03:56:08,451 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.36ms, fps=1975 images/s, loss=0.0536, top1-acc=98.46%, top5-acc=99.93%, remaining_time=0:00:02.091056, arrival_time=2021-04-10 03:56:10.542513, cost_time=0:00:23.524428 2021-04-10 03:56:09,748 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.27ms, fps=1975 images/s, loss=0.0537, top1-acc=98.47%, top5-acc=99.93%, remaining_time=0:00:00.783834, arrival_time=2021-04-10 03:56:10.532188, cost_time=0:00:24.821324 2021-04-10 03:56:10,449 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.24ms, fps=1940 images/s, loss=0.0536, top1-acc=98.48%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:10.449890, cost_time=0:00:25.522870 2021-04-10 03:56:10,961 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=0.21ms, fps=5010 images/s, loss=1.6285, top1-acc=71.60%, top5-acc=89.88%, remaining_time=0:00:01.532970, arrival_time=2021-04-10 03:56:12.494783, cost_time=0:00:00.510989 2021-04-10 03:56:11,388 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.27ms, fps=6004 images/s, loss=1.5934, top1-acc=71.62%, top5-acc=90.10%, remaining_time=0:00:00.937660, arrival_time=2021-04-10 03:56:12.326372, cost_time=0:00:00.937660 2021-04-10 03:56:11,816 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.28ms, fps=5997 images/s, loss=1.6396, top1-acc=71.32%, top5-acc=89.66%, remaining_time=0:00:00.455090, arrival_time=2021-04-10 03:56:12.271196, cost_time=0:00:01.365268 2021-04-10 03:56:12,207 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.12ms, fps=5939 images/s, loss=1.6787, top1-acc=71.16%, top5-acc=89.44%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:12.207101, cost_time=0:00:01.756268 2021-04-10 03:56:12,963 INFO : Epoch=0163 complete, best val top1-acc=71.40%, top5-acc=89.63% (epoch=162), remaining_time=0:17:37.563711, arrival_time=2021-04-10 04:13:50.527425, cost_time=1:17:38.996957 2021-04-10 03:56:12,964 INFO : Train start, epoch=0164, lr=0.008210 2021-04-10 03:56:14,419 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.60ms, fps=1759 images/s, loss=0.0380, top1-acc=99.14%, top5-acc=99.92%, remaining_time=0:00:27.065790, arrival_time=2021-04-10 03:56:41.485341, cost_time=0:00:01.455154 2021-04-10 03:56:15,717 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.76ms, fps=1973 images/s, loss=0.0457, top1-acc=98.95%, top5-acc=99.90%, remaining_time=0:00:24.225520, arrival_time=2021-04-10 03:56:39.942808, cost_time=0:00:02.752893 2021-04-10 03:56:17,010 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.57ms, fps=1980 images/s, loss=0.0477, top1-acc=98.76%, top5-acc=99.91%, remaining_time=0:00:22.390080, arrival_time=2021-04-10 03:56:39.400869, cost_time=0:00:04.046395 2021-04-10 03:56:18,305 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.51ms, fps=1978 images/s, loss=0.0456, top1-acc=98.83%, top5-acc=99.93%, remaining_time=0:00:20.828808, arrival_time=2021-04-10 03:56:39.133966, cost_time=0:00:05.340713 2021-04-10 03:56:19,604 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.37ms, fps=1972 images/s, loss=0.0453, top1-acc=98.82%, top5-acc=99.94%, remaining_time=0:00:19.388070, arrival_time=2021-04-10 03:56:38.992284, cost_time=0:00:06.639738 2021-04-10 03:56:20,907 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.38ms, fps=1966 images/s, loss=0.0436, top1-acc=98.85%, top5-acc=99.95%, remaining_time=0:00:18.002864, arrival_time=2021-04-10 03:56:38.909791, cost_time=0:00:07.942455 2021-04-10 03:56:22,206 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.43ms, fps=1971 images/s, loss=0.0443, top1-acc=98.80%, top5-acc=99.95%, remaining_time=0:00:16.635402, arrival_time=2021-04-10 03:56:38.841700, cost_time=0:00:09.241900 2021-04-10 03:56:23,507 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=2.48ms, fps=1968 images/s, loss=0.0444, top1-acc=98.78%, top5-acc=99.95%, remaining_time=0:00:15.287176, arrival_time=2021-04-10 03:56:38.794507, cost_time=0:00:10.542851 2021-04-10 03:56:24,803 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.34ms, fps=1976 images/s, loss=0.0438, top1-acc=98.79%, top5-acc=99.95%, remaining_time=0:00:13.943876, arrival_time=2021-04-10 03:56:38.747423, cost_time=0:00:11.839152 2021-04-10 03:56:26,102 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.45ms, fps=1972 images/s, loss=0.0437, top1-acc=98.82%, top5-acc=99.95%, remaining_time=0:00:12.612384, arrival_time=2021-04-10 03:56:38.714728, cost_time=0:00:13.137942 2021-04-10 03:56:27,401 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.37ms, fps=1971 images/s, loss=0.0435, top1-acc=98.81%, top5-acc=99.95%, remaining_time=0:00:11.287156, arrival_time=2021-04-10 03:56:38.688568, cost_time=0:00:14.437020 2021-04-10 03:56:28,694 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.31ms, fps=1981 images/s, loss=0.0432, top1-acc=98.81%, top5-acc=99.95%, remaining_time=0:00:09.962232, arrival_time=2021-04-10 03:56:38.656488, cost_time=0:00:15.729857 2021-04-10 03:56:29,995 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.88ms, fps=1969 images/s, loss=0.0432, top1-acc=98.81%, top5-acc=99.95%, remaining_time=0:00:08.646264, arrival_time=2021-04-10 03:56:38.641227, cost_time=0:00:17.030473 2021-04-10 03:56:31,290 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.55ms, fps=1977 images/s, loss=0.0425, top1-acc=98.83%, top5-acc=99.95%, remaining_time=0:00:07.330400, arrival_time=2021-04-10 03:56:38.620917, cost_time=0:00:18.326040 2021-04-10 03:56:32,585 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.32ms, fps=1977 images/s, loss=0.0430, top1-acc=98.81%, top5-acc=99.96%, remaining_time=0:00:06.017260, arrival_time=2021-04-10 03:56:38.603103, cost_time=0:00:19.621442 2021-04-10 03:56:33,877 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.34ms, fps=1983 images/s, loss=0.0433, top1-acc=98.82%, top5-acc=99.95%, remaining_time=0:00:04.705452, arrival_time=2021-04-10 03:56:38.582964, cost_time=0:00:20.913121 2021-04-10 03:56:35,182 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.35ms, fps=1963 images/s, loss=0.0436, top1-acc=98.82%, top5-acc=99.95%, remaining_time=0:00:03.398018, arrival_time=2021-04-10 03:56:38.580262, cost_time=0:00:22.217776 2021-04-10 03:56:36,476 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.38ms, fps=1978 images/s, loss=0.0437, top1-acc=98.81%, top5-acc=99.95%, remaining_time=0:00:02.089984, arrival_time=2021-04-10 03:56:38.566770, cost_time=0:00:23.512393 2021-04-10 03:56:37,773 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.22ms, fps=1975 images/s, loss=0.0436, top1-acc=98.81%, top5-acc=99.95%, remaining_time=0:00:00.783432, arrival_time=2021-04-10 03:56:38.556498, cost_time=0:00:24.808670 2021-04-10 03:56:38,474 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.22ms, fps=1941 images/s, loss=0.0435, top1-acc=98.82%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:38.474211, cost_time=0:00:25.509837 2021-04-10 03:56:38,983 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=0.20ms, fps=5031 images/s, loss=1.6648, top1-acc=72.27%, top5-acc=89.53%, remaining_time=0:00:01.526340, arrival_time=2021-04-10 03:56:40.510260, cost_time=0:00:00.508785 2021-04-10 03:56:39,409 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.42ms, fps=6024 images/s, loss=1.6578, top1-acc=71.84%, top5-acc=89.86%, remaining_time=0:00:00.934060, arrival_time=2021-04-10 03:56:40.343261, cost_time=0:00:00.934063 2021-04-10 03:56:39,838 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.88ms, fps=5967 images/s, loss=1.7057, top1-acc=71.24%, top5-acc=89.71%, remaining_time=0:00:00.454470, arrival_time=2021-04-10 03:56:40.293053, cost_time=0:00:01.363403 2021-04-10 03:56:40,231 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.07ms, fps=5912 images/s, loss=1.6487, top1-acc=71.69%, top5-acc=89.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:40.231649, cost_time=0:00:01.756482 2021-04-10 03:56:41,754 INFO : Epoch=0164 complete, best val top1-acc=71.69%, top5-acc=89.76% (epoch=164), remaining_time=0:17:09.026556, arrival_time=2021-04-10 04:13:50.780917, cost_time=1:18:07.787600 2021-04-10 03:56:41,754 INFO : Train start, epoch=0165, lr=0.007784 2021-04-10 03:56:43,234 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=0.25ms, fps=1730 images/s, loss=0.0364, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:27.522420, arrival_time=2021-04-10 03:57:10.757170, cost_time=0:00:01.479702 2021-04-10 03:56:44,531 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.30ms, fps=1975 images/s, loss=0.0367, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:24.430384, arrival_time=2021-04-10 03:57:08.961614, cost_time=0:00:02.776182 2021-04-10 03:56:45,826 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.33ms, fps=1976 images/s, loss=0.0382, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:22.531014, arrival_time=2021-04-10 03:57:08.357927, cost_time=0:00:04.071864 2021-04-10 03:56:47,121 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.32ms, fps=1978 images/s, loss=0.0399, top1-acc=98.96%, top5-acc=99.98%, remaining_time=0:00:20.929896, arrival_time=2021-04-10 03:57:08.051636, cost_time=0:00:05.366658 2021-04-10 03:56:48,418 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.39ms, fps=1975 images/s, loss=0.0409, top1-acc=98.98%, top5-acc=99.97%, remaining_time=0:00:19.456252, arrival_time=2021-04-10 03:57:07.874484, cost_time=0:00:06.663106 2021-04-10 03:56:49,719 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.48ms, fps=1969 images/s, loss=0.0422, top1-acc=98.96%, top5-acc=99.95%, remaining_time=0:00:18.051824, arrival_time=2021-04-10 03:57:07.770914, cost_time=0:00:07.964038 2021-04-10 03:56:51,020 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.35ms, fps=1968 images/s, loss=0.0427, top1-acc=98.95%, top5-acc=99.95%, remaining_time=0:00:16.677486, arrival_time=2021-04-10 03:57:07.697860, cost_time=0:00:09.265242 2021-04-10 03:56:52,319 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.41ms, fps=1972 images/s, loss=0.0423, top1-acc=98.94%, top5-acc=99.96%, remaining_time=0:00:15.317916, arrival_time=2021-04-10 03:57:07.637115, cost_time=0:00:10.564064 2021-04-10 03:56:53,615 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.38ms, fps=1975 images/s, loss=0.0420, top1-acc=98.94%, top5-acc=99.96%, remaining_time=0:00:13.969316, arrival_time=2021-04-10 03:57:07.585108, cost_time=0:00:11.860744 2021-04-10 03:56:54,912 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.50ms, fps=1975 images/s, loss=0.0423, top1-acc=98.91%, top5-acc=99.96%, remaining_time=0:00:12.631296, arrival_time=2021-04-10 03:57:07.544089, cost_time=0:00:13.157605 2021-04-10 03:56:56,210 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.42ms, fps=1974 images/s, loss=0.0418, top1-acc=98.93%, top5-acc=99.95%, remaining_time=0:00:11.301174, arrival_time=2021-04-10 03:57:07.511205, cost_time=0:00:14.454969 2021-04-10 03:56:57,507 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=2.13ms, fps=1973 images/s, loss=0.0420, top1-acc=98.93%, top5-acc=99.94%, remaining_time=0:00:09.976748, arrival_time=2021-04-10 03:57:07.484558, cost_time=0:00:15.752731 2021-04-10 03:56:58,808 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.46ms, fps=1970 images/s, loss=0.0426, top1-acc=98.91%, top5-acc=99.94%, remaining_time=0:00:08.657814, arrival_time=2021-04-10 03:57:07.466186, cost_time=0:00:17.053325 2021-04-10 03:57:00,100 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.70ms, fps=1982 images/s, loss=0.0431, top1-acc=98.88%, top5-acc=99.95%, remaining_time=0:00:07.338240, arrival_time=2021-04-10 03:57:07.438946, cost_time=0:00:18.345660 2021-04-10 03:57:01,393 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.40ms, fps=1980 images/s, loss=0.0427, top1-acc=98.88%, top5-acc=99.95%, remaining_time=0:00:06.022550, arrival_time=2021-04-10 03:57:07.416377, cost_time=0:00:19.638697 2021-04-10 03:57:02,691 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=4.07ms, fps=1973 images/s, loss=0.0429, top1-acc=98.86%, top5-acc=99.95%, remaining_time=0:00:04.710708, arrival_time=2021-04-10 03:57:07.402261, cost_time=0:00:20.936491 2021-04-10 03:57:03,992 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.32ms, fps=1968 images/s, loss=0.0427, top1-acc=98.86%, top5-acc=99.95%, remaining_time=0:00:03.401060, arrival_time=2021-04-10 03:57:07.393907, cost_time=0:00:22.237721 2021-04-10 03:57:05,288 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.48ms, fps=1976 images/s, loss=0.0437, top1-acc=98.83%, top5-acc=99.95%, remaining_time=0:00:02.091872, arrival_time=2021-04-10 03:57:07.380610, cost_time=0:00:23.533542 2021-04-10 03:57:06,589 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.30ms, fps=1968 images/s, loss=0.0436, top1-acc=98.84%, top5-acc=99.95%, remaining_time=0:00:00.784260, arrival_time=2021-04-10 03:57:07.374153, cost_time=0:00:24.834851 2021-04-10 03:57:07,291 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.23ms, fps=1940 images/s, loss=0.0435, top1-acc=98.83%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:07.291433, cost_time=0:00:25.536403 2021-04-10 03:57:07,814 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.25ms, fps=4908 images/s, loss=1.7730, top1-acc=70.08%, top5-acc=88.67%, remaining_time=0:00:01.564770, arrival_time=2021-04-10 03:57:09.378760, cost_time=0:00:00.521586 2021-04-10 03:57:08,238 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.32ms, fps=6039 images/s, loss=1.7092, top1-acc=71.21%, top5-acc=89.06%, remaining_time=0:00:00.945920, arrival_time=2021-04-10 03:57:09.184220, cost_time=0:00:00.945924 2021-04-10 03:57:08,669 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.76ms, fps=5945 images/s, loss=1.7283, top1-acc=71.33%, top5-acc=89.10%, remaining_time=0:00:00.458990, arrival_time=2021-04-10 03:57:09.128326, cost_time=0:00:01.376980 2021-04-10 03:57:09,058 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.07ms, fps=5960 images/s, loss=1.7470, top1-acc=70.84%, top5-acc=89.19%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:09.058927, cost_time=0:00:01.766595 2021-04-10 03:57:09,820 INFO : Epoch=0165 complete, best val top1-acc=71.69%, top5-acc=89.76% (epoch=164), remaining_time=0:16:40.332620, arrival_time=2021-04-10 04:13:50.153078, cost_time=1:18:35.853701 2021-04-10 03:57:09,821 INFO : Train start, epoch=0166, lr=0.007368 2021-04-10 03:57:11,305 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.38ms, fps=1725 images/s, loss=0.0386, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:27.608166, arrival_time=2021-04-10 03:57:38.913679, cost_time=0:00:01.484306 2021-04-10 03:57:12,613 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.50ms, fps=1958 images/s, loss=0.0395, top1-acc=98.81%, top5-acc=99.96%, remaining_time=0:00:24.568016, arrival_time=2021-04-10 03:57:37.181057, cost_time=0:00:02.791827 2021-04-10 03:57:13,909 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.70ms, fps=1975 images/s, loss=0.0361, top1-acc=98.96%, top5-acc=99.97%, remaining_time=0:00:22.620820, arrival_time=2021-04-10 03:57:36.530163, cost_time=0:00:04.088104 2021-04-10 03:57:15,204 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.45ms, fps=1977 images/s, loss=0.0364, top1-acc=99.01%, top5-acc=99.97%, remaining_time=0:00:20.994324, arrival_time=2021-04-10 03:57:36.198738, cost_time=0:00:05.383166 2021-04-10 03:57:16,501 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.34ms, fps=1974 images/s, loss=0.0347, top1-acc=99.05%, top5-acc=99.98%, remaining_time=0:00:19.506622, arrival_time=2021-04-10 03:57:36.008270, cost_time=0:00:06.680357 2021-04-10 03:57:17,803 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=2.07ms, fps=1968 images/s, loss=0.0334, top1-acc=99.11%, top5-acc=99.97%, remaining_time=0:00:18.092352, arrival_time=2021-04-10 03:57:35.895588, cost_time=0:00:07.981929 2021-04-10 03:57:19,098 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.31ms, fps=1977 images/s, loss=0.0343, top1-acc=99.09%, top5-acc=99.98%, remaining_time=0:00:16.699788, arrival_time=2021-04-10 03:57:35.798647, cost_time=0:00:09.277647 2021-04-10 03:57:20,393 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.45ms, fps=1978 images/s, loss=0.0358, top1-acc=99.05%, top5-acc=99.97%, remaining_time=0:00:15.330212, arrival_time=2021-04-10 03:57:35.724079, cost_time=0:00:10.572575 2021-04-10 03:57:21,699 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.36ms, fps=1961 images/s, loss=0.0359, top1-acc=99.07%, top5-acc=99.97%, remaining_time=0:00:13.990304, arrival_time=2021-04-10 03:57:35.690184, cost_time=0:00:11.878592 2021-04-10 03:57:23,006 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=2.11ms, fps=1960 images/s, loss=0.0355, top1-acc=99.07%, top5-acc=99.96%, remaining_time=0:00:12.657696, arrival_time=2021-04-10 03:57:35.664054, cost_time=0:00:13.185054 2021-04-10 03:57:24,303 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=2.04ms, fps=1975 images/s, loss=0.0361, top1-acc=99.08%, top5-acc=99.96%, remaining_time=0:00:11.322416, arrival_time=2021-04-10 03:57:35.625846, cost_time=0:00:14.482136 2021-04-10 03:57:25,606 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=3.69ms, fps=1965 images/s, loss=0.0358, top1-acc=99.07%, top5-acc=99.96%, remaining_time=0:00:09.997572, arrival_time=2021-04-10 03:57:35.604508, cost_time=0:00:15.785671 2021-04-10 03:57:26,903 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.34ms, fps=1976 images/s, loss=0.0369, top1-acc=99.04%, top5-acc=99.96%, remaining_time=0:00:08.672268, arrival_time=2021-04-10 03:57:35.575309, cost_time=0:00:17.081740 2021-04-10 03:57:28,198 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.41ms, fps=1978 images/s, loss=0.0365, top1-acc=99.05%, top5-acc=99.97%, remaining_time=0:00:07.350672, arrival_time=2021-04-10 03:57:35.548606, cost_time=0:00:18.376639 2021-04-10 03:57:29,494 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.41ms, fps=1976 images/s, loss=0.0358, top1-acc=99.08%, top5-acc=99.97%, remaining_time=0:00:06.032946, arrival_time=2021-04-10 03:57:35.526918, cost_time=0:00:19.672630 2021-04-10 03:57:30,794 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.49ms, fps=1970 images/s, loss=0.0357, top1-acc=99.07%, top5-acc=99.97%, remaining_time=0:00:04.718844, arrival_time=2021-04-10 03:57:35.512761, cost_time=0:00:20.972592 2021-04-10 03:57:32,090 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.42ms, fps=1976 images/s, loss=0.0355, top1-acc=99.06%, top5-acc=99.97%, remaining_time=0:00:03.405818, arrival_time=2021-04-10 03:57:35.495919, cost_time=0:00:22.268890 2021-04-10 03:57:33,391 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.57ms, fps=1968 images/s, loss=0.0353, top1-acc=99.06%, top5-acc=99.97%, remaining_time=0:00:02.095120, arrival_time=2021-04-10 03:57:35.486508, cost_time=0:00:23.570085 2021-04-10 03:57:34,691 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.20ms, fps=1970 images/s, loss=0.0363, top1-acc=99.05%, top5-acc=99.97%, remaining_time=0:00:00.785382, arrival_time=2021-04-10 03:57:35.477163, cost_time=0:00:24.870494 2021-04-10 03:57:35,396 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.43ms, fps=1930 images/s, loss=0.0366, top1-acc=99.05%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:35.396923, cost_time=0:00:25.575719 2021-04-10 03:57:35,909 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=0.22ms, fps=5010 images/s, loss=1.6937, top1-acc=71.41%, top5-acc=89.65%, remaining_time=0:00:01.532820, arrival_time=2021-04-10 03:57:37.441769, cost_time=0:00:00.510943 2021-04-10 03:57:36,336 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.38ms, fps=5994 images/s, loss=1.6643, top1-acc=71.97%, top5-acc=89.84%, remaining_time=0:00:00.938680, arrival_time=2021-04-10 03:57:37.275312, cost_time=0:00:00.938677 2021-04-10 03:57:36,762 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.42ms, fps=6018 images/s, loss=1.6757, top1-acc=71.91%, top5-acc=89.87%, remaining_time=0:00:00.454820, arrival_time=2021-04-10 03:57:37.217185, cost_time=0:00:01.364463 2021-04-10 03:57:37,149 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.07ms, fps=5992 images/s, loss=1.6790, top1-acc=71.88%, top5-acc=89.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:37.149855, cost_time=0:00:01.751991 2021-04-10 03:57:38,593 INFO : Epoch=0166 complete, best val top1-acc=71.88%, top5-acc=89.96% (epoch=166), remaining_time=0:16:11.791060, arrival_time=2021-04-10 04:13:50.384786, cost_time=1:19:04.626960 2021-04-10 03:57:38,594 INFO : Train start, epoch=0167, lr=0.006963 2021-04-10 03:57:40,058 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=0.25ms, fps=1749 images/s, loss=0.0271, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:27.231888, arrival_time=2021-04-10 03:58:07.290396, cost_time=0:00:01.464082 2021-04-10 03:57:41,359 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.49ms, fps=1969 images/s, loss=0.0266, top1-acc=99.32%, top5-acc=99.98%, remaining_time=0:00:24.330240, arrival_time=2021-04-10 03:58:05.689459, cost_time=0:00:02.764797 2021-04-10 03:57:42,650 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.84ms, fps=1983 images/s, loss=0.0269, top1-acc=99.36%, top5-acc=99.97%, remaining_time=0:00:22.445524, arrival_time=2021-04-10 03:58:05.096366, cost_time=0:00:04.056418 2021-04-10 03:57:43,956 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.91ms, fps=1962 images/s, loss=0.0267, top1-acc=99.35%, top5-acc=99.98%, remaining_time=0:00:20.909616, arrival_time=2021-04-10 03:58:04.865686, cost_time=0:00:05.361444 2021-04-10 03:57:45,258 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.92ms, fps=1967 images/s, loss=0.0279, top1-acc=99.32%, top5-acc=99.98%, remaining_time=0:00:19.458442, arrival_time=2021-04-10 03:58:04.716798, cost_time=0:00:06.663845 2021-04-10 03:57:46,554 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.36ms, fps=1976 images/s, loss=0.0276, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:18.042440, arrival_time=2021-04-10 03:58:04.596758, cost_time=0:00:07.959881 2021-04-10 03:57:47,851 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.43ms, fps=1975 images/s, loss=0.0302, top1-acc=99.26%, top5-acc=99.98%, remaining_time=0:00:16.662114, arrival_time=2021-04-10 03:58:04.513346, cost_time=0:00:09.256725 2021-04-10 03:57:49,148 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.29ms, fps=1975 images/s, loss=0.0302, top1-acc=99.23%, top5-acc=99.99%, remaining_time=0:00:15.302836, arrival_time=2021-04-10 03:58:04.450938, cost_time=0:00:10.553677 2021-04-10 03:57:50,458 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.43ms, fps=1955 images/s, loss=0.0315, top1-acc=99.18%, top5-acc=99.98%, remaining_time=0:00:13.972814, arrival_time=2021-04-10 03:58:04.431195, cost_time=0:00:11.863745 2021-04-10 03:57:51,753 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=2.09ms, fps=1977 images/s, loss=0.0313, top1-acc=99.19%, top5-acc=99.98%, remaining_time=0:00:12.632928, arrival_time=2021-04-10 03:58:04.386723, cost_time=0:00:13.159278 2021-04-10 03:57:53,051 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.30ms, fps=1974 images/s, loss=0.0311, top1-acc=99.20%, top5-acc=99.99%, remaining_time=0:00:11.302378, arrival_time=2021-04-10 03:58:04.353329, cost_time=0:00:14.456518 2021-04-10 03:57:54,351 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.54ms, fps=1969 images/s, loss=0.0313, top1-acc=99.19%, top5-acc=99.98%, remaining_time=0:00:09.979560, arrival_time=2021-04-10 03:58:04.331226, cost_time=0:00:15.757146 2021-04-10 03:57:55,642 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.48ms, fps=1984 images/s, loss=0.0323, top1-acc=99.16%, top5-acc=99.98%, remaining_time=0:00:08.655240, arrival_time=2021-04-10 03:58:04.297854, cost_time=0:00:17.048191 2021-04-10 03:57:56,944 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.46ms, fps=1968 images/s, loss=0.0317, top1-acc=99.17%, top5-acc=99.98%, remaining_time=0:00:07.339864, arrival_time=2021-04-10 03:58:04.284052, cost_time=0:00:18.349682 2021-04-10 03:57:58,238 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.33ms, fps=1978 images/s, loss=0.0312, top1-acc=99.18%, top5-acc=99.98%, remaining_time=0:00:06.024206, arrival_time=2021-04-10 03:58:04.262850, cost_time=0:00:19.644205 2021-04-10 03:57:59,532 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.40ms, fps=1979 images/s, loss=0.0309, top1-acc=99.19%, top5-acc=99.98%, remaining_time=0:00:04.711068, arrival_time=2021-04-10 03:58:04.243578, cost_time=0:00:20.938073 2021-04-10 03:58:00,829 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.52ms, fps=1974 images/s, loss=0.0305, top1-acc=99.20%, top5-acc=99.98%, remaining_time=0:00:03.400696, arrival_time=2021-04-10 03:58:04.230453, cost_time=0:00:22.235252 2021-04-10 03:58:02,127 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.52ms, fps=1973 images/s, loss=0.0308, top1-acc=99.19%, top5-acc=99.97%, remaining_time=0:00:02.091840, arrival_time=2021-04-10 03:58:04.219561, cost_time=0:00:23.533212 2021-04-10 03:58:03,427 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.24ms, fps=1971 images/s, loss=0.0308, top1-acc=99.20%, top5-acc=99.97%, remaining_time=0:00:00.784188, arrival_time=2021-04-10 03:58:04.211373, cost_time=0:00:24.832672 2021-04-10 03:58:04,130 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.21ms, fps=1936 images/s, loss=0.0315, top1-acc=99.19%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:04.130292, cost_time=0:00:25.535876 2021-04-10 03:58:04,627 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=1.47ms, fps=5158 images/s, loss=1.6549, top1-acc=72.23%, top5-acc=90.27%, remaining_time=0:00:01.488870, arrival_time=2021-04-10 03:58:06.116435, cost_time=0:00:00.496289 2021-04-10 03:58:05,055 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.24ms, fps=5982 images/s, loss=1.6501, top1-acc=72.32%, top5-acc=90.53%, remaining_time=0:00:00.924540, arrival_time=2021-04-10 03:58:05.980361, cost_time=0:00:00.924539 2021-04-10 03:58:05,483 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.42ms, fps=5988 images/s, loss=1.6667, top1-acc=71.99%, top5-acc=90.26%, remaining_time=0:00:00.450800, arrival_time=2021-04-10 03:58:05.934462, cost_time=0:00:01.352388 2021-04-10 03:58:05,872 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.06ms, fps=5972 images/s, loss=1.6638, top1-acc=72.21%, top5-acc=89.84%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:05.872540, cost_time=0:00:01.741217 2021-04-10 03:58:07,396 INFO : Epoch=0167 complete, best val top1-acc=72.21%, top5-acc=89.84% (epoch=167), remaining_time=0:15:43.252662, arrival_time=2021-04-10 04:13:50.649496, cost_time=1:19:33.430067 2021-04-10 03:58:07,397 INFO : Train start, epoch=0168, lr=0.006568 2021-04-10 03:58:08,868 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.55ms, fps=1741 images/s, loss=0.0283, top1-acc=99.30%, top5-acc=99.96%, remaining_time=0:00:27.349440, arrival_time=2021-04-10 03:58:36.217538, cost_time=0:00:01.470399 2021-04-10 03:58:10,170 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=2.24ms, fps=1966 images/s, loss=0.0307, top1-acc=99.16%, top5-acc=99.96%, remaining_time=0:00:24.403280, arrival_time=2021-04-10 03:58:34.574071, cost_time=0:00:02.773104 2021-04-10 03:58:11,466 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.31ms, fps=1976 images/s, loss=0.0306, top1-acc=99.21%, top5-acc=99.95%, remaining_time=0:00:22.515576, arrival_time=2021-04-10 03:58:33.982266, cost_time=0:00:04.069079 2021-04-10 03:58:12,769 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.89ms, fps=1966 images/s, loss=0.0327, top1-acc=99.14%, top5-acc=99.95%, remaining_time=0:00:20.950020, arrival_time=2021-04-10 03:58:33.719551, cost_time=0:00:05.371806 2021-04-10 03:58:14,067 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=2.12ms, fps=1973 images/s, loss=0.0329, top1-acc=99.12%, top5-acc=99.96%, remaining_time=0:00:19.476546, arrival_time=2021-04-10 03:58:33.544294, cost_time=0:00:06.670062 2021-04-10 03:58:15,367 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.49ms, fps=1971 images/s, loss=0.0328, top1-acc=99.10%, top5-acc=99.94%, remaining_time=0:00:18.064200, arrival_time=2021-04-10 03:58:33.431419, cost_time=0:00:07.969521 2021-04-10 03:58:16,664 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.43ms, fps=1974 images/s, loss=0.0326, top1-acc=99.10%, top5-acc=99.94%, remaining_time=0:00:16.680762, arrival_time=2021-04-10 03:58:33.345503, cost_time=0:00:09.267123 2021-04-10 03:58:17,964 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.41ms, fps=1970 images/s, loss=0.0313, top1-acc=99.15%, top5-acc=99.95%, remaining_time=0:00:15.321744, arrival_time=2021-04-10 03:58:33.286139, cost_time=0:00:10.566701 2021-04-10 03:58:19,264 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.40ms, fps=1970 images/s, loss=0.0310, top1-acc=99.15%, top5-acc=99.95%, remaining_time=0:00:13.976524, arrival_time=2021-04-10 03:58:33.241034, cost_time=0:00:11.866890 2021-04-10 03:58:20,559 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.47ms, fps=1978 images/s, loss=0.0301, top1-acc=99.17%, top5-acc=99.95%, remaining_time=0:00:12.635328, arrival_time=2021-04-10 03:58:33.194913, cost_time=0:00:13.161833 2021-04-10 03:58:21,871 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.49ms, fps=1952 images/s, loss=0.0303, top1-acc=99.18%, top5-acc=99.96%, remaining_time=0:00:11.315966, arrival_time=2021-04-10 03:58:33.187542, cost_time=0:00:14.473877 2021-04-10 03:58:23,166 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.41ms, fps=1979 images/s, loss=0.0302, top1-acc=99.17%, top5-acc=99.96%, remaining_time=0:00:09.986628, arrival_time=2021-04-10 03:58:33.152631, cost_time=0:00:15.768311 2021-04-10 03:58:24,465 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.42ms, fps=1971 images/s, loss=0.0301, top1-acc=99.17%, top5-acc=99.96%, remaining_time=0:00:08.665074, arrival_time=2021-04-10 03:58:33.130365, cost_time=0:00:17.067559 2021-04-10 03:58:25,761 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.42ms, fps=1977 images/s, loss=0.0294, top1-acc=99.20%, top5-acc=99.97%, remaining_time=0:00:07.345352, arrival_time=2021-04-10 03:58:33.106416, cost_time=0:00:18.363360 2021-04-10 03:58:27,059 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.45ms, fps=1973 images/s, loss=0.0292, top1-acc=99.21%, top5-acc=99.97%, remaining_time=0:00:06.029588, arrival_time=2021-04-10 03:58:33.088864, cost_time=0:00:19.661655 2021-04-10 03:58:28,359 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.39ms, fps=1970 images/s, loss=0.0292, top1-acc=99.20%, top5-acc=99.97%, remaining_time=0:00:04.716288, arrival_time=2021-04-10 03:58:33.075291, cost_time=0:00:20.961312 2021-04-10 03:58:29,655 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.31ms, fps=1976 images/s, loss=0.0291, top1-acc=99.21%, top5-acc=99.97%, remaining_time=0:00:03.404076, arrival_time=2021-04-10 03:58:33.059092, cost_time=0:00:22.257408 2021-04-10 03:58:30,953 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.32ms, fps=1972 images/s, loss=0.0294, top1-acc=99.20%, top5-acc=99.97%, remaining_time=0:00:02.093872, arrival_time=2021-04-10 03:58:33.047621, cost_time=0:00:23.556059 2021-04-10 03:58:32,249 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.23ms, fps=1977 images/s, loss=0.0296, top1-acc=99.20%, top5-acc=99.97%, remaining_time=0:00:00.784794, arrival_time=2021-04-10 03:58:33.034188, cost_time=0:00:24.851778 2021-04-10 03:58:32,949 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.31ms, fps=1945 images/s, loss=0.0296, top1-acc=99.20%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:32.948972, cost_time=0:00:25.551381 2021-04-10 03:58:33,454 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=1.33ms, fps=5071 images/s, loss=1.6597, top1-acc=72.19%, top5-acc=90.39%, remaining_time=0:00:01.514520, arrival_time=2021-04-10 03:58:34.969260, cost_time=0:00:00.504842 2021-04-10 03:58:33,883 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=0.20ms, fps=5977 images/s, loss=1.6494, top1-acc=72.19%, top5-acc=90.70%, remaining_time=0:00:00.933520, arrival_time=2021-04-10 03:58:34.816929, cost_time=0:00:00.933521 2021-04-10 03:58:34,312 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.40ms, fps=5972 images/s, loss=1.6422, top1-acc=72.11%, top5-acc=90.34%, remaining_time=0:00:00.454150, arrival_time=2021-04-10 03:58:34.766545, cost_time=0:00:01.362459 2021-04-10 03:58:34,707 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.07ms, fps=5879 images/s, loss=1.6438, top1-acc=72.20%, top5-acc=90.23%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:34.707416, cost_time=0:00:01.757541 2021-04-10 03:58:35,480 INFO : Epoch=0168 complete, best val top1-acc=72.21%, top5-acc=89.84% (epoch=167), remaining_time=0:15:14.573952, arrival_time=2021-04-10 04:13:50.053954, cost_time=1:20:01.513215 2021-04-10 03:58:35,481 INFO : Train start, epoch=0169, lr=0.006185 2021-04-10 03:58:36,946 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.42ms, fps=1748 images/s, loss=0.0303, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:27.242676, arrival_time=2021-04-10 03:59:04.188792, cost_time=0:00:01.464665 2021-04-10 03:58:38,248 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.34ms, fps=1966 images/s, loss=0.0242, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:24.353296, arrival_time=2021-04-10 03:59:02.602189, cost_time=0:00:02.767418 2021-04-10 03:58:39,548 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.39ms, fps=1971 images/s, loss=0.0245, top1-acc=99.26%, top5-acc=99.99%, remaining_time=0:00:22.502628, arrival_time=2021-04-10 03:59:02.050726, cost_time=0:00:04.066729 2021-04-10 03:58:40,860 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=4.30ms, fps=1952 images/s, loss=0.0256, top1-acc=99.27%, top5-acc=99.98%, remaining_time=0:00:20.976072, arrival_time=2021-04-10 03:59:01.835993, cost_time=0:00:05.378467 2021-04-10 03:58:42,160 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.47ms, fps=1970 images/s, loss=0.0271, top1-acc=99.25%, top5-acc=99.98%, remaining_time=0:00:19.502388, arrival_time=2021-04-10 03:59:01.662737, cost_time=0:00:06.678896 2021-04-10 03:58:43,461 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.60ms, fps=1969 images/s, loss=0.0256, top1-acc=99.32%, top5-acc=99.98%, remaining_time=0:00:18.087184, arrival_time=2021-04-10 03:59:01.548301, cost_time=0:00:07.979659 2021-04-10 03:58:44,754 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.49ms, fps=1981 images/s, loss=0.0264, top1-acc=99.30%, top5-acc=99.97%, remaining_time=0:00:16.691094, arrival_time=2021-04-10 03:59:01.445254, cost_time=0:00:09.272796 2021-04-10 03:58:46,047 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.99ms, fps=1980 images/s, loss=0.0258, top1-acc=99.34%, top5-acc=99.98%, remaining_time=0:00:15.320700, arrival_time=2021-04-10 03:59:01.368132, cost_time=0:00:10.566009 2021-04-10 03:58:47,354 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.34ms, fps=1960 images/s, loss=0.0255, top1-acc=99.33%, top5-acc=99.98%, remaining_time=0:00:13.983308, arrival_time=2021-04-10 03:59:01.337335, cost_time=0:00:11.872648 2021-04-10 03:58:48,657 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.67ms, fps=1965 images/s, loss=0.0253, top1-acc=99.33%, top5-acc=99.98%, remaining_time=0:00:12.648864, arrival_time=2021-04-10 03:59:01.306249, cost_time=0:00:13.175934 2021-04-10 03:58:49,954 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.37ms, fps=1975 images/s, loss=0.0247, top1-acc=99.35%, top5-acc=99.98%, remaining_time=0:00:11.315192, arrival_time=2021-04-10 03:59:01.269499, cost_time=0:00:14.472902 2021-04-10 03:58:51,265 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.38ms, fps=1953 images/s, loss=0.0247, top1-acc=99.35%, top5-acc=99.98%, remaining_time=0:00:09.996584, arrival_time=2021-04-10 03:59:01.262097, cost_time=0:00:15.784059 2021-04-10 03:58:52,566 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.60ms, fps=1969 images/s, loss=0.0245, top1-acc=99.37%, top5-acc=99.98%, remaining_time=0:00:08.673720, arrival_time=2021-04-10 03:59:01.239815, cost_time=0:00:17.084643 2021-04-10 03:58:53,877 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.44ms, fps=1953 images/s, loss=0.0244, top1-acc=99.37%, top5-acc=99.98%, remaining_time=0:00:07.358344, arrival_time=2021-04-10 03:59:01.235694, cost_time=0:00:18.395891 2021-04-10 03:58:55,173 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.41ms, fps=1975 images/s, loss=0.0238, top1-acc=99.37%, top5-acc=99.98%, remaining_time=0:00:06.039064, arrival_time=2021-04-10 03:59:01.212982, cost_time=0:00:19.692553 2021-04-10 03:58:56,473 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.55ms, fps=1971 images/s, loss=0.0242, top1-acc=99.35%, top5-acc=99.98%, remaining_time=0:00:04.723092, arrival_time=2021-04-10 03:59:01.196140, cost_time=0:00:20.991594 2021-04-10 03:58:57,769 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.44ms, fps=1976 images/s, loss=0.0243, top1-acc=99.35%, top5-acc=99.98%, remaining_time=0:00:03.408756, arrival_time=2021-04-10 03:59:01.178223, cost_time=0:00:22.288077 2021-04-10 03:58:59,065 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.94ms, fps=1975 images/s, loss=0.0242, top1-acc=99.36%, top5-acc=99.98%, remaining_time=0:00:02.096400, arrival_time=2021-04-10 03:59:01.162223, cost_time=0:00:23.584417 2021-04-10 03:59:00,364 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.35ms, fps=1972 images/s, loss=0.0239, top1-acc=99.36%, top5-acc=99.98%, remaining_time=0:00:00.785772, arrival_time=2021-04-10 03:59:01.149966, cost_time=0:00:24.882834 2021-04-10 03:59:01,063 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.24ms, fps=1946 images/s, loss=0.0241, top1-acc=99.35%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:01.063484, cost_time=0:00:25.582131 2021-04-10 03:59:01,559 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=1.45ms, fps=5176 images/s, loss=1.6984, top1-acc=72.62%, top5-acc=89.61%, remaining_time=0:00:01.483740, arrival_time=2021-04-10 03:59:03.042710, cost_time=0:00:00.494582 2021-04-10 03:59:01,987 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.25ms, fps=5983 images/s, loss=1.6682, top1-acc=72.60%, top5-acc=90.08%, remaining_time=0:00:00.922800, arrival_time=2021-04-10 03:59:02.910145, cost_time=0:00:00.922799 2021-04-10 03:59:02,413 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.41ms, fps=6011 images/s, loss=1.6764, top1-acc=72.23%, top5-acc=90.00%, remaining_time=0:00:00.449750, arrival_time=2021-04-10 03:59:02.863399, cost_time=0:00:01.349256 2021-04-10 03:59:02,801 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.09ms, fps=5990 images/s, loss=1.6704, top1-acc=72.26%, top5-acc=90.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:02.801305, cost_time=0:00:01.736909 2021-04-10 03:59:04,599 INFO : Epoch=0169 complete, best val top1-acc=72.26%, top5-acc=90.16% (epoch=169), remaining_time=0:14:46.092375, arrival_time=2021-04-10 04:13:50.691698, cost_time=1:20:30.632555 2021-04-10 03:59:04,599 INFO : Train start, epoch=0170, lr=0.005812 2021-04-10 03:59:06,071 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=0.26ms, fps=1740 images/s, loss=0.0247, top1-acc=99.37%, top5-acc=99.96%, remaining_time=0:00:27.370644, arrival_time=2021-04-10 03:59:33.442210, cost_time=0:00:01.471545 2021-04-10 03:59:07,371 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.41ms, fps=1971 images/s, loss=0.0228, top1-acc=99.36%, top5-acc=99.98%, remaining_time=0:00:24.384272, arrival_time=2021-04-10 03:59:31.755345, cost_time=0:00:02.770939 2021-04-10 03:59:08,672 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.43ms, fps=1968 images/s, loss=0.0249, top1-acc=99.28%, top5-acc=99.99%, remaining_time=0:00:22.532840, arrival_time=2021-04-10 03:59:31.205141, cost_time=0:00:04.072197 2021-04-10 03:59:09,965 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.36ms, fps=1981 images/s, loss=0.0249, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:20.924748, arrival_time=2021-04-10 03:59:30.890081, cost_time=0:00:05.365321 2021-04-10 03:59:11,262 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.38ms, fps=1974 images/s, loss=0.0250, top1-acc=99.29%, top5-acc=99.98%, remaining_time=0:00:19.454208, arrival_time=2021-04-10 03:59:30.716724, cost_time=0:00:06.662413 2021-04-10 03:59:12,556 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.57ms, fps=1979 images/s, loss=0.0258, top1-acc=99.31%, top5-acc=99.98%, remaining_time=0:00:18.034416, arrival_time=2021-04-10 03:59:30.590817, cost_time=0:00:07.956389 2021-04-10 03:59:13,850 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.48ms, fps=1979 images/s, loss=0.0255, top1-acc=99.30%, top5-acc=99.98%, remaining_time=0:00:16.651026, arrival_time=2021-04-10 03:59:30.501637, cost_time=0:00:09.250583 2021-04-10 03:59:15,149 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.48ms, fps=1971 images/s, loss=0.0254, top1-acc=99.29%, top5-acc=99.99%, remaining_time=0:00:15.296804, arrival_time=2021-04-10 03:59:30.446426, cost_time=0:00:10.549516 2021-04-10 03:59:16,459 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=2.01ms, fps=1956 images/s, loss=0.0250, top1-acc=99.31%, top5-acc=99.99%, remaining_time=0:00:13.967408, arrival_time=2021-04-10 03:59:30.426667, cost_time=0:00:11.859129 2021-04-10 03:59:17,754 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.44ms, fps=1977 images/s, loss=0.0240, top1-acc=99.33%, top5-acc=99.98%, remaining_time=0:00:12.628320, arrival_time=2021-04-10 03:59:30.383007, cost_time=0:00:13.154488 2021-04-10 03:59:19,051 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.57ms, fps=1975 images/s, loss=0.0238, top1-acc=99.33%, top5-acc=99.98%, remaining_time=0:00:11.298336, arrival_time=2021-04-10 03:59:30.349722, cost_time=0:00:14.451317 2021-04-10 03:59:20,352 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.34ms, fps=1969 images/s, loss=0.0235, top1-acc=99.34%, top5-acc=99.98%, remaining_time=0:00:09.976444, arrival_time=2021-04-10 03:59:30.328852, cost_time=0:00:15.752303 2021-04-10 03:59:21,650 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.48ms, fps=1976 images/s, loss=0.0233, top1-acc=99.35%, top5-acc=99.98%, remaining_time=0:00:08.656296, arrival_time=2021-04-10 03:59:30.306688, cost_time=0:00:17.050293 2021-04-10 03:59:22,947 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.34ms, fps=1975 images/s, loss=0.0233, top1-acc=99.36%, top5-acc=99.99%, remaining_time=0:00:07.338856, arrival_time=2021-04-10 03:59:30.286040, cost_time=0:00:18.347178 2021-04-10 03:59:24,241 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=2.13ms, fps=1979 images/s, loss=0.0230, top1-acc=99.37%, top5-acc=99.98%, remaining_time=0:00:06.023332, arrival_time=2021-04-10 03:59:30.264703, cost_time=0:00:19.641288 2021-04-10 03:59:25,536 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.38ms, fps=1978 images/s, loss=0.0228, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:04.710600, arrival_time=2021-04-10 03:59:30.246701, cost_time=0:00:20.936077 2021-04-10 03:59:26,829 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.32ms, fps=1979 images/s, loss=0.0227, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:03.399864, arrival_time=2021-04-10 03:59:30.229697, cost_time=0:00:22.229821 2021-04-10 03:59:28,130 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.36ms, fps=1969 images/s, loss=0.0227, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:02.091584, arrival_time=2021-04-10 03:59:30.221988, cost_time=0:00:23.530389 2021-04-10 03:59:29,427 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.41ms, fps=1975 images/s, loss=0.0228, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:00.784020, arrival_time=2021-04-10 03:59:30.211306, cost_time=0:00:24.827231 2021-04-10 03:59:30,131 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.79ms, fps=1932 images/s, loss=0.0229, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:30.131811, cost_time=0:00:25.531762 2021-04-10 03:59:30,635 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=2.28ms, fps=5091 images/s, loss=1.6455, top1-acc=72.97%, top5-acc=90.70%, remaining_time=0:00:01.508460, arrival_time=2021-04-10 03:59:32.144115, cost_time=0:00:00.502815 2021-04-10 03:59:31,061 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.47ms, fps=6016 images/s, loss=1.6724, top1-acc=72.66%, top5-acc=90.35%, remaining_time=0:00:00.928660, arrival_time=2021-04-10 03:59:31.990153, cost_time=0:00:00.928656 2021-04-10 03:59:31,488 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.46ms, fps=6004 images/s, loss=1.6476, top1-acc=72.60%, top5-acc=90.43%, remaining_time=0:00:00.451790, arrival_time=2021-04-10 03:59:31.940016, cost_time=0:00:01.355368 2021-04-10 03:59:31,876 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.06ms, fps=5982 images/s, loss=1.6999, top1-acc=72.84%, top5-acc=90.32%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:31.876485, cost_time=0:00:01.743664 2021-04-10 03:59:33,871 INFO : Epoch=0170 complete, best val top1-acc=72.84%, top5-acc=90.32% (epoch=170), remaining_time=0:14:17.630220, arrival_time=2021-04-10 04:13:51.501555, cost_time=1:20:59.904543 2021-04-10 03:59:33,872 INFO : Train start, epoch=0171, lr=0.005450 2021-04-10 03:59:35,344 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.43ms, fps=1739 images/s, loss=0.0326, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:27.386268, arrival_time=2021-04-10 04:00:02.730960, cost_time=0:00:01.472375 2021-04-10 03:59:36,647 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.45ms, fps=1966 images/s, loss=0.0270, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:24.419648, arrival_time=2021-04-10 04:00:01.067009, cost_time=0:00:02.774964 2021-04-10 03:59:37,941 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.35ms, fps=1978 images/s, loss=0.0257, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:22.517734, arrival_time=2021-04-10 04:00:00.459536, cost_time=0:00:04.069470 2021-04-10 03:59:39,239 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.43ms, fps=1973 images/s, loss=0.0251, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:20.932392, arrival_time=2021-04-10 04:00:00.172094, cost_time=0:00:05.367295 2021-04-10 03:59:40,536 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.44ms, fps=1976 images/s, loss=0.0246, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:19.457858, arrival_time=2021-04-10 03:59:59.993844, cost_time=0:00:06.663666 2021-04-10 03:59:41,830 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.41ms, fps=1978 images/s, loss=0.0249, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:18.038632, arrival_time=2021-04-10 03:59:59.869230, cost_time=0:00:07.958207 2021-04-10 03:59:43,126 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.40ms, fps=1977 images/s, loss=0.0251, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:16.656948, arrival_time=2021-04-10 03:59:59.783128, cost_time=0:00:09.253844 2021-04-10 03:59:44,422 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.43ms, fps=1976 images/s, loss=0.0245, top1-acc=99.35%, top5-acc=99.99%, remaining_time=0:00:15.297384, arrival_time=2021-04-10 03:59:59.719652, cost_time=0:00:10.549948 2021-04-10 03:59:45,717 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.66ms, fps=1978 images/s, loss=0.0239, top1-acc=99.36%, top5-acc=99.99%, remaining_time=0:00:13.950448, arrival_time=2021-04-10 03:59:59.667522, cost_time=0:00:11.844747 2021-04-10 03:59:47,014 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.60ms, fps=1975 images/s, loss=0.0230, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:12.615840, arrival_time=2021-04-10 03:59:59.629867, cost_time=0:00:13.141504 2021-04-10 03:59:48,310 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.36ms, fps=1975 images/s, loss=0.0235, top1-acc=99.39%, top5-acc=99.98%, remaining_time=0:00:11.288188, arrival_time=2021-04-10 03:59:59.598918, cost_time=0:00:14.438402 2021-04-10 03:59:49,602 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.33ms, fps=1982 images/s, loss=0.0234, top1-acc=99.38%, top5-acc=99.98%, remaining_time=0:00:09.962536, arrival_time=2021-04-10 03:59:59.565272, cost_time=0:00:15.730333 2021-04-10 03:59:50,894 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.51ms, fps=1983 images/s, loss=0.0231, top1-acc=99.38%, top5-acc=99.98%, remaining_time=0:00:08.641908, arrival_time=2021-04-10 03:59:59.536107, cost_time=0:00:17.021879 2021-04-10 03:59:52,194 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.37ms, fps=1970 images/s, loss=0.0233, top1-acc=99.38%, top5-acc=99.98%, remaining_time=0:00:07.328832, arrival_time=2021-04-10 03:59:59.523245, cost_time=0:00:18.322011 2021-04-10 03:59:53,489 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.34ms, fps=1978 images/s, loss=0.0228, top1-acc=99.40%, top5-acc=99.98%, remaining_time=0:00:06.015926, arrival_time=2021-04-10 03:59:59.505404, cost_time=0:00:19.617146 2021-04-10 03:59:54,781 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.36ms, fps=1983 images/s, loss=0.0226, top1-acc=99.39%, top5-acc=99.98%, remaining_time=0:00:04.704480, arrival_time=2021-04-10 03:59:59.485675, cost_time=0:00:20.908872 2021-04-10 03:59:56,075 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.33ms, fps=1978 images/s, loss=0.0225, top1-acc=99.40%, top5-acc=99.98%, remaining_time=0:00:03.395834, arrival_time=2021-04-10 03:59:59.471643, cost_time=0:00:22.203485 2021-04-10 03:59:57,367 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.32ms, fps=1983 images/s, loss=0.0222, top1-acc=99.41%, top5-acc=99.98%, remaining_time=0:00:02.088464, arrival_time=2021-04-10 03:59:59.455925, cost_time=0:00:23.495137 2021-04-10 03:59:58,663 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.21ms, fps=1976 images/s, loss=0.0221, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:00.782880, arrival_time=2021-04-10 03:59:59.446558, cost_time=0:00:24.791290 2021-04-10 03:59:59,363 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.41ms, fps=1944 images/s, loss=0.0220, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:59.363587, cost_time=0:00:25.491280 2021-04-10 03:59:59,859 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=0.19ms, fps=5174 images/s, loss=1.6742, top1-acc=72.34%, top5-acc=90.00%, remaining_time=0:00:01.484430, arrival_time=2021-04-10 04:00:01.343762, cost_time=0:00:00.494811 2021-04-10 04:00:00,283 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.23ms, fps=6043 images/s, loss=1.6367, top1-acc=72.81%, top5-acc=90.10%, remaining_time=0:00:00.918800, arrival_time=2021-04-10 04:00:01.202113, cost_time=0:00:00.918792 2021-04-10 04:00:00,710 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.29ms, fps=6000 images/s, loss=1.6207, top1-acc=73.02%, top5-acc=90.46%, remaining_time=0:00:00.448600, arrival_time=2021-04-10 04:00:01.158922, cost_time=0:00:01.345808 2021-04-10 04:00:01,098 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.06ms, fps=5982 images/s, loss=1.6260, top1-acc=72.99%, top5-acc=90.37%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:01.098452, cost_time=0:00:01.733954 2021-04-10 04:00:02,583 INFO : Epoch=0171 complete, best val top1-acc=72.99%, top5-acc=90.37% (epoch=171), remaining_time=0:13:49.063658, arrival_time=2021-04-10 04:13:51.647149, cost_time=1:21:28.616730 2021-04-10 04:00:02,584 INFO : Train start, epoch=0172, lr=0.005099 2021-04-10 04:00:04,056 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.52ms, fps=1739 images/s, loss=0.0122, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:27.387384, arrival_time=2021-04-10 04:00:31.444096, cost_time=0:00:01.472439 2021-04-10 04:00:05,352 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.94ms, fps=1977 images/s, loss=0.0158, top1-acc=99.57%, top5-acc=99.98%, remaining_time=0:00:24.359808, arrival_time=2021-04-10 04:00:29.712235, cost_time=0:00:02.768169 2021-04-10 04:00:06,647 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.47ms, fps=1978 images/s, loss=0.0178, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:22.481380, arrival_time=2021-04-10 04:00:29.128459, cost_time=0:00:04.062887 2021-04-10 04:00:07,944 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.48ms, fps=1973 images/s, loss=0.0188, top1-acc=99.50%, top5-acc=99.99%, remaining_time=0:00:20.906184, arrival_time=2021-04-10 04:00:28.850913, cost_time=0:00:05.360552 2021-04-10 04:00:09,241 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.94ms, fps=1976 images/s, loss=0.0181, top1-acc=99.55%, top5-acc=99.99%, remaining_time=0:00:19.437710, arrival_time=2021-04-10 04:00:28.678706, cost_time=0:00:06.656726 2021-04-10 04:00:10,538 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.49ms, fps=1974 images/s, loss=0.0178, top1-acc=99.57%, top5-acc=99.99%, remaining_time=0:00:18.029928, arrival_time=2021-04-10 04:00:28.568476, cost_time=0:00:07.954371 2021-04-10 04:00:11,837 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.94ms, fps=1972 images/s, loss=0.0184, top1-acc=99.58%, top5-acc=99.99%, remaining_time=0:00:16.655310, arrival_time=2021-04-10 04:00:28.492459, cost_time=0:00:09.252974 2021-04-10 04:00:13,131 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.50ms, fps=1979 images/s, loss=0.0190, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:15.293440, arrival_time=2021-04-10 04:00:28.424798, cost_time=0:00:10.547184 2021-04-10 04:00:14,424 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.97ms, fps=1981 images/s, loss=0.0199, top1-acc=99.53%, top5-acc=99.99%, remaining_time=0:00:13.945042, arrival_time=2021-04-10 04:00:28.369436, cost_time=0:00:11.840152 2021-04-10 04:00:15,720 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.33ms, fps=1976 images/s, loss=0.0201, top1-acc=99.52%, top5-acc=99.98%, remaining_time=0:00:12.611040, arrival_time=2021-04-10 04:00:28.331677, cost_time=0:00:13.136459 2021-04-10 04:00:17,014 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.47ms, fps=1980 images/s, loss=0.0199, top1-acc=99.51%, top5-acc=99.99%, remaining_time=0:00:11.281566, arrival_time=2021-04-10 04:00:28.295643, cost_time=0:00:14.429895 2021-04-10 04:00:18,310 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.51ms, fps=1976 images/s, loss=0.0198, top1-acc=99.51%, top5-acc=99.99%, remaining_time=0:00:09.959800, arrival_time=2021-04-10 04:00:28.270000, cost_time=0:00:15.726026 2021-04-10 04:00:19,605 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.48ms, fps=1977 images/s, loss=0.0199, top1-acc=99.50%, top5-acc=99.99%, remaining_time=0:00:08.641512, arrival_time=2021-04-10 04:00:28.246878, cost_time=0:00:17.021188 2021-04-10 04:00:20,898 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.43ms, fps=1980 images/s, loss=0.0196, top1-acc=99.51%, top5-acc=99.99%, remaining_time=0:00:07.325696, arrival_time=2021-04-10 04:00:28.224081, cost_time=0:00:18.314208 2021-04-10 04:00:22,191 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.54ms, fps=1981 images/s, loss=0.0196, top1-acc=99.51%, top5-acc=99.99%, remaining_time=0:00:06.012844, arrival_time=2021-04-10 04:00:28.204077, cost_time=0:00:19.607060 2021-04-10 04:00:23,491 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.32ms, fps=1969 images/s, loss=0.0198, top1-acc=99.51%, top5-acc=99.99%, remaining_time=0:00:04.704228, arrival_time=2021-04-10 04:00:28.196144, cost_time=0:00:20.907742 2021-04-10 04:00:24,788 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.40ms, fps=1975 images/s, loss=0.0200, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:03.395964, arrival_time=2021-04-10 04:00:28.184723, cost_time=0:00:22.204464 2021-04-10 04:00:26,085 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.35ms, fps=1976 images/s, loss=0.0199, top1-acc=99.50%, top5-acc=99.99%, remaining_time=0:00:02.088944, arrival_time=2021-04-10 04:00:28.174003, cost_time=0:00:23.500673 2021-04-10 04:00:27,383 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.82ms, fps=1974 images/s, loss=0.0195, top1-acc=99.51%, top5-acc=99.99%, remaining_time=0:00:00.783120, arrival_time=2021-04-10 04:00:28.166097, cost_time=0:00:24.798717 2021-04-10 04:00:28,085 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.24ms, fps=1938 images/s, loss=0.0193, top1-acc=99.51%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:28.085169, cost_time=0:00:25.500997 2021-04-10 04:00:28,591 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=2.67ms, fps=5064 images/s, loss=1.6729, top1-acc=72.97%, top5-acc=90.16%, remaining_time=0:00:01.516620, arrival_time=2021-04-10 04:00:30.108268, cost_time=0:00:00.505538 2021-04-10 04:00:29,027 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.31ms, fps=5882 images/s, loss=1.6447, top1-acc=73.09%, top5-acc=90.18%, remaining_time=0:00:00.941100, arrival_time=2021-04-10 04:00:29.968399, cost_time=0:00:00.941095 2021-04-10 04:00:29,454 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.42ms, fps=5999 images/s, loss=1.6464, top1-acc=73.11%, top5-acc=90.25%, remaining_time=0:00:00.456120, arrival_time=2021-04-10 04:00:29.910632, cost_time=0:00:01.368371 2021-04-10 04:00:29,846 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.08ms, fps=5928 images/s, loss=1.6425, top1-acc=72.86%, top5-acc=90.18%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:29.846207, cost_time=0:00:01.760113 2021-04-10 04:00:30,690 INFO : Epoch=0172 complete, best val top1-acc=72.99%, top5-acc=90.37% (epoch=171), remaining_time=0:13:20.396912, arrival_time=2021-04-10 04:13:51.087564, cost_time=1:21:56.723862 2021-04-10 04:00:30,691 INFO : Train start, epoch=0173, lr=0.004759 2021-04-10 04:00:32,163 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=0.33ms, fps=1739 images/s, loss=0.0125, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:27.376596, arrival_time=2021-04-10 04:00:59.540128, cost_time=0:00:01.471862 2021-04-10 04:00:33,457 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=2.10ms, fps=1979 images/s, loss=0.0151, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:24.340976, arrival_time=2021-04-10 04:00:57.798663, cost_time=0:00:02.766024 2021-04-10 04:00:34,754 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.52ms, fps=1976 images/s, loss=0.0157, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:22.478724, arrival_time=2021-04-10 04:00:57.232758, cost_time=0:00:04.062434 2021-04-10 04:00:36,058 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.38ms, fps=1964 images/s, loss=0.0158, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:20.929740, arrival_time=2021-04-10 04:00:56.988028, cost_time=0:00:05.366616 2021-04-10 04:00:37,361 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.42ms, fps=1965 images/s, loss=0.0169, top1-acc=99.57%, top5-acc=99.99%, remaining_time=0:00:19.476400, arrival_time=2021-04-10 04:00:56.838106, cost_time=0:00:06.670006 2021-04-10 04:00:38,658 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.89ms, fps=1975 images/s, loss=0.0161, top1-acc=99.60%, top5-acc=99.99%, remaining_time=0:00:18.058080, arrival_time=2021-04-10 04:00:56.716563, cost_time=0:00:07.966811 2021-04-10 04:00:39,959 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.43ms, fps=1968 images/s, loss=0.0153, top1-acc=99.63%, top5-acc=99.99%, remaining_time=0:00:16.682400, arrival_time=2021-04-10 04:00:56.642094, cost_time=0:00:09.268032 2021-04-10 04:00:41,255 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.43ms, fps=1976 images/s, loss=0.0149, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:15.317800, arrival_time=2021-04-10 04:00:56.573376, cost_time=0:00:10.563978 2021-04-10 04:00:42,546 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.31ms, fps=1983 images/s, loss=0.0143, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:13.962956, arrival_time=2021-04-10 04:00:56.509860, cost_time=0:00:11.855323 2021-04-10 04:00:43,849 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.78ms, fps=1966 images/s, loss=0.0145, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:12.631392, arrival_time=2021-04-10 04:00:56.480727, cost_time=0:00:13.157670 2021-04-10 04:00:45,148 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.41ms, fps=1971 images/s, loss=0.0144, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:11.302808, arrival_time=2021-04-10 04:00:56.451525, cost_time=0:00:14.457052 2021-04-10 04:00:46,446 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.33ms, fps=1973 images/s, loss=0.0147, top1-acc=99.65%, top5-acc=99.99%, remaining_time=0:00:09.978192, arrival_time=2021-04-10 04:00:56.424844, cost_time=0:00:15.754982 2021-04-10 04:00:47,747 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.59ms, fps=1968 images/s, loss=0.0150, top1-acc=99.65%, top5-acc=99.99%, remaining_time=0:00:08.659266, arrival_time=2021-04-10 04:00:56.407072, cost_time=0:00:17.056133 2021-04-10 04:00:49,049 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=2.15ms, fps=1968 images/s, loss=0.0148, top1-acc=99.66%, top5-acc=99.99%, remaining_time=0:00:07.342944, arrival_time=2021-04-10 04:00:56.391993, cost_time=0:00:18.357372 2021-04-10 04:00:50,345 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.34ms, fps=1975 images/s, loss=0.0153, top1-acc=99.65%, top5-acc=99.99%, remaining_time=0:00:06.027288, arrival_time=2021-04-10 04:00:56.373151, cost_time=0:00:19.654267 2021-04-10 04:00:51,641 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.32ms, fps=1977 images/s, loss=0.0151, top1-acc=99.65%, top5-acc=99.99%, remaining_time=0:00:04.713732, arrival_time=2021-04-10 04:00:56.355290, cost_time=0:00:20.949882 2021-04-10 04:00:52,942 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.29ms, fps=1970 images/s, loss=0.0153, top1-acc=99.64%, top5-acc=99.99%, remaining_time=0:00:03.402984, arrival_time=2021-04-10 04:00:56.344986, cost_time=0:00:22.250334 2021-04-10 04:00:54,233 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.47ms, fps=1982 images/s, loss=0.0155, top1-acc=99.64%, top5-acc=99.99%, remaining_time=0:00:02.092640, arrival_time=2021-04-10 04:00:56.326535, cost_time=0:00:23.542272 2021-04-10 04:00:55,535 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.24ms, fps=1968 images/s, loss=0.0155, top1-acc=99.63%, top5-acc=99.99%, remaining_time=0:00:00.784536, arrival_time=2021-04-10 04:00:56.319892, cost_time=0:00:24.843685 2021-04-10 04:00:56,238 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.37ms, fps=1937 images/s, loss=0.0154, top1-acc=99.63%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:56.238013, cost_time=0:00:25.546386 2021-04-10 04:00:56,743 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=2.10ms, fps=5082 images/s, loss=1.7073, top1-acc=71.09%, top5-acc=90.04%, remaining_time=0:00:01.511040, arrival_time=2021-04-10 04:00:58.254147, cost_time=0:00:00.503684 2021-04-10 04:00:57,165 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.22ms, fps=6068 images/s, loss=1.7130, top1-acc=71.72%, top5-acc=89.67%, remaining_time=0:00:00.925860, arrival_time=2021-04-10 04:00:58.091144, cost_time=0:00:00.925860 2021-04-10 04:00:57,593 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.81ms, fps=5990 images/s, loss=1.6910, top1-acc=72.24%, top5-acc=89.96%, remaining_time=0:00:00.451180, arrival_time=2021-04-10 04:00:58.044210, cost_time=0:00:01.353553 2021-04-10 04:00:57,986 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.07ms, fps=5902 images/s, loss=1.6389, top1-acc=72.88%, top5-acc=90.20%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:57.986510, cost_time=0:00:01.747109 2021-04-10 04:00:58,753 INFO : Epoch=0173 complete, best val top1-acc=72.99%, top5-acc=90.37% (epoch=171), remaining_time=0:12:51.729768, arrival_time=2021-04-10 04:13:50.483570, cost_time=1:22:24.787051 2021-04-10 04:00:58,754 INFO : Train start, epoch=0174, lr=0.004430 2021-04-10 04:01:00,228 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=0.44ms, fps=1737 images/s, loss=0.0137, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:27.409518, arrival_time=2021-04-10 04:01:27.637756, cost_time=0:00:01.473627 2021-04-10 04:01:01,523 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.36ms, fps=1977 images/s, loss=0.0143, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:24.368784, arrival_time=2021-04-10 04:01:25.892472, cost_time=0:00:02.769183 2021-04-10 04:01:02,825 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.42ms, fps=1968 images/s, loss=0.0150, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:22.522050, arrival_time=2021-04-10 04:01:25.347010, cost_time=0:00:04.070259 2021-04-10 04:01:04,125 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.34ms, fps=1970 images/s, loss=0.0148, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:20.946744, arrival_time=2021-04-10 04:01:25.072226, cost_time=0:00:05.370972 2021-04-10 04:01:05,423 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.39ms, fps=1974 images/s, loss=0.0144, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:19.471582, arrival_time=2021-04-10 04:01:24.894496, cost_time=0:00:06.668331 2021-04-10 04:01:06,721 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.41ms, fps=1972 images/s, loss=0.0143, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:18.058896, arrival_time=2021-04-10 04:01:24.780642, cost_time=0:00:07.967152 2021-04-10 04:01:08,017 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.38ms, fps=1977 images/s, loss=0.0144, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:16.672572, arrival_time=2021-04-10 04:01:24.689646, cost_time=0:00:09.262573 2021-04-10 04:01:09,315 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.41ms, fps=1973 images/s, loss=0.0143, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:15.313160, arrival_time=2021-04-10 04:01:24.628574, cost_time=0:00:10.560823 2021-04-10 04:01:10,610 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.37ms, fps=1978 images/s, loss=0.0142, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:13.963486, arrival_time=2021-04-10 04:01:24.573831, cost_time=0:00:11.855833 2021-04-10 04:01:11,916 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.75ms, fps=1960 images/s, loss=0.0138, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:12.635616, arrival_time=2021-04-10 04:01:24.552185, cost_time=0:00:13.162055 2021-04-10 04:01:13,211 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.41ms, fps=1977 images/s, loss=0.0138, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:11.302980, arrival_time=2021-04-10 04:01:24.514825, cost_time=0:00:14.457341 2021-04-10 04:01:14,511 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.40ms, fps=1970 images/s, loss=0.0136, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:09.979636, arrival_time=2021-04-10 04:01:24.491528, cost_time=0:00:15.757309 2021-04-10 04:01:15,808 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.33ms, fps=1976 images/s, loss=0.0141, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:08.657880, arrival_time=2021-04-10 04:01:24.465909, cost_time=0:00:17.053438 2021-04-10 04:01:17,102 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.41ms, fps=1978 images/s, loss=0.0145, top1-acc=99.63%, top5-acc=99.99%, remaining_time=0:00:07.339248, arrival_time=2021-04-10 04:01:24.442054, cost_time=0:00:18.348171 2021-04-10 04:01:18,399 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.42ms, fps=1976 images/s, loss=0.0146, top1-acc=99.62%, top5-acc=99.99%, remaining_time=0:00:06.024298, arrival_time=2021-04-10 04:01:24.423382, cost_time=0:00:19.644464 2021-04-10 04:01:19,693 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.51ms, fps=1979 images/s, loss=0.0149, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:04.711212, arrival_time=2021-04-10 04:01:24.404375, cost_time=0:00:20.938662 2021-04-10 04:01:20,989 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.39ms, fps=1976 images/s, loss=0.0147, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:03.400592, arrival_time=2021-04-10 04:01:24.389911, cost_time=0:00:22.234611 2021-04-10 04:01:22,285 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.44ms, fps=1976 images/s, loss=0.0148, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:02.091664, arrival_time=2021-04-10 04:01:24.377410, cost_time=0:00:23.531233 2021-04-10 04:01:23,581 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.22ms, fps=1976 images/s, loss=0.0149, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:00.784020, arrival_time=2021-04-10 04:01:24.365838, cost_time=0:00:24.827318 2021-04-10 04:01:24,283 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.45ms, fps=1939 images/s, loss=0.0149, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:24.283699, cost_time=0:00:25.529205 2021-04-10 04:01:24,819 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=0.21ms, fps=4788 images/s, loss=1.6386, top1-acc=73.40%, top5-acc=90.59%, remaining_time=0:00:01.604010, arrival_time=2021-04-10 04:01:26.423399, cost_time=0:00:00.534669 2021-04-10 04:01:25,244 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.22ms, fps=6025 images/s, loss=1.6306, top1-acc=73.20%, top5-acc=90.51%, remaining_time=0:00:00.959900, arrival_time=2021-04-10 04:01:26.204531, cost_time=0:00:00.959897 2021-04-10 04:01:25,668 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.61ms, fps=6052 images/s, loss=1.6349, top1-acc=73.22%, top5-acc=90.52%, remaining_time=0:00:00.461090, arrival_time=2021-04-10 04:01:26.129101, cost_time=0:00:01.383259 2021-04-10 04:01:26,062 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.08ms, fps=5881 images/s, loss=1.6510, top1-acc=72.90%, top5-acc=90.32%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:26.062917, cost_time=0:00:01.778200 2021-04-10 04:01:26,858 INFO : Epoch=0174 complete, best val top1-acc=72.99%, top5-acc=90.37% (epoch=171), remaining_time=0:12:23.075736, arrival_time=2021-04-10 04:13:49.933982, cost_time=1:22:52.891495 2021-04-10 04:01:26,858 INFO : Train start, epoch=0175, lr=0.004112 2021-04-10 04:01:28,360 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=0.26ms, fps=1704 images/s, loss=0.0125, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:27.937200, arrival_time=2021-04-10 04:01:56.298131, cost_time=0:00:01.502001 2021-04-10 04:01:29,656 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.47ms, fps=1978 images/s, loss=0.0129, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:24.613248, arrival_time=2021-04-10 04:01:54.269202, cost_time=0:00:02.796961 2021-04-10 04:01:30,950 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.39ms, fps=1978 images/s, loss=0.0134, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:22.640076, arrival_time=2021-04-10 04:01:53.590627, cost_time=0:00:04.091588 2021-04-10 04:01:32,252 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=2.10ms, fps=1968 images/s, loss=0.0132, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:21.033012, arrival_time=2021-04-10 04:01:53.285073, cost_time=0:00:05.393079 2021-04-10 04:01:33,549 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.73ms, fps=1974 images/s, loss=0.0137, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:19.535676, arrival_time=2021-04-10 04:01:53.084973, cost_time=0:00:06.690294 2021-04-10 04:01:34,851 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.51ms, fps=1967 images/s, loss=0.0139, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:18.116560, arrival_time=2021-04-10 04:01:52.968189, cost_time=0:00:07.992577 2021-04-10 04:01:36,147 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.53ms, fps=1977 images/s, loss=0.0142, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:16.719192, arrival_time=2021-04-10 04:01:52.866729, cost_time=0:00:09.288422 2021-04-10 04:01:37,441 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.53ms, fps=1979 images/s, loss=0.0141, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:15.344712, arrival_time=2021-04-10 04:01:52.786277, cost_time=0:00:10.582591 2021-04-10 04:01:38,738 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.45ms, fps=1974 images/s, loss=0.0134, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:13.991682, arrival_time=2021-04-10 04:01:52.730425, cost_time=0:00:11.879707 2021-04-10 04:01:40,040 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.58ms, fps=1968 images/s, loss=0.0135, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:12.654240, arrival_time=2021-04-10 04:01:52.694721, cost_time=0:00:13.181510 2021-04-10 04:01:41,340 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.39ms, fps=1970 images/s, loss=0.0139, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:11.321986, arrival_time=2021-04-10 04:01:52.662582, cost_time=0:00:14.481592 2021-04-10 04:01:42,634 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.33ms, fps=1980 images/s, loss=0.0137, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:09.990884, arrival_time=2021-04-10 04:01:52.625058, cost_time=0:00:15.775129 2021-04-10 04:01:43,930 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.41ms, fps=1976 images/s, loss=0.0138, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:08.667054, arrival_time=2021-04-10 04:01:52.597426, cost_time=0:00:17.071450 2021-04-10 04:01:45,231 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.35ms, fps=1969 images/s, loss=0.0137, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:07.348880, arrival_time=2021-04-10 04:01:52.580049, cost_time=0:00:18.372161 2021-04-10 04:01:46,528 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.41ms, fps=1974 images/s, loss=0.0137, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:06.031980, arrival_time=2021-04-10 04:01:52.560491, cost_time=0:00:19.669569 2021-04-10 04:01:47,823 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.40ms, fps=1977 images/s, loss=0.0135, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:04.717044, arrival_time=2021-04-10 04:01:52.540676, cost_time=0:00:20.964713 2021-04-10 04:01:49,130 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.47ms, fps=1960 images/s, loss=0.0133, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:03.406208, arrival_time=2021-04-10 04:01:52.536643, cost_time=0:00:22.271430 2021-04-10 04:01:50,429 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.38ms, fps=1972 images/s, loss=0.0136, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:02.095136, arrival_time=2021-04-10 04:01:52.524486, cost_time=0:00:23.570345 2021-04-10 04:01:51,720 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.27ms, fps=1984 images/s, loss=0.0136, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:00.785094, arrival_time=2021-04-10 04:01:52.505328, cost_time=0:00:24.861322 2021-04-10 04:01:52,421 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.22ms, fps=1940 images/s, loss=0.0138, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:52.421667, cost_time=0:00:25.562757 2021-04-10 04:01:52,945 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=0.20ms, fps=4897 images/s, loss=1.6951, top1-acc=72.58%, top5-acc=90.43%, remaining_time=0:00:01.568280, arrival_time=2021-04-10 04:01:54.513727, cost_time=0:00:00.522755 2021-04-10 04:01:53,378 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.29ms, fps=5919 images/s, loss=1.6612, top1-acc=73.22%, top5-acc=90.41%, remaining_time=0:00:00.955740, arrival_time=2021-04-10 04:01:54.334131, cost_time=0:00:00.955731 2021-04-10 04:01:53,805 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.29ms, fps=6001 images/s, loss=1.6576, top1-acc=73.32%, top5-acc=90.33%, remaining_time=0:00:00.460920, arrival_time=2021-04-10 04:01:54.266311, cost_time=0:00:01.382754 2021-04-10 04:01:54,192 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.06ms, fps=5999 images/s, loss=1.6562, top1-acc=73.07%, top5-acc=90.29%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:54.192428, cost_time=0:00:01.769811 2021-04-10 04:01:55,827 INFO : Epoch=0175 complete, best val top1-acc=73.07%, top5-acc=90.29% (epoch=175), remaining_time=0:11:54.551575, arrival_time=2021-04-10 04:13:50.379451, cost_time=1:23:21.861107 2021-04-10 04:01:55,828 INFO : Train start, epoch=0176, lr=0.003806 2021-04-10 04:01:57,340 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.49ms, fps=1693 images/s, loss=0.0136, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:28.119108, arrival_time=2021-04-10 04:02:25.459537, cost_time=0:00:01.511780 2021-04-10 04:01:58,645 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.36ms, fps=1963 images/s, loss=0.0133, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:24.786432, arrival_time=2021-04-10 04:02:23.431725, cost_time=0:00:02.816631 2021-04-10 04:01:59,945 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.44ms, fps=1970 images/s, loss=0.0126, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:22.779018, arrival_time=2021-04-10 04:02:22.724288, cost_time=0:00:04.116700 2021-04-10 04:02:01,241 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.52ms, fps=1976 images/s, loss=0.0127, top1-acc=99.69%, top5-acc=99.99%, remaining_time=0:00:21.108516, arrival_time=2021-04-10 04:02:22.349636, cost_time=0:00:05.412422 2021-04-10 04:02:02,533 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.35ms, fps=1982 images/s, loss=0.0135, top1-acc=99.68%, top5-acc=99.99%, remaining_time=0:00:19.579038, arrival_time=2021-04-10 04:02:22.112737, cost_time=0:00:06.705140 2021-04-10 04:02:03,831 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.62ms, fps=1974 images/s, loss=0.0129, top1-acc=99.69%, top5-acc=99.99%, remaining_time=0:00:18.138728, arrival_time=2021-04-10 04:02:21.969808, cost_time=0:00:08.002394 2021-04-10 04:02:05,132 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.54ms, fps=1967 images/s, loss=0.0124, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:16.747794, arrival_time=2021-04-10 04:02:21.880705, cost_time=0:00:09.304339 2021-04-10 04:02:06,426 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.39ms, fps=1980 images/s, loss=0.0133, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:15.366984, arrival_time=2021-04-10 04:02:21.793502, cost_time=0:00:10.597956 2021-04-10 04:02:07,720 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.51ms, fps=1979 images/s, loss=0.0127, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:14.006098, arrival_time=2021-04-10 04:02:21.726657, cost_time=0:00:11.891978 2021-04-10 04:02:09,016 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.47ms, fps=1976 images/s, loss=0.0128, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:12.660192, arrival_time=2021-04-10 04:02:21.676451, cost_time=0:00:13.187693 2021-04-10 04:02:10,317 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.54ms, fps=1968 images/s, loss=0.0125, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:11.327748, arrival_time=2021-04-10 04:02:21.645346, cost_time=0:00:14.488942 2021-04-10 04:02:11,615 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=2.22ms, fps=1973 images/s, loss=0.0123, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:09.998332, arrival_time=2021-04-10 04:02:21.613769, cost_time=0:00:15.786788 2021-04-10 04:02:12,915 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.33ms, fps=1971 images/s, loss=0.0127, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:08.674578, arrival_time=2021-04-10 04:02:21.589497, cost_time=0:00:17.086242 2021-04-10 04:02:14,210 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.50ms, fps=1977 images/s, loss=0.0126, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:07.352688, arrival_time=2021-04-10 04:02:21.563167, cost_time=0:00:18.381709 2021-04-10 04:02:15,508 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.34ms, fps=1974 images/s, loss=0.0126, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:06.035108, arrival_time=2021-04-10 04:02:21.543320, cost_time=0:00:19.679638 2021-04-10 04:02:16,804 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.34ms, fps=1975 images/s, loss=0.0124, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:04.719636, arrival_time=2021-04-10 04:02:21.524278, cost_time=0:00:20.976085 2021-04-10 04:02:18,102 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.34ms, fps=1974 images/s, loss=0.0124, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:03.406546, arrival_time=2021-04-10 04:02:21.508736, cost_time=0:00:22.273509 2021-04-10 04:02:19,397 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.42ms, fps=1978 images/s, loss=0.0124, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:02.094976, arrival_time=2021-04-10 04:02:21.492015, cost_time=0:00:23.568480 2021-04-10 04:02:20,696 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.21ms, fps=1971 images/s, loss=0.0122, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:00.785298, arrival_time=2021-04-10 04:02:21.481618, cost_time=0:00:24.867687 2021-04-10 04:02:21,399 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.45ms, fps=1937 images/s, loss=0.0124, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:21.399069, cost_time=0:00:25.570502 2021-04-10 04:02:21,926 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=1.44ms, fps=4865 images/s, loss=1.7523, top1-acc=71.99%, top5-acc=89.96%, remaining_time=0:00:01.578360, arrival_time=2021-04-10 04:02:23.504786, cost_time=0:00:00.526122 2021-04-10 04:02:22,355 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.31ms, fps=5982 images/s, loss=1.7047, top1-acc=72.93%, top5-acc=89.77%, remaining_time=0:00:00.954820, arrival_time=2021-04-10 04:02:23.309783, cost_time=0:00:00.954829 2021-04-10 04:02:22,781 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.64ms, fps=6012 images/s, loss=1.6667, top1-acc=73.05%, top5-acc=90.10%, remaining_time=0:00:00.460340, arrival_time=2021-04-10 04:02:23.241478, cost_time=0:00:01.381027 2021-04-10 04:02:23,168 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.07ms, fps=5996 images/s, loss=1.6221, top1-acc=73.20%, top5-acc=90.29%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:23.168372, cost_time=0:00:01.768286 2021-04-10 04:02:24,637 INFO : Epoch=0176 complete, best val top1-acc=73.20%, top5-acc=90.29% (epoch=176), remaining_time=0:11:26.000520, arrival_time=2021-04-10 04:13:50.637853, cost_time=1:23:50.670561 2021-04-10 04:02:24,637 INFO : Train start, epoch=0177, lr=0.003511 2021-04-10 04:02:26,111 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=0.36ms, fps=1738 images/s, loss=0.0143, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:27.402636, arrival_time=2021-04-10 04:02:53.513935, cost_time=0:00:01.473258 2021-04-10 04:02:27,411 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.91ms, fps=1970 images/s, loss=0.0109, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:24.405744, arrival_time=2021-04-10 04:02:51.817239, cost_time=0:00:02.773385 2021-04-10 04:02:28,707 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.61ms, fps=1977 images/s, loss=0.0121, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:22.514248, arrival_time=2021-04-10 04:02:51.221196, cost_time=0:00:04.068831 2021-04-10 04:02:30,003 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.63ms, fps=1976 images/s, loss=0.0117, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:20.923500, arrival_time=2021-04-10 04:02:50.926602, cost_time=0:00:05.364983 2021-04-10 04:02:31,306 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.66ms, fps=1966 images/s, loss=0.0121, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:19.470706, arrival_time=2021-04-10 04:02:50.776857, cost_time=0:00:06.668046 2021-04-10 04:02:32,601 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.41ms, fps=1977 images/s, loss=0.0120, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:18.050056, arrival_time=2021-04-10 04:02:50.651333, cost_time=0:00:07.963242 2021-04-10 04:02:33,894 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.42ms, fps=1980 images/s, loss=0.0112, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:16.661862, arrival_time=2021-04-10 04:02:50.556488, cost_time=0:00:09.256599 2021-04-10 04:02:35,191 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.48ms, fps=1974 images/s, loss=0.0115, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:15.302720, arrival_time=2021-04-10 04:02:50.494440, cost_time=0:00:10.553561 2021-04-10 04:02:36,498 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.82ms, fps=1960 images/s, loss=0.0113, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:13.968574, arrival_time=2021-04-10 04:02:50.466825, cost_time=0:00:11.860108 2021-04-10 04:02:37,797 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.35ms, fps=1971 images/s, loss=0.0117, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:12.633408, arrival_time=2021-04-10 04:02:50.431293, cost_time=0:00:13.159769 2021-04-10 04:02:39,102 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.45ms, fps=1964 images/s, loss=0.0121, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:11.308226, arrival_time=2021-04-10 04:02:50.410377, cost_time=0:00:14.464033 2021-04-10 04:02:40,400 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.34ms, fps=1972 images/s, loss=0.0120, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:09.983056, arrival_time=2021-04-10 04:02:50.383848, cost_time=0:00:15.762676 2021-04-10 04:02:41,697 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.42ms, fps=1976 images/s, loss=0.0125, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:08.660718, arrival_time=2021-04-10 04:02:50.357792, cost_time=0:00:17.059044 2021-04-10 04:02:42,993 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.74ms, fps=1976 images/s, loss=0.0123, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:07.342048, arrival_time=2021-04-10 04:02:50.335251, cost_time=0:00:18.355091 2021-04-10 04:02:44,291 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.56ms, fps=1972 images/s, loss=0.0122, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:06.027196, arrival_time=2021-04-10 04:02:50.319066, cost_time=0:00:19.653831 2021-04-10 04:02:45,591 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.47ms, fps=1971 images/s, loss=0.0123, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:04.714524, arrival_time=2021-04-10 04:02:50.306049, cost_time=0:00:20.953416 2021-04-10 04:02:46,886 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.40ms, fps=1979 images/s, loss=0.0120, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:03.402620, arrival_time=2021-04-10 04:02:50.288542, cost_time=0:00:22.247821 2021-04-10 04:02:48,179 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.39ms, fps=1980 images/s, loss=0.0125, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:02.092544, arrival_time=2021-04-10 04:02:50.271712, cost_time=0:00:23.541137 2021-04-10 04:02:49,478 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.24ms, fps=1971 images/s, loss=0.0123, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:00.784434, arrival_time=2021-04-10 04:02:50.262881, cost_time=0:00:24.840420 2021-04-10 04:02:50,180 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.41ms, fps=1939 images/s, loss=0.0125, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:50.180438, cost_time=0:00:25.542351 2021-04-10 04:02:50,724 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=0.19ms, fps=4718 images/s, loss=1.6738, top1-acc=73.79%, top5-acc=89.73%, remaining_time=0:00:01.627740, arrival_time=2021-04-10 04:02:52.351786, cost_time=0:00:00.542577 2021-04-10 04:02:51,148 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.27ms, fps=6034 images/s, loss=1.6429, top1-acc=73.55%, top5-acc=90.16%, remaining_time=0:00:00.967200, arrival_time=2021-04-10 04:02:52.115855, cost_time=0:00:00.967198 2021-04-10 04:02:51,574 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.33ms, fps=6023 images/s, loss=1.6857, top1-acc=73.11%, top5-acc=89.99%, remaining_time=0:00:00.464190, arrival_time=2021-04-10 04:02:52.038218, cost_time=0:00:01.392559 2021-04-10 04:02:51,962 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.06ms, fps=5983 images/s, loss=1.6457, top1-acc=73.14%, top5-acc=90.26%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:51.962094, cost_time=0:00:01.780632 2021-04-10 04:02:52,772 INFO : Epoch=0177 complete, best val top1-acc=73.20%, top5-acc=90.29% (epoch=176), remaining_time=0:10:57.358975, arrival_time=2021-04-10 04:13:50.131768, cost_time=1:24:18.806013 2021-04-10 04:02:52,773 INFO : Train start, epoch=0178, lr=0.003228 2021-04-10 04:02:54,256 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.52ms, fps=1726 images/s, loss=0.0110, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:27.585846, arrival_time=2021-04-10 04:03:21.842690, cost_time=0:00:01.483114 2021-04-10 04:02:55,555 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.32ms, fps=1971 images/s, loss=0.0127, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:24.481952, arrival_time=2021-04-10 04:03:20.037724, cost_time=0:00:02.782046 2021-04-10 04:02:56,853 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.54ms, fps=1973 images/s, loss=0.0128, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:22.575336, arrival_time=2021-04-10 04:03:19.429034, cost_time=0:00:04.079881 2021-04-10 04:02:58,150 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=2.00ms, fps=1975 images/s, loss=0.0132, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:20.967960, arrival_time=2021-04-10 04:03:19.118158, cost_time=0:00:05.376391 2021-04-10 04:02:59,452 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.54ms, fps=1967 images/s, loss=0.0132, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:19.501804, arrival_time=2021-04-10 04:03:18.954314, cost_time=0:00:06.678685 2021-04-10 04:03:00,747 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.88ms, fps=1978 images/s, loss=0.0131, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:18.073856, arrival_time=2021-04-10 04:03:18.821508, cost_time=0:00:07.973776 2021-04-10 04:03:02,043 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.31ms, fps=1976 images/s, loss=0.0129, top1-acc=99.69%, top5-acc=99.99%, remaining_time=0:00:16.685676, arrival_time=2021-04-10 04:03:18.729241, cost_time=0:00:09.269827 2021-04-10 04:03:03,340 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.99ms, fps=1975 images/s, loss=0.0123, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:15.321628, arrival_time=2021-04-10 04:03:18.662088, cost_time=0:00:10.566647 2021-04-10 04:03:04,639 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.77ms, fps=1972 images/s, loss=0.0122, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:13.974828, arrival_time=2021-04-10 04:03:18.614023, cost_time=0:00:11.865378 2021-04-10 04:03:05,937 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.42ms, fps=1973 images/s, loss=0.0120, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:12.637248, arrival_time=2021-04-10 04:03:18.574915, cost_time=0:00:13.163820 2021-04-10 04:03:07,234 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.39ms, fps=1976 images/s, loss=0.0119, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:11.305388, arrival_time=2021-04-10 04:03:18.539672, cost_time=0:00:14.460352 2021-04-10 04:03:08,530 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.39ms, fps=1975 images/s, loss=0.0119, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:09.979560, arrival_time=2021-04-10 04:03:18.510440, cost_time=0:00:15.757140 2021-04-10 04:03:09,823 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.46ms, fps=1981 images/s, loss=0.0116, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:08.656098, arrival_time=2021-04-10 04:03:18.479684, cost_time=0:00:17.049856 2021-04-10 04:03:11,118 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.57ms, fps=1978 images/s, loss=0.0115, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:07.337680, arrival_time=2021-04-10 04:03:18.455768, cost_time=0:00:18.344227 2021-04-10 04:03:12,414 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.33ms, fps=1976 images/s, loss=0.0113, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:06.023148, arrival_time=2021-04-10 04:03:18.437568, cost_time=0:00:19.640696 2021-04-10 04:03:13,709 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.55ms, fps=1977 images/s, loss=0.0113, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:04.710564, arrival_time=2021-04-10 04:03:18.420207, cost_time=0:00:20.935918 2021-04-10 04:03:15,004 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.38ms, fps=1978 images/s, loss=0.0113, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:03.399968, arrival_time=2021-04-10 04:03:18.404256, cost_time=0:00:22.230564 2021-04-10 04:03:16,304 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=2.02ms, fps=1970 images/s, loss=0.0111, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:02.091584, arrival_time=2021-04-10 04:03:18.395776, cost_time=0:00:23.530376 2021-04-10 04:03:17,605 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.68ms, fps=1969 images/s, loss=0.0109, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:00.784146, arrival_time=2021-04-10 04:03:18.389214, cost_time=0:00:24.831260 2021-04-10 04:03:18,306 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.24ms, fps=1939 images/s, loss=0.0109, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:18.306861, cost_time=0:00:25.533158 2021-04-10 04:03:18,817 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=5.76ms, fps=5027 images/s, loss=1.6353, top1-acc=73.16%, top5-acc=91.13%, remaining_time=0:00:01.527780, arrival_time=2021-04-10 04:03:20.344856, cost_time=0:00:00.509255 2021-04-10 04:03:19,244 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=0.19ms, fps=6005 images/s, loss=1.6262, top1-acc=73.22%, top5-acc=91.04%, remaining_time=0:00:00.936240, arrival_time=2021-04-10 04:03:20.180251, cost_time=0:00:00.936249 2021-04-10 04:03:19,673 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.27ms, fps=5962 images/s, loss=1.6169, top1-acc=73.61%, top5-acc=90.72%, remaining_time=0:00:00.455350, arrival_time=2021-04-10 04:03:20.129139, cost_time=0:00:01.366054 2021-04-10 04:03:20,061 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.06ms, fps=5986 images/s, loss=1.6499, top1-acc=73.37%, top5-acc=90.44%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:20.061723, cost_time=0:00:01.754020 2021-04-10 04:03:21,533 INFO : Epoch=0178 complete, best val top1-acc=73.37%, top5-acc=90.44% (epoch=178), remaining_time=0:10:28.800326, arrival_time=2021-04-10 04:13:50.333382, cost_time=1:24:47.566291 2021-04-10 04:03:21,533 INFO : Train start, epoch=0179, lr=0.002956 2021-04-10 04:03:23,009 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=0.25ms, fps=1735 images/s, loss=0.0102, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:27.444672, arrival_time=2021-04-10 04:03:50.454130, cost_time=0:00:01.475515 2021-04-10 04:03:24,307 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.62ms, fps=1973 images/s, loss=0.0093, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:24.408384, arrival_time=2021-04-10 04:03:48.716110, cost_time=0:00:02.773688 2021-04-10 04:03:25,608 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.76ms, fps=1970 images/s, loss=0.0100, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:22.543630, arrival_time=2021-04-10 04:03:48.151814, cost_time=0:00:04.074148 2021-04-10 04:03:26,903 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.40ms, fps=1978 images/s, loss=0.0106, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:20.938320, arrival_time=2021-04-10 04:03:47.841302, cost_time=0:00:05.368817 2021-04-10 04:03:28,200 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.41ms, fps=1974 images/s, loss=0.0098, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:19.466472, arrival_time=2021-04-10 04:03:47.667064, cost_time=0:00:06.666625 2021-04-10 04:03:29,494 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.62ms, fps=1980 images/s, loss=0.0110, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:18.042848, arrival_time=2021-04-10 04:03:47.536867, cost_time=0:00:07.960072 2021-04-10 04:03:30,795 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.38ms, fps=1968 images/s, loss=0.0107, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:16.670430, arrival_time=2021-04-10 04:03:47.465810, cost_time=0:00:09.261321 2021-04-10 04:03:32,089 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.43ms, fps=1979 images/s, loss=0.0113, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:15.306084, arrival_time=2021-04-10 04:03:47.395923, cost_time=0:00:10.555892 2021-04-10 04:03:33,387 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=2.02ms, fps=1974 images/s, loss=0.0108, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:13.960624, arrival_time=2021-04-10 04:03:47.347918, cost_time=0:00:11.853344 2021-04-10 04:03:34,686 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.54ms, fps=1971 images/s, loss=0.0108, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:12.626400, arrival_time=2021-04-10 04:03:47.312814, cost_time=0:00:13.152464 2021-04-10 04:03:35,981 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.36ms, fps=1977 images/s, loss=0.0112, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:11.295326, arrival_time=2021-04-10 04:03:47.276962, cost_time=0:00:14.447489 2021-04-10 04:03:37,277 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.52ms, fps=1977 images/s, loss=0.0109, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:09.970896, arrival_time=2021-04-10 04:03:47.248320, cost_time=0:00:15.743479 2021-04-10 04:03:38,574 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.34ms, fps=1974 images/s, loss=0.0106, top1-acc=99.76%, top5-acc=99.99%, remaining_time=0:00:08.651346, arrival_time=2021-04-10 04:03:47.225847, cost_time=0:00:17.040553 2021-04-10 04:03:39,867 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.52ms, fps=1981 images/s, loss=0.0107, top1-acc=99.76%, top5-acc=99.99%, remaining_time=0:00:07.333256, arrival_time=2021-04-10 04:03:47.200286, cost_time=0:00:18.333084 2021-04-10 04:03:41,159 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.32ms, fps=1981 images/s, loss=0.0107, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:06.018594, arrival_time=2021-04-10 04:03:47.178379, cost_time=0:00:19.625838 2021-04-10 04:03:42,454 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.52ms, fps=1979 images/s, loss=0.0106, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:04.707000, arrival_time=2021-04-10 04:03:47.161019, cost_time=0:00:20.920074 2021-04-10 04:03:43,746 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.33ms, fps=1982 images/s, loss=0.0106, top1-acc=99.76%, top5-acc=99.99%, remaining_time=0:00:03.397134, arrival_time=2021-04-10 04:03:47.143183, cost_time=0:00:22.212105 2021-04-10 04:03:45,044 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.51ms, fps=1972 images/s, loss=0.0106, top1-acc=99.76%, top5-acc=99.99%, remaining_time=0:00:02.089856, arrival_time=2021-04-10 04:03:47.134641, cost_time=0:00:23.510836 2021-04-10 04:03:46,343 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.59ms, fps=1972 images/s, loss=0.0105, top1-acc=99.76%, top5-acc=99.99%, remaining_time=0:00:00.783456, arrival_time=2021-04-10 04:03:47.127021, cost_time=0:00:24.809495 2021-04-10 04:03:47,046 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.41ms, fps=1937 images/s, loss=0.0105, top1-acc=99.76%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:47.046134, cost_time=0:00:25.512202 2021-04-10 04:03:47,551 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=2.17ms, fps=5077 images/s, loss=1.6606, top1-acc=72.34%, top5-acc=90.23%, remaining_time=0:00:01.512660, arrival_time=2021-04-10 04:03:49.063903, cost_time=0:00:00.504224 2021-04-10 04:03:47,977 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.57ms, fps=6014 images/s, loss=1.6373, top1-acc=73.20%, top5-acc=90.39%, remaining_time=0:00:00.930200, arrival_time=2021-04-10 04:03:48.907519, cost_time=0:00:00.930206 2021-04-10 04:03:48,408 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.31ms, fps=5946 images/s, loss=1.6716, top1-acc=73.03%, top5-acc=90.16%, remaining_time=0:00:00.453760, arrival_time=2021-04-10 04:03:48.862134, cost_time=0:00:01.361286 2021-04-10 04:03:48,798 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.07ms, fps=5960 images/s, loss=1.6368, top1-acc=73.35%, top5-acc=90.40%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:48.798087, cost_time=0:00:01.751096 2021-04-10 04:03:49,589 INFO : Epoch=0179 complete, best val top1-acc=73.37%, top5-acc=90.44% (epoch=178), remaining_time=0:10:00.156816, arrival_time=2021-04-10 04:13:49.746018, cost_time=1:25:15.622410 2021-04-10 04:03:49,590 INFO : Train start, epoch=0180, lr=0.002696 2021-04-10 04:03:51,065 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.31ms, fps=1736 images/s, loss=0.0088, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:27.433512, arrival_time=2021-04-10 04:04:18.498628, cost_time=0:00:01.474918 2021-04-10 04:03:52,361 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.36ms, fps=1975 images/s, loss=0.0077, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:24.387792, arrival_time=2021-04-10 04:04:16.749334, cost_time=0:00:02.771342 2021-04-10 04:03:53,654 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.38ms, fps=1980 images/s, loss=0.0094, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:22.490676, arrival_time=2021-04-10 04:04:16.145462, cost_time=0:00:04.064595 2021-04-10 04:03:54,952 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.37ms, fps=1973 images/s, loss=0.0097, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:20.914140, arrival_time=2021-04-10 04:04:15.866997, cost_time=0:00:05.362593 2021-04-10 04:03:56,250 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.43ms, fps=1974 images/s, loss=0.0099, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:19.447054, arrival_time=2021-04-10 04:04:15.697244, cost_time=0:00:06.659970 2021-04-10 04:03:57,550 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.63ms, fps=1969 images/s, loss=0.0095, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:18.043936, arrival_time=2021-04-10 04:04:15.594698, cost_time=0:00:07.960530 2021-04-10 04:03:58,853 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.62ms, fps=1966 images/s, loss=0.0094, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:16.674210, arrival_time=2021-04-10 04:04:15.527988, cost_time=0:00:09.263423 2021-04-10 04:04:00,168 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=3.80ms, fps=1948 images/s, loss=0.0095, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:15.338564, arrival_time=2021-04-10 04:04:15.507219, cost_time=0:00:10.578293 2021-04-10 04:04:01,471 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.53ms, fps=1967 images/s, loss=0.0094, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:13.993060, arrival_time=2021-04-10 04:04:15.464257, cost_time=0:00:11.880925 2021-04-10 04:04:02,771 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.37ms, fps=1970 images/s, loss=0.0094, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:12.653568, arrival_time=2021-04-10 04:04:15.424831, cost_time=0:00:13.180833 2021-04-10 04:04:04,064 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.70ms, fps=1981 images/s, loss=0.0098, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:11.316224, arrival_time=2021-04-10 04:04:15.380640, cost_time=0:00:14.474225 2021-04-10 04:04:05,361 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=2.78ms, fps=1975 images/s, loss=0.0096, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:09.988376, arrival_time=2021-04-10 04:04:15.349724, cost_time=0:00:15.771076 2021-04-10 04:04:06,653 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.42ms, fps=1982 images/s, loss=0.0096, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:08.662764, arrival_time=2021-04-10 04:04:15.315988, cost_time=0:00:17.063021 2021-04-10 04:04:07,962 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.50ms, fps=1957 images/s, loss=0.0097, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:07.348712, arrival_time=2021-04-10 04:04:15.310719, cost_time=0:00:18.371726 2021-04-10 04:04:09,257 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.36ms, fps=1977 images/s, loss=0.0095, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:06.031244, arrival_time=2021-04-10 04:04:15.288500, cost_time=0:00:19.667053 2021-04-10 04:04:10,552 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.32ms, fps=1978 images/s, loss=0.0095, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:04.716468, arrival_time=2021-04-10 04:04:15.268756, cost_time=0:00:20.962014 2021-04-10 04:04:11,855 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.50ms, fps=1966 images/s, loss=0.0093, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:03.405246, arrival_time=2021-04-10 04:04:15.260632, cost_time=0:00:22.265105 2021-04-10 04:04:13,153 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.38ms, fps=1975 images/s, loss=0.0095, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:02.094416, arrival_time=2021-04-10 04:04:15.246882, cost_time=0:00:23.562179 2021-04-10 04:04:14,450 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.23ms, fps=1975 images/s, loss=0.0093, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:00.785070, arrival_time=2021-04-10 04:04:15.235900, cost_time=0:00:24.860564 2021-04-10 04:04:15,154 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.21ms, fps=1936 images/s, loss=0.0093, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:15.153994, cost_time=0:00:25.563709 2021-04-10 04:04:15,677 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=0.28ms, fps=4900 images/s, loss=1.6093, top1-acc=74.02%, top5-acc=90.78%, remaining_time=0:00:01.567140, arrival_time=2021-04-10 04:04:17.244721, cost_time=0:00:00.522385 2021-04-10 04:04:16,106 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.34ms, fps=5975 images/s, loss=1.6089, top1-acc=74.39%, top5-acc=90.96%, remaining_time=0:00:00.951220, arrival_time=2021-04-10 04:04:17.057633, cost_time=0:00:00.951228 2021-04-10 04:04:16,531 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.31ms, fps=6021 images/s, loss=1.6369, top1-acc=74.00%, top5-acc=90.81%, remaining_time=0:00:00.458910, arrival_time=2021-04-10 04:04:16.990835, cost_time=0:00:01.376744 2021-04-10 04:04:16,918 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.06ms, fps=6008 images/s, loss=1.6402, top1-acc=73.68%, top5-acc=90.74%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:16.918392, cost_time=0:00:01.763234 2021-04-10 04:04:18,522 INFO : Epoch=0180 complete, best val top1-acc=73.68%, top5-acc=90.74% (epoch=180), remaining_time=0:09:31.617320, arrival_time=2021-04-10 04:13:50.139961, cost_time=1:25:44.555879 2021-04-10 04:04:18,523 INFO : Train start, epoch=0181, lr=0.002447 2021-04-10 04:04:20,018 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.43ms, fps=1713 images/s, loss=0.0069, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.802536, arrival_time=2021-04-10 04:04:47.820694, cost_time=0:00:01.494759 2021-04-10 04:04:21,318 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.54ms, fps=1969 images/s, loss=0.0077, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:24.598816, arrival_time=2021-04-10 04:04:45.917536, cost_time=0:00:02.795312 2021-04-10 04:04:22,614 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=2.15ms, fps=1976 images/s, loss=0.0085, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:22.638748, arrival_time=2021-04-10 04:04:45.253501, cost_time=0:00:04.091338 2021-04-10 04:04:23,911 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.41ms, fps=1975 images/s, loss=0.0083, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:21.014760, arrival_time=2021-04-10 04:04:44.926470, cost_time=0:00:05.388381 2021-04-10 04:04:25,206 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.33ms, fps=1977 images/s, loss=0.0096, top1-acc=99.82%, top5-acc=99.99%, remaining_time=0:00:19.515674, arrival_time=2021-04-10 04:04:44.722528, cost_time=0:00:06.683461 2021-04-10 04:04:26,501 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.35ms, fps=1978 images/s, loss=0.0100, top1-acc=99.82%, top5-acc=99.99%, remaining_time=0:00:18.084056, arrival_time=2021-04-10 04:04:44.585698, cost_time=0:00:07.978244 2021-04-10 04:04:27,796 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.43ms, fps=1977 images/s, loss=0.0095, top1-acc=99.82%, top5-acc=99.99%, remaining_time=0:00:16.692354, arrival_time=2021-04-10 04:04:44.489222, cost_time=0:00:09.273522 2021-04-10 04:04:29,103 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.36ms, fps=1961 images/s, loss=0.0092, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:15.340536, arrival_time=2021-04-10 04:04:44.443614, cost_time=0:00:10.579678 2021-04-10 04:04:30,400 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.39ms, fps=1974 images/s, loss=0.0092, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:13.988290, arrival_time=2021-04-10 04:04:44.388557, cost_time=0:00:11.876871 2021-04-10 04:04:31,697 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.39ms, fps=1975 images/s, loss=0.0087, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:12.646848, arrival_time=2021-04-10 04:04:44.344018, cost_time=0:00:13.173776 2021-04-10 04:04:32,993 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.32ms, fps=1976 images/s, loss=0.0085, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:11.312870, arrival_time=2021-04-10 04:04:44.306269, cost_time=0:00:14.469998 2021-04-10 04:04:34,289 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.76ms, fps=1977 images/s, loss=0.0083, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:09.984804, arrival_time=2021-04-10 04:04:44.273722, cost_time=0:00:15.765521 2021-04-10 04:04:35,581 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.43ms, fps=1981 images/s, loss=0.0083, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:08.660322, arrival_time=2021-04-10 04:04:44.241901, cost_time=0:00:17.058265 2021-04-10 04:04:36,878 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.41ms, fps=1975 images/s, loss=0.0086, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:07.341936, arrival_time=2021-04-10 04:04:44.220156, cost_time=0:00:18.354812 2021-04-10 04:04:38,173 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.43ms, fps=1978 images/s, loss=0.0085, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:06.026000, arrival_time=2021-04-10 04:04:44.199372, cost_time=0:00:19.649972 2021-04-10 04:04:39,466 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.75ms, fps=1981 images/s, loss=0.0083, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:04.712148, arrival_time=2021-04-10 04:04:44.178314, cost_time=0:00:20.942840 2021-04-10 04:04:40,771 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.50ms, fps=1963 images/s, loss=0.0083, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:03.402568, arrival_time=2021-04-10 04:04:44.173607, cost_time=0:00:22.247624 2021-04-10 04:04:42,070 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.99ms, fps=1972 images/s, loss=0.0083, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:02.093040, arrival_time=2021-04-10 04:04:44.163129, cost_time=0:00:23.546691 2021-04-10 04:04:43,366 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.51ms, fps=1976 images/s, loss=0.0083, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00.784512, arrival_time=2021-04-10 04:04:44.150706, cost_time=0:00:24.842874 2021-04-10 04:04:44,068 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.37ms, fps=1937 images/s, loss=0.0082, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:44.068714, cost_time=0:00:25.545405 2021-04-10 04:04:44,603 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=0.20ms, fps=4794 images/s, loss=1.6168, top1-acc=73.28%, top5-acc=91.41%, remaining_time=0:00:01.602120, arrival_time=2021-04-10 04:04:46.205888, cost_time=0:00:00.534036 2021-04-10 04:04:45,032 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.70ms, fps=5973 images/s, loss=1.6944, top1-acc=72.64%, top5-acc=90.62%, remaining_time=0:00:00.962940, arrival_time=2021-04-10 04:04:45.995674, cost_time=0:00:00.962946 2021-04-10 04:04:45,459 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.48ms, fps=6010 images/s, loss=1.6807, top1-acc=73.02%, top5-acc=90.52%, remaining_time=0:00:00.463110, arrival_time=2021-04-10 04:04:45.922200, cost_time=0:00:01.389337 2021-04-10 04:04:45,846 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.06ms, fps=6001 images/s, loss=1.6446, top1-acc=73.53%, top5-acc=90.50%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:45.846104, cost_time=0:00:01.776402 2021-04-10 04:04:46,561 INFO : Epoch=0181 complete, best val top1-acc=73.68%, top5-acc=90.74% (epoch=180), remaining_time=0:09:02.979568, arrival_time=2021-04-10 04:13:49.541132, cost_time=1:26:12.594802 2021-04-10 04:04:46,562 INFO : Train start, epoch=0182, lr=0.002210 2021-04-10 04:04:48,023 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.50ms, fps=1752 images/s, loss=0.0085, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:27.174228, arrival_time=2021-04-10 04:05:15.197608, cost_time=0:00:01.460977 2021-04-10 04:04:49,323 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.56ms, fps=1969 images/s, loss=0.0106, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:24.301904, arrival_time=2021-04-10 04:05:13.625793, cost_time=0:00:02.761585 2021-04-10 04:04:50,628 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.43ms, fps=1963 images/s, loss=0.0091, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:22.498976, arrival_time=2021-04-10 04:05:13.127395, cost_time=0:00:04.066071 2021-04-10 04:04:51,927 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.61ms, fps=1972 images/s, loss=0.0083, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:20.923968, arrival_time=2021-04-10 04:05:12.851372, cost_time=0:00:05.365134 2021-04-10 04:04:53,224 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.42ms, fps=1974 images/s, loss=0.0089, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:19.454646, arrival_time=2021-04-10 04:05:12.679533, cost_time=0:00:06.662533 2021-04-10 04:04:54,527 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=2.74ms, fps=1966 images/s, loss=0.0088, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:18.054136, arrival_time=2021-04-10 04:05:12.581571, cost_time=0:00:07.965086 2021-04-10 04:04:55,823 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=2.06ms, fps=1975 images/s, loss=0.0086, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:16.670808, arrival_time=2021-04-10 04:05:12.494691, cost_time=0:00:09.261571 2021-04-10 04:04:57,121 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.37ms, fps=1974 images/s, loss=0.0082, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:15.310376, arrival_time=2021-04-10 04:05:12.431544, cost_time=0:00:10.558898 2021-04-10 04:04:58,417 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.47ms, fps=1975 images/s, loss=0.0083, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:13.963062, arrival_time=2021-04-10 04:05:12.380850, cost_time=0:00:11.855443 2021-04-10 04:04:59,711 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.29ms, fps=1979 images/s, loss=0.0082, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:12.623424, arrival_time=2021-04-10 04:05:12.335080, cost_time=0:00:13.149396 2021-04-10 04:05:01,004 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.34ms, fps=1981 images/s, loss=0.0081, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:11.290940, arrival_time=2021-04-10 04:05:12.295072, cost_time=0:00:14.441868 2021-04-10 04:05:02,303 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.42ms, fps=1972 images/s, loss=0.0080, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:09.968996, arrival_time=2021-04-10 04:05:12.271926, cost_time=0:00:15.740554 2021-04-10 04:05:03,606 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.36ms, fps=1966 images/s, loss=0.0084, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:08.652930, arrival_time=2021-04-10 04:05:12.259106, cost_time=0:00:17.043632 2021-04-10 04:05:04,902 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.35ms, fps=1975 images/s, loss=0.0083, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:07.336280, arrival_time=2021-04-10 04:05:12.239205, cost_time=0:00:18.340641 2021-04-10 04:05:06,195 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.47ms, fps=1981 images/s, loss=0.0085, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.020802, arrival_time=2021-04-10 04:05:12.216159, cost_time=0:00:19.633088 2021-04-10 04:05:07,489 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.37ms, fps=1979 images/s, loss=0.0083, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:04.708620, arrival_time=2021-04-10 04:05:12.198129, cost_time=0:00:20.927162 2021-04-10 04:05:08,790 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.98ms, fps=1968 images/s, loss=0.0086, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:03.399630, arrival_time=2021-04-10 04:05:12.190314, cost_time=0:00:22.228402 2021-04-10 04:05:10,089 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.43ms, fps=1972 images/s, loss=0.0087, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:02.091280, arrival_time=2021-04-10 04:05:12.180545, cost_time=0:00:23.526895 2021-04-10 04:05:11,392 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=2.14ms, fps=1966 images/s, loss=0.0086, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00.784092, arrival_time=2021-04-10 04:05:12.176109, cost_time=0:00:24.829663 2021-04-10 04:05:12,097 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.25ms, fps=1930 images/s, loss=0.0087, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:12.097378, cost_time=0:00:25.535114 2021-04-10 04:05:12,622 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=1.37ms, fps=4888 images/s, loss=1.6860, top1-acc=73.95%, top5-acc=90.47%, remaining_time=0:00:01.571040, arrival_time=2021-04-10 04:05:14.193198, cost_time=0:00:00.523682 2021-04-10 04:05:13,048 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.26ms, fps=6008 images/s, loss=1.6572, top1-acc=74.02%, top5-acc=90.43%, remaining_time=0:00:00.950300, arrival_time=2021-04-10 04:05:13.999029, cost_time=0:00:00.950299 2021-04-10 04:05:13,473 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.30ms, fps=6029 images/s, loss=1.6629, top1-acc=73.75%, top5-acc=90.46%, remaining_time=0:00:00.458420, arrival_time=2021-04-10 04:05:13.932109, cost_time=0:00:01.375264 2021-04-10 04:05:13,864 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.06ms, fps=5948 images/s, loss=1.6198, top1-acc=74.00%, top5-acc=90.56%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:13.864045, cost_time=0:00:01.765639 2021-04-10 04:05:15,435 INFO : Epoch=0182 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:08:34.430946, arrival_time=2021-04-10 04:13:49.866153, cost_time=1:26:41.468421 2021-04-10 04:05:15,436 INFO : Train start, epoch=0183, lr=0.001985 2021-04-10 04:05:16,889 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.43ms, fps=1761 images/s, loss=0.0066, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:27.033798, arrival_time=2021-04-10 04:05:43.923449, cost_time=0:00:01.453432 2021-04-10 04:05:18,183 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.33ms, fps=1980 images/s, loss=0.0065, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:24.172016, arrival_time=2021-04-10 04:05:42.355032, cost_time=0:00:02.746828 2021-04-10 04:05:19,478 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.60ms, fps=1977 images/s, loss=0.0065, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:22.366010, arrival_time=2021-04-10 04:05:41.844261, cost_time=0:00:04.042063 2021-04-10 04:05:20,771 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.42ms, fps=1980 images/s, loss=0.0072, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:20.807280, arrival_time=2021-04-10 04:05:41.578652, cost_time=0:00:05.335185 2021-04-10 04:05:22,068 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.83ms, fps=1975 images/s, loss=0.0077, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:19.365294, arrival_time=2021-04-10 04:05:41.433507, cost_time=0:00:06.631949 2021-04-10 04:05:23,362 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.36ms, fps=1978 images/s, loss=0.0074, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:17.966960, arrival_time=2021-04-10 04:05:41.329722, cost_time=0:00:07.926576 2021-04-10 04:05:24,675 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.32ms, fps=1952 images/s, loss=0.0072, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:16.629732, arrival_time=2021-04-10 04:05:41.304691, cost_time=0:00:09.238755 2021-04-10 04:05:25,971 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.42ms, fps=1976 images/s, loss=0.0071, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:15.275692, arrival_time=2021-04-10 04:05:41.246829, cost_time=0:00:10.534944 2021-04-10 04:05:27,266 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.45ms, fps=1976 images/s, loss=0.0072, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:13.933912, arrival_time=2021-04-10 04:05:41.200818, cost_time=0:00:11.830714 2021-04-10 04:05:28,559 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.40ms, fps=1981 images/s, loss=0.0071, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:12.598176, arrival_time=2021-04-10 04:05:41.157501, cost_time=0:00:13.123135 2021-04-10 04:05:29,854 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.43ms, fps=1977 images/s, loss=0.0075, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:11.272536, arrival_time=2021-04-10 04:05:41.127051, cost_time=0:00:14.418317 2021-04-10 04:05:31,149 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.42ms, fps=1978 images/s, loss=0.0073, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:09.951668, arrival_time=2021-04-10 04:05:41.101049, cost_time=0:00:15.713188 2021-04-10 04:05:32,451 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=2.20ms, fps=1966 images/s, loss=0.0074, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:08.638740, arrival_time=2021-04-10 04:05:41.090649, cost_time=0:00:17.015638 2021-04-10 04:05:33,747 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.35ms, fps=1977 images/s, loss=0.0075, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:07.324352, arrival_time=2021-04-10 04:05:41.071476, cost_time=0:00:18.310924 2021-04-10 04:05:35,045 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.39ms, fps=1973 images/s, loss=0.0073, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:06.013350, arrival_time=2021-04-10 04:05:41.058433, cost_time=0:00:19.608748 2021-04-10 04:05:36,342 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.40ms, fps=1975 images/s, loss=0.0074, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:04.703868, arrival_time=2021-04-10 04:05:41.046135, cost_time=0:00:20.906077 2021-04-10 04:05:37,638 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.61ms, fps=1976 images/s, loss=0.0072, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:03.395574, arrival_time=2021-04-10 04:05:41.033668, cost_time=0:00:22.201757 2021-04-10 04:05:38,941 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.46ms, fps=1965 images/s, loss=0.0073, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:02.089344, arrival_time=2021-04-10 04:05:41.030624, cost_time=0:00:23.505086 2021-04-10 04:05:40,236 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.24ms, fps=1977 images/s, loss=0.0074, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00.783162, arrival_time=2021-04-10 04:05:41.019558, cost_time=0:00:24.800203 2021-04-10 04:05:40,936 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.24ms, fps=1943 images/s, loss=0.0075, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:40.936885, cost_time=0:00:25.500690 2021-04-10 04:05:41,462 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=0.44ms, fps=4882 images/s, loss=1.6449, top1-acc=73.32%, top5-acc=91.02%, remaining_time=0:00:01.573020, arrival_time=2021-04-10 04:05:43.035271, cost_time=0:00:00.524337 2021-04-10 04:05:41,889 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.65ms, fps=5991 images/s, loss=1.6936, top1-acc=73.11%, top5-acc=90.39%, remaining_time=0:00:00.951960, arrival_time=2021-04-10 04:05:42.841857, cost_time=0:00:00.951962 2021-04-10 04:05:42,319 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.74ms, fps=5968 images/s, loss=1.6805, top1-acc=73.28%, top5-acc=90.49%, remaining_time=0:00:00.460420, arrival_time=2021-04-10 04:05:42.779639, cost_time=0:00:01.381257 2021-04-10 04:05:42,706 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.06ms, fps=6000 images/s, loss=1.6518, top1-acc=73.68%, top5-acc=90.66%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:42.706296, cost_time=0:00:01.768400 2021-04-10 04:05:43,515 INFO : Epoch=0183 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:08:05.805039, arrival_time=2021-04-10 04:13:49.320191, cost_time=1:27:09.548372 2021-04-10 04:05:43,516 INFO : Train start, epoch=0184, lr=0.001772 2021-04-10 04:05:44,981 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.38ms, fps=1748 images/s, loss=0.0058, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:27.243792, arrival_time=2021-04-10 04:06:12.224762, cost_time=0:00:01.464717 2021-04-10 04:05:46,276 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.43ms, fps=1976 images/s, loss=0.0067, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:24.295040, arrival_time=2021-04-10 04:06:10.571980, cost_time=0:00:02.760791 2021-04-10 04:05:47,575 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.55ms, fps=1972 images/s, loss=0.0063, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:22.462290, arrival_time=2021-04-10 04:06:10.037966, cost_time=0:00:04.059444 2021-04-10 04:05:48,871 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.33ms, fps=1976 images/s, loss=0.0077, top1-acc=99.83%, top5-acc=99.99%, remaining_time=0:00:20.885592, arrival_time=2021-04-10 04:06:09.757123, cost_time=0:00:05.355292 2021-04-10 04:05:50,177 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.34ms, fps=1962 images/s, loss=0.0079, top1-acc=99.84%, top5-acc=99.99%, remaining_time=0:00:19.449244, arrival_time=2021-04-10 04:06:09.626263, cost_time=0:00:06.660714 2021-04-10 04:05:51,479 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.31ms, fps=1968 images/s, loss=0.0080, top1-acc=99.84%, top5-acc=99.99%, remaining_time=0:00:18.048696, arrival_time=2021-04-10 04:06:09.527651, cost_time=0:00:07.962663 2021-04-10 04:05:52,785 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.53ms, fps=1961 images/s, loss=0.0077, top1-acc=99.85%, top5-acc=99.99%, remaining_time=0:00:16.684416, arrival_time=2021-04-10 04:06:09.469775, cost_time=0:00:09.269123 2021-04-10 04:05:54,081 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.37ms, fps=1976 images/s, loss=0.0072, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:15.319308, arrival_time=2021-04-10 04:06:09.400501, cost_time=0:00:10.565035 2021-04-10 04:05:55,377 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.59ms, fps=1975 images/s, loss=0.0073, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:13.970164, arrival_time=2021-04-10 04:06:09.347864, cost_time=0:00:11.861463 2021-04-10 04:05:56,683 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.88ms, fps=1962 images/s, loss=0.0073, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.640128, arrival_time=2021-04-10 04:06:09.323086, cost_time=0:00:13.166794 2021-04-10 04:05:57,978 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.38ms, fps=1977 images/s, loss=0.0072, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.306506, arrival_time=2021-04-10 04:06:09.284595, cost_time=0:00:14.461851 2021-04-10 04:05:59,275 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.37ms, fps=1974 images/s, loss=0.0071, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.980852, arrival_time=2021-04-10 04:06:09.256300, cost_time=0:00:15.759208 2021-04-10 04:06:00,570 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.36ms, fps=1977 images/s, loss=0.0069, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.658474, arrival_time=2021-04-10 04:06:09.229145, cost_time=0:00:17.054512 2021-04-10 04:06:01,864 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.47ms, fps=1979 images/s, loss=0.0069, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:07.339472, arrival_time=2021-04-10 04:06:09.204347, cost_time=0:00:18.348638 2021-04-10 04:06:03,161 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.91ms, fps=1976 images/s, loss=0.0069, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.024390, arrival_time=2021-04-10 04:06:09.185380, cost_time=0:00:19.644713 2021-04-10 04:06:04,465 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.32ms, fps=1963 images/s, loss=0.0072, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.713660, arrival_time=2021-04-10 04:06:09.179445, cost_time=0:00:20.949618 2021-04-10 04:06:05,765 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=3.11ms, fps=1971 images/s, loss=0.0071, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.402776, arrival_time=2021-04-10 04:06:09.167864, cost_time=0:00:22.248936 2021-04-10 04:06:07,062 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.35ms, fps=1975 images/s, loss=0.0070, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.092944, arrival_time=2021-04-10 04:06:09.154895, cost_time=0:00:23.545703 2021-04-10 04:06:08,362 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.33ms, fps=1970 images/s, loss=0.0071, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00.784614, arrival_time=2021-04-10 04:06:09.146945, cost_time=0:00:24.846180 2021-04-10 04:06:09,063 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.21ms, fps=1940 images/s, loss=0.0073, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:09.063671, cost_time=0:00:25.547516 2021-04-10 04:06:09,565 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=1.34ms, fps=5115 images/s, loss=1.6113, top1-acc=74.06%, top5-acc=91.52%, remaining_time=0:00:01.501500, arrival_time=2021-04-10 04:06:11.066711, cost_time=0:00:00.500500 2021-04-10 04:06:09,992 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.36ms, fps=6000 images/s, loss=1.6249, top1-acc=74.04%, top5-acc=90.80%, remaining_time=0:00:00.927500, arrival_time=2021-04-10 04:06:10.919702, cost_time=0:00:00.927491 2021-04-10 04:06:10,419 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.43ms, fps=6002 images/s, loss=1.6506, top1-acc=73.88%, top5-acc=90.65%, remaining_time=0:00:00.451450, arrival_time=2021-04-10 04:06:10.870511, cost_time=0:00:01.354361 2021-04-10 04:06:10,806 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.05ms, fps=5997 images/s, loss=1.6295, top1-acc=73.73%, top5-acc=90.69%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:10.806251, cost_time=0:00:01.741571 2021-04-10 04:06:11,543 INFO : Epoch=0184 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:07:37.180608, arrival_time=2021-04-10 04:13:48.724357, cost_time=1:27:37.576997 2021-04-10 04:06:11,544 INFO : Train start, epoch=0185, lr=0.001571 2021-04-10 04:06:13,048 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.39ms, fps=1702 images/s, loss=0.0061, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:27.972540, arrival_time=2021-04-10 04:06:41.020941, cost_time=0:00:01.503898 2021-04-10 04:06:14,345 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=2.04ms, fps=1974 images/s, loss=0.0071, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:24.651968, arrival_time=2021-04-10 04:06:38.997842, cost_time=0:00:02.801366 2021-04-10 04:06:15,654 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.53ms, fps=1957 images/s, loss=0.0069, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:22.742830, arrival_time=2021-04-10 04:06:38.397507, cost_time=0:00:04.110141 2021-04-10 04:06:16,951 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.39ms, fps=1975 images/s, loss=0.0073, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:21.087768, arrival_time=2021-04-10 04:06:38.039504, cost_time=0:00:05.407101 2021-04-10 04:06:18,255 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.42ms, fps=1965 images/s, loss=0.0067, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:19.594660, arrival_time=2021-04-10 04:06:37.849775, cost_time=0:00:06.710477 2021-04-10 04:06:19,559 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=2.02ms, fps=1963 images/s, loss=0.0076, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:18.167696, arrival_time=2021-04-10 04:06:37.727534, cost_time=0:00:08.015188 2021-04-10 04:06:20,858 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.57ms, fps=1972 images/s, loss=0.0074, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:16.765812, arrival_time=2021-04-10 04:06:37.624607, cost_time=0:00:09.314326 2021-04-10 04:06:22,160 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.32ms, fps=1967 images/s, loss=0.0075, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:15.393316, arrival_time=2021-04-10 04:06:37.553947, cost_time=0:00:10.616118 2021-04-10 04:06:23,455 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.32ms, fps=1978 images/s, loss=0.0074, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:14.028464, arrival_time=2021-04-10 04:06:37.483843, cost_time=0:00:11.910957 2021-04-10 04:06:24,747 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.40ms, fps=1982 images/s, loss=0.0077, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:12.675168, arrival_time=2021-04-10 04:06:37.422955, cost_time=0:00:13.203277 2021-04-10 04:06:26,042 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.34ms, fps=1979 images/s, loss=0.0079, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:11.334456, arrival_time=2021-04-10 04:06:37.376440, cost_time=0:00:14.497554 2021-04-10 04:06:27,341 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.41ms, fps=1971 images/s, loss=0.0080, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:10.004564, arrival_time=2021-04-10 04:06:37.345710, cost_time=0:00:15.796720 2021-04-10 04:06:28,643 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.38ms, fps=1967 images/s, loss=0.0078, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:08.680782, arrival_time=2021-04-10 04:06:37.323839, cost_time=0:00:17.098551 2021-04-10 04:06:29,935 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.46ms, fps=1982 images/s, loss=0.0076, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:07.356272, arrival_time=2021-04-10 04:06:37.291468, cost_time=0:00:18.390689 2021-04-10 04:06:31,228 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.47ms, fps=1981 images/s, loss=0.0076, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:06.036350, arrival_time=2021-04-10 04:06:37.264678, cost_time=0:00:19.683823 2021-04-10 04:06:32,526 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=2.42ms, fps=1973 images/s, loss=0.0075, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:04.721004, arrival_time=2021-04-10 04:06:37.247714, cost_time=0:00:20.982209 2021-04-10 04:06:33,822 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.41ms, fps=1976 images/s, loss=0.0076, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:03.407300, arrival_time=2021-04-10 04:06:37.230218, cost_time=0:00:22.278488 2021-04-10 04:06:35,120 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.41ms, fps=1974 images/s, loss=0.0075, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:02.095632, arrival_time=2021-04-10 04:06:37.215965, cost_time=0:00:23.575825 2021-04-10 04:06:36,415 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.26ms, fps=1977 images/s, loss=0.0074, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00.785412, arrival_time=2021-04-10 04:06:37.201280, cost_time=0:00:24.871448 2021-04-10 04:06:37,118 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.81ms, fps=1936 images/s, loss=0.0073, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:37.118866, cost_time=0:00:25.574410 2021-04-10 04:06:37,641 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=0.20ms, fps=4905 images/s, loss=1.6773, top1-acc=73.16%, top5-acc=90.55%, remaining_time=0:00:01.565580, arrival_time=2021-04-10 04:06:39.207401, cost_time=0:00:00.521860 2021-04-10 04:06:38,067 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.41ms, fps=6015 images/s, loss=1.6601, top1-acc=73.52%, top5-acc=90.39%, remaining_time=0:00:00.947940, arrival_time=2021-04-10 04:06:39.015812, cost_time=0:00:00.947933 2021-04-10 04:06:38,494 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.50ms, fps=6009 images/s, loss=1.6441, top1-acc=73.59%, top5-acc=90.56%, remaining_time=0:00:00.458120, arrival_time=2021-04-10 04:06:38.952410, cost_time=0:00:01.374363 2021-04-10 04:06:38,881 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.07ms, fps=5994 images/s, loss=1.6227, top1-acc=73.66%, top5-acc=90.69%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:38.881649, cost_time=0:00:01.761745 2021-04-10 04:06:39,637 INFO : Epoch=0185 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:07:08.567880, arrival_time=2021-04-10 04:13:48.205188, cost_time=1:28:05.670562 2021-04-10 04:06:39,637 INFO : Train start, epoch=0186, lr=0.001382 2021-04-10 04:06:41,114 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=0.37ms, fps=1733 images/s, loss=0.0072, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:27.468852, arrival_time=2021-04-10 04:07:08.583774, cost_time=0:00:01.476822 2021-04-10 04:06:42,411 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.36ms, fps=1975 images/s, loss=0.0074, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:24.407856, arrival_time=2021-04-10 04:07:06.819486, cost_time=0:00:02.773623 2021-04-10 04:06:43,705 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.49ms, fps=1980 images/s, loss=0.0069, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:22.504122, arrival_time=2021-04-10 04:07:06.209188, cost_time=0:00:04.067006 2021-04-10 04:06:44,997 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.75ms, fps=1982 images/s, loss=0.0069, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:20.902284, arrival_time=2021-04-10 04:07:05.899836, cost_time=0:00:05.359575 2021-04-10 04:06:46,296 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=2.54ms, fps=1973 images/s, loss=0.0067, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:19.440484, arrival_time=2021-04-10 04:07:05.736376, cost_time=0:00:06.657687 2021-04-10 04:06:47,597 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.56ms, fps=1969 images/s, loss=0.0064, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:18.040264, arrival_time=2021-04-10 04:07:05.637417, cost_time=0:00:07.958968 2021-04-10 04:06:48,902 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.41ms, fps=1963 images/s, loss=0.0064, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:16.675092, arrival_time=2021-04-10 04:07:05.577120, cost_time=0:00:09.263935 2021-04-10 04:06:50,201 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.42ms, fps=1971 images/s, loss=0.0066, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:15.317104, arrival_time=2021-04-10 04:07:05.518690, cost_time=0:00:10.563522 2021-04-10 04:06:51,497 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.62ms, fps=1976 images/s, loss=0.0068, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:13.967726, arrival_time=2021-04-10 04:07:05.465215, cost_time=0:00:11.859398 2021-04-10 04:06:52,792 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.43ms, fps=1978 images/s, loss=0.0068, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:12.628128, arrival_time=2021-04-10 04:07:05.420364, cost_time=0:00:13.154259 2021-04-10 04:06:54,087 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.44ms, fps=1978 images/s, loss=0.0067, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:11.296530, arrival_time=2021-04-10 04:07:05.383585, cost_time=0:00:14.449079 2021-04-10 04:06:55,387 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.54ms, fps=1969 images/s, loss=0.0071, top1-acc=99.85%, top5-acc=99.99%, remaining_time=0:00:09.974848, arrival_time=2021-04-10 04:07:05.362644, cost_time=0:00:15.749731 2021-04-10 04:06:56,686 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.32ms, fps=1973 images/s, loss=0.0071, top1-acc=99.85%, top5-acc=99.99%, remaining_time=0:00:08.655240, arrival_time=2021-04-10 04:07:05.341389, cost_time=0:00:17.048147 2021-04-10 04:06:57,988 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.55ms, fps=1966 images/s, loss=0.0070, top1-acc=99.85%, top5-acc=99.99%, remaining_time=0:00:07.340200, arrival_time=2021-04-10 04:07:05.328826, cost_time=0:00:18.350553 2021-04-10 04:06:59,290 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.91ms, fps=1968 images/s, loss=0.0069, top1-acc=99.85%, top5-acc=99.99%, remaining_time=0:00:06.026598, arrival_time=2021-04-10 04:07:05.316680, cost_time=0:00:19.652012 2021-04-10 04:07:00,585 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.34ms, fps=1977 images/s, loss=0.0069, top1-acc=99.85%, top5-acc=99.99%, remaining_time=0:00:04.713228, arrival_time=2021-04-10 04:07:05.298819, cost_time=0:00:20.947618 2021-04-10 04:07:01,880 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.66ms, fps=1977 images/s, loss=0.0069, top1-acc=99.85%, top5-acc=99.99%, remaining_time=0:00:03.401840, arrival_time=2021-04-10 04:07:05.282628, cost_time=0:00:22.242727 2021-04-10 04:07:03,181 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.35ms, fps=1969 images/s, loss=0.0071, top1-acc=99.85%, top5-acc=99.99%, remaining_time=0:00:02.092720, arrival_time=2021-04-10 04:07:05.273882, cost_time=0:00:23.543180 2021-04-10 04:07:04,482 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.85ms, fps=1968 images/s, loss=0.0070, top1-acc=99.85%, top5-acc=99.99%, remaining_time=0:00:00.784572, arrival_time=2021-04-10 04:07:05.267306, cost_time=0:00:24.844726 2021-04-10 04:07:05,196 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.27ms, fps=1945 images/s, loss=0.0070, top1-acc=99.85%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:05.196935, cost_time=0:00:25.558953 2021-04-10 04:07:05,699 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=0.20ms, fps=5106 images/s, loss=1.5936, top1-acc=73.98%, top5-acc=90.04%, remaining_time=0:00:01.504080, arrival_time=2021-04-10 04:07:07.203484, cost_time=0:00:00.501359 2021-04-10 04:07:06,127 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.27ms, fps=5980 images/s, loss=1.6356, top1-acc=73.55%, top5-acc=89.98%, remaining_time=0:00:00.929760, arrival_time=2021-04-10 04:07:07.057578, cost_time=0:00:00.929768 2021-04-10 04:07:06,552 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.27ms, fps=6030 images/s, loss=1.6367, top1-acc=73.66%, top5-acc=90.43%, remaining_time=0:00:00.451550, arrival_time=2021-04-10 04:07:07.004250, cost_time=0:00:01.354644 2021-04-10 04:07:06,939 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.06ms, fps=6006 images/s, loss=1.6102, top1-acc=73.72%, top5-acc=90.62%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:06.939314, cost_time=0:00:01.741297 2021-04-10 04:07:07,719 INFO : Epoch=0186 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:06:39.959854, arrival_time=2021-04-10 04:13:47.678873, cost_time=1:28:33.752269 2021-04-10 04:07:07,719 INFO : Train start, epoch=0187, lr=0.001204 2021-04-10 04:07:09,195 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.39ms, fps=1735 images/s, loss=0.0078, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:27.440952, arrival_time=2021-04-10 04:07:36.636058, cost_time=0:00:01.475325 2021-04-10 04:07:10,498 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.46ms, fps=1965 images/s, loss=0.0069, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:24.450096, arrival_time=2021-04-10 04:07:34.948314, cost_time=0:00:02.778426 2021-04-10 04:07:11,795 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.63ms, fps=1974 images/s, loss=0.0080, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:22.551432, arrival_time=2021-04-10 04:07:34.346865, cost_time=0:00:04.075551 2021-04-10 04:07:13,090 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.39ms, fps=1977 images/s, loss=0.0086, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:20.947368, arrival_time=2021-04-10 04:07:34.038291, cost_time=0:00:05.371140 2021-04-10 04:07:14,388 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.42ms, fps=1974 images/s, loss=0.0087, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:19.472020, arrival_time=2021-04-10 04:07:33.860340, cost_time=0:00:06.668525 2021-04-10 04:07:15,682 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.36ms, fps=1979 images/s, loss=0.0082, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:18.047880, arrival_time=2021-04-10 04:07:33.730016, cost_time=0:00:07.962315 2021-04-10 04:07:16,979 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=2.51ms, fps=1974 images/s, loss=0.0081, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:16.667658, arrival_time=2021-04-10 04:07:33.647226, cost_time=0:00:09.259784 2021-04-10 04:07:18,275 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.32ms, fps=1975 images/s, loss=0.0078, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:15.306432, arrival_time=2021-04-10 04:07:33.582377, cost_time=0:00:10.556163 2021-04-10 04:07:19,574 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.40ms, fps=1972 images/s, loss=0.0074, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:13.962320, arrival_time=2021-04-10 04:07:33.537020, cost_time=0:00:11.854828 2021-04-10 04:07:20,873 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.54ms, fps=1972 images/s, loss=0.0072, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:12.627264, arrival_time=2021-04-10 04:07:33.500550, cost_time=0:00:13.153398 2021-04-10 04:07:22,168 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.44ms, fps=1978 images/s, loss=0.0072, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:11.296100, arrival_time=2021-04-10 04:07:33.464361, cost_time=0:00:14.448481 2021-04-10 04:07:23,464 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.33ms, fps=1976 images/s, loss=0.0072, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:09.971504, arrival_time=2021-04-10 04:07:33.436017, cost_time=0:00:15.744429 2021-04-10 04:07:24,767 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.42ms, fps=1967 images/s, loss=0.0069, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.654778, arrival_time=2021-04-10 04:07:33.421960, cost_time=0:00:17.047352 2021-04-10 04:07:26,072 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.54ms, fps=1963 images/s, loss=0.0069, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:07.340928, arrival_time=2021-04-10 04:07:33.413069, cost_time=0:00:18.352273 2021-04-10 04:07:27,374 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.40ms, fps=1966 images/s, loss=0.0072, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:06.027472, arrival_time=2021-04-10 04:07:33.402148, cost_time=0:00:19.654803 2021-04-10 04:07:28,671 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.43ms, fps=1976 images/s, loss=0.0075, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:04.714020, arrival_time=2021-04-10 04:07:33.385178, cost_time=0:00:20.951261 2021-04-10 04:07:29,967 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.44ms, fps=1975 images/s, loss=0.0073, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:03.402620, arrival_time=2021-04-10 04:07:33.370358, cost_time=0:00:22.247957 2021-04-10 04:07:31,265 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.39ms, fps=1974 images/s, loss=0.0072, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:02.092896, arrival_time=2021-04-10 04:07:33.357949, cost_time=0:00:23.545084 2021-04-10 04:07:32,563 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.22ms, fps=1972 images/s, loss=0.0072, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00.784542, arrival_time=2021-04-10 04:07:33.348106, cost_time=0:00:24.843775 2021-04-10 04:07:33,267 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.29ms, fps=1933 images/s, loss=0.0072, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:33.267639, cost_time=0:00:25.547873 2021-04-10 04:07:33,794 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=1.78ms, fps=4864 images/s, loss=1.6680, top1-acc=72.62%, top5-acc=89.53%, remaining_time=0:00:01.579020, arrival_time=2021-04-10 04:07:35.373918, cost_time=0:00:00.526336 2021-04-10 04:07:34,225 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.34ms, fps=5954 images/s, loss=1.6302, top1-acc=74.10%, top5-acc=90.72%, remaining_time=0:00:00.956660, arrival_time=2021-04-10 04:07:35.181871, cost_time=0:00:00.956651 2021-04-10 04:07:34,649 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.26ms, fps=6032 images/s, loss=1.6451, top1-acc=73.84%, top5-acc=90.47%, remaining_time=0:00:00.460460, arrival_time=2021-04-10 04:07:35.110403, cost_time=0:00:01.381384 2021-04-10 04:07:35,037 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.07ms, fps=5994 images/s, loss=1.6329, top1-acc=73.91%, top5-acc=90.74%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:35.037265, cost_time=0:00:01.768747 2021-04-10 04:07:35,760 INFO : Epoch=0187 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:06:11.354633, arrival_time=2021-04-10 04:13:47.115169, cost_time=1:29:01.793560 2021-04-10 04:07:35,761 INFO : Train start, epoch=0188, lr=0.001039 2021-04-10 04:07:37,208 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.34ms, fps=1769 images/s, loss=0.0047, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.911782, arrival_time=2021-04-10 04:08:04.119924, cost_time=0:00:01.446867 2021-04-10 04:07:38,501 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.46ms, fps=1980 images/s, loss=0.0052, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:24.113408, arrival_time=2021-04-10 04:08:02.614834, cost_time=0:00:02.740150 2021-04-10 04:07:39,796 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.57ms, fps=1978 images/s, loss=0.0051, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:22.324676, arrival_time=2021-04-10 04:08:02.120611, cost_time=0:00:04.034568 2021-04-10 04:07:41,098 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.45ms, fps=1966 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.815860, arrival_time=2021-04-10 04:08:01.914647, cost_time=0:00:05.337415 2021-04-10 04:07:42,406 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=2.01ms, fps=1959 images/s, loss=0.0050, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:19.403400, arrival_time=2021-04-10 04:08:01.809795, cost_time=0:00:06.645024 2021-04-10 04:07:43,708 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.97ms, fps=1967 images/s, loss=0.0053, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:18.013744, arrival_time=2021-04-10 04:08:01.722366, cost_time=0:00:07.947247 2021-04-10 04:07:45,013 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=2.74ms, fps=1964 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.652916, arrival_time=2021-04-10 04:08:01.665966, cost_time=0:00:09.251624 2021-04-10 04:07:46,308 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.39ms, fps=1978 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:15.292976, arrival_time=2021-04-10 04:08:01.601111, cost_time=0:00:10.546862 2021-04-10 04:07:47,605 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.46ms, fps=1974 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:13.950130, arrival_time=2021-04-10 04:08:01.555811, cost_time=0:00:11.844406 2021-04-10 04:07:48,901 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.35ms, fps=1976 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.614592, arrival_time=2021-04-10 04:08:01.516012, cost_time=0:00:13.140150 2021-04-10 04:07:50,199 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.53ms, fps=1973 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.287930, arrival_time=2021-04-10 04:08:01.487303, cost_time=0:00:14.438101 2021-04-10 04:07:51,495 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.33ms, fps=1976 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.964968, arrival_time=2021-04-10 04:08:01.460533, cost_time=0:00:15.734200 2021-04-10 04:07:52,793 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.43ms, fps=1974 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.646924, arrival_time=2021-04-10 04:08:01.440113, cost_time=0:00:17.031804 2021-04-10 04:07:54,084 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.46ms, fps=1983 images/s, loss=0.0060, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.329392, arrival_time=2021-04-10 04:08:01.414083, cost_time=0:00:18.323417 2021-04-10 04:07:55,386 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.49ms, fps=1967 images/s, loss=0.0060, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.018410, arrival_time=2021-04-10 04:08:01.405096, cost_time=0:00:19.625212 2021-04-10 04:07:56,683 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.59ms, fps=1975 images/s, loss=0.0060, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.707468, arrival_time=2021-04-10 04:08:01.390878, cost_time=0:00:20.922128 2021-04-10 04:07:57,976 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.49ms, fps=1981 images/s, loss=0.0062, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.397550, arrival_time=2021-04-10 04:08:01.373603, cost_time=0:00:22.214782 2021-04-10 04:07:59,269 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.31ms, fps=1980 images/s, loss=0.0062, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.089616, arrival_time=2021-04-10 04:08:01.359080, cost_time=0:00:23.508191 2021-04-10 04:08:00,568 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.22ms, fps=1971 images/s, loss=0.0062, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.783390, arrival_time=2021-04-10 04:08:01.352057, cost_time=0:00:24.807390 2021-04-10 04:08:01,268 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.22ms, fps=1946 images/s, loss=0.0062, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:01.267999, cost_time=0:00:25.506735 2021-04-10 04:08:01,765 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=1.75ms, fps=5159 images/s, loss=1.6936, top1-acc=73.79%, top5-acc=90.35%, remaining_time=0:00:01.488630, arrival_time=2021-04-10 04:08:03.253877, cost_time=0:00:00.496211 2021-04-10 04:08:02,192 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.42ms, fps=6001 images/s, loss=1.6498, top1-acc=73.48%, top5-acc=90.62%, remaining_time=0:00:00.923220, arrival_time=2021-04-10 04:08:03.115466, cost_time=0:00:00.923214 2021-04-10 04:08:02,618 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.28ms, fps=6011 images/s, loss=1.6327, top1-acc=73.87%, top5-acc=90.62%, remaining_time=0:00:00.449860, arrival_time=2021-04-10 04:08:03.068423, cost_time=0:00:01.349582 2021-04-10 04:08:03,005 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.08ms, fps=5996 images/s, loss=1.6271, top1-acc=73.84%, top5-acc=90.76%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:03.005809, cost_time=0:00:01.736862 2021-04-10 04:08:03,830 INFO : Epoch=0188 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:05:42.757284, arrival_time=2021-04-10 04:13:46.588222, cost_time=1:29:29.864180 2021-04-10 04:08:03,831 INFO : Train start, epoch=0189, lr=0.000886 2021-04-10 04:08:05,281 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.42ms, fps=1766 images/s, loss=0.0041, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:26.963304, arrival_time=2021-04-10 04:08:32.244562, cost_time=0:00:01.449641 2021-04-10 04:08:06,575 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.60ms, fps=1979 images/s, loss=0.0055, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:24.146672, arrival_time=2021-04-10 04:08:30.722230, cost_time=0:00:02.743937 2021-04-10 04:08:07,868 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.58ms, fps=1981 images/s, loss=0.0055, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:22.337126, arrival_time=2021-04-10 04:08:30.205558, cost_time=0:00:04.036818 2021-04-10 04:08:09,164 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.49ms, fps=1975 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.799480, arrival_time=2021-04-10 04:08:29.964308, cost_time=0:00:05.333203 2021-04-10 04:08:10,465 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.42ms, fps=1970 images/s, loss=0.0061, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:19.368944, arrival_time=2021-04-10 04:08:29.833920, cost_time=0:00:06.633221 2021-04-10 04:08:11,768 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.44ms, fps=1965 images/s, loss=0.0060, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:17.989400, arrival_time=2021-04-10 04:08:29.757622, cost_time=0:00:07.936505 2021-04-10 04:08:13,066 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.78ms, fps=1973 images/s, loss=0.0057, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.622550, arrival_time=2021-04-10 04:08:29.688922, cost_time=0:00:09.234750 2021-04-10 04:08:14,368 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.35ms, fps=1967 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.277780, arrival_time=2021-04-10 04:08:29.645860, cost_time=0:00:10.536374 2021-04-10 04:08:15,667 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.35ms, fps=1971 images/s, loss=0.0058, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:13.939742, arrival_time=2021-04-10 04:08:29.607064, cost_time=0:00:11.835641 2021-04-10 04:08:16,971 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.39ms, fps=1963 images/s, loss=0.0058, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.614400, arrival_time=2021-04-10 04:08:29.586138, cost_time=0:00:13.140033 2021-04-10 04:08:18,266 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.45ms, fps=1978 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.285436, arrival_time=2021-04-10 04:08:29.552060, cost_time=0:00:14.434878 2021-04-10 04:08:19,565 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.57ms, fps=1972 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.964892, arrival_time=2021-04-10 04:08:29.530498, cost_time=0:00:15.733983 2021-04-10 04:08:20,869 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.71ms, fps=1964 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.649894, arrival_time=2021-04-10 04:08:29.519302, cost_time=0:00:17.037705 2021-04-10 04:08:22,174 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.39ms, fps=1963 images/s, loss=0.0060, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.336896, arrival_time=2021-04-10 04:08:29.510814, cost_time=0:00:18.342211 2021-04-10 04:08:23,472 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.40ms, fps=1973 images/s, loss=0.0059, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.023010, arrival_time=2021-04-10 04:08:29.495026, cost_time=0:00:19.640317 2021-04-10 04:08:24,775 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.41ms, fps=1965 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.712328, arrival_time=2021-04-10 04:08:29.487766, cost_time=0:00:20.943683 2021-04-10 04:08:26,073 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.45ms, fps=1973 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.401736, arrival_time=2021-04-10 04:08:29.475562, cost_time=0:00:22.242111 2021-04-10 04:08:27,375 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.39ms, fps=1968 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.092736, arrival_time=2021-04-10 04:08:29.467729, cost_time=0:00:23.543367 2021-04-10 04:08:28,673 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.31ms, fps=1972 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00.784488, arrival_time=2021-04-10 04:08:29.458247, cost_time=0:00:24.842143 2021-04-10 04:08:29,377 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.25ms, fps=1933 images/s, loss=0.0059, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:29.377725, cost_time=0:00:25.546030 2021-04-10 04:08:29,881 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=1.37ms, fps=5099 images/s, loss=1.5932, top1-acc=73.32%, top5-acc=91.60%, remaining_time=0:00:01.506240, arrival_time=2021-04-10 04:08:31.387193, cost_time=0:00:00.502075 2021-04-10 04:08:30,308 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.30ms, fps=5999 images/s, loss=1.6171, top1-acc=73.54%, top5-acc=91.02%, remaining_time=0:00:00.929180, arrival_time=2021-04-10 04:08:31.237216, cost_time=0:00:00.929173 2021-04-10 04:08:30,734 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.38ms, fps=6009 images/s, loss=1.6331, top1-acc=73.70%, top5-acc=91.02%, remaining_time=0:00:00.451850, arrival_time=2021-04-10 04:08:31.186275, cost_time=0:00:01.355557 2021-04-10 04:08:31,122 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.06ms, fps=5982 images/s, loss=1.6161, top1-acc=73.81%, top5-acc=90.84%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:31.122557, cost_time=0:00:01.743724 2021-04-10 04:08:31,938 INFO : Epoch=0189 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:05:14.167678, arrival_time=2021-04-10 04:13:46.106379, cost_time=1:29:57.971952 2021-04-10 04:08:31,939 INFO : Train start, epoch=0190, lr=0.000745 2021-04-10 04:08:33,392 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.66ms, fps=1762 images/s, loss=0.0050, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.016686, arrival_time=2021-04-10 04:09:00.408686, cost_time=0:00:01.452512 2021-04-10 04:08:34,688 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.89ms, fps=1976 images/s, loss=0.0054, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:24.188384, arrival_time=2021-04-10 04:08:58.876546, cost_time=0:00:02.748690 2021-04-10 04:08:35,983 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.69ms, fps=1977 images/s, loss=0.0051, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:22.376468, arrival_time=2021-04-10 04:08:58.359802, cost_time=0:00:04.043935 2021-04-10 04:08:37,276 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.36ms, fps=1981 images/s, loss=0.0054, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:20.813364, arrival_time=2021-04-10 04:08:58.089614, cost_time=0:00:05.336778 2021-04-10 04:08:38,575 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.57ms, fps=1971 images/s, loss=0.0059, top1-acc=99.87%, top5-acc=99.99%, remaining_time=0:00:19.378142, arrival_time=2021-04-10 04:08:57.953965, cost_time=0:00:06.636346 2021-04-10 04:08:39,873 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.53ms, fps=1973 images/s, loss=0.0063, top1-acc=99.88%, top5-acc=99.99%, remaining_time=0:00:17.984368, arrival_time=2021-04-10 04:08:57.858158, cost_time=0:00:07.934304 2021-04-10 04:08:41,169 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.32ms, fps=1977 images/s, loss=0.0061, top1-acc=99.89%, top5-acc=99.99%, remaining_time=0:00:16.613856, arrival_time=2021-04-10 04:08:57.783169, cost_time=0:00:09.229922 2021-04-10 04:08:42,469 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.46ms, fps=1969 images/s, loss=0.0063, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:15.269080, arrival_time=2021-04-10 04:08:57.738930, cost_time=0:00:10.530367 2021-04-10 04:08:43,763 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.43ms, fps=1980 images/s, loss=0.0063, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:13.925750, arrival_time=2021-04-10 04:08:57.688907, cost_time=0:00:11.823748 2021-04-10 04:08:45,057 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.43ms, fps=1978 images/s, loss=0.0060, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.593472, arrival_time=2021-04-10 04:08:57.651093, cost_time=0:00:13.118224 2021-04-10 04:08:46,359 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.35ms, fps=1967 images/s, loss=0.0061, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.274084, arrival_time=2021-04-10 04:08:57.633924, cost_time=0:00:14.420360 2021-04-10 04:08:47,655 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.36ms, fps=1977 images/s, loss=0.0061, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.953416, arrival_time=2021-04-10 04:08:57.608829, cost_time=0:00:15.715938 2021-04-10 04:08:48,950 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.35ms, fps=1977 images/s, loss=0.0061, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.636562, arrival_time=2021-04-10 04:08:57.587388, cost_time=0:00:17.011438 2021-04-10 04:08:50,245 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.54ms, fps=1979 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.322168, arrival_time=2021-04-10 04:08:57.567127, cost_time=0:00:18.305415 2021-04-10 04:08:51,546 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.55ms, fps=1968 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.012890, arrival_time=2021-04-10 04:08:57.559480, cost_time=0:00:19.607190 2021-04-10 04:08:52,840 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.45ms, fps=1979 images/s, loss=0.0060, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.702716, arrival_time=2021-04-10 04:08:57.543099, cost_time=0:00:20.900952 2021-04-10 04:08:54,140 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.35ms, fps=1970 images/s, loss=0.0062, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.395418, arrival_time=2021-04-10 04:08:57.535583, cost_time=0:00:22.200770 2021-04-10 04:08:55,431 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.37ms, fps=1983 images/s, loss=0.0061, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.088192, arrival_time=2021-04-10 04:08:57.519678, cost_time=0:00:23.492085 2021-04-10 04:08:56,728 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.22ms, fps=1975 images/s, loss=0.0061, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00.782796, arrival_time=2021-04-10 04:08:57.510917, cost_time=0:00:24.788556 2021-04-10 04:08:57,434 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.25ms, fps=1927 images/s, loss=0.0062, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:57.434704, cost_time=0:00:25.495316 2021-04-10 04:08:57,942 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=1.44ms, fps=5056 images/s, loss=1.7051, top1-acc=72.77%, top5-acc=90.94%, remaining_time=0:00:01.518960, arrival_time=2021-04-10 04:08:59.460995, cost_time=0:00:00.506320 2021-04-10 04:08:58,369 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.39ms, fps=6000 images/s, loss=1.6259, top1-acc=73.67%, top5-acc=91.04%, remaining_time=0:00:00.933480, arrival_time=2021-04-10 04:08:59.302615, cost_time=0:00:00.933476 2021-04-10 04:08:58,800 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.76ms, fps=5940 images/s, loss=1.6284, top1-acc=73.80%, top5-acc=90.99%, remaining_time=0:00:00.454920, arrival_time=2021-04-10 04:08:59.255323, cost_time=0:00:01.364753 2021-04-10 04:08:59,188 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.06ms, fps=5979 images/s, loss=1.6242, top1-acc=73.71%, top5-acc=90.91%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:59.188701, cost_time=0:00:01.753069 2021-04-10 04:08:59,935 INFO : Epoch=0190 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:04:45.577290, arrival_time=2021-04-10 04:13:45.512641, cost_time=1:30:25.968599 2021-04-10 04:08:59,935 INFO : Train start, epoch=0191, lr=0.000616 2021-04-10 04:09:01,398 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=0.28ms, fps=1751 images/s, loss=0.0087, top1-acc=99.84%, top5-acc=99.96%, remaining_time=0:00:27.191526, arrival_time=2021-04-10 04:09:28.589582, cost_time=0:00:01.461913 2021-04-10 04:09:02,691 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.36ms, fps=1981 images/s, loss=0.0079, top1-acc=99.88%, top5-acc=99.98%, remaining_time=0:00:24.245056, arrival_time=2021-04-10 04:09:26.936204, cost_time=0:00:02.755127 2021-04-10 04:09:03,986 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.61ms, fps=1977 images/s, loss=0.0068, top1-acc=99.91%, top5-acc=99.99%, remaining_time=0:00:22.413320, arrival_time=2021-04-10 04:09:26.400073, cost_time=0:00:04.050588 2021-04-10 04:09:05,284 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.40ms, fps=1974 images/s, loss=0.0066, top1-acc=99.90%, top5-acc=99.99%, remaining_time=0:00:20.858136, arrival_time=2021-04-10 04:09:26.142397, cost_time=0:00:05.348240 2021-04-10 04:09:06,577 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.34ms, fps=1980 images/s, loss=0.0066, top1-acc=99.89%, top5-acc=99.99%, remaining_time=0:00:19.393034, arrival_time=2021-04-10 04:09:25.970592, cost_time=0:00:06.641462 2021-04-10 04:09:07,874 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.52ms, fps=1974 images/s, loss=0.0069, top1-acc=99.88%, top5-acc=99.99%, remaining_time=0:00:17.994568, arrival_time=2021-04-10 04:09:25.869388, cost_time=0:00:07.938784 2021-04-10 04:09:09,171 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.39ms, fps=1974 images/s, loss=0.0066, top1-acc=99.88%, top5-acc=99.99%, remaining_time=0:00:16.624314, arrival_time=2021-04-10 04:09:25.796120, cost_time=0:00:09.235750 2021-04-10 04:09:10,470 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.41ms, fps=1973 images/s, loss=0.0063, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:15.274416, arrival_time=2021-04-10 04:09:25.744522, cost_time=0:00:10.534086 2021-04-10 04:09:11,763 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.35ms, fps=1981 images/s, loss=0.0063, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:13.929460, arrival_time=2021-04-10 04:09:25.692560, cost_time=0:00:11.826875 2021-04-10 04:09:13,057 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.42ms, fps=1979 images/s, loss=0.0062, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.596544, arrival_time=2021-04-10 04:09:25.653927, cost_time=0:00:13.121361 2021-04-10 04:09:14,354 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.41ms, fps=1975 images/s, loss=0.0062, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:11.272192, arrival_time=2021-04-10 04:09:25.626190, cost_time=0:00:14.417969 2021-04-10 04:09:15,646 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.39ms, fps=1982 images/s, loss=0.0060, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.949844, arrival_time=2021-04-10 04:09:25.596453, cost_time=0:00:15.710276 2021-04-10 04:09:16,948 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=2.28ms, fps=1968 images/s, loss=0.0061, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.637090, arrival_time=2021-04-10 04:09:25.585570, cost_time=0:00:17.012400 2021-04-10 04:09:18,256 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.52ms, fps=1958 images/s, loss=0.0061, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.328048, arrival_time=2021-04-10 04:09:25.584336, cost_time=0:00:18.320182 2021-04-10 04:09:19,551 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.42ms, fps=1977 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.015466, arrival_time=2021-04-10 04:09:25.567149, cost_time=0:00:19.615659 2021-04-10 04:09:20,845 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.35ms, fps=1979 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.704624, arrival_time=2021-04-10 04:09:25.550166, cost_time=0:00:20.909436 2021-04-10 04:09:22,142 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.49ms, fps=1975 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.396224, arrival_time=2021-04-10 04:09:25.538274, cost_time=0:00:22.206013 2021-04-10 04:09:23,433 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.43ms, fps=1983 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.088672, arrival_time=2021-04-10 04:09:25.522221, cost_time=0:00:23.497539 2021-04-10 04:09:24,726 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.94ms, fps=1981 images/s, loss=0.0060, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.782844, arrival_time=2021-04-10 04:09:25.508873, cost_time=0:00:24.790004 2021-04-10 04:09:25,427 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.28ms, fps=1941 images/s, loss=0.0061, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:25.427052, cost_time=0:00:25.491045 2021-04-10 04:09:25,934 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=2.40ms, fps=5057 images/s, loss=1.6904, top1-acc=72.73%, top5-acc=90.94%, remaining_time=0:00:01.518510, arrival_time=2021-04-10 04:09:27.452664, cost_time=0:00:00.506173 2021-04-10 04:09:26,359 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.26ms, fps=6022 images/s, loss=1.6807, top1-acc=72.73%, top5-acc=90.90%, remaining_time=0:00:00.931620, arrival_time=2021-04-10 04:09:27.291300, cost_time=0:00:00.931627 2021-04-10 04:09:26,785 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.47ms, fps=6015 images/s, loss=1.6366, top1-acc=73.78%, top5-acc=90.86%, remaining_time=0:00:00.452570, arrival_time=2021-04-10 04:09:27.238261, cost_time=0:00:01.357706 2021-04-10 04:09:27,176 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.06ms, fps=5939 images/s, loss=1.6309, top1-acc=73.79%, top5-acc=90.88%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:27.176693, cost_time=0:00:01.748716 2021-04-10 04:09:27,977 INFO : Epoch=0191 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:04:16.995252, arrival_time=2021-04-10 04:13:44.972349, cost_time=1:30:54.010309 2021-04-10 04:09:27,978 INFO : Train start, epoch=0192, lr=0.000499 2021-04-10 04:09:29,434 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.30ms, fps=1758 images/s, loss=0.0042, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:27.082158, arrival_time=2021-04-10 04:09:56.516476, cost_time=0:00:01.456033 2021-04-10 04:09:30,735 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.48ms, fps=1969 images/s, loss=0.0045, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:24.258432, arrival_time=2021-04-10 04:09:54.993423, cost_time=0:00:02.756635 2021-04-10 04:09:32,035 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.52ms, fps=1969 images/s, loss=0.0052, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:22.449508, arrival_time=2021-04-10 04:09:54.485015, cost_time=0:00:04.057141 2021-04-10 04:09:33,332 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.31ms, fps=1975 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.880756, arrival_time=2021-04-10 04:09:54.213127, cost_time=0:00:05.354054 2021-04-10 04:09:34,636 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.88ms, fps=1965 images/s, loss=0.0052, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:19.440484, arrival_time=2021-04-10 04:09:54.076557, cost_time=0:00:06.657702 2021-04-10 04:09:35,938 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.50ms, fps=1967 images/s, loss=0.0050, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.042712, arrival_time=2021-04-10 04:09:53.981126, cost_time=0:00:07.960001 2021-04-10 04:09:37,236 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.71ms, fps=1973 images/s, loss=0.0052, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.664634, arrival_time=2021-04-10 04:09:53.901231, cost_time=0:00:09.258124 2021-04-10 04:09:38,532 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.70ms, fps=1977 images/s, loss=0.0054, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.303996, arrival_time=2021-04-10 04:09:53.836719, cost_time=0:00:10.554451 2021-04-10 04:09:39,832 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.61ms, fps=1970 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.961472, arrival_time=2021-04-10 04:09:53.793910, cost_time=0:00:11.854080 2021-04-10 04:09:41,131 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.41ms, fps=1972 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.626688, arrival_time=2021-04-10 04:09:53.757901, cost_time=0:00:13.152849 2021-04-10 04:09:42,429 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.48ms, fps=1974 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.297734, arrival_time=2021-04-10 04:09:53.726780, cost_time=0:00:14.450628 2021-04-10 04:09:43,723 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.42ms, fps=1978 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.972036, arrival_time=2021-04-10 04:09:53.695695, cost_time=0:00:15.745303 2021-04-10 04:09:45,017 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.38ms, fps=1980 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.650488, arrival_time=2021-04-10 04:09:53.667600, cost_time=0:00:17.038827 2021-04-10 04:09:46,320 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.45ms, fps=1965 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.336896, arrival_time=2021-04-10 04:09:53.657453, cost_time=0:00:18.342172 2021-04-10 04:09:47,617 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.39ms, fps=1976 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.022550, arrival_time=2021-04-10 04:09:53.639603, cost_time=0:00:19.638697 2021-04-10 04:09:48,911 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.51ms, fps=1979 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.709916, arrival_time=2021-04-10 04:09:53.621077, cost_time=0:00:20.932882 2021-04-10 04:09:50,218 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.79ms, fps=1960 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.401346, arrival_time=2021-04-10 04:09:53.619251, cost_time=0:00:22.239539 2021-04-10 04:09:51,520 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.31ms, fps=1967 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.092608, arrival_time=2021-04-10 04:09:53.612886, cost_time=0:00:23.541851 2021-04-10 04:09:52,819 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.56ms, fps=1972 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.784458, arrival_time=2021-04-10 04:09:53.603966, cost_time=0:00:24.841173 2021-04-10 04:09:53,520 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.24ms, fps=1941 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:53.520820, cost_time=0:00:25.542554 2021-04-10 04:09:54,066 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=0.21ms, fps=4699 images/s, loss=1.6213, top1-acc=73.24%, top5-acc=90.55%, remaining_time=0:00:01.634220, arrival_time=2021-04-10 04:09:55.700727, cost_time=0:00:00.544735 2021-04-10 04:09:54,490 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.44ms, fps=6041 images/s, loss=1.6175, top1-acc=74.06%, top5-acc=90.33%, remaining_time=0:00:00.968840, arrival_time=2021-04-10 04:09:55.459465, cost_time=0:00:00.968841 2021-04-10 04:09:54,918 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.52ms, fps=5992 images/s, loss=1.6534, top1-acc=73.65%, top5-acc=90.53%, remaining_time=0:00:00.465480, arrival_time=2021-04-10 04:09:55.383674, cost_time=0:00:01.396425 2021-04-10 04:09:55,309 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.17ms, fps=5942 images/s, loss=1.6419, top1-acc=73.94%, top5-acc=90.77%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:55.309016, cost_time=0:00:01.787172 2021-04-10 04:09:56,664 INFO : Epoch=0192 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:03:48.445744, arrival_time=2021-04-10 04:13:45.110341, cost_time=1:31:22.697804 2021-04-10 04:09:56,665 INFO : Train start, epoch=0193, lr=0.000394 2021-04-10 04:09:58,120 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.79ms, fps=1759 images/s, loss=0.0070, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:27.064116, arrival_time=2021-04-10 04:10:25.184854, cost_time=0:00:01.455061 2021-04-10 04:09:59,415 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.91ms, fps=1979 images/s, loss=0.0061, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:24.196304, arrival_time=2021-04-10 04:10:23.611547, cost_time=0:00:02.749571 2021-04-10 04:10:00,723 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.62ms, fps=1958 images/s, loss=0.0062, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:22.453326, arrival_time=2021-04-10 04:10:23.176757, cost_time=0:00:04.057820 2021-04-10 04:10:02,021 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.57ms, fps=1973 images/s, loss=0.0059, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:20.886528, arrival_time=2021-04-10 04:10:22.907741, cost_time=0:00:05.355531 2021-04-10 04:10:03,340 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.59ms, fps=1942 images/s, loss=0.0059, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:19.488810, arrival_time=2021-04-10 04:10:22.828788, cost_time=0:00:06.674249 2021-04-10 04:10:04,645 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.44ms, fps=1962 images/s, loss=0.0059, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:18.087048, arrival_time=2021-04-10 04:10:22.732326, cost_time=0:00:07.979587 2021-04-10 04:10:05,947 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=2.28ms, fps=1968 images/s, loss=0.0060, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:16.706340, arrival_time=2021-04-10 04:10:22.653306, cost_time=0:00:09.281292 2021-04-10 04:10:07,252 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.38ms, fps=1963 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:15.350164, arrival_time=2021-04-10 04:10:22.602246, cost_time=0:00:10.586307 2021-04-10 04:10:08,554 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.52ms, fps=1966 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:14.002706, arrival_time=2021-04-10 04:10:22.557516, cost_time=0:00:11.889131 2021-04-10 04:10:09,857 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.84ms, fps=1966 images/s, loss=0.0059, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.664320, arrival_time=2021-04-10 04:10:22.522004, cost_time=0:00:13.191996 2021-04-10 04:10:11,161 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.40ms, fps=1965 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.332994, arrival_time=2021-04-10 04:10:22.494361, cost_time=0:00:14.495682 2021-04-10 04:10:12,464 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.62ms, fps=1966 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.005856, arrival_time=2021-04-10 04:10:22.470274, cost_time=0:00:15.798707 2021-04-10 04:10:13,755 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.53ms, fps=1984 images/s, loss=0.0057, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.676162, arrival_time=2021-04-10 04:10:22.431215, cost_time=0:00:17.089461 2021-04-10 04:10:15,052 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.49ms, fps=1974 images/s, loss=0.0059, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:07.354648, arrival_time=2021-04-10 04:10:22.407016, cost_time=0:00:18.386580 2021-04-10 04:10:16,361 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=2.20ms, fps=1956 images/s, loss=0.0060, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.040076, arrival_time=2021-04-10 04:10:22.401677, cost_time=0:00:19.695959 2021-04-10 04:10:17,663 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.35ms, fps=1968 images/s, loss=0.0061, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.724460, arrival_time=2021-04-10 04:10:22.387721, cost_time=0:00:20.997578 2021-04-10 04:10:18,958 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.34ms, fps=1977 images/s, loss=0.0061, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.409510, arrival_time=2021-04-10 04:10:22.368105, cost_time=0:00:22.292893 2021-04-10 04:10:20,260 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.40ms, fps=1968 images/s, loss=0.0062, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:02.097264, arrival_time=2021-04-10 04:10:22.357218, cost_time=0:00:23.594269 2021-04-10 04:10:21,558 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.44ms, fps=1973 images/s, loss=0.0061, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00.786078, arrival_time=2021-04-10 04:10:22.344267, cost_time=0:00:24.892488 2021-04-10 04:10:22,258 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.24ms, fps=1942 images/s, loss=0.0062, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:22.258903, cost_time=0:00:25.593317 2021-04-10 04:10:22,786 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=0.30ms, fps=4858 images/s, loss=1.6634, top1-acc=73.95%, top5-acc=89.84%, remaining_time=0:00:01.580700, arrival_time=2021-04-10 04:10:24.367471, cost_time=0:00:00.526897 2021-04-10 04:10:23,212 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.28ms, fps=6018 images/s, loss=1.6792, top1-acc=73.16%, top5-acc=90.29%, remaining_time=0:00:00.952660, arrival_time=2021-04-10 04:10:24.165183, cost_time=0:00:00.952653 2021-04-10 04:10:23,638 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.35ms, fps=6012 images/s, loss=1.6237, top1-acc=73.96%, top5-acc=90.98%, remaining_time=0:00:00.459600, arrival_time=2021-04-10 04:10:24.098274, cost_time=0:00:01.378812 2021-04-10 04:10:24,027 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.06ms, fps=5970 images/s, loss=1.6493, top1-acc=73.85%, top5-acc=90.96%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:24.027582, cost_time=0:00:01.767757 2021-04-10 04:10:24,817 INFO : Epoch=0193 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:03:19.875396, arrival_time=2021-04-10 04:13:44.692345, cost_time=1:31:50.850168 2021-04-10 04:10:24,817 INFO : Train start, epoch=0194, lr=0.000302 2021-04-10 04:10:26,280 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=0.36ms, fps=1750 images/s, loss=0.0050, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:27.203988, arrival_time=2021-04-10 04:10:53.484620, cost_time=0:00:01.462584 2021-04-10 04:10:27,574 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.89ms, fps=1979 images/s, loss=0.0056, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:24.260720, arrival_time=2021-04-10 04:10:51.835568, cost_time=0:00:02.756895 2021-04-10 04:10:28,875 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=2.26ms, fps=1969 images/s, loss=0.0059, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:22.452164, arrival_time=2021-04-10 04:10:51.327816, cost_time=0:00:04.057618 2021-04-10 04:10:30,169 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.40ms, fps=1979 images/s, loss=0.0057, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:20.872332, arrival_time=2021-04-10 04:10:51.042158, cost_time=0:00:05.351876 2021-04-10 04:10:31,465 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.41ms, fps=1977 images/s, loss=0.0054, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:19.408948, arrival_time=2021-04-10 04:10:50.873901, cost_time=0:00:06.646919 2021-04-10 04:10:32,767 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.52ms, fps=1967 images/s, loss=0.0052, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:18.018232, arrival_time=2021-04-10 04:10:50.785430, cost_time=0:00:07.949225 2021-04-10 04:10:34,074 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.62ms, fps=1959 images/s, loss=0.0051, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:16.661610, arrival_time=2021-04-10 04:10:50.736181, cost_time=0:00:09.256461 2021-04-10 04:10:35,381 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=2.24ms, fps=1960 images/s, loss=0.0052, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:15.317104, arrival_time=2021-04-10 04:10:50.698905, cost_time=0:00:10.563552 2021-04-10 04:10:36,682 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.40ms, fps=1969 images/s, loss=0.0052, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:13.973980, arrival_time=2021-04-10 04:10:50.656672, cost_time=0:00:11.864730 2021-04-10 04:10:37,977 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.44ms, fps=1978 images/s, loss=0.0056, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.632928, arrival_time=2021-04-10 04:10:50.610151, cost_time=0:00:13.159273 2021-04-10 04:10:39,274 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.41ms, fps=1974 images/s, loss=0.0056, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:11.302550, arrival_time=2021-04-10 04:10:50.577301, cost_time=0:00:14.456718 2021-04-10 04:10:40,570 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.34ms, fps=1977 images/s, loss=0.0055, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.976520, arrival_time=2021-04-10 04:10:50.546930, cost_time=0:00:15.752448 2021-04-10 04:10:41,874 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.49ms, fps=1964 images/s, loss=0.0056, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.659332, arrival_time=2021-04-10 04:10:50.533604, cost_time=0:00:17.056229 2021-04-10 04:10:43,169 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.43ms, fps=1977 images/s, loss=0.0055, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:07.340648, arrival_time=2021-04-10 04:10:50.510300, cost_time=0:00:18.351611 2021-04-10 04:10:44,466 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.37ms, fps=1975 images/s, loss=0.0056, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:06.025494, arrival_time=2021-04-10 04:10:50.491790, cost_time=0:00:19.648344 2021-04-10 04:10:45,761 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.43ms, fps=1977 images/s, loss=0.0057, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:04.712328, arrival_time=2021-04-10 04:10:50.474063, cost_time=0:00:20.943705 2021-04-10 04:10:47,060 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.46ms, fps=1971 images/s, loss=0.0056, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:03.401866, arrival_time=2021-04-10 04:10:50.462786, cost_time=0:00:22.242923 2021-04-10 04:10:48,356 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.39ms, fps=1976 images/s, loss=0.0056, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:02.092352, arrival_time=2021-04-10 04:10:50.449278, cost_time=0:00:23.538971 2021-04-10 04:10:49,656 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.26ms, fps=1971 images/s, loss=0.0055, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00.784362, arrival_time=2021-04-10 04:10:50.440526, cost_time=0:00:24.838210 2021-04-10 04:10:50,360 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.74ms, fps=1931 images/s, loss=0.0056, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:50.360898, cost_time=0:00:25.542949 2021-04-10 04:10:50,860 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=0.19ms, fps=5135 images/s, loss=1.6025, top1-acc=74.49%, top5-acc=90.82%, remaining_time=0:00:01.495470, arrival_time=2021-04-10 04:10:52.355864, cost_time=0:00:00.498493 2021-04-10 04:10:51,284 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.38ms, fps=6035 images/s, loss=1.6432, top1-acc=74.12%, top5-acc=90.84%, remaining_time=0:00:00.923020, arrival_time=2021-04-10 04:10:52.207960, cost_time=0:00:00.923027 2021-04-10 04:10:51,711 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.74ms, fps=6008 images/s, loss=1.6119, top1-acc=74.06%, top5-acc=90.99%, remaining_time=0:00:00.449820, arrival_time=2021-04-10 04:10:52.161226, cost_time=0:00:01.349453 2021-04-10 04:10:52,101 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.07ms, fps=5954 images/s, loss=1.6461, top1-acc=73.63%, top5-acc=90.88%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:52.101504, cost_time=0:00:01.739565 2021-04-10 04:10:52,902 INFO : Epoch=0194 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:02:51.307302, arrival_time=2021-04-10 04:13:44.210207, cost_time=1:32:18.936149 2021-04-10 04:10:52,903 INFO : Train start, epoch=0195, lr=0.000222 2021-04-10 04:10:54,354 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=0.25ms, fps=1765 images/s, loss=0.0060, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:26.978184, arrival_time=2021-04-10 04:11:21.332234, cost_time=0:00:01.450439 2021-04-10 04:10:55,653 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.57ms, fps=1971 images/s, loss=0.0048, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:24.195072, arrival_time=2021-04-10 04:11:19.848183, cost_time=0:00:02.749431 2021-04-10 04:10:56,951 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.57ms, fps=1973 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:22.399044, arrival_time=2021-04-10 04:11:19.350851, cost_time=0:00:04.048018 2021-04-10 04:10:58,254 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.35ms, fps=1967 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.867028, arrival_time=2021-04-10 04:11:19.121286, cost_time=0:00:05.350533 2021-04-10 04:10:59,552 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.44ms, fps=1979 images/s, loss=0.0053, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:19.403400, arrival_time=2021-04-10 04:11:18.955700, cost_time=0:00:06.644983 2021-04-10 04:11:00,846 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.65ms, fps=1979 images/s, loss=0.0060, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:18.004224, arrival_time=2021-04-10 04:11:18.850917, cost_time=0:00:07.943063 2021-04-10 04:11:02,139 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=2.26ms, fps=1982 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:16.623684, arrival_time=2021-04-10 04:11:18.762705, cost_time=0:00:09.235367 2021-04-10 04:11:03,436 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.60ms, fps=1974 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:15.272328, arrival_time=2021-04-10 04:11:18.708668, cost_time=0:00:10.532646 2021-04-10 04:11:04,742 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.63ms, fps=1961 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:13.943028, arrival_time=2021-04-10 04:11:18.685131, cost_time=0:00:11.838401 2021-04-10 04:11:06,042 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.34ms, fps=1969 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.613536, arrival_time=2021-04-10 04:11:18.656368, cost_time=0:00:13.139135 2021-04-10 04:11:07,336 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.56ms, fps=1980 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.283716, arrival_time=2021-04-10 04:11:18.620047, cost_time=0:00:14.432627 2021-04-10 04:11:08,636 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.95ms, fps=1970 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:09.964056, arrival_time=2021-04-10 04:11:18.600375, cost_time=0:00:15.732702 2021-04-10 04:11:09,943 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.35ms, fps=1960 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.650686, arrival_time=2021-04-10 04:11:18.593642, cost_time=0:00:17.039215 2021-04-10 04:11:11,237 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.42ms, fps=1978 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.333704, arrival_time=2021-04-10 04:11:18.571628, cost_time=0:00:18.334308 2021-04-10 04:11:12,537 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=2.11ms, fps=1970 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.021078, arrival_time=2021-04-10 04:11:18.558620, cost_time=0:00:19.633877 2021-04-10 04:11:13,838 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.57ms, fps=1969 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.710276, arrival_time=2021-04-10 04:11:18.548506, cost_time=0:00:20.934530 2021-04-10 04:11:15,133 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.49ms, fps=1977 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.399890, arrival_time=2021-04-10 04:11:18.533704, cost_time=0:00:22.230053 2021-04-10 04:11:16,430 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.37ms, fps=1976 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.091232, arrival_time=2021-04-10 04:11:18.521270, cost_time=0:00:23.526425 2021-04-10 04:11:17,730 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.25ms, fps=1970 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.783996, arrival_time=2021-04-10 04:11:18.514307, cost_time=0:00:24.826613 2021-04-10 04:11:18,431 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.28ms, fps=1941 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:18.431590, cost_time=0:00:25.527984 2021-04-10 04:11:18,953 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=1.39ms, fps=4920 images/s, loss=1.5672, top1-acc=74.92%, top5-acc=91.41%, remaining_time=0:00:01.560840, arrival_time=2021-04-10 04:11:20.513857, cost_time=0:00:00.520278 2021-04-10 04:11:19,384 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.62ms, fps=5933 images/s, loss=1.5889, top1-acc=74.28%, top5-acc=91.07%, remaining_time=0:00:00.952260, arrival_time=2021-04-10 04:11:20.337195, cost_time=0:00:00.952257 2021-04-10 04:11:19,812 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.38ms, fps=5996 images/s, loss=1.6088, top1-acc=74.08%, top5-acc=91.17%, remaining_time=0:00:00.459850, arrival_time=2021-04-10 04:11:20.272091, cost_time=0:00:01.379562 2021-04-10 04:11:20,199 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.07ms, fps=5998 images/s, loss=1.6270, top1-acc=73.82%, top5-acc=90.96%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:20.199364, cost_time=0:00:01.766723 2021-04-10 04:11:21,023 INFO : Epoch=0195 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:02:22.745030, arrival_time=2021-04-10 04:13:43.768012, cost_time=1:32:47.056195 2021-04-10 04:11:21,023 INFO : Train start, epoch=0196, lr=0.000154 2021-04-10 04:11:22,490 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=1.51ms, fps=1746 images/s, loss=0.0048, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:27.267600, arrival_time=2021-04-10 04:11:49.757560, cost_time=0:00:01.465995 2021-04-10 04:11:23,788 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.36ms, fps=1973 images/s, loss=0.0051, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:24.322848, arrival_time=2021-04-10 04:11:48.110857, cost_time=0:00:02.763954 2021-04-10 04:11:25,085 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.46ms, fps=1973 images/s, loss=0.0052, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:22.475570, arrival_time=2021-04-10 04:11:47.561478, cost_time=0:00:04.061851 2021-04-10 04:11:26,380 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.40ms, fps=1978 images/s, loss=0.0051, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.891052, arrival_time=2021-04-10 04:11:47.271737, cost_time=0:00:05.356699 2021-04-10 04:11:27,688 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.48ms, fps=1958 images/s, loss=0.0048, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:19.459610, arrival_time=2021-04-10 04:11:47.147852, cost_time=0:00:06.664270 2021-04-10 04:11:28,986 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.40ms, fps=1973 images/s, loss=0.0049, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:18.047472, arrival_time=2021-04-10 04:11:47.033663, cost_time=0:00:07.962141 2021-04-10 04:11:30,285 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.40ms, fps=1971 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.670682, arrival_time=2021-04-10 04:11:46.956144, cost_time=0:00:09.261496 2021-04-10 04:11:31,583 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.33ms, fps=1973 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:15.311072, arrival_time=2021-04-10 04:11:46.894433, cost_time=0:00:10.559394 2021-04-10 04:11:32,877 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.57ms, fps=1978 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:13.961154, arrival_time=2021-04-10 04:11:46.838950, cost_time=0:00:11.853827 2021-04-10 04:11:34,179 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.37ms, fps=1968 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.628896, arrival_time=2021-04-10 04:11:46.808103, cost_time=0:00:13.155126 2021-04-10 04:11:35,475 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.49ms, fps=1976 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.298422, arrival_time=2021-04-10 04:11:46.773915, cost_time=0:00:14.451441 2021-04-10 04:11:36,774 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.91ms, fps=1971 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.975532, arrival_time=2021-04-10 04:11:46.750416, cost_time=0:00:15.750831 2021-04-10 04:11:38,067 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.38ms, fps=1981 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.652930, arrival_time=2021-04-10 04:11:46.720535, cost_time=0:00:17.043627 2021-04-10 04:11:39,362 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.52ms, fps=1978 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.335272, arrival_time=2021-04-10 04:11:46.697458, cost_time=0:00:18.338216 2021-04-10 04:11:40,658 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.42ms, fps=1976 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.021170, arrival_time=2021-04-10 04:11:46.679516, cost_time=0:00:19.634293 2021-04-10 04:11:41,959 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=2.14ms, fps=1969 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.710384, arrival_time=2021-04-10 04:11:46.669447, cost_time=0:00:20.935016 2021-04-10 04:11:43,256 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.40ms, fps=1974 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.400254, arrival_time=2021-04-10 04:11:46.656584, cost_time=0:00:22.232353 2021-04-10 04:11:44,553 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.39ms, fps=1974 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.091536, arrival_time=2021-04-10 04:11:46.645423, cost_time=0:00:23.529839 2021-04-10 04:11:45,848 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.26ms, fps=1978 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.783942, arrival_time=2021-04-10 04:11:46.632766, cost_time=0:00:24.824851 2021-04-10 04:11:46,552 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.23ms, fps=1934 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:46.552349, cost_time=0:00:25.528309 2021-04-10 04:11:47,050 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=1.25ms, fps=5146 images/s, loss=1.6103, top1-acc=74.73%, top5-acc=90.66%, remaining_time=0:00:01.492470, arrival_time=2021-04-10 04:11:48.543416, cost_time=0:00:00.497494 2021-04-10 04:11:47,477 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.42ms, fps=6003 images/s, loss=1.6526, top1-acc=73.77%, top5-acc=90.55%, remaining_time=0:00:00.924260, arrival_time=2021-04-10 04:11:48.401987, cost_time=0:00:00.924267 2021-04-10 04:11:47,902 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.38ms, fps=6026 images/s, loss=1.6366, top1-acc=73.93%, top5-acc=90.83%, remaining_time=0:00:00.449830, arrival_time=2021-04-10 04:11:48.352758, cost_time=0:00:01.349478 2021-04-10 04:11:48,288 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.05ms, fps=6026 images/s, loss=1.6044, top1-acc=73.86%, top5-acc=90.91%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:48.288215, cost_time=0:00:01.734793 2021-04-10 04:11:49,220 INFO : Epoch=0196 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:01:54.188852, arrival_time=2021-04-10 04:13:43.409384, cost_time=1:33:15.253770 2021-04-10 04:11:49,280 INFO : Train start, epoch=0197, lr=0.000099 2021-04-10 04:11:50,772 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.52ms, fps=1715 images/s, loss=0.0089, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:27.758268, arrival_time=2021-04-10 04:12:18.530986, cost_time=0:00:01.492385 2021-04-10 04:11:52,067 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.31ms, fps=1978 images/s, loss=0.0066, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:24.523664, arrival_time=2021-04-10 04:12:16.590786, cost_time=0:00:02.786784 2021-04-10 04:11:53,366 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.61ms, fps=1972 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:22.606378, arrival_time=2021-04-10 04:12:15.972307, cost_time=0:00:04.085479 2021-04-10 04:11:54,663 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.52ms, fps=1974 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.994480, arrival_time=2021-04-10 04:12:15.658109, cost_time=0:00:05.383184 2021-04-10 04:11:55,960 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.38ms, fps=1975 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:19.506330, arrival_time=2021-04-10 04:12:15.467102, cost_time=0:00:06.680228 2021-04-10 04:11:57,256 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.50ms, fps=1977 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:18.079024, arrival_time=2021-04-10 04:12:15.335408, cost_time=0:00:07.976034 2021-04-10 04:11:58,555 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.34ms, fps=1972 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.694496, arrival_time=2021-04-10 04:12:15.249518, cost_time=0:00:09.274693 2021-04-10 04:11:59,855 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.45ms, fps=1969 images/s, loss=0.0059, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:15.334040, arrival_time=2021-04-10 04:12:15.189653, cost_time=0:00:10.575183 2021-04-10 04:12:01,157 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.59ms, fps=1968 images/s, loss=0.0061, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:13.988290, arrival_time=2021-04-10 04:12:15.145495, cost_time=0:00:11.876857 2021-04-10 04:12:02,452 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.43ms, fps=1977 images/s, loss=0.0060, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.645120, arrival_time=2021-04-10 04:12:15.097578, cost_time=0:00:13.172023 2021-04-10 04:12:03,746 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.57ms, fps=1980 images/s, loss=0.0059, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.309602, arrival_time=2021-04-10 04:12:15.055901, cost_time=0:00:14.465771 2021-04-10 04:12:05,046 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.97ms, fps=1970 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.985412, arrival_time=2021-04-10 04:12:15.032224, cost_time=0:00:15.766407 2021-04-10 04:12:06,339 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.37ms, fps=1981 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.660784, arrival_time=2021-04-10 04:12:15.000286, cost_time=0:00:17.059105 2021-04-10 04:12:07,638 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.37ms, fps=1972 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.343168, arrival_time=2021-04-10 04:12:14.981475, cost_time=0:00:18.357883 2021-04-10 04:12:08,936 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.42ms, fps=1974 images/s, loss=0.0058, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.027748, arrival_time=2021-04-10 04:12:14.963823, cost_time=0:00:19.655638 2021-04-10 04:12:10,230 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.41ms, fps=1979 images/s, loss=0.0057, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.713696, arrival_time=2021-04-10 04:12:14.943756, cost_time=0:00:20.949720 2021-04-10 04:12:11,524 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.99ms, fps=1978 images/s, loss=0.0058, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.402048, arrival_time=2021-04-10 04:12:14.926637, cost_time=0:00:22.244166 2021-04-10 04:12:12,819 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.47ms, fps=1978 images/s, loss=0.0057, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.092352, arrival_time=2021-04-10 04:12:14.911610, cost_time=0:00:23.538912 2021-04-10 04:12:14,115 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.28ms, fps=1976 images/s, loss=0.0057, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.784272, arrival_time=2021-04-10 04:12:14.899815, cost_time=0:00:24.835200 2021-04-10 04:12:14,816 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.23ms, fps=1940 images/s, loss=0.0057, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:14.816806, cost_time=0:00:25.536473 2021-04-10 04:12:15,323 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=3.08ms, fps=5065 images/s, loss=1.6924, top1-acc=73.24%, top5-acc=90.23%, remaining_time=0:00:01.516320, arrival_time=2021-04-10 04:12:16.839597, cost_time=0:00:00.505437 2021-04-10 04:12:15,748 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.40ms, fps=6032 images/s, loss=1.6207, top1-acc=74.30%, top5-acc=90.96%, remaining_time=0:00:00.930180, arrival_time=2021-04-10 04:12:16.678212, cost_time=0:00:00.930189 2021-04-10 04:12:16,173 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.31ms, fps=6016 images/s, loss=1.6419, top1-acc=73.96%, top5-acc=90.91%, remaining_time=0:00:00.452020, arrival_time=2021-04-10 04:12:16.625902, cost_time=0:00:01.356046 2021-04-10 04:12:16,562 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.07ms, fps=5977 images/s, loss=1.6082, top1-acc=73.96%, top5-acc=90.92%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:16.562319, cost_time=0:00:01.744504 2021-04-10 04:12:17,678 INFO : Epoch=0197 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:01:25.640274, arrival_time=2021-04-10 04:13:43.318321, cost_time=1:33:43.711292 2021-04-10 04:12:17,678 INFO : Train start, epoch=0198, lr=0.000056 2021-04-10 04:12:19,157 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=0.25ms, fps=1731 images/s, loss=0.0057, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:27.510888, arrival_time=2021-04-10 04:12:46.668676, cost_time=0:00:01.479081 2021-04-10 04:12:20,451 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.68ms, fps=1980 images/s, loss=0.0056, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:24.399056, arrival_time=2021-04-10 04:12:44.850391, cost_time=0:00:02.772620 2021-04-10 04:12:21,745 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.37ms, fps=1979 images/s, loss=0.0054, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:22.501134, arrival_time=2021-04-10 04:12:44.246334, cost_time=0:00:04.066483 2021-04-10 04:12:23,044 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.52ms, fps=1971 images/s, loss=0.0055, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:20.927556, arrival_time=2021-04-10 04:12:43.972377, cost_time=0:00:05.366024 2021-04-10 04:12:24,345 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=2.54ms, fps=1970 images/s, loss=0.0052, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:19.465450, arrival_time=2021-04-10 04:12:43.810475, cost_time=0:00:06.666232 2021-04-10 04:12:25,643 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.41ms, fps=1972 images/s, loss=0.0052, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:18.054000, arrival_time=2021-04-10 04:12:43.697820, cost_time=0:00:07.965007 2021-04-10 04:12:26,942 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.39ms, fps=1973 images/s, loss=0.0053, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.673580, arrival_time=2021-04-10 04:12:43.615502, cost_time=0:00:09.263113 2021-04-10 04:12:28,236 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.52ms, fps=1978 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:15.309332, arrival_time=2021-04-10 04:12:43.546258, cost_time=0:00:10.558195 2021-04-10 04:12:29,530 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.60ms, fps=1979 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:13.959246, arrival_time=2021-04-10 04:12:43.490160, cost_time=0:00:11.852200 2021-04-10 04:12:30,838 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=10.42ms, fps=1958 images/s, loss=0.0054, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.633600, arrival_time=2021-04-10 04:12:43.472388, cost_time=0:00:13.159994 2021-04-10 04:12:32,137 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.49ms, fps=1973 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.303668, arrival_time=2021-04-10 04:12:43.440703, cost_time=0:00:14.458190 2021-04-10 04:12:33,437 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.44ms, fps=1970 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.980472, arrival_time=2021-04-10 04:12:43.417915, cost_time=0:00:15.758639 2021-04-10 04:12:34,734 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.38ms, fps=1974 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.659266, arrival_time=2021-04-10 04:12:43.394046, cost_time=0:00:17.056067 2021-04-10 04:12:36,033 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.43ms, fps=1972 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.341992, arrival_time=2021-04-10 04:12:43.375699, cost_time=0:00:18.354917 2021-04-10 04:12:37,327 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.62ms, fps=1979 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.025678, arrival_time=2021-04-10 04:12:43.353415, cost_time=0:00:19.649008 2021-04-10 04:12:38,629 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.75ms, fps=1967 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.713948, arrival_time=2021-04-10 04:12:43.343574, cost_time=0:00:20.950849 2021-04-10 04:12:39,927 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.38ms, fps=1973 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.402776, arrival_time=2021-04-10 04:12:43.330426, cost_time=0:00:22.248850 2021-04-10 04:12:41,224 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.55ms, fps=1975 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.092944, arrival_time=2021-04-10 04:12:43.317458, cost_time=0:00:23.545692 2021-04-10 04:12:42,523 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.27ms, fps=1972 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.784554, arrival_time=2021-04-10 04:12:43.307541, cost_time=0:00:24.844267 2021-04-10 04:12:43,226 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.27ms, fps=1935 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:43.226524, cost_time=0:00:25.547595 2021-04-10 04:12:43,727 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=1.39ms, fps=5123 images/s, loss=1.5955, top1-acc=73.98%, top5-acc=91.56%, remaining_time=0:00:01.499190, arrival_time=2021-04-10 04:12:45.226936, cost_time=0:00:00.499729 2021-04-10 04:12:44,160 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.34ms, fps=5925 images/s, loss=1.6310, top1-acc=73.77%, top5-acc=90.66%, remaining_time=0:00:00.932100, arrival_time=2021-04-10 04:12:45.092225, cost_time=0:00:00.932097 2021-04-10 04:12:44,587 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.38ms, fps=5997 images/s, loss=1.6159, top1-acc=73.83%, top5-acc=90.92%, remaining_time=0:00:00.453110, arrival_time=2021-04-10 04:12:45.040455, cost_time=0:00:01.359324 2021-04-10 04:12:44,974 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.08ms, fps=5994 images/s, loss=1.6375, top1-acc=73.89%, top5-acc=90.91%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:44.974718, cost_time=0:00:01.746722 2021-04-10 04:12:45,998 INFO : Epoch=0198 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:00:57.091228, arrival_time=2021-04-10 04:13:43.089546, cost_time=1:34:12.031567 2021-04-10 04:12:45,998 INFO : Train start, epoch=0199, lr=0.000025 2021-04-10 04:12:47,506 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.39ms, fps=1698 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:28.043220, arrival_time=2021-04-10 04:13:15.549910, cost_time=0:00:01.507704 2021-04-10 04:12:48,802 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.93ms, fps=1976 images/s, loss=0.0052, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:24.674144, arrival_time=2021-04-10 04:13:13.477008, cost_time=0:00:02.803874 2021-04-10 04:12:50,099 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.45ms, fps=1976 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:22.686722, arrival_time=2021-04-10 04:13:12.785716, cost_time=0:00:04.100005 2021-04-10 04:12:51,393 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.44ms, fps=1979 images/s, loss=0.0050, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:21.037536, arrival_time=2021-04-10 04:13:12.430823, cost_time=0:00:05.394235 2021-04-10 04:12:52,687 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.38ms, fps=1978 images/s, loss=0.0053, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:19.531588, arrival_time=2021-04-10 04:13:12.219514, cost_time=0:00:06.688917 2021-04-10 04:12:53,985 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.49ms, fps=1974 images/s, loss=0.0057, top1-acc=99.89%, top5-acc=99.99%, remaining_time=0:00:18.102008, arrival_time=2021-04-10 04:13:12.087199, cost_time=0:00:07.986206 2021-04-10 04:12:55,279 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.33ms, fps=1979 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=99.99%, remaining_time=0:00:16.704450, arrival_time=2021-04-10 04:13:11.983733, cost_time=0:00:09.280277 2021-04-10 04:12:56,573 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.49ms, fps=1979 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:15.332648, arrival_time=2021-04-10 04:13:11.905900, cost_time=0:00:10.574261 2021-04-10 04:12:57,869 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.45ms, fps=1976 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:13.980234, arrival_time=2021-04-10 04:13:11.849247, cost_time=0:00:11.870025 2021-04-10 04:12:59,163 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.39ms, fps=1979 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.637536, arrival_time=2021-04-10 04:13:11.800641, cost_time=0:00:13.164119 2021-04-10 04:13:00,465 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.59ms, fps=1967 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.309860, arrival_time=2021-04-10 04:13:11.774924, cost_time=0:00:14.466077 2021-04-10 04:13:01,760 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.55ms, fps=1977 images/s, loss=0.0059, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.982220, arrival_time=2021-04-10 04:13:11.742601, cost_time=0:00:15.761389 2021-04-10 04:13:03,062 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.35ms, fps=1967 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.663028, arrival_time=2021-04-10 04:13:11.725661, cost_time=0:00:17.063557 2021-04-10 04:13:04,366 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.53ms, fps=1964 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.346976, arrival_time=2021-04-10 04:13:11.713520, cost_time=0:00:18.367438 2021-04-10 04:13:05,662 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=3.63ms, fps=1976 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.030232, arrival_time=2021-04-10 04:13:11.692985, cost_time=0:00:19.663766 2021-04-10 04:13:06,963 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=2.63ms, fps=1969 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.716900, arrival_time=2021-04-10 04:13:11.680027, cost_time=0:00:20.963988 2021-04-10 04:13:08,259 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.50ms, fps=1976 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.404544, arrival_time=2021-04-10 04:13:11.664074, cost_time=0:00:22.260482 2021-04-10 04:13:09,555 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.34ms, fps=1976 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.093920, arrival_time=2021-04-10 04:13:11.649460, cost_time=0:00:23.556554 2021-04-10 04:13:10,860 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.22ms, fps=1962 images/s, loss=0.0061, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00.785106, arrival_time=2021-04-10 04:13:11.645786, cost_time=0:00:24.861693 2021-04-10 04:13:11,563 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.21ms, fps=1937 images/s, loss=0.0061, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:11.563148, cost_time=0:00:25.564171 2021-04-10 04:13:12,068 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=2.48ms, fps=5075 images/s, loss=1.6285, top1-acc=74.18%, top5-acc=90.90%, remaining_time=0:00:01.513140, arrival_time=2021-04-10 04:13:13.581603, cost_time=0:00:00.504384 2021-04-10 04:13:12,492 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.31ms, fps=6043 images/s, loss=1.6440, top1-acc=73.91%, top5-acc=91.09%, remaining_time=0:00:00.928360, arrival_time=2021-04-10 04:13:13.420792, cost_time=0:00:00.928354 2021-04-10 04:13:12,917 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.30ms, fps=6034 images/s, loss=1.6396, top1-acc=73.80%, top5-acc=90.87%, remaining_time=0:00:00.450980, arrival_time=2021-04-10 04:13:13.368011, cost_time=0:00:01.352948 2021-04-10 04:13:13,303 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.08ms, fps=6015 images/s, loss=1.6242, top1-acc=73.95%, top5-acc=90.94%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:13.303083, cost_time=0:00:01.738976 2021-04-10 04:13:14,200 INFO : Epoch=0199 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:00:28.543886, arrival_time=2021-04-10 04:13:42.743921, cost_time=1:34:40.233259 2021-04-10 04:13:14,200 INFO : Train start, epoch=0200, lr=0.000006 2021-04-10 04:13:15,717 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=2.05ms, fps=1688 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:28.211550, arrival_time=2021-04-10 04:13:43.929298, cost_time=0:00:01.516754 2021-04-10 04:13:17,018 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.44ms, fps=1969 images/s, loss=0.0040, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.795408, arrival_time=2021-04-10 04:13:41.814000, cost_time=0:00:02.817668 2021-04-10 04:13:18,321 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.41ms, fps=1966 images/s, loss=0.0044, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.796946, arrival_time=2021-04-10 04:13:41.117881, cost_time=0:00:04.119939 2021-04-10 04:13:19,621 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.40ms, fps=1969 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:21.140184, arrival_time=2021-04-10 04:13:40.761778, cost_time=0:00:05.420576 2021-04-10 04:13:20,926 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.56ms, fps=1963 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:19.637730, arrival_time=2021-04-10 04:13:40.564025, cost_time=0:00:06.725267 2021-04-10 04:13:22,222 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.43ms, fps=1976 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:18.181704, arrival_time=2021-04-10 04:13:40.404129, cost_time=0:00:08.021313 2021-04-10 04:13:23,519 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.40ms, fps=1975 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.772616, arrival_time=2021-04-10 04:13:40.291670, cost_time=0:00:09.318124 2021-04-10 04:13:24,817 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.66ms, fps=1972 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:15.394360, arrival_time=2021-04-10 04:13:40.212058, cost_time=0:00:10.616789 2021-04-10 04:13:26,119 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.39ms, fps=1967 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:14.037262, arrival_time=2021-04-10 04:13:40.156691, cost_time=0:00:11.918409 2021-04-10 04:13:27,415 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.47ms, fps=1976 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:12.686112, arrival_time=2021-04-10 04:13:40.101738, cost_time=0:00:13.214715 2021-04-10 04:13:28,718 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.43ms, fps=1966 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.350022, arrival_time=2021-04-10 04:13:40.068500, cost_time=0:00:14.517483 2021-04-10 04:13:30,015 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.42ms, fps=1975 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:10.015736, arrival_time=2021-04-10 04:13:40.030992, cost_time=0:00:15.814260 2021-04-10 04:13:31,312 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.35ms, fps=1975 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.687118, arrival_time=2021-04-10 04:13:39.999078, cost_time=0:00:17.111038 2021-04-10 04:13:32,606 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.44ms, fps=1978 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.362208, arrival_time=2021-04-10 04:13:39.968591, cost_time=0:00:18.405471 2021-04-10 04:13:33,904 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.45ms, fps=1973 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.042330, arrival_time=2021-04-10 04:13:39.946641, cost_time=0:00:19.703323 2021-04-10 04:13:35,201 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.42ms, fps=1974 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.725144, arrival_time=2021-04-10 04:13:39.926781, cost_time=0:00:21.000639 2021-04-10 04:13:36,499 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.46ms, fps=1974 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.410342, arrival_time=2021-04-10 04:13:39.909630, cost_time=0:00:22.298373 2021-04-10 04:13:37,797 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.69ms, fps=1972 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.097488, arrival_time=2021-04-10 04:13:39.895267, cost_time=0:00:23.596785 2021-04-10 04:13:39,095 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.23ms, fps=1973 images/s, loss=0.0059, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00.786156, arrival_time=2021-04-10 04:13:39.881967, cost_time=0:00:24.894886 2021-04-10 04:13:39,796 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.22ms, fps=1941 images/s, loss=0.0059, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:39.796771, cost_time=0:00:25.595866 2021-04-10 04:13:40,333 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.19ms, fps=4783 images/s, loss=1.6110, top1-acc=73.71%, top5-acc=90.94%, remaining_time=0:00:01.605660, arrival_time=2021-04-10 04:13:41.938643, cost_time=0:00:00.535217 2021-04-10 04:13:40,758 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.18ms, fps=6024 images/s, loss=1.6296, top1-acc=73.61%, top5-acc=90.86%, remaining_time=0:00:00.960460, arrival_time=2021-04-10 04:13:41.718700, cost_time=0:00:00.960464 2021-04-10 04:13:41,180 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.30ms, fps=6063 images/s, loss=1.6460, top1-acc=73.50%, top5-acc=90.96%, remaining_time=0:00:00.461000, arrival_time=2021-04-10 04:13:41.641786, cost_time=0:00:01.383012 2021-04-10 04:13:41,563 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.06ms, fps=6070 images/s, loss=1.6418, top1-acc=73.74%, top5-acc=90.87%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:41.563300, cost_time=0:00:01.765552 2021-04-10 04:13:42,441 INFO : Epoch=0200 complete, best val top1-acc=74.00%, top5-acc=90.56% (epoch=182), remaining_time=0:00:00, arrival_time=2021-04-10 04:13:42.441785, cost_time=1:35:08.475032