2021-04-10 01:22:09,165 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 01:22:09,172 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('data', ConfigTree([('type_', 'cifar10'), ('image_size', 32), ('num_classes', 10), ('root', 'data/cifar10'), ('mean', [0.4914, 0.4822, 0.4465]), ('std', [0.2023, 0.1994, 0.201]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar10_resnet20'), ('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://127.0.0.1:55229', 'modifications': ['model.name=cifar10_resnet20'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar10/resnet20'), 'world_size': 1} 2021-04-10 01:22:09,270 INFO : Model details: n_params=0.27M, flops=40.81M. 2021-04-10 01:22:15,716 INFO : Train start, epoch=0001, lr=0.100000 2021-04-10 01:22:17,572 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=2.16ms, fps=1380 images/s, loss=2.2371, top1-acc=14.06%, top5-acc=64.88%, remaining_time=0:00:34.513788, arrival_time=2021-04-10 01:22:52.086101, cost_time=0:00:01.855581 2021-04-10 01:22:18,259 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.92ms, fps=3728 images/s, loss=2.1110, top1-acc=18.75%, top5-acc=72.85%, remaining_time=0:00:22.378576, arrival_time=2021-04-10 01:22:40.638160, cost_time=0:00:02.543024 2021-04-10 01:22:18,950 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.39ms, fps=3709 images/s, loss=2.0212, top1-acc=22.17%, top5-acc=76.46%, remaining_time=0:00:17.892808, arrival_time=2021-04-10 01:22:36.843123, cost_time=0:00:03.233640 2021-04-10 01:22:19,644 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.44ms, fps=3690 images/s, loss=1.9739, top1-acc=23.97%, top5-acc=78.83%, remaining_time=0:00:15.320136, arrival_time=2021-04-10 01:22:34.964925, cost_time=0:00:03.928226 2021-04-10 01:22:20,343 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=2.04ms, fps=3665 images/s, loss=1.9152, top1-acc=26.55%, top5-acc=80.83%, remaining_time=0:00:13.511132, arrival_time=2021-04-10 01:22:33.854819, cost_time=0:00:04.627092 2021-04-10 01:22:21,036 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.63ms, fps=3695 images/s, loss=1.8786, top1-acc=28.00%, top5-acc=82.09%, remaining_time=0:00:12.059392, arrival_time=2021-04-10 01:22:33.096276, cost_time=0:00:05.320314 2021-04-10 01:22:21,726 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=2.05ms, fps=3717 images/s, loss=1.8417, top1-acc=29.36%, top5-acc=83.31%, remaining_time=0:00:10.817100, arrival_time=2021-04-10 01:22:32.543152, cost_time=0:00:06.009491 2021-04-10 01:22:22,424 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.52ms, fps=3668 images/s, loss=1.8045, top1-acc=30.93%, top5-acc=84.25%, remaining_time=0:00:09.726136, arrival_time=2021-04-10 01:22:32.150526, cost_time=0:00:06.707708 2021-04-10 01:22:23,122 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.82ms, fps=3671 images/s, loss=1.7757, top1-acc=32.07%, top5-acc=85.03%, remaining_time=0:00:08.722528, arrival_time=2021-04-10 01:22:31.844971, cost_time=0:00:07.405888 2021-04-10 01:22:23,811 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.53ms, fps=3717 images/s, loss=1.7436, top1-acc=33.36%, top5-acc=85.75%, remaining_time=0:00:07.771104, arrival_time=2021-04-10 01:22:31.582714, cost_time=0:00:08.094920 2021-04-10 01:22:24,510 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.52ms, fps=3668 images/s, loss=1.7124, top1-acc=34.61%, top5-acc=86.41%, remaining_time=0:00:06.875012, arrival_time=2021-04-10 01:22:31.385204, cost_time=0:00:08.793582 2021-04-10 01:22:25,198 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.41ms, fps=3723 images/s, loss=1.6869, top1-acc=35.72%, top5-acc=86.92%, remaining_time=0:00:06.005140, arrival_time=2021-04-10 01:22:31.203616, cost_time=0:00:09.481851 2021-04-10 01:22:25,890 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.90ms, fps=3704 images/s, loss=1.6614, top1-acc=36.80%, top5-acc=87.42%, remaining_time=0:00:05.165028, arrival_time=2021-04-10 01:22:31.055276, cost_time=0:00:10.173574 2021-04-10 01:22:26,587 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.63ms, fps=3674 images/s, loss=1.6343, top1-acc=37.97%, top5-acc=87.94%, remaining_time=0:00:04.348344, arrival_time=2021-04-10 01:22:30.935838, cost_time=0:00:10.870908 2021-04-10 01:22:27,276 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.55ms, fps=3718 images/s, loss=1.6108, top1-acc=39.02%, top5-acc=88.39%, remaining_time=0:00:03.545036, arrival_time=2021-04-10 01:22:30.821579, cost_time=0:00:11.559928 2021-04-10 01:22:27,975 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.77ms, fps=3664 images/s, loss=1.5893, top1-acc=39.89%, top5-acc=88.80%, remaining_time=0:00:02.758284, arrival_time=2021-04-10 01:22:30.734058, cost_time=0:00:12.259083 2021-04-10 01:22:28,674 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.92ms, fps=3670 images/s, loss=1.5691, top1-acc=40.82%, top5-acc=89.13%, remaining_time=0:00:01.981720, arrival_time=2021-04-10 01:22:30.655674, cost_time=0:00:12.957345 2021-04-10 01:22:29,375 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=2.67ms, fps=3655 images/s, loss=1.5482, top1-acc=41.79%, top5-acc=89.44%, remaining_time=0:00:01.214064, arrival_time=2021-04-10 01:22:30.589079, cost_time=0:00:13.658309 2021-04-10 01:22:30,074 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.45ms, fps=3663 images/s, loss=1.5272, top1-acc=42.71%, top5-acc=89.76%, remaining_time=0:00:00.453408, arrival_time=2021-04-10 01:22:30.527975, cost_time=0:00:14.357989 2021-04-10 01:22:30,452 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=0.07ms, fps=3602 images/s, loss=1.5161, top1-acc=43.13%, top5-acc=89.94%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:30.452628, cost_time=0:00:14.736074 2021-04-10 01:22:30,976 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=51.01ms, fps=4896 images/s, loss=1.9772, top1-acc=42.30%, top5-acc=92.62%, remaining_time=0:00:01.568580, arrival_time=2021-04-10 01:22:32.545341, cost_time=0:00:00.522863 2021-04-10 01:22:31,229 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=10.09ms, fps=10171 images/s, loss=1.9785, top1-acc=43.14%, top5-acc=92.62%, remaining_time=0:00:00.775460, arrival_time=2021-04-10 01:22:32.004662, cost_time=0:00:00.775456 2021-04-10 01:22:31,470 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=0.43ms, fps=10640 images/s, loss=1.9993, top1-acc=42.50%, top5-acc=92.30%, remaining_time=0:00:00.338810, arrival_time=2021-04-10 01:22:31.808997, cost_time=0:00:01.016426 2021-04-10 01:22:31,668 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.06ms, fps=11701 images/s, loss=2.0143, top1-acc=42.11%, top5-acc=92.15%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:31.668925, cost_time=0:00:01.215204 2021-04-10 01:22:31,720 INFO : Epoch=0001 complete, best val top1-acc=42.11%, top5-acc=92.15% (epoch=1), remaining_time=0:53:04.989428, arrival_time=2021-04-10 02:15:36.710259, cost_time=0:00:16.004972 2021-04-10 01:22:31,721 INFO : Train start, epoch=0002, lr=0.099994 2021-04-10 01:22:32,630 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=0.49ms, fps=2817 images/s, loss=1.1562, top1-acc=57.81%, top5-acc=95.86%, remaining_time=0:00:16.900146, arrival_time=2021-04-10 01:22:49.530449, cost_time=0:00:00.908609 2021-04-10 01:22:33,321 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.89ms, fps=3709 images/s, loss=1.1400, top1-acc=58.81%, top5-acc=95.68%, remaining_time=0:00:14.073840, arrival_time=2021-04-10 01:22:47.394872, cost_time=0:00:01.599299 2021-04-10 01:22:34,015 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.42ms, fps=3691 images/s, loss=1.1319, top1-acc=58.80%, top5-acc=95.77%, remaining_time=0:00:12.690202, arrival_time=2021-04-10 01:22:46.705350, cost_time=0:00:02.293410 2021-04-10 01:22:34,711 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.45ms, fps=3679 images/s, loss=1.1171, top1-acc=59.53%, top5-acc=95.88%, remaining_time=0:00:11.660376, arrival_time=2021-04-10 01:22:46.371899, cost_time=0:00:02.989823 2021-04-10 01:22:35,403 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.77ms, fps=3704 images/s, loss=1.1043, top1-acc=60.27%, top5-acc=95.91%, remaining_time=0:00:10.749396, arrival_time=2021-04-10 01:22:46.152421, cost_time=0:00:03.681290 2021-04-10 01:22:36,096 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.41ms, fps=3695 images/s, loss=1.0944, top1-acc=60.70%, top5-acc=96.07%, remaining_time=0:00:09.915896, arrival_time=2021-04-10 01:22:46.012283, cost_time=0:00:04.374676 2021-04-10 01:22:36,791 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.68ms, fps=3686 images/s, loss=1.0826, top1-acc=61.40%, top5-acc=96.12%, remaining_time=0:00:09.125298, arrival_time=2021-04-10 01:22:45.916698, cost_time=0:00:05.069584 2021-04-10 01:22:37,485 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=2.08ms, fps=3689 images/s, loss=1.0716, top1-acc=61.76%, top5-acc=96.22%, remaining_time=0:00:08.358032, arrival_time=2021-04-10 01:22:45.843875, cost_time=0:00:05.764125 2021-04-10 01:22:38,186 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.38ms, fps=3658 images/s, loss=1.0601, top1-acc=62.07%, top5-acc=96.29%, remaining_time=0:00:07.613662, arrival_time=2021-04-10 01:22:45.799800, cost_time=0:00:06.464397 2021-04-10 01:22:38,895 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=2.64ms, fps=3614 images/s, loss=1.0480, top1-acc=62.40%, top5-acc=96.39%, remaining_time=0:00:06.886272, arrival_time=2021-04-10 01:22:45.781288, cost_time=0:00:07.173198 2021-04-10 01:22:39,590 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.60ms, fps=3684 images/s, loss=1.0451, top1-acc=62.58%, top5-acc=96.45%, remaining_time=0:00:06.152096, arrival_time=2021-04-10 01:22:45.742896, cost_time=0:00:07.868952 2021-04-10 01:22:40,301 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.79ms, fps=3607 images/s, loss=1.0387, top1-acc=62.88%, top5-acc=96.46%, remaining_time=0:00:05.433620, arrival_time=2021-04-10 01:22:45.734761, cost_time=0:00:08.579398 2021-04-10 01:22:40,998 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=0.45ms, fps=3676 images/s, loss=1.0345, top1-acc=63.01%, top5-acc=96.52%, remaining_time=0:00:04.709496, arrival_time=2021-04-10 01:22:45.707625, cost_time=0:00:09.276302 2021-04-10 01:22:41,705 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=4.70ms, fps=3626 images/s, loss=1.0302, top1-acc=63.24%, top5-acc=96.54%, remaining_time=0:00:03.993304, arrival_time=2021-04-10 01:22:45.698244, cost_time=0:00:09.983195 2021-04-10 01:22:42,410 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=2.14ms, fps=3633 images/s, loss=1.0259, top1-acc=63.34%, top5-acc=96.59%, remaining_time=0:00:03.277776, arrival_time=2021-04-10 01:22:45.687950, cost_time=0:00:10.688409 2021-04-10 01:22:43,102 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.38ms, fps=3702 images/s, loss=1.0214, top1-acc=63.48%, top5-acc=96.62%, remaining_time=0:00:02.560608, arrival_time=2021-04-10 01:22:45.662849, cost_time=0:00:11.380420 2021-04-10 01:22:43,786 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.37ms, fps=3744 images/s, loss=1.0159, top1-acc=63.63%, top5-acc=96.65%, remaining_time=0:00:01.845246, arrival_time=2021-04-10 01:22:45.631996, cost_time=0:00:12.065045 2021-04-10 01:22:44,479 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=2.10ms, fps=3698 images/s, loss=1.0098, top1-acc=63.85%, top5-acc=96.68%, remaining_time=0:00:01.134016, arrival_time=2021-04-10 01:22:45.613464, cost_time=0:00:12.757695 2021-04-10 01:22:45,172 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.69ms, fps=3697 images/s, loss=1.0059, top1-acc=64.00%, top5-acc=96.71%, remaining_time=0:00:00.424758, arrival_time=2021-04-10 01:22:45.597079, cost_time=0:00:13.450618 2021-04-10 01:22:45,547 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.84ms, fps=3633 images/s, loss=1.0013, top1-acc=64.16%, top5-acc=96.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:45.547099, cost_time=0:00:13.825364 2021-04-10 01:22:45,959 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=9.38ms, fps=6266 images/s, loss=1.2433, top1-acc=56.91%, top5-acc=95.51%, remaining_time=0:00:01.225560, arrival_time=2021-04-10 01:22:47.184588, cost_time=0:00:00.408525 2021-04-10 01:22:46,214 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=0.49ms, fps=10027 images/s, loss=1.2221, top1-acc=58.05%, top5-acc=95.51%, remaining_time=0:00:00.664400, arrival_time=2021-04-10 01:22:46.879294, cost_time=0:00:00.664399 2021-04-10 01:22:46,487 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=22.93ms, fps=9406 images/s, loss=1.2003, top1-acc=58.62%, top5-acc=95.79%, remaining_time=0:00:00.312360, arrival_time=2021-04-10 01:22:46.799996, cost_time=0:00:00.937084 2021-04-10 01:22:46,726 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.09ms, fps=9726 images/s, loss=1.2062, top1-acc=58.65%, top5-acc=95.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:46.726823, cost_time=0:00:01.176352 2021-04-10 01:22:46,799 INFO : Epoch=0002 complete, best val top1-acc=58.65%, top5-acc=95.63% (epoch=2), remaining_time=0:51:17.234226, arrival_time=2021-04-10 02:14:04.033279, cost_time=0:00:31.083174 2021-04-10 01:22:46,799 INFO : Train start, epoch=0003, lr=0.099975 2021-04-10 01:22:47,781 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=5.65ms, fps=2607 images/s, loss=0.8809, top1-acc=68.67%, top5-acc=97.58%, remaining_time=0:00:18.262596, arrival_time=2021-04-10 01:23:06.044331, cost_time=0:00:00.981862 2021-04-10 01:22:48,473 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.37ms, fps=3703 images/s, loss=0.8527, top1-acc=70.16%, top5-acc=97.71%, remaining_time=0:00:14.728736, arrival_time=2021-04-10 01:23:03.202278, cost_time=0:00:01.673721 2021-04-10 01:22:49,166 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.68ms, fps=3698 images/s, loss=0.8655, top1-acc=69.86%, top5-acc=97.64%, remaining_time=0:00:13.093748, arrival_time=2021-04-10 01:23:02.259918, cost_time=0:00:02.366351 2021-04-10 01:22:49,860 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.99ms, fps=3690 images/s, loss=0.8601, top1-acc=70.03%, top5-acc=97.67%, remaining_time=0:00:11.936028, arrival_time=2021-04-10 01:23:01.796356, cost_time=0:00:03.060505 2021-04-10 01:22:50,557 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.57ms, fps=3675 images/s, loss=0.8580, top1-acc=70.11%, top5-acc=97.70%, remaining_time=0:00:10.971608, arrival_time=2021-04-10 01:23:01.528818, cost_time=0:00:03.757382 2021-04-10 01:22:51,249 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.57ms, fps=3702 images/s, loss=0.8537, top1-acc=70.14%, top5-acc=97.77%, remaining_time=0:00:10.084944, arrival_time=2021-04-10 01:23:01.334033, cost_time=0:00:04.449268 2021-04-10 01:22:51,936 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.63ms, fps=3727 images/s, loss=0.8463, top1-acc=70.31%, top5-acc=97.80%, remaining_time=0:00:09.245754, arrival_time=2021-04-10 01:23:01.182109, cost_time=0:00:05.136531 2021-04-10 01:22:52,634 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=2.24ms, fps=3669 images/s, loss=0.8417, top1-acc=70.53%, top5-acc=97.84%, remaining_time=0:00:08.460344, arrival_time=2021-04-10 01:23:01.094976, cost_time=0:00:05.834748 2021-04-10 01:22:53,335 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=2.61ms, fps=3654 images/s, loss=0.8411, top1-acc=70.56%, top5-acc=97.83%, remaining_time=0:00:07.697932, arrival_time=2021-04-10 01:23:01.033787, cost_time=0:00:06.535982 2021-04-10 01:22:54,038 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.93ms, fps=3646 images/s, loss=0.8358, top1-acc=70.71%, top5-acc=97.87%, remaining_time=0:00:06.949152, arrival_time=2021-04-10 01:23:00.987853, cost_time=0:00:07.238740 2021-04-10 01:22:54,740 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=2.12ms, fps=3651 images/s, loss=0.8344, top1-acc=70.75%, top5-acc=97.85%, remaining_time=0:00:06.208168, arrival_time=2021-04-10 01:23:00.948708, cost_time=0:00:07.940702 2021-04-10 01:22:55,443 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=2.11ms, fps=3646 images/s, loss=0.8314, top1-acc=70.82%, top5-acc=97.87%, remaining_time=0:00:05.474052, arrival_time=2021-04-10 01:23:00.917147, cost_time=0:00:08.643203 2021-04-10 01:22:56,139 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.85ms, fps=3680 images/s, loss=0.8274, top1-acc=70.97%, top5-acc=97.88%, remaining_time=0:00:04.741572, arrival_time=2021-04-10 01:23:00.880872, cost_time=0:00:09.339433 2021-04-10 01:22:56,839 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.73ms, fps=3661 images/s, loss=0.8257, top1-acc=71.02%, top5-acc=97.89%, remaining_time=0:00:04.015704, arrival_time=2021-04-10 01:23:00.854789, cost_time=0:00:10.039202 2021-04-10 01:22:57,544 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.88ms, fps=3634 images/s, loss=0.8250, top1-acc=71.06%, top5-acc=97.88%, remaining_time=0:00:03.294888, arrival_time=2021-04-10 01:23:00.838876, cost_time=0:00:10.744150 2021-04-10 01:22:58,240 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.81ms, fps=3679 images/s, loss=0.8204, top1-acc=71.25%, top5-acc=97.89%, remaining_time=0:00:02.574108, arrival_time=2021-04-10 01:23:00.814456, cost_time=0:00:11.440487 2021-04-10 01:22:58,929 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.51ms, fps=3718 images/s, loss=0.8178, top1-acc=71.29%, top5-acc=97.93%, remaining_time=0:00:01.855100, arrival_time=2021-04-10 01:23:00.784533, cost_time=0:00:12.129476 2021-04-10 01:22:59,624 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.46ms, fps=3685 images/s, loss=0.8142, top1-acc=71.41%, top5-acc=97.93%, remaining_time=0:00:01.140000, arrival_time=2021-04-10 01:23:00.764860, cost_time=0:00:12.825038 2021-04-10 01:23:00,338 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.54ms, fps=3588 images/s, loss=0.8111, top1-acc=71.51%, top5-acc=97.94%, remaining_time=0:00:00.427542, arrival_time=2021-04-10 01:23:00.766276, cost_time=0:00:13.538916 2021-04-10 01:23:00,714 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=0.22ms, fps=3622 images/s, loss=0.8086, top1-acc=71.57%, top5-acc=97.93%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:00.714604, cost_time=0:00:13.914737 2021-04-10 01:23:01,044 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=0.29ms, fps=7788 images/s, loss=0.8108, top1-acc=71.91%, top5-acc=98.24%, remaining_time=0:00:00.986070, arrival_time=2021-04-10 01:23:02.030443, cost_time=0:00:00.328689 2021-04-10 01:23:01,235 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=0.19ms, fps=13414 images/s, loss=0.8181, top1-acc=71.48%, top5-acc=98.11%, remaining_time=0:00:00.520000, arrival_time=2021-04-10 01:23:01.755650, cost_time=0:00:00.519998 2021-04-10 01:23:01,458 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.78ms, fps=11490 images/s, loss=0.8168, top1-acc=71.39%, top5-acc=98.09%, remaining_time=0:00:00.247720, arrival_time=2021-04-10 01:23:01.706531, cost_time=0:00:00.743170 2021-04-10 01:23:01,682 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.08ms, fps=10374 images/s, loss=0.8277, top1-acc=71.31%, top5-acc=97.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:01.682803, cost_time=0:00:00.967122 2021-04-10 01:23:01,768 INFO : Epoch=0003 complete, best val top1-acc=71.31%, top5-acc=97.96% (epoch=3), remaining_time=0:50:24.135968, arrival_time=2021-04-10 02:13:25.904673, cost_time=0:00:46.052831 2021-04-10 01:23:01,769 INFO : Train start, epoch=0004, lr=0.099944 2021-04-10 01:23:02,731 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=0.38ms, fps=2663 images/s, loss=0.7504, top1-acc=72.54%, top5-acc=98.20%, remaining_time=0:00:17.879064, arrival_time=2021-04-10 01:23:20.610274, cost_time=0:00:00.961239 2021-04-10 01:23:03,441 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=2.26ms, fps=3606 images/s, loss=0.7347, top1-acc=73.75%, top5-acc=98.34%, remaining_time=0:00:14.710256, arrival_time=2021-04-10 01:23:18.151803, cost_time=0:00:01.671623 2021-04-10 01:23:04,135 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.43ms, fps=3690 images/s, loss=0.7432, top1-acc=73.50%, top5-acc=98.23%, remaining_time=0:00:13.090760, arrival_time=2021-04-10 01:23:17.226541, cost_time=0:00:02.365813 2021-04-10 01:23:04,834 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.91ms, fps=3669 images/s, loss=0.7300, top1-acc=74.09%, top5-acc=98.28%, remaining_time=0:00:11.950068, arrival_time=2021-04-10 01:23:16.784132, cost_time=0:00:03.064102 2021-04-10 01:23:05,536 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.87ms, fps=3648 images/s, loss=0.7263, top1-acc=74.26%, top5-acc=98.34%, remaining_time=0:00:10.998034, arrival_time=2021-04-10 01:23:16.534426, cost_time=0:00:03.766474 2021-04-10 01:23:06,235 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.88ms, fps=3663 images/s, loss=0.7182, top1-acc=74.56%, top5-acc=98.40%, remaining_time=0:00:10.122208, arrival_time=2021-04-10 01:23:16.357786, cost_time=0:00:04.465656 2021-04-10 01:23:06,927 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.54ms, fps=3700 images/s, loss=0.7130, top1-acc=74.78%, top5-acc=98.39%, remaining_time=0:00:09.284310, arrival_time=2021-04-10 01:23:16.212230, cost_time=0:00:05.157919 2021-04-10 01:23:07,639 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.48ms, fps=3602 images/s, loss=0.7100, top1-acc=74.84%, top5-acc=98.41%, remaining_time=0:00:08.510572, arrival_time=2021-04-10 01:23:16.149947, cost_time=0:00:05.869326 2021-04-10 01:23:08,349 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=2.06ms, fps=3611 images/s, loss=0.7061, top1-acc=75.02%, top5-acc=98.46%, remaining_time=0:00:07.748600, arrival_time=2021-04-10 01:23:16.097564, cost_time=0:00:06.579040 2021-04-10 01:23:09,052 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.86ms, fps=3643 images/s, loss=0.7051, top1-acc=74.95%, top5-acc=98.45%, remaining_time=0:00:06.991008, arrival_time=2021-04-10 01:23:16.043306, cost_time=0:00:07.282251 2021-04-10 01:23:09,745 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.49ms, fps=3695 images/s, loss=0.7062, top1-acc=74.88%, top5-acc=98.45%, remaining_time=0:00:06.235688, arrival_time=2021-04-10 01:23:15.981503, cost_time=0:00:07.975833 2021-04-10 01:23:10,448 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.40ms, fps=3649 images/s, loss=0.7024, top1-acc=75.08%, top5-acc=98.47%, remaining_time=0:00:05.496016, arrival_time=2021-04-10 01:23:15.943990, cost_time=0:00:08.677916 2021-04-10 01:23:11,147 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=2.11ms, fps=3662 images/s, loss=0.7029, top1-acc=75.06%, top5-acc=98.47%, remaining_time=0:00:04.760976, arrival_time=2021-04-10 01:23:15.908611, cost_time=0:00:09.377714 2021-04-10 01:23:11,845 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.51ms, fps=3669 images/s, loss=0.7025, top1-acc=75.11%, top5-acc=98.48%, remaining_time=0:00:04.030320, arrival_time=2021-04-10 01:23:15.876015, cost_time=0:00:10.075773 2021-04-10 01:23:12,544 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=2.03ms, fps=3664 images/s, loss=0.7014, top1-acc=75.14%, top5-acc=98.48%, remaining_time=0:00:03.304272, arrival_time=2021-04-10 01:23:15.849062, cost_time=0:00:10.774794 2021-04-10 01:23:13,244 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.85ms, fps=3664 images/s, loss=0.6995, top1-acc=75.21%, top5-acc=98.46%, remaining_time=0:00:02.581668, arrival_time=2021-04-10 01:23:15.825648, cost_time=0:00:11.474011 2021-04-10 01:23:13,940 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.89ms, fps=3677 images/s, loss=0.6987, top1-acc=75.25%, top5-acc=98.46%, remaining_time=0:00:01.861392, arrival_time=2021-04-10 01:23:15.802132, cost_time=0:00:12.170691 2021-04-10 01:23:14,631 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=2.22ms, fps=3712 images/s, loss=0.6980, top1-acc=75.33%, top5-acc=98.44%, remaining_time=0:00:01.143200, arrival_time=2021-04-10 01:23:15.774247, cost_time=0:00:12.861065 2021-04-10 01:23:15,336 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.72ms, fps=3636 images/s, loss=0.6960, top1-acc=75.42%, top5-acc=98.46%, remaining_time=0:00:00.428400, arrival_time=2021-04-10 01:23:15.764456, cost_time=0:00:13.566086 2021-04-10 01:23:15,718 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=0.08ms, fps=3560 images/s, loss=0.6978, top1-acc=75.41%, top5-acc=98.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:15.718618, cost_time=0:00:13.948697 2021-04-10 01:23:16,043 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=17.39ms, fps=7908 images/s, loss=1.3558, top1-acc=57.62%, top5-acc=95.43%, remaining_time=0:00:00.971160, arrival_time=2021-04-10 01:23:17.014568, cost_time=0:00:00.323723 2021-04-10 01:23:16,228 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=2.44ms, fps=13888 images/s, loss=1.3600, top1-acc=57.87%, top5-acc=95.37%, remaining_time=0:00:00.508460, arrival_time=2021-04-10 01:23:16.736629, cost_time=0:00:00.508463 2021-04-10 01:23:16,558 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=17.50ms, fps=7766 images/s, loss=1.3841, top1-acc=57.38%, top5-acc=95.27%, remaining_time=0:00:00.279520, arrival_time=2021-04-10 01:23:16.837842, cost_time=0:00:00.838553 2021-04-10 01:23:16,743 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.11ms, fps=12581 images/s, loss=1.3610, top1-acc=57.64%, top5-acc=95.58%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:16.743535, cost_time=0:00:01.023840 2021-04-10 01:23:16,782 INFO : Epoch=0004 complete, best val top1-acc=71.31%, top5-acc=97.96% (epoch=3), remaining_time=0:49:52.280256, arrival_time=2021-04-10 02:13:09.063075, cost_time=0:01:01.066946 2021-04-10 01:23:16,783 INFO : Train start, epoch=0005, lr=0.099901 2021-04-10 01:23:17,678 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=3.18ms, fps=2862 images/s, loss=0.6954, top1-acc=76.25%, top5-acc=98.87%, remaining_time=0:00:16.637142, arrival_time=2021-04-10 01:23:34.315507, cost_time=0:00:00.894473 2021-04-10 01:23:18,383 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=2.15ms, fps=3631 images/s, loss=0.6715, top1-acc=76.25%, top5-acc=98.96%, remaining_time=0:00:14.079472, arrival_time=2021-04-10 01:23:32.463271, cost_time=0:00:01.599933 2021-04-10 01:23:19,076 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.39ms, fps=3700 images/s, loss=0.6548, top1-acc=76.95%, top5-acc=98.95%, remaining_time=0:00:12.683894, arrival_time=2021-04-10 01:23:31.760024, cost_time=0:00:02.292270 2021-04-10 01:23:19,772 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.88ms, fps=3679 images/s, loss=0.6589, top1-acc=77.04%, top5-acc=98.75%, remaining_time=0:00:11.655228, arrival_time=2021-04-10 01:23:31.427622, cost_time=0:00:02.988534 2021-04-10 01:23:20,462 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.42ms, fps=3712 images/s, loss=0.6567, top1-acc=77.12%, top5-acc=98.74%, remaining_time=0:00:10.741220, arrival_time=2021-04-10 01:23:31.203634, cost_time=0:00:03.678496 2021-04-10 01:23:21,159 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.40ms, fps=3677 images/s, loss=0.6486, top1-acc=77.36%, top5-acc=98.83%, remaining_time=0:00:09.917256, arrival_time=2021-04-10 01:23:31.076443, cost_time=0:00:04.375285 2021-04-10 01:23:21,855 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.47ms, fps=3680 images/s, loss=0.6479, top1-acc=77.38%, top5-acc=98.78%, remaining_time=0:00:09.128574, arrival_time=2021-04-10 01:23:30.983891, cost_time=0:00:05.071443 2021-04-10 01:23:22,550 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.53ms, fps=3686 images/s, loss=0.6464, top1-acc=77.39%, top5-acc=98.76%, remaining_time=0:00:08.361164, arrival_time=2021-04-10 01:23:30.911362, cost_time=0:00:05.766337 2021-04-10 01:23:23,249 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.54ms, fps=3666 images/s, loss=0.6444, top1-acc=77.53%, top5-acc=98.76%, remaining_time=0:00:07.614404, arrival_time=2021-04-10 01:23:30.863399, cost_time=0:00:06.465081 2021-04-10 01:23:23,943 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.54ms, fps=3689 images/s, loss=0.6421, top1-acc=77.62%, top5-acc=98.76%, remaining_time=0:00:06.873120, arrival_time=2021-04-10 01:23:30.816533, cost_time=0:00:07.159549 2021-04-10 01:23:24,638 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.54ms, fps=3687 images/s, loss=0.6383, top1-acc=77.74%, top5-acc=98.76%, remaining_time=0:00:06.140572, arrival_time=2021-04-10 01:23:30.778726, cost_time=0:00:07.854166 2021-04-10 01:23:25,344 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.51ms, fps=3630 images/s, loss=0.6375, top1-acc=77.77%, top5-acc=98.76%, remaining_time=0:00:05.421460, arrival_time=2021-04-10 01:23:30.765542, cost_time=0:00:08.560199 2021-04-10 01:23:26,058 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=2.10ms, fps=3587 images/s, loss=0.6351, top1-acc=77.86%, top5-acc=98.77%, remaining_time=0:00:04.708506, arrival_time=2021-04-10 01:23:30.766756, cost_time=0:00:09.274385 2021-04-10 01:23:26,751 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.46ms, fps=3694 images/s, loss=0.6381, top1-acc=77.71%, top5-acc=98.78%, remaining_time=0:00:03.987088, arrival_time=2021-04-10 01:23:30.738773, cost_time=0:00:09.967755 2021-04-10 01:23:27,449 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.83ms, fps=3670 images/s, loss=0.6359, top1-acc=77.81%, top5-acc=98.78%, remaining_time=0:00:03.270876, arrival_time=2021-04-10 01:23:30.720747, cost_time=0:00:10.665938 2021-04-10 01:23:28,144 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.51ms, fps=3686 images/s, loss=0.6359, top1-acc=77.80%, top5-acc=98.76%, remaining_time=0:00:02.556216, arrival_time=2021-04-10 01:23:30.701038, cost_time=0:00:11.360958 2021-04-10 01:23:28,835 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.60ms, fps=3710 images/s, loss=0.6330, top1-acc=77.90%, top5-acc=98.78%, remaining_time=0:00:01.843140, arrival_time=2021-04-10 01:23:30.678365, cost_time=0:00:12.051293 2021-04-10 01:23:29,534 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.87ms, fps=3666 images/s, loss=0.6337, top1-acc=77.86%, top5-acc=98.78%, remaining_time=0:00:01.133344, arrival_time=2021-04-10 01:23:30.667333, cost_time=0:00:12.750073 2021-04-10 01:23:30,234 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.26ms, fps=3659 images/s, loss=0.6319, top1-acc=77.90%, top5-acc=98.80%, remaining_time=0:00:00.424746, arrival_time=2021-04-10 01:23:30.658929, cost_time=0:00:13.450254 2021-04-10 01:23:30,615 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=0.07ms, fps=3570 images/s, loss=0.6305, top1-acc=77.95%, top5-acc=98.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:30.615705, cost_time=0:00:13.831832 2021-04-10 01:23:30,978 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=0.36ms, fps=7074 images/s, loss=1.0871, top1-acc=65.20%, top5-acc=97.15%, remaining_time=0:00:01.085580, arrival_time=2021-04-10 01:23:32.064404, cost_time=0:00:00.361865 2021-04-10 01:23:31,193 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=0.19ms, fps=11934 images/s, loss=1.0858, top1-acc=65.37%, top5-acc=97.48%, remaining_time=0:00:00.576860, arrival_time=2021-04-10 01:23:31.770677, cost_time=0:00:00.576853 2021-04-10 01:23:31,401 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=2.56ms, fps=12342 images/s, loss=1.0839, top1-acc=65.27%, top5-acc=97.46%, remaining_time=0:00:00.261580, arrival_time=2021-04-10 01:23:31.663310, cost_time=0:00:00.784753 2021-04-10 01:23:31,615 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.07ms, fps=10884 images/s, loss=1.0835, top1-acc=65.03%, top5-acc=97.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:31.615303, cost_time=0:00:00.998399 2021-04-10 01:23:31,642 INFO : Epoch=0005 complete, best val top1-acc=71.31%, top5-acc=97.96% (epoch=3), remaining_time=0:49:21.135645, arrival_time=2021-04-10 02:12:52.778051, cost_time=0:01:15.926555 2021-04-10 01:23:31,643 INFO : Train start, epoch=0006, lr=0.099846 2021-04-10 01:23:32,517 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=2.99ms, fps=2929 images/s, loss=0.6095, top1-acc=78.79%, top5-acc=98.75%, remaining_time=0:00:16.256586, arrival_time=2021-04-10 01:23:48.773751, cost_time=0:00:00.874012 2021-04-10 01:23:33,218 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=2.07ms, fps=3652 images/s, loss=0.5831, top1-acc=79.55%, top5-acc=99.06%, remaining_time=0:00:13.864400, arrival_time=2021-04-10 01:23:47.083039, cost_time=0:00:01.575492 2021-04-10 01:23:33,921 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=2.27ms, fps=3643 images/s, loss=0.5880, top1-acc=79.56%, top5-acc=98.92%, remaining_time=0:00:12.608032, arrival_time=2021-04-10 01:23:46.529808, cost_time=0:00:02.278574 2021-04-10 01:23:34,621 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=2.01ms, fps=3663 images/s, loss=0.5940, top1-acc=79.28%, top5-acc=98.86%, remaining_time=0:00:11.614044, arrival_time=2021-04-10 01:23:46.235161, cost_time=0:00:02.977967 2021-04-10 01:23:35,318 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.45ms, fps=3672 images/s, loss=0.5864, top1-acc=79.44%, top5-acc=98.87%, remaining_time=0:00:10.732606, arrival_time=2021-04-10 01:23:46.051278, cost_time=0:00:03.675527 2021-04-10 01:23:36,010 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=2.03ms, fps=3703 images/s, loss=0.5839, top1-acc=79.51%, top5-acc=98.93%, remaining_time=0:00:09.898896, arrival_time=2021-04-10 01:23:45.909216, cost_time=0:00:04.367141 2021-04-10 01:23:36,706 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.46ms, fps=3679 images/s, loss=0.5771, top1-acc=79.81%, top5-acc=98.97%, remaining_time=0:00:09.113958, arrival_time=2021-04-10 01:23:45.820586, cost_time=0:00:05.063343 2021-04-10 01:23:37,405 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.89ms, fps=3669 images/s, loss=0.5776, top1-acc=79.80%, top5-acc=98.96%, remaining_time=0:00:08.354784, arrival_time=2021-04-10 01:23:45.759924, cost_time=0:00:05.761939 2021-04-10 01:23:38,105 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.65ms, fps=3659 images/s, loss=0.5762, top1-acc=79.81%, top5-acc=98.95%, remaining_time=0:00:07.610800, arrival_time=2021-04-10 01:23:45.716058, cost_time=0:00:06.462040 2021-04-10 01:23:38,804 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.94ms, fps=3663 images/s, loss=0.5780, top1-acc=79.73%, top5-acc=98.93%, remaining_time=0:00:06.874944, arrival_time=2021-04-10 01:23:45.679501, cost_time=0:00:07.161396 2021-04-10 01:23:39,503 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.85ms, fps=3666 images/s, loss=0.5817, top1-acc=79.64%, top5-acc=98.93%, remaining_time=0:00:06.145216, arrival_time=2021-04-10 01:23:45.648666, cost_time=0:00:07.860163 2021-04-10 01:23:40,203 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.89ms, fps=3661 images/s, loss=0.5822, top1-acc=79.66%, top5-acc=98.93%, remaining_time=0:00:05.421384, arrival_time=2021-04-10 01:23:45.624628, cost_time=0:00:08.560095 2021-04-10 01:23:40,910 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.90ms, fps=3624 images/s, loss=0.5839, top1-acc=79.65%, top5-acc=98.92%, remaining_time=0:00:04.704744, arrival_time=2021-04-10 01:23:45.614908, cost_time=0:00:09.266877 2021-04-10 01:23:41,606 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.78ms, fps=3679 images/s, loss=0.5816, top1-acc=79.72%, top5-acc=98.91%, remaining_time=0:00:03.985408, arrival_time=2021-04-10 01:23:45.592048, cost_time=0:00:09.963484 2021-04-10 01:23:42,297 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.42ms, fps=3709 images/s, loss=0.5810, top1-acc=79.74%, top5-acc=98.92%, remaining_time=0:00:03.267288, arrival_time=2021-04-10 01:23:45.564651, cost_time=0:00:10.654170 2021-04-10 01:23:43,002 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.89ms, fps=3637 images/s, loss=0.5805, top1-acc=79.75%, top5-acc=98.94%, remaining_time=0:00:02.555712, arrival_time=2021-04-10 01:23:45.557631, cost_time=0:00:11.358684 2021-04-10 01:23:43,695 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=2.52ms, fps=3692 images/s, loss=0.5801, top1-acc=79.79%, top5-acc=98.93%, remaining_time=0:00:01.843348, arrival_time=2021-04-10 01:23:45.539188, cost_time=0:00:12.052647 2021-04-10 01:23:44,398 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=2.07ms, fps=3651 images/s, loss=0.5795, top1-acc=79.86%, top5-acc=98.93%, remaining_time=0:00:01.133760, arrival_time=2021-04-10 01:23:45.531755, cost_time=0:00:12.754803 2021-04-10 01:23:45,096 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.63ms, fps=3669 images/s, loss=0.5772, top1-acc=79.95%, top5-acc=98.94%, remaining_time=0:00:00.424830, arrival_time=2021-04-10 01:23:45.521112, cost_time=0:00:13.453038 2021-04-10 01:23:45,466 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=0.07ms, fps=3676 images/s, loss=0.5767, top1-acc=79.99%, top5-acc=98.94%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:45.466853, cost_time=0:00:13.823715 2021-04-10 01:23:45,790 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=25.61ms, fps=7937 images/s, loss=0.7656, top1-acc=74.57%, top5-acc=98.05%, remaining_time=0:00:00.967620, arrival_time=2021-04-10 01:23:46.758171, cost_time=0:00:00.322537 2021-04-10 01:23:46,035 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=3.70ms, fps=10481 images/s, loss=0.7528, top1-acc=74.63%, top5-acc=98.20%, remaining_time=0:00:00.567240, arrival_time=2021-04-10 01:23:46.602500, cost_time=0:00:00.567245 2021-04-10 01:23:46,245 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=2.42ms, fps=12209 images/s, loss=0.7425, top1-acc=75.21%, top5-acc=98.18%, remaining_time=0:00:00.259140, arrival_time=2021-04-10 01:23:46.504571, cost_time=0:00:00.777407 2021-04-10 01:23:46,504 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.08ms, fps=8977 images/s, loss=0.7375, top1-acc=75.44%, top5-acc=98.11%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:46.504326, cost_time=0:00:01.036376 2021-04-10 01:23:46,554 INFO : Epoch=0006 complete, best val top1-acc=75.44%, top5-acc=98.11% (epoch=6), remaining_time=0:48:57.117708, arrival_time=2021-04-10 02:12:43.672248, cost_time=0:01:30.838690 2021-04-10 01:23:46,555 INFO : Train start, epoch=0007, lr=0.099778 2021-04-10 01:23:47,480 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=0.29ms, fps=2769 images/s, loss=0.5745, top1-acc=79.73%, top5-acc=98.87%, remaining_time=0:00:17.198118, arrival_time=2021-04-10 01:24:04.678059, cost_time=0:00:00.924633 2021-04-10 01:23:48,188 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=2.50ms, fps=3618 images/s, loss=0.5715, top1-acc=79.79%, top5-acc=98.93%, remaining_time=0:00:14.372512, arrival_time=2021-04-10 01:24:02.561178, cost_time=0:00:01.633235 2021-04-10 01:23:48,892 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=2.66ms, fps=3640 images/s, loss=0.5677, top1-acc=80.34%, top5-acc=98.87%, remaining_time=0:00:12.933724, arrival_time=2021-04-10 01:24:01.826437, cost_time=0:00:02.337426 2021-04-10 01:23:49,594 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=0.25ms, fps=3649 images/s, loss=0.5564, top1-acc=80.67%, top5-acc=98.91%, remaining_time=0:00:11.854440, arrival_time=2021-04-10 01:24:01.449344, cost_time=0:00:03.039604 2021-04-10 01:23:50,291 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=2.13ms, fps=3678 images/s, loss=0.5535, top1-acc=80.78%, top5-acc=98.87%, remaining_time=0:00:10.909704, arrival_time=2021-04-10 01:24:01.201136, cost_time=0:00:03.736179 2021-04-10 01:23:50,990 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.55ms, fps=3666 images/s, loss=0.5471, top1-acc=81.05%, top5-acc=98.93%, remaining_time=0:00:10.052440, arrival_time=2021-04-10 01:24:01.042612, cost_time=0:00:04.434919 2021-04-10 01:23:51,693 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.87ms, fps=3641 images/s, loss=0.5454, top1-acc=81.21%, top5-acc=98.89%, remaining_time=0:00:09.249156, arrival_time=2021-04-10 01:24:00.942978, cost_time=0:00:05.138399 2021-04-10 01:23:52,397 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.52ms, fps=3644 images/s, loss=0.5482, top1-acc=81.12%, top5-acc=98.93%, remaining_time=0:00:08.470320, arrival_time=2021-04-10 01:24:00.867254, cost_time=0:00:05.841622 2021-04-10 01:23:53,099 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.95ms, fps=3646 images/s, loss=0.5465, top1-acc=81.18%, top5-acc=98.95%, remaining_time=0:00:07.707790, arrival_time=2021-04-10 01:24:00.807543, cost_time=0:00:06.544367 2021-04-10 01:23:53,801 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.86ms, fps=3650 images/s, loss=0.5460, top1-acc=81.20%, top5-acc=98.94%, remaining_time=0:00:06.956640, arrival_time=2021-04-10 01:24:00.758472, cost_time=0:00:07.246522 2021-04-10 01:23:54,505 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.52ms, fps=3642 images/s, loss=0.5442, top1-acc=81.23%, top5-acc=98.96%, remaining_time=0:00:06.215392, arrival_time=2021-04-10 01:24:00.720731, cost_time=0:00:07.949905 2021-04-10 01:23:55,204 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=2.07ms, fps=3663 images/s, loss=0.5442, top1-acc=81.26%, top5-acc=98.97%, remaining_time=0:00:05.478080, arrival_time=2021-04-10 01:24:00.682960, cost_time=0:00:08.649578 2021-04-10 01:23:55,899 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.95ms, fps=3688 images/s, loss=0.5441, top1-acc=81.25%, top5-acc=98.98%, remaining_time=0:00:04.744014, arrival_time=2021-04-10 01:24:00.643708, cost_time=0:00:09.344281 2021-04-10 01:23:56,596 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=5.08ms, fps=3677 images/s, loss=0.5462, top1-acc=81.17%, top5-acc=98.97%, remaining_time=0:00:04.016488, arrival_time=2021-04-10 01:24:00.613030, cost_time=0:00:10.041217 2021-04-10 01:23:57,294 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.50ms, fps=3671 images/s, loss=0.5477, top1-acc=81.09%, top5-acc=98.98%, remaining_time=0:00:03.293370, arrival_time=2021-04-10 01:24:00.587830, cost_time=0:00:10.739208 2021-04-10 01:23:57,994 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=2.06ms, fps=3659 images/s, loss=0.5475, top1-acc=81.07%, top5-acc=98.99%, remaining_time=0:00:02.573820, arrival_time=2021-04-10 01:24:00.568324, cost_time=0:00:11.439177 2021-04-10 01:23:58,719 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.53ms, fps=3535 images/s, loss=0.5472, top1-acc=81.08%, top5-acc=98.98%, remaining_time=0:00:01.860378, arrival_time=2021-04-10 01:24:00.579566, cost_time=0:00:12.163927 2021-04-10 01:23:59,409 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.91ms, fps=3710 images/s, loss=0.5455, top1-acc=81.10%, top5-acc=98.98%, remaining_time=0:00:01.142608, arrival_time=2021-04-10 01:24:00.552171, cost_time=0:00:12.854304 2021-04-10 01:24:00,103 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.28ms, fps=3691 images/s, loss=0.5447, top1-acc=81.16%, top5-acc=98.99%, remaining_time=0:00:00.427842, arrival_time=2021-04-10 01:24:00.531476, cost_time=0:00:13.548385 2021-04-10 01:24:00,482 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=0.10ms, fps=3594 images/s, loss=0.5463, top1-acc=81.13%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:00.482582, cost_time=0:00:13.927194 2021-04-10 01:24:00,782 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=3.50ms, fps=8579 images/s, loss=0.6190, top1-acc=78.09%, top5-acc=98.20%, remaining_time=0:00:00.895140, arrival_time=2021-04-10 01:24:01.677778, cost_time=0:00:00.298375 2021-04-10 01:24:01,026 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=0.38ms, fps=10518 images/s, loss=0.6319, top1-acc=77.77%, top5-acc=98.55%, remaining_time=0:00:00.542260, arrival_time=2021-04-10 01:24:01.568755, cost_time=0:00:00.542263 2021-04-10 01:24:01,248 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=0.28ms, fps=11537 images/s, loss=0.6440, top1-acc=77.46%, top5-acc=98.59%, remaining_time=0:00:00.254850, arrival_time=2021-04-10 01:24:01.503631, cost_time=0:00:00.764547 2021-04-10 01:24:01,467 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.10ms, fps=10637 images/s, loss=0.6278, top1-acc=77.76%, top5-acc=98.60%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:01.467302, cost_time=0:00:00.983067 2021-04-10 01:24:01,550 INFO : Epoch=0007 complete, best val top1-acc=77.76%, top5-acc=98.60% (epoch=7), remaining_time=0:48:38.012162, arrival_time=2021-04-10 02:12:39.562674, cost_time=0:01:45.834637 2021-04-10 01:24:01,551 INFO : Train start, epoch=0008, lr=0.099698 2021-04-10 01:24:02,417 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=4.97ms, fps=2957 images/s, loss=0.5616, top1-acc=80.00%, top5-acc=99.22%, remaining_time=0:00:16.101648, arrival_time=2021-04-10 01:24:18.518944, cost_time=0:00:00.865682 2021-04-10 01:24:03,111 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=2.65ms, fps=3690 images/s, loss=0.5437, top1-acc=81.15%, top5-acc=99.04%, remaining_time=0:00:13.727296, arrival_time=2021-04-10 01:24:16.838847, cost_time=0:00:01.559923 2021-04-10 01:24:03,817 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.91ms, fps=3627 images/s, loss=0.5332, top1-acc=81.58%, top5-acc=99.18%, remaining_time=0:00:12.539640, arrival_time=2021-04-10 01:24:16.357450, cost_time=0:00:02.266189 2021-04-10 01:24:04,515 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.37ms, fps=3671 images/s, loss=0.5280, top1-acc=81.69%, top5-acc=99.21%, remaining_time=0:00:11.559600, arrival_time=2021-04-10 01:24:16.075168, cost_time=0:00:02.963989 2021-04-10 01:24:05,207 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.83ms, fps=3704 images/s, loss=0.5287, top1-acc=81.67%, top5-acc=99.20%, remaining_time=0:00:10.673768, arrival_time=2021-04-10 01:24:15.880796, cost_time=0:00:03.655411 2021-04-10 01:24:05,901 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.95ms, fps=3687 images/s, loss=0.5312, top1-acc=81.45%, top5-acc=99.21%, remaining_time=0:00:09.860680, arrival_time=2021-04-10 01:24:15.762603, cost_time=0:00:04.350303 2021-04-10 01:24:06,601 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.32ms, fps=3665 images/s, loss=0.5287, top1-acc=81.65%, top5-acc=99.17%, remaining_time=0:00:09.089010, arrival_time=2021-04-10 01:24:15.690029, cost_time=0:00:05.049445 2021-04-10 01:24:07,300 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.42ms, fps=3661 images/s, loss=0.5262, top1-acc=81.74%, top5-acc=99.18%, remaining_time=0:00:08.336224, arrival_time=2021-04-10 01:24:15.637030, cost_time=0:00:05.749093 2021-04-10 01:24:07,997 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.53ms, fps=3680 images/s, loss=0.5241, top1-acc=81.80%, top5-acc=99.21%, remaining_time=0:00:07.591296, arrival_time=2021-04-10 01:24:15.588310, cost_time=0:00:06.445398 2021-04-10 01:24:08,699 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.61ms, fps=3648 images/s, loss=0.5217, top1-acc=81.89%, top5-acc=99.23%, remaining_time=0:00:06.861888, arrival_time=2021-04-10 01:24:15.561283, cost_time=0:00:07.147753 2021-04-10 01:24:09,402 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=2.14ms, fps=3646 images/s, loss=0.5185, top1-acc=82.02%, top5-acc=99.24%, remaining_time=0:00:06.137648, arrival_time=2021-04-10 01:24:15.539844, cost_time=0:00:07.850498 2021-04-10 01:24:10,096 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.40ms, fps=3692 images/s, loss=0.5186, top1-acc=82.06%, top5-acc=99.22%, remaining_time=0:00:05.411580, arrival_time=2021-04-10 01:24:15.507781, cost_time=0:00:08.544616 2021-04-10 01:24:10,789 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.55ms, fps=3696 images/s, loss=0.5178, top1-acc=82.06%, top5-acc=99.22%, remaining_time=0:00:04.689828, arrival_time=2021-04-10 01:24:15.479288, cost_time=0:00:09.237598 2021-04-10 01:24:11,494 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.74ms, fps=3637 images/s, loss=0.5189, top1-acc=81.99%, top5-acc=99.20%, remaining_time=0:00:03.977064, arrival_time=2021-04-10 01:24:15.471376, cost_time=0:00:09.942678 2021-04-10 01:24:12,195 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.71ms, fps=3656 images/s, loss=0.5180, top1-acc=81.99%, top5-acc=99.22%, remaining_time=0:00:03.263976, arrival_time=2021-04-10 01:24:15.459016, cost_time=0:00:10.643416 2021-04-10 01:24:12,892 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.28ms, fps=3672 images/s, loss=0.5171, top1-acc=82.00%, top5-acc=99.21%, remaining_time=0:00:02.551752, arrival_time=2021-04-10 01:24:15.444580, cost_time=0:00:11.341128 2021-04-10 01:24:13,600 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.84ms, fps=3620 images/s, loss=0.5164, top1-acc=82.03%, top5-acc=99.21%, remaining_time=0:00:01.842776, arrival_time=2021-04-10 01:24:15.443378, cost_time=0:00:12.048943 2021-04-10 01:24:14,299 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=3.83ms, fps=3667 images/s, loss=0.5180, top1-acc=81.97%, top5-acc=99.20%, remaining_time=0:00:01.133120, arrival_time=2021-04-10 01:24:15.432282, cost_time=0:00:12.747558 2021-04-10 01:24:14,996 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.21ms, fps=3675 images/s, loss=0.5195, top1-acc=81.89%, top5-acc=99.21%, remaining_time=0:00:00.424566, arrival_time=2021-04-10 01:24:15.420704, cost_time=0:00:13.444569 2021-04-10 01:24:15,376 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=0.12ms, fps=3580 images/s, loss=0.5197, top1-acc=81.83%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:15.376474, cost_time=0:00:13.824841 2021-04-10 01:24:15,654 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=4.37ms, fps=9233 images/s, loss=0.8309, top1-acc=71.41%, top5-acc=98.44%, remaining_time=0:00:00.831780, arrival_time=2021-04-10 01:24:16.486676, cost_time=0:00:00.277259 2021-04-10 01:24:15,892 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=0.39ms, fps=10798 images/s, loss=0.8705, top1-acc=71.50%, top5-acc=97.79%, remaining_time=0:00:00.514840, arrival_time=2021-04-10 01:24:16.407314, cost_time=0:00:00.514847 2021-04-10 01:24:16,097 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=0.27ms, fps=12512 images/s, loss=0.8826, top1-acc=71.63%, top5-acc=97.42%, remaining_time=0:00:00.239980, arrival_time=2021-04-10 01:24:16.337561, cost_time=0:00:00.719949 2021-04-10 01:24:16,362 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.10ms, fps=8781 images/s, loss=0.8701, top1-acc=71.59%, top5-acc=97.36%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:16.362261, cost_time=0:00:00.984630 2021-04-10 01:24:16,406 INFO : Epoch=0008 complete, best val top1-acc=77.76%, top5-acc=98.60% (epoch=7), remaining_time=0:48:16.583040, arrival_time=2021-04-10 02:12:32.989863, cost_time=0:02:00.690961 2021-04-10 01:24:16,407 INFO : Train start, epoch=0009, lr=0.099606 2021-04-10 01:24:17,304 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=0.49ms, fps=2856 images/s, loss=0.4966, top1-acc=82.89%, top5-acc=99.26%, remaining_time=0:00:16.670064, arrival_time=2021-04-10 01:24:33.974171, cost_time=0:00:00.896241 2021-04-10 01:24:18,039 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.98ms, fps=3484 images/s, loss=0.4853, top1-acc=83.32%, top5-acc=99.30%, remaining_time=0:00:14.356320, arrival_time=2021-04-10 01:24:32.395643, cost_time=0:00:01.631397 2021-04-10 01:24:18,756 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=2.19ms, fps=3573 images/s, loss=0.4915, top1-acc=83.09%, top5-acc=99.18%, remaining_time=0:00:12.994812, arrival_time=2021-04-10 01:24:31.751199, cost_time=0:00:02.348474 2021-04-10 01:24:19,452 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.55ms, fps=3682 images/s, loss=0.4997, top1-acc=82.79%, top5-acc=99.22%, remaining_time=0:00:11.873316, arrival_time=2021-04-10 01:24:31.325612, cost_time=0:00:03.044424 2021-04-10 01:24:20,150 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.55ms, fps=3667 images/s, loss=0.5037, top1-acc=82.59%, top5-acc=99.23%, remaining_time=0:00:10.929560, arrival_time=2021-04-10 01:24:31.080485, cost_time=0:00:03.743008 2021-04-10 01:24:20,853 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.33ms, fps=3648 images/s, loss=0.5080, top1-acc=82.53%, top5-acc=99.11%, remaining_time=0:00:10.075832, arrival_time=2021-04-10 01:24:30.928940, cost_time=0:00:04.445197 2021-04-10 01:24:21,553 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.34ms, fps=3659 images/s, loss=0.5063, top1-acc=82.63%, top5-acc=99.07%, remaining_time=0:00:09.261756, arrival_time=2021-04-10 01:24:30.815028, cost_time=0:00:05.145390 2021-04-10 01:24:22,250 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.99ms, fps=3674 images/s, loss=0.5039, top1-acc=82.62%, top5-acc=99.13%, remaining_time=0:00:08.471828, arrival_time=2021-04-10 01:24:30.722391, cost_time=0:00:05.842628 2021-04-10 01:24:22,948 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=2.16ms, fps=3673 images/s, loss=0.5012, top1-acc=82.67%, top5-acc=99.14%, remaining_time=0:00:07.702914, arrival_time=2021-04-10 01:24:30.651154, cost_time=0:00:06.540191 2021-04-10 01:24:23,651 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.98ms, fps=3645 images/s, loss=0.4993, top1-acc=82.65%, top5-acc=99.16%, remaining_time=0:00:06.953568, arrival_time=2021-04-10 01:24:30.604814, cost_time=0:00:07.243322 2021-04-10 01:24:24,353 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=2.18ms, fps=3650 images/s, loss=0.5015, top1-acc=82.57%, top5-acc=99.17%, remaining_time=0:00:06.211780, arrival_time=2021-04-10 01:24:30.565032, cost_time=0:00:07.945246 2021-04-10 01:24:25,048 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.86ms, fps=3687 images/s, loss=0.5034, top1-acc=82.51%, top5-acc=99.14%, remaining_time=0:00:05.472228, arrival_time=2021-04-10 01:24:30.520483, cost_time=0:00:08.640328 2021-04-10 01:24:25,743 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.71ms, fps=3687 images/s, loss=0.5014, top1-acc=82.61%, top5-acc=99.15%, remaining_time=0:00:04.739460, arrival_time=2021-04-10 01:24:30.482851, cost_time=0:00:09.335338 2021-04-10 01:24:26,437 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.51ms, fps=3693 images/s, loss=0.5008, top1-acc=82.64%, top5-acc=99.15%, remaining_time=0:00:04.011728, arrival_time=2021-04-10 01:24:30.448985, cost_time=0:00:10.029376 2021-04-10 01:24:27,126 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.60ms, fps=3718 images/s, loss=0.5008, top1-acc=82.63%, top5-acc=99.16%, remaining_time=0:00:03.286930, arrival_time=2021-04-10 01:24:30.413127, cost_time=0:00:10.718289 2021-04-10 01:24:27,833 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=2.25ms, fps=3623 images/s, loss=0.5014, top1-acc=82.59%, top5-acc=99.17%, remaining_time=0:00:02.570724, arrival_time=2021-04-10 01:24:30.404162, cost_time=0:00:11.425422 2021-04-10 01:24:28,533 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=2.12ms, fps=3661 images/s, loss=0.5007, top1-acc=82.67%, top5-acc=99.19%, remaining_time=0:00:01.854476, arrival_time=2021-04-10 01:24:30.387750, cost_time=0:00:12.125361 2021-04-10 01:24:29,220 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.63ms, fps=3729 images/s, loss=0.4999, top1-acc=82.71%, top5-acc=99.19%, remaining_time=0:00:01.138880, arrival_time=2021-04-10 01:24:30.359252, cost_time=0:00:12.812465 2021-04-10 01:24:29,917 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.57ms, fps=3677 images/s, loss=0.5004, top1-acc=82.71%, top5-acc=99.18%, remaining_time=0:00:00.426606, arrival_time=2021-04-10 01:24:30.343806, cost_time=0:00:13.509216 2021-04-10 01:24:30,289 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=0.08ms, fps=3663 images/s, loss=0.5005, top1-acc=82.70%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:30.289049, cost_time=0:00:13.881187 2021-04-10 01:24:30,591 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=11.01ms, fps=8502 images/s, loss=0.7372, top1-acc=75.59%, top5-acc=98.63%, remaining_time=0:00:00.903300, arrival_time=2021-04-10 01:24:31.494427, cost_time=0:00:00.301103 2021-04-10 01:24:30,845 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=2.44ms, fps=10098 images/s, loss=0.7315, top1-acc=75.35%, top5-acc=98.57%, remaining_time=0:00:00.555040, arrival_time=2021-04-10 01:24:31.400103, cost_time=0:00:00.555038 2021-04-10 01:24:31,149 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=40.91ms, fps=8418 images/s, loss=0.7321, top1-acc=75.30%, top5-acc=98.61%, remaining_time=0:00:00.286530, arrival_time=2021-04-10 01:24:31.436127, cost_time=0:00:00.859591 2021-04-10 01:24:31,360 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.06ms, fps=10993 images/s, loss=0.7354, top1-acc=75.47%, top5-acc=98.60%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:31.360955, cost_time=0:00:01.070985 2021-04-10 01:24:31,387 INFO : Epoch=0009 complete, best val top1-acc=77.76%, top5-acc=98.60% (epoch=7), remaining_time=0:47:59.244207, arrival_time=2021-04-10 02:12:30.631250, cost_time=0:02:15.671195 2021-04-10 01:24:31,387 INFO : Train start, epoch=0010, lr=0.099501 2021-04-10 01:24:32,282 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=0.36ms, fps=2861 images/s, loss=0.5071, top1-acc=82.30%, top5-acc=99.22%, remaining_time=0:00:16.640304, arrival_time=2021-04-10 01:24:48.922710, cost_time=0:00:00.894639 2021-04-10 01:24:32,983 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.39ms, fps=3655 images/s, loss=0.4908, top1-acc=83.22%, top5-acc=99.26%, remaining_time=0:00:14.040752, arrival_time=2021-04-10 01:24:47.024028, cost_time=0:00:01.595549 2021-04-10 01:24:33,684 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.94ms, fps=3651 images/s, loss=0.4845, top1-acc=83.31%, top5-acc=99.24%, remaining_time=0:00:12.710620, arrival_time=2021-04-10 01:24:46.395482, cost_time=0:00:02.297099 2021-04-10 01:24:34,383 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=2.25ms, fps=3667 images/s, loss=0.4853, top1-acc=83.26%, top5-acc=99.26%, remaining_time=0:00:11.683152, arrival_time=2021-04-10 01:24:46.066648, cost_time=0:00:02.995678 2021-04-10 01:24:35,114 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=2.54ms, fps=3507 images/s, loss=0.4850, top1-acc=83.46%, top5-acc=99.23%, remaining_time=0:00:10.880942, arrival_time=2021-04-10 01:24:45.994995, cost_time=0:00:03.726326 2021-04-10 01:24:35,813 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.89ms, fps=3664 images/s, loss=0.4817, top1-acc=83.40%, top5-acc=99.29%, remaining_time=0:00:10.030816, arrival_time=2021-04-10 01:24:45.843921, cost_time=0:00:04.425377 2021-04-10 01:24:36,510 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.88ms, fps=3675 images/s, loss=0.4826, top1-acc=83.40%, top5-acc=99.29%, remaining_time=0:00:09.220176, arrival_time=2021-04-10 01:24:45.730485, cost_time=0:00:05.122354 2021-04-10 01:24:37,205 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.44ms, fps=3685 images/s, loss=0.4805, top1-acc=83.55%, top5-acc=99.29%, remaining_time=0:00:08.436100, arrival_time=2021-04-10 01:24:45.641845, cost_time=0:00:05.817969 2021-04-10 01:24:37,904 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=2.21ms, fps=3668 images/s, loss=0.4819, top1-acc=83.49%, top5-acc=99.31%, remaining_time=0:00:07.675036, arrival_time=2021-04-10 01:24:45.579339, cost_time=0:00:06.516508 2021-04-10 01:24:38,601 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.88ms, fps=3672 images/s, loss=0.4817, top1-acc=83.51%, top5-acc=99.31%, remaining_time=0:00:06.925632, arrival_time=2021-04-10 01:24:45.527561, cost_time=0:00:07.214186 2021-04-10 01:24:39,298 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=2.18ms, fps=3679 images/s, loss=0.4827, top1-acc=83.43%, top5-acc=99.32%, remaining_time=0:00:06.184604, arrival_time=2021-04-10 01:24:45.482980, cost_time=0:00:07.910515 2021-04-10 01:24:39,994 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.84ms, fps=3681 images/s, loss=0.4813, top1-acc=83.52%, top5-acc=99.30%, remaining_time=0:00:05.450948, arrival_time=2021-04-10 01:24:45.445465, cost_time=0:00:08.606748 2021-04-10 01:24:40,699 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=2.67ms, fps=3633 images/s, loss=0.4826, top1-acc=83.47%, top5-acc=99.29%, remaining_time=0:00:04.727580, arrival_time=2021-04-10 01:24:45.427357, cost_time=0:00:09.311934 2021-04-10 01:24:41,393 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.32ms, fps=3692 images/s, loss=0.4818, top1-acc=83.50%, top5-acc=99.28%, remaining_time=0:00:04.002432, arrival_time=2021-04-10 01:24:45.396253, cost_time=0:00:10.006082 2021-04-10 01:24:42,094 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.98ms, fps=3659 images/s, loss=0.4808, top1-acc=83.51%, top5-acc=99.29%, remaining_time=0:00:03.283250, arrival_time=2021-04-10 01:24:45.377232, cost_time=0:00:10.706205 2021-04-10 01:24:42,795 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.37ms, fps=3653 images/s, loss=0.4812, top1-acc=83.50%, top5-acc=99.29%, remaining_time=0:00:02.566692, arrival_time=2021-04-10 01:24:45.362001, cost_time=0:00:11.407511 2021-04-10 01:24:43,496 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.50ms, fps=3651 images/s, loss=0.4801, top1-acc=83.58%, top5-acc=99.31%, remaining_time=0:00:01.852006, arrival_time=2021-04-10 01:24:45.348935, cost_time=0:00:12.109191 2021-04-10 01:24:44,194 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.35ms, fps=3673 images/s, loss=0.4808, top1-acc=83.52%, top5-acc=99.30%, remaining_time=0:00:01.138368, arrival_time=2021-04-10 01:24:45.332696, cost_time=0:00:12.806562 2021-04-10 01:24:44,887 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.26ms, fps=3695 images/s, loss=0.4806, top1-acc=83.55%, top5-acc=99.31%, remaining_time=0:00:00.426312, arrival_time=2021-04-10 01:24:45.314053, cost_time=0:00:13.499893 2021-04-10 01:24:45,268 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.83ms, fps=3578 images/s, loss=0.4815, top1-acc=83.50%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:45.268406, cost_time=0:00:13.880631 2021-04-10 01:24:45,537 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=1.74ms, fps=9571 images/s, loss=0.6627, top1-acc=76.91%, top5-acc=98.91%, remaining_time=0:00:00.802380, arrival_time=2021-04-10 01:24:46.339650, cost_time=0:00:00.267455 2021-04-10 01:24:45,801 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=0.18ms, fps=9686 images/s, loss=0.6329, top1-acc=77.77%, top5-acc=98.95%, remaining_time=0:00:00.532080, arrival_time=2021-04-10 01:24:46.333979, cost_time=0:00:00.532074 2021-04-10 01:24:46,018 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=0.27ms, fps=11863 images/s, loss=0.6270, top1-acc=77.75%, top5-acc=98.93%, remaining_time=0:00:00.249400, arrival_time=2021-04-10 01:24:46.267465, cost_time=0:00:00.748201 2021-04-10 01:24:46,210 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.06ms, fps=12110 images/s, loss=0.6521, top1-acc=77.61%, top5-acc=98.75%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:46.210065, cost_time=0:00:00.940264 2021-04-10 01:24:46,236 INFO : Epoch=0010 complete, best val top1-acc=77.76%, top5-acc=98.60% (epoch=7), remaining_time=0:47:39.893870, arrival_time=2021-04-10 02:12:26.130454, cost_time=0:02:30.520728 2021-04-10 01:24:46,237 INFO : Train start, epoch=0011, lr=0.099384 2021-04-10 01:24:47,108 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.65ms, fps=2941 images/s, loss=0.4885, top1-acc=83.28%, top5-acc=99.02%, remaining_time=0:00:16.190184, arrival_time=2021-04-10 01:25:03.298113, cost_time=0:00:00.870435 2021-04-10 01:24:47,826 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.33ms, fps=3566 images/s, loss=0.4935, top1-acc=82.89%, top5-acc=99.00%, remaining_time=0:00:13.984080, arrival_time=2021-04-10 01:25:01.810540, cost_time=0:00:01.589107 2021-04-10 01:24:48,559 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.84ms, fps=3493 images/s, loss=0.4994, top1-acc=82.81%, top5-acc=99.05%, remaining_time=0:00:12.849728, arrival_time=2021-04-10 01:25:01.409382, cost_time=0:00:02.322251 2021-04-10 01:24:49,258 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.59ms, fps=3664 images/s, loss=0.4905, top1-acc=83.15%, top5-acc=99.11%, remaining_time=0:00:11.783304, arrival_time=2021-04-10 01:25:01.042067, cost_time=0:00:03.021365 2021-04-10 01:24:49,959 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.39ms, fps=3655 images/s, loss=0.4812, top1-acc=83.55%, top5-acc=99.18%, remaining_time=0:00:10.869408, arrival_time=2021-04-10 01:25:00.829146, cost_time=0:00:03.722393 2021-04-10 01:24:50,670 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=2.14ms, fps=3602 images/s, loss=0.4761, top1-acc=83.72%, top5-acc=99.21%, remaining_time=0:00:10.049176, arrival_time=2021-04-10 01:25:00.720014, cost_time=0:00:04.433479 2021-04-10 01:24:51,369 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=2.41ms, fps=3667 images/s, loss=0.4738, top1-acc=83.76%, top5-acc=99.25%, remaining_time=0:00:09.237564, arrival_time=2021-04-10 01:25:00.607015, cost_time=0:00:05.131973 2021-04-10 01:24:52,072 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.36ms, fps=3646 images/s, loss=0.4724, top1-acc=83.73%, top5-acc=99.28%, remaining_time=0:00:08.461156, arrival_time=2021-04-10 01:25:00.533884, cost_time=0:00:05.835319 2021-04-10 01:24:52,779 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.84ms, fps=3625 images/s, loss=0.4697, top1-acc=83.83%, top5-acc=99.28%, remaining_time=0:00:07.705140, arrival_time=2021-04-10 01:25:00.484669, cost_time=0:00:06.542110 2021-04-10 01:24:53,481 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.62ms, fps=3650 images/s, loss=0.4666, top1-acc=83.91%, top5-acc=99.27%, remaining_time=0:00:06.954240, arrival_time=2021-04-10 01:25:00.435671, cost_time=0:00:07.244018 2021-04-10 01:24:54,183 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.69ms, fps=3652 images/s, loss=0.4669, top1-acc=83.92%, top5-acc=99.25%, remaining_time=0:00:06.211952, arrival_time=2021-04-10 01:25:00.394938, cost_time=0:00:07.945486 2021-04-10 01:24:54,875 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.84ms, fps=3699 images/s, loss=0.4661, top1-acc=83.96%, top5-acc=99.24%, remaining_time=0:00:05.470936, arrival_time=2021-04-10 01:25:00.346671, cost_time=0:00:08.638377 2021-04-10 01:24:55,567 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.44ms, fps=3701 images/s, loss=0.4669, top1-acc=83.94%, top5-acc=99.26%, remaining_time=0:00:04.737018, arrival_time=2021-04-10 01:25:00.304859, cost_time=0:00:09.330483 2021-04-10 01:24:56,262 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.59ms, fps=3686 images/s, loss=0.4655, top1-acc=83.96%, top5-acc=99.27%, remaining_time=0:00:04.010104, arrival_time=2021-04-10 01:25:00.272905, cost_time=0:00:10.025329 2021-04-10 01:24:56,989 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=2.05ms, fps=3525 images/s, loss=0.4655, top1-acc=83.96%, top5-acc=99.29%, remaining_time=0:00:03.297326, arrival_time=2021-04-10 01:25:00.286896, cost_time=0:00:10.752176 2021-04-10 01:24:57,695 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.86ms, fps=3630 images/s, loss=0.4647, top1-acc=83.99%, top5-acc=99.29%, remaining_time=0:00:02.578032, arrival_time=2021-04-10 01:25:00.273321, cost_time=0:00:11.457842 2021-04-10 01:24:58,390 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.58ms, fps=3685 images/s, loss=0.4652, top1-acc=83.98%, top5-acc=99.30%, remaining_time=0:00:01.858740, arrival_time=2021-04-10 01:25:00.249338, cost_time=0:00:12.153242 2021-04-10 01:24:59,088 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.38ms, fps=3673 images/s, loss=0.4655, top1-acc=83.95%, top5-acc=99.29%, remaining_time=0:00:01.142272, arrival_time=2021-04-10 01:25:00.230370, cost_time=0:00:12.850618 2021-04-10 01:24:59,783 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.43ms, fps=3684 images/s, loss=0.4664, top1-acc=83.91%, top5-acc=99.28%, remaining_time=0:00:00.427776, arrival_time=2021-04-10 01:25:00.211446, cost_time=0:00:13.546311 2021-04-10 01:25:00,173 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=0.11ms, fps=3495 images/s, loss=0.4659, top1-acc=83.93%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:00.173256, cost_time=0:00:13.935783 2021-04-10 01:25:00,501 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=0.21ms, fps=7831 images/s, loss=0.6306, top1-acc=78.52%, top5-acc=99.06%, remaining_time=0:00:00.980730, arrival_time=2021-04-10 01:25:01.482432, cost_time=0:00:00.326907 2021-04-10 01:25:00,721 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=0.37ms, fps=11667 images/s, loss=0.6240, top1-acc=78.79%, top5-acc=99.02%, remaining_time=0:00:00.546660, arrival_time=2021-04-10 01:25:01.268154, cost_time=0:00:00.546658 2021-04-10 01:25:00,989 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=0.39ms, fps=9565 images/s, loss=0.6346, top1-acc=78.58%, top5-acc=98.91%, remaining_time=0:00:00.271580, arrival_time=2021-04-10 01:25:01.261170, cost_time=0:00:00.814751 2021-04-10 01:25:01,210 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.08ms, fps=10540 images/s, loss=0.6401, top1-acc=78.34%, top5-acc=98.90%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:01.210120, cost_time=0:00:01.035342 2021-04-10 01:25:01,260 INFO : Epoch=0011 complete, best val top1-acc=78.34%, top5-acc=98.90% (epoch=11), remaining_time=0:47:24.365706, arrival_time=2021-04-10 02:12:25.626654, cost_time=0:02:45.545093 2021-04-10 01:25:01,261 INFO : Train start, epoch=0012, lr=0.099255 2021-04-10 01:25:02,176 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=0.25ms, fps=2800 images/s, loss=0.4403, top1-acc=84.92%, top5-acc=99.61%, remaining_time=0:00:17.007096, arrival_time=2021-04-10 01:25:19.183173, cost_time=0:00:00.914365 2021-04-10 01:25:02,871 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.53ms, fps=3683 images/s, loss=0.4521, top1-acc=84.69%, top5-acc=99.41%, remaining_time=0:00:14.166944, arrival_time=2021-04-10 01:25:17.038580, cost_time=0:00:01.609880 2021-04-10 01:25:03,580 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=2.19ms, fps=3613 images/s, loss=0.4457, top1-acc=84.86%, top5-acc=99.35%, remaining_time=0:00:12.831800, arrival_time=2021-04-10 01:25:16.412554, cost_time=0:00:02.319004 2021-04-10 01:25:04,279 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.91ms, fps=3668 images/s, loss=0.4533, top1-acc=84.40%, top5-acc=99.37%, remaining_time=0:00:11.767704, arrival_time=2021-04-10 01:25:16.046833, cost_time=0:00:03.017363 2021-04-10 01:25:04,975 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.43ms, fps=3677 images/s, loss=0.4588, top1-acc=84.12%, top5-acc=99.37%, remaining_time=0:00:10.845318, arrival_time=2021-04-10 01:25:15.821222, cost_time=0:00:03.714144 2021-04-10 01:25:05,674 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.83ms, fps=3668 images/s, loss=0.4612, top1-acc=84.00%, top5-acc=99.37%, remaining_time=0:00:10.001984, arrival_time=2021-04-10 01:25:15.676408, cost_time=0:00:04.412663 2021-04-10 01:25:06,371 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.68ms, fps=3674 images/s, loss=0.4638, top1-acc=83.96%, top5-acc=99.31%, remaining_time=0:00:09.198000, arrival_time=2021-04-10 01:25:15.569814, cost_time=0:00:05.109972 2021-04-10 01:25:07,074 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.37ms, fps=3648 images/s, loss=0.4611, top1-acc=84.09%, top5-acc=99.34%, remaining_time=0:00:08.427980, arrival_time=2021-04-10 01:25:15.502113, cost_time=0:00:05.812371 2021-04-10 01:25:07,768 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.72ms, fps=3688 images/s, loss=0.4606, top1-acc=84.12%, top5-acc=99.32%, remaining_time=0:00:07.664012, arrival_time=2021-04-10 01:25:15.432871, cost_time=0:00:06.507149 2021-04-10 01:25:08,474 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=2.04ms, fps=3631 images/s, loss=0.4578, top1-acc=84.20%, top5-acc=99.34%, remaining_time=0:00:06.924096, arrival_time=2021-04-10 01:25:15.398544, cost_time=0:00:07.212616 2021-04-10 01:25:09,175 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.54ms, fps=3655 images/s, loss=0.4555, top1-acc=84.37%, top5-acc=99.34%, remaining_time=0:00:06.187184, arrival_time=2021-04-10 01:25:15.362770, cost_time=0:00:07.913875 2021-04-10 01:25:09,866 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.92ms, fps=3709 images/s, loss=0.4534, top1-acc=84.45%, top5-acc=99.32%, remaining_time=0:00:05.449580, arrival_time=2021-04-10 01:25:15.315914, cost_time=0:00:08.604558 2021-04-10 01:25:10,551 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.44ms, fps=3741 images/s, loss=0.4528, top1-acc=84.48%, top5-acc=99.33%, remaining_time=0:00:04.716162, arrival_time=2021-04-10 01:25:15.267247, cost_time=0:00:09.289358 2021-04-10 01:25:11,279 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.87ms, fps=3519 images/s, loss=0.4510, top1-acc=84.55%, top5-acc=99.35%, remaining_time=0:00:04.006856, arrival_time=2021-04-10 01:25:15.285810, cost_time=0:00:10.017202 2021-04-10 01:25:11,980 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=2.29ms, fps=3655 images/s, loss=0.4514, top1-acc=84.52%, top5-acc=99.35%, remaining_time=0:00:03.286884, arrival_time=2021-04-10 01:25:15.266877, cost_time=0:00:10.718154 2021-04-10 01:25:12,682 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.90ms, fps=3646 images/s, loss=0.4535, top1-acc=84.42%, top5-acc=99.34%, remaining_time=0:00:02.569752, arrival_time=2021-04-10 01:25:15.252569, cost_time=0:00:11.421055 2021-04-10 01:25:13,384 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.75ms, fps=3654 images/s, loss=0.4538, top1-acc=84.41%, top5-acc=99.33%, remaining_time=0:00:01.853982, arrival_time=2021-04-10 01:25:15.238008, cost_time=0:00:12.122267 2021-04-10 01:25:14,088 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.87ms, fps=3637 images/s, loss=0.4534, top1-acc=84.45%, top5-acc=99.33%, remaining_time=0:00:01.140160, arrival_time=2021-04-10 01:25:15.228617, cost_time=0:00:12.826744 2021-04-10 01:25:14,794 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.64ms, fps=3629 images/s, loss=0.4529, top1-acc=84.45%, top5-acc=99.34%, remaining_time=0:00:00.427344, arrival_time=2021-04-10 01:25:15.221649, cost_time=0:00:13.532527 2021-04-10 01:25:15,176 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=0.10ms, fps=3564 images/s, loss=0.4540, top1-acc=84.44%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:15.176421, cost_time=0:00:13.914659 2021-04-10 01:25:15,508 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.39ms, fps=7751 images/s, loss=0.8412, top1-acc=75.16%, top5-acc=98.20%, remaining_time=0:00:00.990750, arrival_time=2021-04-10 01:25:16.498961, cost_time=0:00:00.330250 2021-04-10 01:25:15,747 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=0.40ms, fps=10710 images/s, loss=0.8317, top1-acc=75.12%, top5-acc=98.11%, remaining_time=0:00:00.569780, arrival_time=2021-04-10 01:25:16.317512, cost_time=0:00:00.569778 2021-04-10 01:25:16,013 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=0.19ms, fps=9660 images/s, loss=0.8487, top1-acc=74.86%, top5-acc=98.15%, remaining_time=0:00:00.278440, arrival_time=2021-04-10 01:25:16.291687, cost_time=0:00:00.835305 2021-04-10 01:25:16,186 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.06ms, fps=13450 images/s, loss=0.8650, top1-acc=75.11%, top5-acc=98.18%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:16.186142, cost_time=0:00:01.008248 2021-04-10 01:25:16,211 INFO : Epoch=0012 complete, best val top1-acc=78.34%, top5-acc=98.90% (epoch=11), remaining_time=0:47:07.768536, arrival_time=2021-04-10 02:12:23.980240, cost_time=0:03:00.495867 2021-04-10 01:25:16,212 INFO : Train start, epoch=0013, lr=0.099114 2021-04-10 01:25:17,076 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.35ms, fps=2963 images/s, loss=0.4476, top1-acc=84.34%, top5-acc=99.37%, remaining_time=0:00:16.071516, arrival_time=2021-04-10 01:25:33.147849, cost_time=0:00:00.864057 2021-04-10 01:25:17,779 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=2.22ms, fps=3641 images/s, loss=0.4355, top1-acc=84.65%, top5-acc=99.47%, remaining_time=0:00:13.794880, arrival_time=2021-04-10 01:25:31.574793, cost_time=0:00:01.567594 2021-04-10 01:25:18,485 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=2.50ms, fps=3632 images/s, loss=0.4410, top1-acc=84.78%, top5-acc=99.32%, remaining_time=0:00:12.577156, arrival_time=2021-04-10 01:25:31.062459, cost_time=0:00:02.272979 2021-04-10 01:25:19,195 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=2.20ms, fps=3610 images/s, loss=0.4353, top1-acc=84.85%, top5-acc=99.36%, remaining_time=0:00:11.632764, arrival_time=2021-04-10 01:25:30.827840, cost_time=0:00:02.982761 2021-04-10 01:25:19,913 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.67ms, fps=3567 images/s, loss=0.4395, top1-acc=84.86%, top5-acc=99.35%, remaining_time=0:00:10.808234, arrival_time=2021-04-10 01:25:30.721974, cost_time=0:00:03.701461 2021-04-10 01:25:20,627 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=2.04ms, fps=3591 images/s, loss=0.4360, top1-acc=85.01%, top5-acc=99.36%, remaining_time=0:00:10.007016, arrival_time=2021-04-10 01:25:30.634173, cost_time=0:00:04.414878 2021-04-10 01:25:21,335 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.98ms, fps=3615 images/s, loss=0.4390, top1-acc=84.87%, top5-acc=99.34%, remaining_time=0:00:09.222066, arrival_time=2021-04-10 01:25:30.557898, cost_time=0:00:05.123399 2021-04-10 01:25:22,049 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.90ms, fps=3590 images/s, loss=0.4392, top1-acc=84.89%, top5-acc=99.33%, remaining_time=0:00:08.463824, arrival_time=2021-04-10 01:25:30.513281, cost_time=0:00:05.837127 2021-04-10 01:25:22,748 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=2.50ms, fps=3663 images/s, loss=0.4382, top1-acc=84.90%, top5-acc=99.35%, remaining_time=0:00:07.698462, arrival_time=2021-04-10 01:25:30.447346, cost_time=0:00:06.536474 2021-04-10 01:25:23,452 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.43ms, fps=3644 images/s, loss=0.4383, top1-acc=84.83%, top5-acc=99.37%, remaining_time=0:00:06.950208, arrival_time=2021-04-10 01:25:30.402272, cost_time=0:00:07.239777 2021-04-10 01:25:24,152 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.92ms, fps=3660 images/s, loss=0.4406, top1-acc=84.77%, top5-acc=99.36%, remaining_time=0:00:06.207308, arrival_time=2021-04-10 01:25:30.359294, cost_time=0:00:07.939574 2021-04-10 01:25:24,843 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.38ms, fps=3708 images/s, loss=0.4400, top1-acc=84.80%, top5-acc=99.33%, remaining_time=0:00:05.466148, arrival_time=2021-04-10 01:25:30.309185, cost_time=0:00:08.630707 2021-04-10 01:25:25,575 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=2.38ms, fps=3499 images/s, loss=0.4415, top1-acc=84.80%, top5-acc=99.33%, remaining_time=0:00:04.753452, arrival_time=2021-04-10 01:25:30.328738, cost_time=0:00:09.362881 2021-04-10 01:25:26,280 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.54ms, fps=3635 images/s, loss=0.4417, top1-acc=84.80%, top5-acc=99.32%, remaining_time=0:00:04.027184, arrival_time=2021-04-10 01:25:30.307456, cost_time=0:00:10.067937 2021-04-10 01:25:26,982 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.65ms, fps=3651 images/s, loss=0.4415, top1-acc=84.81%, top5-acc=99.33%, remaining_time=0:00:03.302708, arrival_time=2021-04-10 01:25:30.284756, cost_time=0:00:10.769729 2021-04-10 01:25:27,679 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.55ms, fps=3674 images/s, loss=0.4434, top1-acc=84.72%, top5-acc=99.34%, remaining_time=0:00:02.580084, arrival_time=2021-04-10 01:25:30.259536, cost_time=0:00:11.467104 2021-04-10 01:25:28,382 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=2.03ms, fps=3647 images/s, loss=0.4436, top1-acc=84.71%, top5-acc=99.34%, remaining_time=0:00:01.861262, arrival_time=2021-04-10 01:25:30.243330, cost_time=0:00:12.169739 2021-04-10 01:25:29,080 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.74ms, fps=3670 images/s, loss=0.4442, top1-acc=84.68%, top5-acc=99.34%, remaining_time=0:00:01.143808, arrival_time=2021-04-10 01:25:30.223967, cost_time=0:00:12.867835 2021-04-10 01:25:29,780 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.52ms, fps=3660 images/s, loss=0.4433, top1-acc=84.74%, top5-acc=99.35%, remaining_time=0:00:00.428454, arrival_time=2021-04-10 01:25:30.208641, cost_time=0:00:13.567784 2021-04-10 01:25:30,167 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=0.12ms, fps=3520 images/s, loss=0.4426, top1-acc=84.77%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:30.167293, cost_time=0:00:13.954966 2021-04-10 01:25:30,469 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=14.67ms, fps=8523 images/s, loss=0.7625, top1-acc=75.78%, top5-acc=97.89%, remaining_time=0:00:00.901080, arrival_time=2021-04-10 01:25:31.370355, cost_time=0:00:00.300359 2021-04-10 01:25:30,717 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=0.39ms, fps=10338 images/s, loss=0.7764, top1-acc=75.55%, top5-acc=97.73%, remaining_time=0:00:00.548460, arrival_time=2021-04-10 01:25:31.265797, cost_time=0:00:00.548456 2021-04-10 01:25:31,002 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=0.36ms, fps=9002 images/s, loss=0.7538, top1-acc=76.41%, top5-acc=97.79%, remaining_time=0:00:00.277720, arrival_time=2021-04-10 01:25:31.279803, cost_time=0:00:00.833173 2021-04-10 01:25:31,204 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.07ms, fps=11499 images/s, loss=0.7806, top1-acc=75.81%, top5-acc=97.66%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:31.204254, cost_time=0:00:01.035399 2021-04-10 01:25:31,230 INFO : Epoch=0013 complete, best val top1-acc=78.34%, top5-acc=98.90% (epoch=11), remaining_time=0:46:52.396785, arrival_time=2021-04-10 02:12:23.626854, cost_time=0:03:15.514221 2021-04-10 01:25:31,230 INFO : Train start, epoch=0014, lr=0.098961 2021-04-10 01:25:32,160 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.87ms, fps=2755 images/s, loss=0.4667, top1-acc=84.14%, top5-acc=99.02%, remaining_time=0:00:17.284050, arrival_time=2021-04-10 01:25:49.444036, cost_time=0:00:00.929252 2021-04-10 01:25:32,860 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.70ms, fps=3656 images/s, loss=0.4456, top1-acc=84.88%, top5-acc=99.24%, remaining_time=0:00:14.342240, arrival_time=2021-04-10 01:25:47.202791, cost_time=0:00:01.629799 2021-04-10 01:25:33,564 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=2.75ms, fps=3642 images/s, loss=0.4407, top1-acc=84.88%, top5-acc=99.30%, remaining_time=0:00:12.909488, arrival_time=2021-04-10 01:25:46.473388, cost_time=0:00:02.333041 2021-04-10 01:25:34,267 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.41ms, fps=3643 images/s, loss=0.4406, top1-acc=84.75%, top5-acc=99.33%, remaining_time=0:00:11.843832, arrival_time=2021-04-10 01:25:46.111492, cost_time=0:00:03.036870 2021-04-10 01:25:34,966 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.67ms, fps=3667 images/s, loss=0.4338, top1-acc=85.10%, top5-acc=99.37%, remaining_time=0:00:10.907952, arrival_time=2021-04-10 01:25:45.874329, cost_time=0:00:03.735595 2021-04-10 01:25:35,665 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.78ms, fps=3667 images/s, loss=0.4330, top1-acc=85.03%, top5-acc=99.34%, remaining_time=0:00:10.051080, arrival_time=2021-04-10 01:25:45.716179, cost_time=0:00:04.434319 2021-04-10 01:25:36,363 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=2.16ms, fps=3670 images/s, loss=0.4334, top1-acc=84.98%, top5-acc=99.34%, remaining_time=0:00:09.238572, arrival_time=2021-04-10 01:25:45.601819, cost_time=0:00:05.132516 2021-04-10 01:25:37,055 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=2.06ms, fps=3701 images/s, loss=0.4279, top1-acc=85.32%, top5-acc=99.34%, remaining_time=0:00:08.445612, arrival_time=2021-04-10 01:25:45.501019, cost_time=0:00:05.824545 2021-04-10 01:25:37,751 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.94ms, fps=3684 images/s, loss=0.4293, top1-acc=85.22%, top5-acc=99.32%, remaining_time=0:00:07.679488, arrival_time=2021-04-10 01:25:45.430567, cost_time=0:00:06.520294 2021-04-10 01:25:38,446 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.59ms, fps=3683 images/s, loss=0.4293, top1-acc=85.22%, top5-acc=99.34%, remaining_time=0:00:06.927264, arrival_time=2021-04-10 01:25:45.373934, cost_time=0:00:07.215939 2021-04-10 01:25:39,141 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.92ms, fps=3687 images/s, loss=0.4313, top1-acc=85.15%, top5-acc=99.33%, remaining_time=0:00:06.184690, arrival_time=2021-04-10 01:25:45.326057, cost_time=0:00:07.910639 2021-04-10 01:25:39,835 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.57ms, fps=3692 images/s, loss=0.4305, top1-acc=85.14%, top5-acc=99.34%, remaining_time=0:00:05.449504, arrival_time=2021-04-10 01:25:45.284730, cost_time=0:00:08.604443 2021-04-10 01:25:40,538 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=2.26ms, fps=3644 images/s, loss=0.4316, top1-acc=85.11%, top5-acc=99.35%, remaining_time=0:00:04.725336, arrival_time=2021-04-10 01:25:45.263597, cost_time=0:00:09.307463 2021-04-10 01:25:41,235 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.77ms, fps=3677 images/s, loss=0.4304, top1-acc=85.15%, top5-acc=99.35%, remaining_time=0:00:04.001648, arrival_time=2021-04-10 01:25:45.236580, cost_time=0:00:10.004135 2021-04-10 01:25:41,934 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=2.00ms, fps=3661 images/s, loss=0.4302, top1-acc=85.15%, top5-acc=99.36%, remaining_time=0:00:03.282560, arrival_time=2021-04-10 01:25:45.217290, cost_time=0:00:10.703952 2021-04-10 01:25:42,657 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=2.23ms, fps=3545 images/s, loss=0.4291, top1-acc=85.21%, top5-acc=99.35%, remaining_time=0:00:02.571012, arrival_time=2021-04-10 01:25:45.228449, cost_time=0:00:11.426649 2021-04-10 01:25:43,391 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=5.03ms, fps=3489 images/s, loss=0.4293, top1-acc=85.22%, top5-acc=99.36%, remaining_time=0:00:01.859910, arrival_time=2021-04-10 01:25:45.251544, cost_time=0:00:12.160884 2021-04-10 01:25:44,085 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.90ms, fps=3692 images/s, loss=0.4298, top1-acc=85.21%, top5-acc=99.37%, remaining_time=0:00:01.142640, arrival_time=2021-04-10 01:25:45.228079, cost_time=0:00:12.854708 2021-04-10 01:25:44,781 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.38ms, fps=3680 images/s, loss=0.4302, top1-acc=85.20%, top5-acc=99.37%, remaining_time=0:00:00.427914, arrival_time=2021-04-10 01:25:45.209294, cost_time=0:00:13.550654 2021-04-10 01:25:45,159 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.42ms, fps=3601 images/s, loss=0.4292, top1-acc=85.26%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:45.159535, cost_time=0:00:13.928742 2021-04-10 01:25:45,498 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=11.92ms, fps=7579 images/s, loss=0.7865, top1-acc=76.25%, top5-acc=98.52%, remaining_time=0:00:01.013250, arrival_time=2021-04-10 01:25:46.511721, cost_time=0:00:00.337750 2021-04-10 01:25:45,693 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=0.37ms, fps=13171 images/s, loss=0.7687, top1-acc=76.43%, top5-acc=98.44%, remaining_time=0:00:00.532460, arrival_time=2021-04-10 01:25:46.225663, cost_time=0:00:00.532454 2021-04-10 01:25:45,969 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=46.62ms, fps=9288 images/s, loss=0.7665, top1-acc=76.38%, top5-acc=98.50%, remaining_time=0:00:00.269510, arrival_time=2021-04-10 01:25:46.238779, cost_time=0:00:00.808522 2021-04-10 01:25:46,160 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.08ms, fps=12152 images/s, loss=0.7671, top1-acc=76.39%, top5-acc=98.60%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:46.160587, cost_time=0:00:00.999885 2021-04-10 01:25:46,186 INFO : Epoch=0014 complete, best val top1-acc=78.34%, top5-acc=98.90% (epoch=11), remaining_time=0:46:36.250530, arrival_time=2021-04-10 02:12:22.436849, cost_time=0:03:30.470471 2021-04-10 01:25:46,186 INFO : Train start, epoch=0015, lr=0.098796 2021-04-10 01:25:47,063 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=4.84ms, fps=2920 images/s, loss=0.3893, top1-acc=87.03%, top5-acc=99.49%, remaining_time=0:00:16.306062, arrival_time=2021-04-10 01:26:03.369767, cost_time=0:00:00.876666 2021-04-10 01:25:47,750 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.29ms, fps=3733 images/s, loss=0.3907, top1-acc=86.66%, top5-acc=99.47%, remaining_time=0:00:13.755104, arrival_time=2021-04-10 01:26:01.505209, cost_time=0:00:01.563072 2021-04-10 01:25:48,450 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.95ms, fps=3659 images/s, loss=0.3955, top1-acc=86.59%, top5-acc=99.48%, remaining_time=0:00:12.523538, arrival_time=2021-04-10 01:26:00.973860, cost_time=0:00:02.263280 2021-04-10 01:25:49,152 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.68ms, fps=3651 images/s, loss=0.4063, top1-acc=86.20%, top5-acc=99.45%, remaining_time=0:00:11.563188, arrival_time=2021-04-10 01:26:00.715216, cost_time=0:00:02.964917 2021-04-10 01:25:49,896 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.43ms, fps=3441 images/s, loss=0.4065, top1-acc=86.09%, top5-acc=99.44%, remaining_time=0:00:10.832032, arrival_time=2021-04-10 01:26:00.728628, cost_time=0:00:03.709590 2021-04-10 01:25:50,592 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.99ms, fps=3679 images/s, loss=0.4097, top1-acc=85.92%, top5-acc=99.44%, remaining_time=0:00:09.986616, arrival_time=2021-04-10 01:26:00.579493, cost_time=0:00:04.405844 2021-04-10 01:25:51,292 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.68ms, fps=3664 images/s, loss=0.4116, top1-acc=85.85%, top5-acc=99.46%, remaining_time=0:00:09.189054, arrival_time=2021-04-10 01:26:00.481228, cost_time=0:00:05.105054 2021-04-10 01:25:52,034 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.79ms, fps=3451 images/s, loss=0.4147, top1-acc=85.76%, top5-acc=99.47%, remaining_time=0:00:08.479136, arrival_time=2021-04-10 01:26:00.513838, cost_time=0:00:05.847650 2021-04-10 01:25:52,731 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.52ms, fps=3680 images/s, loss=0.4163, top1-acc=85.65%, top5-acc=99.48%, remaining_time=0:00:07.707260, arrival_time=2021-04-10 01:26:00.438312, cost_time=0:00:06.543912 2021-04-10 01:25:53,431 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=2.10ms, fps=3659 images/s, loss=0.4152, top1-acc=85.67%, top5-acc=99.48%, remaining_time=0:00:06.954528, arrival_time=2021-04-10 01:26:00.385957, cost_time=0:00:07.244301 2021-04-10 01:25:54,159 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=28.99ms, fps=3521 images/s, loss=0.4158, top1-acc=85.72%, top5-acc=99.47%, remaining_time=0:00:06.232764, arrival_time=2021-04-10 01:26:00.391953, cost_time=0:00:07.972176 2021-04-10 01:25:54,870 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.65ms, fps=3603 images/s, loss=0.4140, top1-acc=85.75%, top5-acc=99.49%, remaining_time=0:00:05.499360, arrival_time=2021-04-10 01:26:00.369656, cost_time=0:00:08.683181 2021-04-10 01:25:55,572 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.60ms, fps=3650 images/s, loss=0.4175, top1-acc=85.66%, top5-acc=99.45%, remaining_time=0:00:04.764804, arrival_time=2021-04-10 01:26:00.337129, cost_time=0:00:09.385275 2021-04-10 01:25:56,271 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.89ms, fps=3665 images/s, loss=0.4177, top1-acc=85.70%, top5-acc=99.45%, remaining_time=0:00:04.033736, arrival_time=2021-04-10 01:26:00.305182, cost_time=0:00:10.084404 2021-04-10 01:25:56,971 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=2.07ms, fps=3661 images/s, loss=0.4189, top1-acc=85.64%, top5-acc=99.45%, remaining_time=0:00:03.307170, arrival_time=2021-04-10 01:26:00.278441, cost_time=0:00:10.784197 2021-04-10 01:25:57,672 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=2.00ms, fps=3652 images/s, loss=0.4183, top1-acc=85.65%, top5-acc=99.45%, remaining_time=0:00:02.584296, arrival_time=2021-04-10 01:26:00.257025, cost_time=0:00:11.485735 2021-04-10 01:25:58,371 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.95ms, fps=3667 images/s, loss=0.4184, top1-acc=85.64%, top5-acc=99.46%, remaining_time=0:00:01.863446, arrival_time=2021-04-10 01:26:00.234627, cost_time=0:00:12.184124 2021-04-10 01:25:59,064 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.41ms, fps=3695 images/s, loss=0.4201, top1-acc=85.58%, top5-acc=99.46%, remaining_time=0:00:01.144656, arrival_time=2021-04-10 01:26:00.209125, cost_time=0:00:12.877457 2021-04-10 01:25:59,761 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.60ms, fps=3676 images/s, loss=0.4211, top1-acc=85.53%, top5-acc=99.47%, remaining_time=0:00:00.428658, arrival_time=2021-04-10 01:26:00.189912, cost_time=0:00:13.574263 2021-04-10 01:26:00,136 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=0.08ms, fps=3631 images/s, loss=0.4212, top1-acc=85.52%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:00.136170, cost_time=0:00:13.949179 2021-04-10 01:26:00,442 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=0.29ms, fps=8394 images/s, loss=0.8376, top1-acc=73.91%, top5-acc=98.32%, remaining_time=0:00:00.914910, arrival_time=2021-04-10 01:26:01.357123, cost_time=0:00:00.304967 2021-04-10 01:26:00,689 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=4.07ms, fps=10394 images/s, loss=0.8637, top1-acc=73.48%, top5-acc=98.22%, remaining_time=0:00:00.551720, arrival_time=2021-04-10 01:26:01.240791, cost_time=0:00:00.551723 2021-04-10 01:26:00,940 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=0.42ms, fps=10202 images/s, loss=0.8757, top1-acc=73.49%, top5-acc=98.24%, remaining_time=0:00:00.267780, arrival_time=2021-04-10 01:26:01.208410, cost_time=0:00:00.803347 2021-04-10 01:26:01,156 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=1.23ms, fps=10788 images/s, loss=0.8772, top1-acc=73.48%, top5-acc=98.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:01.156122, cost_time=0:00:01.018941 2021-04-10 01:26:01,181 INFO : Epoch=0015 complete, best val top1-acc=78.34%, top5-acc=98.90% (epoch=11), remaining_time=0:46:20.748320, arrival_time=2021-04-10 02:12:21.930252, cost_time=0:03:45.466083 2021-04-10 01:26:01,182 INFO : Train start, epoch=0016, lr=0.098618 2021-04-10 01:26:02,114 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=0.28ms, fps=2746 images/s, loss=0.4298, top1-acc=84.30%, top5-acc=99.45%, remaining_time=0:00:17.340408, arrival_time=2021-04-10 01:26:19.455339, cost_time=0:00:00.932285 2021-04-10 01:26:02,806 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.71ms, fps=3702 images/s, loss=0.4334, top1-acc=84.59%, top5-acc=99.37%, remaining_time=0:00:14.294192, arrival_time=2021-04-10 01:26:17.101133, cost_time=0:00:01.624334 2021-04-10 01:26:03,501 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=2.00ms, fps=3686 images/s, loss=0.4282, top1-acc=84.88%, top5-acc=99.43%, remaining_time=0:00:12.833460, arrival_time=2021-04-10 01:26:16.335361, cost_time=0:00:02.319293 2021-04-10 01:26:04,203 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.27ms, fps=3653 images/s, loss=0.4221, top1-acc=85.21%, top5-acc=99.39%, remaining_time=0:00:11.779560, arrival_time=2021-04-10 01:26:15.982617, cost_time=0:00:03.020409 2021-04-10 01:26:04,897 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.85ms, fps=3691 images/s, loss=0.4217, top1-acc=85.16%, top5-acc=99.42%, remaining_time=0:00:10.846194, arrival_time=2021-04-10 01:26:15.743320, cost_time=0:00:03.714469 2021-04-10 01:26:05,608 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=2.00ms, fps=3601 images/s, loss=0.4206, top1-acc=85.42%, top5-acc=99.42%, remaining_time=0:00:10.032312, arrival_time=2021-04-10 01:26:15.640940, cost_time=0:00:04.426003 2021-04-10 01:26:06,313 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=2.55ms, fps=3633 images/s, loss=0.4198, top1-acc=85.49%, top5-acc=99.43%, remaining_time=0:00:09.235926, arrival_time=2021-04-10 01:26:15.549639, cost_time=0:00:05.131067 2021-04-10 01:26:07,015 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.55ms, fps=3651 images/s, loss=0.4199, top1-acc=85.45%, top5-acc=99.44%, remaining_time=0:00:08.457560, arrival_time=2021-04-10 01:26:15.473095, cost_time=0:00:05.832773 2021-04-10 01:26:07,709 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.35ms, fps=3694 images/s, loss=0.4175, top1-acc=85.56%, top5-acc=99.43%, remaining_time=0:00:07.686908, arrival_time=2021-04-10 01:26:15.396125, cost_time=0:00:06.526607 2021-04-10 01:26:08,405 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.95ms, fps=3677 images/s, loss=0.4189, top1-acc=85.54%, top5-acc=99.45%, remaining_time=0:00:06.934272, arrival_time=2021-04-10 01:26:15.340165, cost_time=0:00:07.223218 2021-04-10 01:26:09,111 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.67ms, fps=3630 images/s, loss=0.4173, top1-acc=85.55%, top5-acc=99.45%, remaining_time=0:00:06.199052, arrival_time=2021-04-10 01:26:15.310722, cost_time=0:00:07.929011 2021-04-10 01:26:09,815 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.50ms, fps=3642 images/s, loss=0.4180, top1-acc=85.53%, top5-acc=99.46%, remaining_time=0:00:05.467288, arrival_time=2021-04-10 01:26:15.282503, cost_time=0:00:08.632541 2021-04-10 01:26:10,512 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.32ms, fps=3673 images/s, loss=0.4179, top1-acc=85.56%, top5-acc=99.45%, remaining_time=0:00:04.736820, arrival_time=2021-04-10 01:26:15.249549, cost_time=0:00:09.330124 2021-04-10 01:26:11,210 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.65ms, fps=3670 images/s, loss=0.4173, top1-acc=85.61%, top5-acc=99.46%, remaining_time=0:00:04.011224, arrival_time=2021-04-10 01:26:15.221967, cost_time=0:00:10.027999 2021-04-10 01:26:11,916 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.90ms, fps=3631 images/s, loss=0.4185, top1-acc=85.55%, top5-acc=99.44%, remaining_time=0:00:03.291714, arrival_time=2021-04-10 01:26:15.208126, cost_time=0:00:10.733797 2021-04-10 01:26:12,619 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.40ms, fps=3657 images/s, loss=0.4197, top1-acc=85.53%, top5-acc=99.43%, remaining_time=0:00:02.573352, arrival_time=2021-04-10 01:26:15.193080, cost_time=0:00:11.437072 2021-04-10 01:26:13,327 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.42ms, fps=3622 images/s, loss=0.4206, top1-acc=85.51%, top5-acc=99.43%, remaining_time=0:00:01.857388, arrival_time=2021-04-10 01:26:15.184480, cost_time=0:00:12.144416 2021-04-10 01:26:14,019 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.94ms, fps=3701 images/s, loss=0.4206, top1-acc=85.49%, top5-acc=99.40%, remaining_time=0:00:01.141040, arrival_time=2021-04-10 01:26:15.160340, cost_time=0:00:12.836637 2021-04-10 01:26:14,717 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.42ms, fps=3670 images/s, loss=0.4200, top1-acc=85.52%, top5-acc=99.41%, remaining_time=0:00:00.427416, arrival_time=2021-04-10 01:26:15.144873, cost_time=0:00:13.534845 2021-04-10 01:26:15,092 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.43ms, fps=3626 images/s, loss=0.4200, top1-acc=85.51%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:15.092955, cost_time=0:00:13.910345 2021-04-10 01:26:15,422 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=0.46ms, fps=7807 images/s, loss=0.6400, top1-acc=79.61%, top5-acc=98.87%, remaining_time=0:00:00.983670, arrival_time=2021-04-10 01:26:16.405640, cost_time=0:00:00.327890 2021-04-10 01:26:15,651 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=0.30ms, fps=11196 images/s, loss=0.6276, top1-acc=79.49%, top5-acc=98.67%, remaining_time=0:00:00.557300, arrival_time=2021-04-10 01:26:16.208597, cost_time=0:00:00.557299 2021-04-10 01:26:15,887 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=22.85ms, fps=10845 images/s, loss=0.6246, top1-acc=79.51%, top5-acc=98.71%, remaining_time=0:00:00.264620, arrival_time=2021-04-10 01:26:16.152463, cost_time=0:00:00.793855 2021-04-10 01:26:16,088 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.07ms, fps=11576 images/s, loss=0.6382, top1-acc=79.50%, top5-acc=98.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:16.088691, cost_time=0:00:00.994757 2021-04-10 01:26:16,138 INFO : Epoch=0016 complete, best val top1-acc=79.50%, top5-acc=98.72% (epoch=16), remaining_time=0:46:04.859808, arrival_time=2021-04-10 02:12:20.998251, cost_time=0:04:00.422587 2021-04-10 01:26:16,139 INFO : Train start, epoch=0017, lr=0.098429 2021-04-10 01:26:17,063 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=0.25ms, fps=2771 images/s, loss=0.3665, top1-acc=87.54%, top5-acc=99.61%, remaining_time=0:00:17.183424, arrival_time=2021-04-10 01:26:34.246408, cost_time=0:00:00.923838 2021-04-10 01:26:17,751 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.51ms, fps=3722 images/s, loss=0.3840, top1-acc=86.93%, top5-acc=99.57%, remaining_time=0:00:14.185952, arrival_time=2021-04-10 01:26:31.937137, cost_time=0:00:01.612040 2021-04-10 01:26:18,443 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.48ms, fps=3702 images/s, loss=0.3850, top1-acc=86.93%, top5-acc=99.57%, remaining_time=0:00:12.748468, arrival_time=2021-04-10 01:26:31.191625, cost_time=0:00:02.303954 2021-04-10 01:26:19,154 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=2.37ms, fps=3602 images/s, loss=0.3903, top1-acc=86.87%, top5-acc=99.57%, remaining_time=0:00:11.759748, arrival_time=2021-04-10 01:26:30.914235, cost_time=0:00:03.015302 2021-04-10 01:26:19,855 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=2.17ms, fps=3655 images/s, loss=0.3927, top1-acc=86.68%, top5-acc=99.60%, remaining_time=0:00:10.851596, arrival_time=2021-04-10 01:26:30.707082, cost_time=0:00:03.716301 2021-04-10 01:26:20,551 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.40ms, fps=3683 images/s, loss=0.3985, top1-acc=86.43%, top5-acc=99.56%, remaining_time=0:00:10.001168, arrival_time=2021-04-10 01:26:30.552652, cost_time=0:00:04.412293 2021-04-10 01:26:21,256 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=2.12ms, fps=3636 images/s, loss=0.4025, top1-acc=86.22%, top5-acc=99.53%, remaining_time=0:00:09.210474, arrival_time=2021-04-10 01:26:30.466613, cost_time=0:00:05.116953 2021-04-10 01:26:21,951 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.81ms, fps=3685 images/s, loss=0.4037, top1-acc=86.14%, top5-acc=99.54%, remaining_time=0:00:08.427748, arrival_time=2021-04-10 01:26:30.379144, cost_time=0:00:05.812215 2021-04-10 01:26:22,654 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.54ms, fps=3646 images/s, loss=0.4048, top1-acc=86.12%, top5-acc=99.52%, remaining_time=0:00:07.673340, arrival_time=2021-04-10 01:26:30.327737, cost_time=0:00:06.515133 2021-04-10 01:26:23,349 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.77ms, fps=3685 images/s, loss=0.4029, top1-acc=86.10%, top5-acc=99.52%, remaining_time=0:00:06.922176, arrival_time=2021-04-10 01:26:30.271953, cost_time=0:00:07.210573 2021-04-10 01:26:24,046 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.70ms, fps=3677 images/s, loss=0.4027, top1-acc=86.16%, top5-acc=99.51%, remaining_time=0:00:06.182368, arrival_time=2021-04-10 01:26:30.229140, cost_time=0:00:07.907629 2021-04-10 01:26:24,744 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.79ms, fps=3669 images/s, loss=0.4034, top1-acc=86.15%, top5-acc=99.52%, remaining_time=0:00:05.450340, arrival_time=2021-04-10 01:26:30.195243, cost_time=0:00:08.605754 2021-04-10 01:26:25,445 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.91ms, fps=3658 images/s, loss=0.4056, top1-acc=86.06%, top5-acc=99.52%, remaining_time=0:00:04.724544, arrival_time=2021-04-10 01:26:30.169652, cost_time=0:00:09.305912 2021-04-10 01:26:26,153 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.78ms, fps=3616 images/s, loss=0.4049, top1-acc=86.10%, top5-acc=99.52%, remaining_time=0:00:04.005792, arrival_time=2021-04-10 01:26:30.159450, cost_time=0:00:10.014442 2021-04-10 01:26:26,847 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.52ms, fps=3690 images/s, loss=0.4066, top1-acc=86.01%, top5-acc=99.54%, remaining_time=0:00:03.283986, arrival_time=2021-04-10 01:26:30.131890, cost_time=0:00:10.708701 2021-04-10 01:26:27,547 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=2.07ms, fps=3662 images/s, loss=0.4054, top1-acc=86.07%, top5-acc=99.52%, remaining_time=0:00:02.566872, arrival_time=2021-04-10 01:26:30.114361, cost_time=0:00:11.408291 2021-04-10 01:26:28,271 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=2.04ms, fps=3537 images/s, loss=0.4054, top1-acc=86.07%, top5-acc=99.52%, remaining_time=0:00:01.855568, arrival_time=2021-04-10 01:26:30.127262, cost_time=0:00:12.132503 2021-04-10 01:26:28,971 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.54ms, fps=3661 images/s, loss=0.4057, top1-acc=86.04%, top5-acc=99.49%, remaining_time=0:00:01.140656, arrival_time=2021-04-10 01:26:30.112160, cost_time=0:00:12.832364 2021-04-10 01:26:29,678 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.47ms, fps=3623 images/s, loss=0.4058, top1-acc=86.08%, top5-acc=99.49%, remaining_time=0:00:00.427560, arrival_time=2021-04-10 01:26:30.106222, cost_time=0:00:13.539425 2021-04-10 01:26:30,064 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=0.12ms, fps=3527 images/s, loss=0.4065, top1-acc=86.06%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:30.064878, cost_time=0:00:13.925683 2021-04-10 01:26:30,366 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=7.82ms, fps=8516 images/s, loss=0.5478, top1-acc=81.41%, top5-acc=99.10%, remaining_time=0:00:00.901830, arrival_time=2021-04-10 01:26:31.268752, cost_time=0:00:00.300608 2021-04-10 01:26:30,583 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=0.28ms, fps=11818 images/s, loss=0.5665, top1-acc=80.57%, top5-acc=99.18%, remaining_time=0:00:00.517540, arrival_time=2021-04-10 01:26:31.101434, cost_time=0:00:00.517547 2021-04-10 01:26:30,831 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=6.10ms, fps=10346 images/s, loss=0.5564, top1-acc=81.02%, top5-acc=99.04%, remaining_time=0:00:00.255150, arrival_time=2021-04-10 01:26:31.086995, cost_time=0:00:00.765460 2021-04-10 01:26:31,030 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.09ms, fps=11709 images/s, loss=0.5589, top1-acc=80.85%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:31.030458, cost_time=0:00:00.964112 2021-04-10 01:26:31,092 INFO : Epoch=0017 complete, best val top1-acc=80.85%, top5-acc=98.95% (epoch=17), remaining_time=0:45:49.051620, arrival_time=2021-04-10 02:12:20.143870, cost_time=0:04:15.376386 2021-04-10 01:26:31,093 INFO : Train start, epoch=0018, lr=0.098228 2021-04-10 01:26:31,965 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=3.24ms, fps=2934 images/s, loss=0.3985, top1-acc=86.29%, top5-acc=99.53%, remaining_time=0:00:16.226268, arrival_time=2021-04-10 01:26:48.191891, cost_time=0:00:00.872384 2021-04-10 01:26:32,663 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.50ms, fps=3673 images/s, loss=0.4080, top1-acc=86.21%, top5-acc=99.43%, remaining_time=0:00:13.815824, arrival_time=2021-04-10 01:26:46.479001, cost_time=0:00:01.569973 2021-04-10 01:26:33,366 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.91ms, fps=3642 images/s, loss=0.4089, top1-acc=86.22%, top5-acc=99.36%, remaining_time=0:00:12.578484, arrival_time=2021-04-10 01:26:45.944952, cost_time=0:00:02.273226 2021-04-10 01:26:34,067 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=2.60ms, fps=3652 images/s, loss=0.4050, top1-acc=86.43%, top5-acc=99.38%, remaining_time=0:00:11.601252, arrival_time=2021-04-10 01:26:45.669190, cost_time=0:00:02.974699 2021-04-10 01:26:34,770 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=2.09ms, fps=3650 images/s, loss=0.3983, top1-acc=86.62%, top5-acc=99.42%, remaining_time=0:00:10.736986, arrival_time=2021-04-10 01:26:45.507238, cost_time=0:00:03.677045 2021-04-10 01:26:35,466 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.51ms, fps=3682 images/s, loss=0.3983, top1-acc=86.54%, top5-acc=99.46%, remaining_time=0:00:09.911680, arrival_time=2021-04-10 01:26:45.377651, cost_time=0:00:04.372773 2021-04-10 01:26:36,166 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.92ms, fps=3656 images/s, loss=0.3972, top1-acc=86.45%, top5-acc=99.46%, remaining_time=0:00:09.132102, arrival_time=2021-04-10 01:26:45.298708, cost_time=0:00:05.073401 2021-04-10 01:26:36,860 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.32ms, fps=3694 images/s, loss=0.3950, top1-acc=86.48%, top5-acc=99.48%, remaining_time=0:00:08.361976, arrival_time=2021-04-10 01:26:45.222186, cost_time=0:00:05.766845 2021-04-10 01:26:37,563 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.83ms, fps=3645 images/s, loss=0.3953, top1-acc=86.49%, top5-acc=99.45%, remaining_time=0:00:07.620234, arrival_time=2021-04-10 01:26:45.183539, cost_time=0:00:06.470053 2021-04-10 01:26:38,257 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.35ms, fps=3693 images/s, loss=0.3932, top1-acc=86.53%, top5-acc=99.44%, remaining_time=0:00:06.877248, arrival_time=2021-04-10 01:26:45.134288, cost_time=0:00:07.163764 2021-04-10 01:26:38,959 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.35ms, fps=3650 images/s, loss=0.3921, top1-acc=86.57%, top5-acc=99.44%, remaining_time=0:00:06.149516, arrival_time=2021-04-10 01:26:45.108473, cost_time=0:00:07.865707 2021-04-10 01:26:39,661 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.37ms, fps=3650 images/s, loss=0.3922, top1-acc=86.54%, top5-acc=99.42%, remaining_time=0:00:05.426172, arrival_time=2021-04-10 01:26:45.087140, cost_time=0:00:08.567619 2021-04-10 01:26:40,355 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.56ms, fps=3690 images/s, loss=0.3925, top1-acc=86.51%, top5-acc=99.42%, remaining_time=0:00:04.702302, arrival_time=2021-04-10 01:26:45.057662, cost_time=0:00:09.262160 2021-04-10 01:26:41,052 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.97ms, fps=3677 images/s, loss=0.3913, top1-acc=86.58%, top5-acc=99.43%, remaining_time=0:00:03.983504, arrival_time=2021-04-10 01:26:45.035631, cost_time=0:00:09.958771 2021-04-10 01:26:41,756 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.97ms, fps=3639 images/s, loss=0.3925, top1-acc=86.57%, top5-acc=99.44%, remaining_time=0:00:03.270002, arrival_time=2021-04-10 01:26:45.026208, cost_time=0:00:10.663005 2021-04-10 01:26:42,450 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.99ms, fps=3689 images/s, loss=0.3925, top1-acc=86.55%, top5-acc=99.45%, remaining_time=0:00:02.555388, arrival_time=2021-04-10 01:26:45.006018, cost_time=0:00:11.357354 2021-04-10 01:26:43,143 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.39ms, fps=3696 images/s, loss=0.3937, top1-acc=86.51%, top5-acc=99.44%, remaining_time=0:00:01.843036, arrival_time=2021-04-10 01:26:44.986870, cost_time=0:00:12.050571 2021-04-10 01:26:43,838 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.32ms, fps=3687 images/s, loss=0.3944, top1-acc=86.47%, top5-acc=99.44%, remaining_time=0:00:01.132928, arrival_time=2021-04-10 01:26:44.971605, cost_time=0:00:12.745470 2021-04-10 01:26:44,534 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.64ms, fps=3680 images/s, loss=0.3936, top1-acc=86.47%, top5-acc=99.46%, remaining_time=0:00:00.424470, arrival_time=2021-04-10 01:26:44.959318, cost_time=0:00:13.441599 2021-04-10 01:26:44,909 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=0.09ms, fps=3635 images/s, loss=0.3948, top1-acc=86.40%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:44.909586, cost_time=0:00:13.816330 2021-04-10 01:26:45,227 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=0.42ms, fps=8088 images/s, loss=0.6447, top1-acc=78.91%, top5-acc=98.67%, remaining_time=0:00:00.949500, arrival_time=2021-04-10 01:26:46.176628, cost_time=0:00:00.316501 2021-04-10 01:26:45,475 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.66ms, fps=10334 images/s, loss=0.6417, top1-acc=78.73%, top5-acc=98.54%, remaining_time=0:00:00.564700, arrival_time=2021-04-10 01:26:46.039980, cost_time=0:00:00.564703 2021-04-10 01:26:45,755 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=30.44ms, fps=9158 images/s, loss=0.6371, top1-acc=78.87%, top5-acc=98.59%, remaining_time=0:00:00.281520, arrival_time=2021-04-10 01:26:46.036711, cost_time=0:00:00.844559 2021-04-10 01:26:45,956 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.07ms, fps=11561 images/s, loss=0.6376, top1-acc=78.72%, top5-acc=98.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:45.956335, cost_time=0:00:01.045758 2021-04-10 01:26:45,990 INFO : Epoch=0018 complete, best val top1-acc=80.85%, top5-acc=98.95% (epoch=17), remaining_time=0:45:32.776592, arrival_time=2021-04-10 02:12:18.767048, cost_time=0:04:30.274604 2021-04-10 01:26:45,991 INFO : Train start, epoch=0019, lr=0.098015 2021-04-10 01:26:46,871 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.54ms, fps=2910 images/s, loss=0.3739, top1-acc=87.62%, top5-acc=99.65%, remaining_time=0:00:16.360932, arrival_time=2021-04-10 01:27:03.231968, cost_time=0:00:00.879623 2021-04-10 01:26:47,578 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.79ms, fps=3623 images/s, loss=0.3881, top1-acc=87.17%, top5-acc=99.53%, remaining_time=0:00:13.962608, arrival_time=2021-04-10 01:27:01.540706, cost_time=0:00:01.586669 2021-04-10 01:26:48,277 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.50ms, fps=3662 images/s, loss=0.3782, top1-acc=87.24%, top5-acc=99.58%, remaining_time=0:00:12.650362, arrival_time=2021-04-10 01:27:00.928023, cost_time=0:00:02.286209 2021-04-10 01:26:48,976 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=6.58ms, fps=3668 images/s, loss=0.3767, top1-acc=87.28%, top5-acc=99.59%, remaining_time=0:00:11.640564, arrival_time=2021-04-10 01:27:00.616762, cost_time=0:00:02.984749 2021-04-10 01:26:49,678 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.44ms, fps=3650 images/s, loss=0.3811, top1-acc=87.00%, top5-acc=99.58%, remaining_time=0:00:10.765164, arrival_time=2021-04-10 01:27:00.443315, cost_time=0:00:03.686721 2021-04-10 01:26:50,375 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=2.21ms, fps=3676 images/s, loss=0.3821, top1-acc=86.90%, top5-acc=99.57%, remaining_time=0:00:09.936296, arrival_time=2021-04-10 01:27:00.311378, cost_time=0:00:04.383659 2021-04-10 01:26:51,075 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=2.27ms, fps=3660 images/s, loss=0.3816, top1-acc=86.84%, top5-acc=99.58%, remaining_time=0:00:09.151128, arrival_time=2021-04-10 01:27:00.226538, cost_time=0:00:05.083980 2021-04-10 01:26:51,803 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=2.66ms, fps=3521 images/s, loss=0.3816, top1-acc=86.73%, top5-acc=99.58%, remaining_time=0:00:08.427052, arrival_time=2021-04-10 01:27:00.230248, cost_time=0:00:05.811730 2021-04-10 01:26:52,549 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=4.14ms, fps=3433 images/s, loss=0.3852, top1-acc=86.64%, top5-acc=99.57%, remaining_time=0:00:07.723902, arrival_time=2021-04-10 01:27:00.273324, cost_time=0:00:06.557989 2021-04-10 01:26:53,252 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=4.77ms, fps=3646 images/s, loss=0.3845, top1-acc=86.64%, top5-acc=99.57%, remaining_time=0:00:06.970560, arrival_time=2021-04-10 01:27:00.223004, cost_time=0:00:07.260989 2021-04-10 01:26:53,958 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.89ms, fps=3627 images/s, loss=0.3843, top1-acc=86.68%, top5-acc=99.58%, remaining_time=0:00:06.228980, arrival_time=2021-04-10 01:27:00.187798, cost_time=0:00:07.967344 2021-04-10 01:26:54,663 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.72ms, fps=3637 images/s, loss=0.3861, top1-acc=86.67%, top5-acc=99.56%, remaining_time=0:00:05.492140, arrival_time=2021-04-10 01:27:00.155376, cost_time=0:00:08.671817 2021-04-10 01:26:55,359 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.93ms, fps=3679 images/s, loss=0.3856, top1-acc=86.67%, top5-acc=99.56%, remaining_time=0:00:04.756092, arrival_time=2021-04-10 01:27:00.115702, cost_time=0:00:09.368097 2021-04-10 01:26:56,062 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.98ms, fps=3646 images/s, loss=0.3874, top1-acc=86.63%, top5-acc=99.55%, remaining_time=0:00:04.028416, arrival_time=2021-04-10 01:27:00.090840, cost_time=0:00:10.071043 2021-04-10 01:26:56,764 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.51ms, fps=3647 images/s, loss=0.3876, top1-acc=86.65%, top5-acc=99.55%, remaining_time=0:00:03.303812, arrival_time=2021-04-10 01:27:00.068606, cost_time=0:00:10.773283 2021-04-10 01:26:57,465 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.39ms, fps=3656 images/s, loss=0.3891, top1-acc=86.63%, top5-acc=99.54%, remaining_time=0:00:02.581740, arrival_time=2021-04-10 01:27:00.047454, cost_time=0:00:11.474323 2021-04-10 01:26:58,165 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.65ms, fps=3660 images/s, loss=0.3917, top1-acc=86.52%, top5-acc=99.53%, remaining_time=0:00:01.861938, arrival_time=2021-04-10 01:27:00.027482, cost_time=0:00:12.174166 2021-04-10 01:26:58,868 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.49ms, fps=3644 images/s, loss=0.3934, top1-acc=86.46%, top5-acc=99.52%, remaining_time=0:00:01.144640, arrival_time=2021-04-10 01:27:00.013293, cost_time=0:00:12.877115 2021-04-10 01:26:59,563 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.64ms, fps=3688 images/s, loss=0.3943, top1-acc=86.46%, top5-acc=99.52%, remaining_time=0:00:00.428592, arrival_time=2021-04-10 01:26:59.991991, cost_time=0:00:13.572012 2021-04-10 01:26:59,937 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=0.08ms, fps=3641 images/s, loss=0.3960, top1-acc=86.40%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:59.937373, cost_time=0:00:13.945964 2021-04-10 01:27:00,297 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=0.19ms, fps=7134 images/s, loss=0.7392, top1-acc=78.05%, top5-acc=98.48%, remaining_time=0:00:01.076550, arrival_time=2021-04-10 01:27:01.374177, cost_time=0:00:00.358851 2021-04-10 01:27:00,511 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=0.38ms, fps=11976 images/s, loss=0.7302, top1-acc=78.16%, top5-acc=98.57%, remaining_time=0:00:00.573040, arrival_time=2021-04-10 01:27:01.084875, cost_time=0:00:00.573045 2021-04-10 01:27:00,755 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=0.27ms, fps=10549 images/s, loss=0.7188, top1-acc=77.98%, top5-acc=98.68%, remaining_time=0:00:00.272060, arrival_time=2021-04-10 01:27:01.027040, cost_time=0:00:00.816195 2021-04-10 01:27:00,958 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.13ms, fps=11422 images/s, loss=0.7160, top1-acc=77.95%, top5-acc=98.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:00.958561, cost_time=0:00:01.019766 2021-04-10 01:27:00,988 INFO : Epoch=0019 complete, best val top1-acc=80.85%, top5-acc=98.95% (epoch=17), remaining_time=0:45:17.593549, arrival_time=2021-04-10 02:12:18.581645, cost_time=0:04:45.272243 2021-04-10 01:27:00,988 INFO : Train start, epoch=0020, lr=0.097790 2021-04-10 01:27:01,849 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=4.29ms, fps=2975 images/s, loss=0.4260, top1-acc=85.51%, top5-acc=99.37%, remaining_time=0:00:16.003998, arrival_time=2021-04-10 01:27:17.853290, cost_time=0:00:00.860427 2021-04-10 01:27:02,542 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.46ms, fps=3696 images/s, loss=0.4107, top1-acc=86.11%, top5-acc=99.36%, remaining_time=0:00:13.671504, arrival_time=2021-04-10 01:27:16.213901, cost_time=0:00:01.553579 2021-04-10 01:27:03,237 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.99ms, fps=3686 images/s, loss=0.3908, top1-acc=87.02%, top5-acc=99.41%, remaining_time=0:00:12.441036, arrival_time=2021-04-10 01:27:15.678262, cost_time=0:00:02.248373 2021-04-10 01:27:03,925 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.56ms, fps=3724 images/s, loss=0.3884, top1-acc=86.78%, top5-acc=99.46%, remaining_time=0:00:11.451336, arrival_time=2021-04-10 01:27:15.376452, cost_time=0:00:02.936250 2021-04-10 01:27:04,628 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.99ms, fps=3645 images/s, loss=0.3845, top1-acc=86.97%, top5-acc=99.45%, remaining_time=0:00:10.626318, arrival_time=2021-04-10 01:27:15.254326, cost_time=0:00:03.639140 2021-04-10 01:27:05,326 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.26ms, fps=3668 images/s, loss=0.3789, top1-acc=87.14%, top5-acc=99.48%, remaining_time=0:00:09.831984, arrival_time=2021-04-10 01:27:15.158501, cost_time=0:00:04.337658 2021-04-10 01:27:06,022 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=2.10ms, fps=3681 images/s, loss=0.3777, top1-acc=87.18%, top5-acc=99.51%, remaining_time=0:00:09.060534, arrival_time=2021-04-10 01:27:15.083027, cost_time=0:00:05.033626 2021-04-10 01:27:06,723 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=2.05ms, fps=3655 images/s, loss=0.3815, top1-acc=87.11%, top5-acc=99.52%, remaining_time=0:00:08.315344, arrival_time=2021-04-10 01:27:15.038864, cost_time=0:00:05.734694 2021-04-10 01:27:07,414 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.82ms, fps=3705 images/s, loss=0.3841, top1-acc=87.01%, top5-acc=99.51%, remaining_time=0:00:07.568400, arrival_time=2021-04-10 01:27:14.983290, cost_time=0:00:06.426030 2021-04-10 01:27:08,112 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.80ms, fps=3675 images/s, loss=0.3871, top1-acc=86.82%, top5-acc=99.51%, remaining_time=0:00:06.838176, arrival_time=2021-04-10 01:27:14.950240, cost_time=0:00:07.123143 2021-04-10 01:27:08,818 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.84ms, fps=3629 images/s, loss=0.3881, top1-acc=86.76%, top5-acc=99.51%, remaining_time=0:00:06.120964, arrival_time=2021-04-10 01:27:14.939068, cost_time=0:00:07.829170 2021-04-10 01:27:09,523 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.73ms, fps=3631 images/s, loss=0.3880, top1-acc=86.81%, top5-acc=99.51%, remaining_time=0:00:05.405500, arrival_time=2021-04-10 01:27:14.929344, cost_time=0:00:08.535028 2021-04-10 01:27:10,220 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.46ms, fps=3679 images/s, loss=0.3869, top1-acc=86.82%, top5-acc=99.53%, remaining_time=0:00:04.686594, arrival_time=2021-04-10 01:27:14.906629, cost_time=0:00:09.231218 2021-04-10 01:27:10,915 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.46ms, fps=3685 images/s, loss=0.3861, top1-acc=86.88%, top5-acc=99.51%, remaining_time=0:00:03.970512, arrival_time=2021-04-10 01:27:14.885672, cost_time=0:00:09.926338 2021-04-10 01:27:11,618 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.50ms, fps=3642 images/s, loss=0.3870, top1-acc=86.88%, top5-acc=99.49%, remaining_time=0:00:03.259744, arrival_time=2021-04-10 01:27:14.878327, cost_time=0:00:10.629632 2021-04-10 01:27:12,319 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.43ms, fps=3657 images/s, loss=0.3882, top1-acc=86.82%, top5-acc=99.49%, remaining_time=0:00:02.549340, arrival_time=2021-04-10 01:27:14.868640, cost_time=0:00:11.330463 2021-04-10 01:27:13,022 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=2.23ms, fps=3644 images/s, loss=0.3883, top1-acc=86.76%, top5-acc=99.50%, remaining_time=0:00:01.840410, arrival_time=2021-04-10 01:27:14.862707, cost_time=0:00:12.033476 2021-04-10 01:27:13,724 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=8.56ms, fps=3647 images/s, loss=0.3899, top1-acc=86.69%, top5-acc=99.49%, remaining_time=0:00:01.132080, arrival_time=2021-04-10 01:27:14.856861, cost_time=0:00:12.735913 2021-04-10 01:27:14,429 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.84ms, fps=3636 images/s, loss=0.3890, top1-acc=86.72%, top5-acc=99.51%, remaining_time=0:00:00.424440, arrival_time=2021-04-10 01:27:14.853842, cost_time=0:00:13.440528 2021-04-10 01:27:14,814 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=0.11ms, fps=3535 images/s, loss=0.3889, top1-acc=86.71%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:14.814697, cost_time=0:00:13.825855 2021-04-10 01:27:15,210 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=12.25ms, fps=6497 images/s, loss=0.8587, top1-acc=73.67%, top5-acc=97.50%, remaining_time=0:00:01.182120, arrival_time=2021-04-10 01:27:16.392099, cost_time=0:00:00.394036 2021-04-10 01:27:15,455 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=0.41ms, fps=10542 images/s, loss=0.8373, top1-acc=74.26%, top5-acc=97.66%, remaining_time=0:00:00.637920, arrival_time=2021-04-10 01:27:16.093650, cost_time=0:00:00.637912 2021-04-10 01:27:15,715 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=40.62ms, fps=9883 images/s, loss=0.8423, top1-acc=74.02%, top5-acc=97.53%, remaining_time=0:00:00.299820, arrival_time=2021-04-10 01:27:16.015115, cost_time=0:00:00.899464 2021-04-10 01:27:15,874 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.05ms, fps=14643 images/s, loss=0.8298, top1-acc=74.35%, top5-acc=97.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:15.874153, cost_time=0:00:01.058389 2021-04-10 01:27:15,902 INFO : Epoch=0020 complete, best val top1-acc=80.85%, top5-acc=98.95% (epoch=17), remaining_time=0:45:01.680300, arrival_time=2021-04-10 02:12:17.582853, cost_time=0:05:00.186695 2021-04-10 01:27:15,903 INFO : Train start, epoch=0021, lr=0.097553 2021-04-10 01:27:16,771 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=1.57ms, fps=2949 images/s, loss=0.3759, top1-acc=86.52%, top5-acc=99.30%, remaining_time=0:00:16.147962, arrival_time=2021-04-10 01:27:32.919551, cost_time=0:00:00.868174 2021-04-10 01:27:17,466 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.60ms, fps=3686 images/s, loss=0.3806, top1-acc=86.56%, top5-acc=99.47%, remaining_time=0:00:13.757392, arrival_time=2021-04-10 01:27:31.224110, cost_time=0:00:01.563346 2021-04-10 01:27:18,156 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.37ms, fps=3714 images/s, loss=0.3785, top1-acc=86.86%, top5-acc=99.48%, remaining_time=0:00:12.466932, arrival_time=2021-04-10 01:27:30.623371, cost_time=0:00:02.253071 2021-04-10 01:27:18,849 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.74ms, fps=3698 images/s, loss=0.3829, top1-acc=86.87%, top5-acc=99.49%, remaining_time=0:00:11.488464, arrival_time=2021-04-10 01:27:30.337630, cost_time=0:00:02.945758 2021-04-10 01:27:19,545 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.67ms, fps=3679 images/s, loss=0.3848, top1-acc=86.95%, top5-acc=99.49%, remaining_time=0:00:10.634786, arrival_time=2021-04-10 01:27:30.180279, cost_time=0:00:03.642067 2021-04-10 01:27:20,252 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.98ms, fps=3622 images/s, loss=0.3835, top1-acc=86.99%, top5-acc=99.49%, remaining_time=0:00:09.858504, arrival_time=2021-04-10 01:27:30.111278, cost_time=0:00:04.349360 2021-04-10 01:27:20,949 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.47ms, fps=3678 images/s, loss=0.3809, top1-acc=86.96%, top5-acc=99.51%, remaining_time=0:00:09.082710, arrival_time=2021-04-10 01:27:30.032096, cost_time=0:00:05.045969 2021-04-10 01:27:21,659 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=2.14ms, fps=3610 images/s, loss=0.3844, top1-acc=86.93%, top5-acc=99.50%, remaining_time=0:00:08.345852, arrival_time=2021-04-10 01:27:30.005095, cost_time=0:00:05.755730 2021-04-10 01:27:22,365 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.68ms, fps=3631 images/s, loss=0.3829, top1-acc=86.98%, top5-acc=99.49%, remaining_time=0:00:07.610270, arrival_time=2021-04-10 01:27:29.975265, cost_time=0:00:06.461567 2021-04-10 01:27:23,066 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=2.28ms, fps=3655 images/s, loss=0.3845, top1-acc=86.89%, top5-acc=99.49%, remaining_time=0:00:06.876096, arrival_time=2021-04-10 01:27:29.942171, cost_time=0:00:07.162573 2021-04-10 01:27:23,760 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.58ms, fps=3692 images/s, loss=0.3862, top1-acc=86.85%, top5-acc=99.49%, remaining_time=0:00:06.142550, arrival_time=2021-04-10 01:27:29.902718, cost_time=0:00:07.856794 2021-04-10 01:27:24,460 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.56ms, fps=3658 images/s, loss=0.3851, top1-acc=86.87%, top5-acc=99.48%, remaining_time=0:00:05.419484, arrival_time=2021-04-10 01:27:29.880011, cost_time=0:00:08.557073 2021-04-10 01:27:25,158 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=2.28ms, fps=3671 images/s, loss=0.3847, top1-acc=86.83%, top5-acc=99.49%, remaining_time=0:00:04.698738, arrival_time=2021-04-10 01:27:29.857196, cost_time=0:00:09.255038 2021-04-10 01:27:25,877 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=18.15ms, fps=3565 images/s, loss=0.3845, top1-acc=86.81%, top5-acc=99.51%, remaining_time=0:00:03.989496, arrival_time=2021-04-10 01:27:29.866717, cost_time=0:00:09.973711 2021-04-10 01:27:26,580 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=2.09ms, fps=3644 images/s, loss=0.3841, top1-acc=86.85%, top5-acc=99.50%, remaining_time=0:00:03.274372, arrival_time=2021-04-10 01:27:29.855107, cost_time=0:00:10.677364 2021-04-10 01:27:27,281 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.63ms, fps=3658 images/s, loss=0.3849, top1-acc=86.81%, top5-acc=99.48%, remaining_time=0:00:02.559960, arrival_time=2021-04-10 01:27:29.840975, cost_time=0:00:11.377577 2021-04-10 01:27:27,986 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.78ms, fps=3631 images/s, loss=0.3848, top1-acc=86.82%, top5-acc=99.48%, remaining_time=0:00:01.848002, arrival_time=2021-04-10 01:27:29.834596, cost_time=0:00:12.083162 2021-04-10 01:27:28,685 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.93ms, fps=3664 images/s, loss=0.3867, top1-acc=86.73%, top5-acc=99.47%, remaining_time=0:00:01.136208, arrival_time=2021-04-10 01:27:29.822028, cost_time=0:00:12.782406 2021-04-10 01:27:29,392 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.30ms, fps=3627 images/s, loss=0.3859, top1-acc=86.76%, top5-acc=99.49%, remaining_time=0:00:00.425958, arrival_time=2021-04-10 01:27:29.818143, cost_time=0:00:13.488739 2021-04-10 01:27:29,773 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=0.12ms, fps=3577 images/s, loss=0.3860, top1-acc=86.72%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:29.772988, cost_time=0:00:13.869606 2021-04-10 01:27:30,085 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=9.23ms, fps=8224 images/s, loss=0.9199, top1-acc=72.34%, top5-acc=98.59%, remaining_time=0:00:00.933810, arrival_time=2021-04-10 01:27:31.019150, cost_time=0:00:00.311274 2021-04-10 01:27:30,330 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=0.26ms, fps=10451 images/s, loss=0.9213, top1-acc=72.71%, top5-acc=98.20%, remaining_time=0:00:00.556660, arrival_time=2021-04-10 01:27:30.887377, cost_time=0:00:00.556655 2021-04-10 01:27:30,559 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=6.62ms, fps=11221 images/s, loss=0.9275, top1-acc=72.53%, top5-acc=98.18%, remaining_time=0:00:00.261740, arrival_time=2021-04-10 01:27:30.821032, cost_time=0:00:00.785226 2021-04-10 01:27:30,777 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.06ms, fps=10631 images/s, loss=0.9381, top1-acc=72.44%, top5-acc=98.20%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:30.777929, cost_time=0:00:01.003923 2021-04-10 01:27:30,806 INFO : Epoch=0021 complete, best val top1-acc=80.85%, top5-acc=98.95% (epoch=17), remaining_time=0:44:45.771132, arrival_time=2021-04-10 02:12:16.577443, cost_time=0:05:15.090461 2021-04-10 01:27:30,806 INFO : Train start, epoch=0022, lr=0.097304 2021-04-10 01:27:31,687 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.50ms, fps=2906 images/s, loss=0.3966, top1-acc=86.21%, top5-acc=99.53%, remaining_time=0:00:16.382694, arrival_time=2021-04-10 01:27:48.070527, cost_time=0:00:00.880787 2021-04-10 01:27:32,388 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.82ms, fps=3658 images/s, loss=0.3877, top1-acc=86.66%, top5-acc=99.57%, remaining_time=0:00:13.914208, arrival_time=2021-04-10 01:27:46.302388, cost_time=0:00:01.581154 2021-04-10 01:27:33,082 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.37ms, fps=3689 images/s, loss=0.3805, top1-acc=86.87%, top5-acc=99.60%, remaining_time=0:00:12.592262, arrival_time=2021-04-10 01:27:45.675040, cost_time=0:00:02.275711 2021-04-10 01:27:33,773 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.52ms, fps=3710 images/s, loss=0.3775, top1-acc=86.96%, top5-acc=99.53%, remaining_time=0:00:11.568492, arrival_time=2021-04-10 01:27:45.341772, cost_time=0:00:02.966270 2021-04-10 01:27:34,483 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.97ms, fps=3607 images/s, loss=0.3711, top1-acc=87.27%, top5-acc=99.55%, remaining_time=0:00:10.735234, arrival_time=2021-04-10 01:27:45.218744, cost_time=0:00:03.676471 2021-04-10 01:27:35,204 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.96ms, fps=3552 images/s, loss=0.3694, top1-acc=87.34%, top5-acc=99.58%, remaining_time=0:00:09.968392, arrival_time=2021-04-10 01:27:45.173221, cost_time=0:00:04.397821 2021-04-10 01:27:35,901 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.61ms, fps=3678 images/s, loss=0.3698, top1-acc=87.30%, top5-acc=99.53%, remaining_time=0:00:09.169650, arrival_time=2021-04-10 01:27:45.070946, cost_time=0:00:05.094225 2021-04-10 01:27:36,618 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=2.67ms, fps=3574 images/s, loss=0.3740, top1-acc=87.06%, top5-acc=99.55%, remaining_time=0:00:08.426124, arrival_time=2021-04-10 01:27:45.044385, cost_time=0:00:05.811109 2021-04-10 01:27:37,323 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.85ms, fps=3635 images/s, loss=0.3739, top1-acc=87.03%, top5-acc=99.57%, remaining_time=0:00:07.674506, arrival_time=2021-04-10 01:27:44.997690, cost_time=0:00:06.516133 2021-04-10 01:27:38,027 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=2.16ms, fps=3640 images/s, loss=0.3728, top1-acc=87.04%, top5-acc=99.57%, remaining_time=0:00:06.931200, arrival_time=2021-04-10 01:27:44.958339, cost_time=0:00:07.220005 2021-04-10 01:27:38,746 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.54ms, fps=3562 images/s, loss=0.3721, top1-acc=87.03%, top5-acc=99.57%, remaining_time=0:00:06.207308, arrival_time=2021-04-10 01:27:44.953902, cost_time=0:00:07.939551 2021-04-10 01:27:39,444 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=2.68ms, fps=3674 images/s, loss=0.3704, top1-acc=87.09%, top5-acc=99.58%, remaining_time=0:00:05.470024, arrival_time=2021-04-10 01:27:44.914026, cost_time=0:00:08.636932 2021-04-10 01:27:40,138 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.42ms, fps=3692 images/s, loss=0.3709, top1-acc=87.12%, top5-acc=99.58%, remaining_time=0:00:04.737282, arrival_time=2021-04-10 01:27:44.875291, cost_time=0:00:09.330950 2021-04-10 01:27:40,835 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.40ms, fps=3673 images/s, loss=0.3724, top1-acc=87.06%, top5-acc=99.57%, remaining_time=0:00:04.011448, arrival_time=2021-04-10 01:27:44.847062, cost_time=0:00:10.028611 2021-04-10 01:27:41,537 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.44ms, fps=3652 images/s, loss=0.3735, top1-acc=87.03%, top5-acc=99.57%, remaining_time=0:00:03.290518, arrival_time=2021-04-10 01:27:44.827559, cost_time=0:00:10.729890 2021-04-10 01:27:42,234 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.84ms, fps=3672 images/s, loss=0.3750, top1-acc=87.02%, top5-acc=99.55%, remaining_time=0:00:02.571264, arrival_time=2021-04-10 01:27:44.806131, cost_time=0:00:11.427817 2021-04-10 01:27:42,934 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=2.01ms, fps=3663 images/s, loss=0.3752, top1-acc=87.03%, top5-acc=99.55%, remaining_time=0:00:01.854762, arrival_time=2021-04-10 01:27:44.789038, cost_time=0:00:12.127218 2021-04-10 01:27:43,637 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.89ms, fps=3643 images/s, loss=0.3761, top1-acc=87.01%, top5-acc=99.55%, remaining_time=0:00:01.140496, arrival_time=2021-04-10 01:27:44.778268, cost_time=0:00:12.830630 2021-04-10 01:27:44,335 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.37ms, fps=3673 images/s, loss=0.3769, top1-acc=87.02%, top5-acc=99.54%, remaining_time=0:00:00.427212, arrival_time=2021-04-10 01:27:44.762558, cost_time=0:00:13.528332 2021-04-10 01:27:44,705 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=0.07ms, fps=3676 images/s, loss=0.3785, top1-acc=87.01%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:44.705740, cost_time=0:00:13.898747 2021-04-10 01:27:45,024 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=2.12ms, fps=8064 images/s, loss=0.9506, top1-acc=71.05%, top5-acc=98.32%, remaining_time=0:00:00.952350, arrival_time=2021-04-10 01:27:45.976531, cost_time=0:00:00.317448 2021-04-10 01:27:45,247 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=0.15ms, fps=11461 images/s, loss=0.8985, top1-acc=72.56%, top5-acc=98.54%, remaining_time=0:00:00.541140, arrival_time=2021-04-10 01:27:45.789059, cost_time=0:00:00.541145 2021-04-10 01:27:45,474 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=0.38ms, fps=11317 images/s, loss=0.8639, top1-acc=73.20%, top5-acc=98.66%, remaining_time=0:00:00.255910, arrival_time=2021-04-10 01:27:45.730440, cost_time=0:00:00.767742 2021-04-10 01:27:45,676 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.06ms, fps=11523 images/s, loss=0.8798, top1-acc=73.22%, top5-acc=98.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:45.676302, cost_time=0:00:00.969581 2021-04-10 01:27:45,703 INFO : Epoch=0022 complete, best val top1-acc=80.85%, top5-acc=98.95% (epoch=17), remaining_time=0:44:29.899252, arrival_time=2021-04-10 02:12:15.602655, cost_time=0:05:29.987555 2021-04-10 01:27:45,703 INFO : Train start, epoch=0023, lr=0.097044 2021-04-10 01:27:46,649 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=0.27ms, fps=2709 images/s, loss=0.3661, top1-acc=87.85%, top5-acc=99.57%, remaining_time=0:00:17.577186, arrival_time=2021-04-10 01:28:04.226296, cost_time=0:00:00.945012 2021-04-10 01:27:47,342 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.82ms, fps=3697 images/s, loss=0.3657, top1-acc=88.03%, top5-acc=99.61%, remaining_time=0:00:14.413168, arrival_time=2021-04-10 01:28:01.755170, cost_time=0:00:01.637861 2021-04-10 01:27:48,036 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.36ms, fps=3690 images/s, loss=0.3670, top1-acc=87.77%, top5-acc=99.65%, remaining_time=0:00:12.904508, arrival_time=2021-04-10 01:28:00.940789, cost_time=0:00:02.332132 2021-04-10 01:27:48,737 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=2.52ms, fps=3655 images/s, loss=0.3665, top1-acc=87.66%, top5-acc=99.64%, remaining_time=0:00:11.829480, arrival_time=2021-04-10 01:28:00.566829, cost_time=0:00:03.033192 2021-04-10 01:27:49,439 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.59ms, fps=3650 images/s, loss=0.3615, top1-acc=87.67%, top5-acc=99.67%, remaining_time=0:00:10.906492, arrival_time=2021-04-10 01:28:00.345706, cost_time=0:00:03.735112 2021-04-10 01:27:50,138 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.56ms, fps=3663 images/s, loss=0.3618, top1-acc=87.55%, top5-acc=99.65%, remaining_time=0:00:10.051080, arrival_time=2021-04-10 01:28:00.189529, cost_time=0:00:04.434306 2021-04-10 01:27:50,842 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=2.01ms, fps=3639 images/s, loss=0.3606, top1-acc=87.57%, top5-acc=99.65%, remaining_time=0:00:09.249156, arrival_time=2021-04-10 01:28:00.091806, cost_time=0:00:05.138427 2021-04-10 01:27:51,537 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.38ms, fps=3689 images/s, loss=0.3637, top1-acc=87.48%, top5-acc=99.62%, remaining_time=0:00:08.458024, arrival_time=2021-04-10 01:27:59.995292, cost_time=0:00:05.833159 2021-04-10 01:27:52,273 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=2.34ms, fps=3480 images/s, loss=0.3666, top1-acc=87.38%, top5-acc=99.64%, remaining_time=0:00:07.737152, arrival_time=2021-04-10 01:28:00.010655, cost_time=0:00:06.569279 2021-04-10 01:27:52,977 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.89ms, fps=3639 images/s, loss=0.3704, top1-acc=87.34%, top5-acc=99.63%, remaining_time=0:00:06.982560, arrival_time=2021-04-10 01:27:59.960123, cost_time=0:00:07.273461 2021-04-10 01:27:53,710 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=14.81ms, fps=3497 images/s, loss=0.3708, top1-acc=87.25%, top5-acc=99.63%, remaining_time=0:00:06.259080, arrival_time=2021-04-10 01:27:59.969231, cost_time=0:00:08.005816 2021-04-10 01:27:54,425 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=2.27ms, fps=3581 images/s, loss=0.3695, top1-acc=87.33%, top5-acc=99.64%, remaining_time=0:00:05.523756, arrival_time=2021-04-10 01:27:59.949640, cost_time=0:00:08.721779 2021-04-10 01:27:55,129 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.44ms, fps=3640 images/s, loss=0.3685, top1-acc=87.39%, top5-acc=99.65%, remaining_time=0:00:04.785264, arrival_time=2021-04-10 01:27:59.915048, cost_time=0:00:09.425528 2021-04-10 01:27:55,834 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.48ms, fps=3637 images/s, loss=0.3717, top1-acc=87.34%, top5-acc=99.63%, remaining_time=0:00:04.052104, arrival_time=2021-04-10 01:27:59.886523, cost_time=0:00:10.130272 2021-04-10 01:27:56,535 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.37ms, fps=3657 images/s, loss=0.3730, top1-acc=87.26%, top5-acc=99.61%, remaining_time=0:00:03.321476, arrival_time=2021-04-10 01:27:59.856593, cost_time=0:00:10.830947 2021-04-10 01:27:57,233 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.41ms, fps=3666 images/s, loss=0.3728, top1-acc=87.24%, top5-acc=99.60%, remaining_time=0:00:02.594196, arrival_time=2021-04-10 01:27:59.828110, cost_time=0:00:11.529813 2021-04-10 01:27:57,937 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=2.10ms, fps=3642 images/s, loss=0.3733, top1-acc=87.19%, top5-acc=99.59%, remaining_time=0:00:01.870934, arrival_time=2021-04-10 01:27:59.808147, cost_time=0:00:12.233042 2021-04-10 01:27:58,641 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.65ms, fps=3638 images/s, loss=0.3740, top1-acc=87.17%, top5-acc=99.58%, remaining_time=0:00:01.149984, arrival_time=2021-04-10 01:27:59.791440, cost_time=0:00:12.937309 2021-04-10 01:27:59,341 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.21ms, fps=3661 images/s, loss=0.3744, top1-acc=87.17%, top5-acc=99.57%, remaining_time=0:00:00.430644, arrival_time=2021-04-10 01:27:59.771935, cost_time=0:00:13.637131 2021-04-10 01:27:59,725 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=0.11ms, fps=3545 images/s, loss=0.3745, top1-acc=87.15%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:59.725435, cost_time=0:00:14.021335 2021-04-10 01:28:00,097 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.22ms, fps=6892 images/s, loss=0.9526, top1-acc=71.17%, top5-acc=96.99%, remaining_time=0:00:01.114320, arrival_time=2021-04-10 01:28:01.212190, cost_time=0:00:00.371439 2021-04-10 01:28:00,362 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=0.37ms, fps=9694 images/s, loss=0.9847, top1-acc=70.70%, top5-acc=96.89%, remaining_time=0:00:00.635840, arrival_time=2021-04-10 01:28:00.998156, cost_time=0:00:00.635830 2021-04-10 01:28:00,662 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=0.39ms, fps=8553 images/s, loss=0.9745, top1-acc=71.00%, top5-acc=96.95%, remaining_time=0:00:00.311880, arrival_time=2021-04-10 01:28:00.973973, cost_time=0:00:00.935654 2021-04-10 01:28:00,865 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.06ms, fps=11449 images/s, loss=0.9850, top1-acc=70.98%, top5-acc=96.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:00.865161, cost_time=0:00:01.138658 2021-04-10 01:28:00,891 INFO : Epoch=0023 complete, best val top1-acc=80.85%, top5-acc=98.95% (epoch=17), remaining_time=0:44:16.351926, arrival_time=2021-04-10 02:12:17.243462, cost_time=0:05:45.175684 2021-04-10 01:28:00,892 INFO : Train start, epoch=0024, lr=0.096772 2021-04-10 01:28:01,833 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=0.26ms, fps=2721 images/s, loss=0.3562, top1-acc=87.38%, top5-acc=99.61%, remaining_time=0:00:17.497764, arrival_time=2021-04-10 01:28:19.330806, cost_time=0:00:00.940742 2021-04-10 01:28:02,526 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.90ms, fps=3692 images/s, loss=0.3590, top1-acc=87.36%, top5-acc=99.61%, remaining_time=0:00:14.384656, arrival_time=2021-04-10 01:28:16.911573, cost_time=0:00:01.634615 2021-04-10 01:28:03,242 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.69ms, fps=3581 images/s, loss=0.3612, top1-acc=87.41%, top5-acc=99.60%, remaining_time=0:00:13.004274, arrival_time=2021-04-10 01:28:16.246708, cost_time=0:00:02.350182 2021-04-10 01:28:03,941 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.86ms, fps=3662 images/s, loss=0.3621, top1-acc=87.29%, top5-acc=99.57%, remaining_time=0:00:11.893752, arrival_time=2021-04-10 01:28:15.835676, cost_time=0:00:03.049673 2021-04-10 01:28:04,658 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.77ms, fps=3577 images/s, loss=0.3697, top1-acc=87.26%, top5-acc=99.54%, remaining_time=0:00:10.996282, arrival_time=2021-04-10 01:28:15.654365, cost_time=0:00:03.765826 2021-04-10 01:28:05,356 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.50ms, fps=3667 images/s, loss=0.3740, top1-acc=87.13%, top5-acc=99.55%, remaining_time=0:00:10.119216, arrival_time=2021-04-10 01:28:15.475888, cost_time=0:00:04.464389 2021-04-10 01:28:06,050 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=2.23ms, fps=3695 images/s, loss=0.3731, top1-acc=87.10%, top5-acc=99.53%, remaining_time=0:00:09.284058, arrival_time=2021-04-10 01:28:15.334172, cost_time=0:00:05.157810 2021-04-10 01:28:06,750 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.55ms, fps=3661 images/s, loss=0.3732, top1-acc=87.06%, top5-acc=99.56%, remaining_time=0:00:08.493636, arrival_time=2021-04-10 01:28:15.243624, cost_time=0:00:05.857653 2021-04-10 01:28:07,445 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.69ms, fps=3683 images/s, loss=0.3721, top1-acc=87.18%, top5-acc=99.57%, remaining_time=0:00:07.718496, arrival_time=2021-04-10 01:28:15.164176, cost_time=0:00:06.553423 2021-04-10 01:28:08,138 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.34ms, fps=3698 images/s, loss=0.3715, top1-acc=87.21%, top5-acc=99.54%, remaining_time=0:00:06.956352, arrival_time=2021-04-10 01:28:15.094908, cost_time=0:00:07.246230 2021-04-10 01:28:08,837 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.42ms, fps=3669 images/s, loss=0.3686, top1-acc=87.34%, top5-acc=99.54%, remaining_time=0:00:06.211178, arrival_time=2021-04-10 01:28:15.048198, cost_time=0:00:07.944515 2021-04-10 01:28:09,530 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.91ms, fps=3696 images/s, loss=0.3682, top1-acc=87.33%, top5-acc=99.52%, remaining_time=0:00:05.470860, arrival_time=2021-04-10 01:28:15.001276, cost_time=0:00:08.638155 2021-04-10 01:28:10,228 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.70ms, fps=3667 images/s, loss=0.3667, top1-acc=87.33%, top5-acc=99.54%, remaining_time=0:00:04.740186, arrival_time=2021-04-10 01:28:14.969128, cost_time=0:00:09.336692 2021-04-10 01:28:10,922 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.89ms, fps=3696 images/s, loss=0.3669, top1-acc=87.31%, top5-acc=99.53%, remaining_time=0:00:04.011840, arrival_time=2021-04-10 01:28:14.933897, cost_time=0:00:10.029661 2021-04-10 01:28:11,617 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=2.12ms, fps=3684 images/s, loss=0.3672, top1-acc=87.31%, top5-acc=99.54%, remaining_time=0:00:03.289138, arrival_time=2021-04-10 01:28:14.906817, cost_time=0:00:10.725424 2021-04-10 01:28:12,314 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=2.21ms, fps=3678 images/s, loss=0.3695, top1-acc=87.21%, top5-acc=99.55%, remaining_time=0:00:02.569932, arrival_time=2021-04-10 01:28:14.884300, cost_time=0:00:11.421862 2021-04-10 01:28:13,009 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.73ms, fps=3686 images/s, loss=0.3716, top1-acc=87.14%, top5-acc=99.52%, remaining_time=0:00:01.853254, arrival_time=2021-04-10 01:28:14.863017, cost_time=0:00:12.117460 2021-04-10 01:28:13,706 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.45ms, fps=3677 images/s, loss=0.3719, top1-acc=87.14%, top5-acc=99.51%, remaining_time=0:00:01.139024, arrival_time=2021-04-10 01:28:14.845410, cost_time=0:00:12.814094 2021-04-10 01:28:14,404 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.45ms, fps=3668 images/s, loss=0.3727, top1-acc=87.12%, top5-acc=99.51%, remaining_time=0:00:00.426714, arrival_time=2021-04-10 01:28:14.831509, cost_time=0:00:13.512543 2021-04-10 01:28:14,777 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.34ms, fps=3652 images/s, loss=0.3735, top1-acc=87.13%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:14.777668, cost_time=0:00:13.885367 2021-04-10 01:28:15,128 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.28ms, fps=7312 images/s, loss=0.9219, top1-acc=70.86%, top5-acc=97.77%, remaining_time=0:00:01.050240, arrival_time=2021-04-10 01:28:16.179098, cost_time=0:00:00.350080 2021-04-10 01:28:15,374 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=0.40ms, fps=10438 images/s, loss=0.8978, top1-acc=71.46%, top5-acc=98.07%, remaining_time=0:00:00.595800, arrival_time=2021-04-10 01:28:15.970406, cost_time=0:00:00.595810 2021-04-10 01:28:15,549 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.94ms, fps=14684 images/s, loss=0.8905, top1-acc=71.46%, top5-acc=98.23%, remaining_time=0:00:00.256890, arrival_time=2021-04-10 01:28:15.806367, cost_time=0:00:00.770682 2021-04-10 01:28:15,781 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.09ms, fps=10036 images/s, loss=0.8755, top1-acc=71.62%, top5-acc=98.21%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:15.781091, cost_time=0:00:01.002334 2021-04-10 01:28:15,816 INFO : Epoch=0024 complete, best val top1-acc=80.85%, top5-acc=98.95% (epoch=17), remaining_time=0:44:00.735504, arrival_time=2021-04-10 02:12:16.551654, cost_time=0:06:00.100302 2021-04-10 01:28:15,816 INFO : Train start, epoch=0025, lr=0.096489 2021-04-10 01:28:16,699 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=0.26ms, fps=2900 images/s, loss=0.3508, top1-acc=88.28%, top5-acc=99.80%, remaining_time=0:00:16.421010, arrival_time=2021-04-10 01:28:33.120698, cost_time=0:00:00.882852 2021-04-10 01:28:17,395 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.87ms, fps=3683 images/s, loss=0.3605, top1-acc=87.87%, top5-acc=99.63%, remaining_time=0:00:13.889920, arrival_time=2021-04-10 01:28:31.285202, cost_time=0:00:01.578392 2021-04-10 01:28:18,096 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=2.09ms, fps=3654 images/s, loss=0.3682, top1-acc=87.34%, top5-acc=99.62%, remaining_time=0:00:12.613842, arrival_time=2021-04-10 01:28:30.710286, cost_time=0:00:02.279612 2021-04-10 01:28:18,791 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=2.04ms, fps=3684 images/s, loss=0.3719, top1-acc=87.00%, top5-acc=99.62%, remaining_time=0:00:11.602344, arrival_time=2021-04-10 01:28:30.394189, cost_time=0:00:02.974966 2021-04-10 01:28:19,496 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=11.32ms, fps=3638 images/s, loss=0.3704, top1-acc=87.14%, top5-acc=99.60%, remaining_time=0:00:10.743410, arrival_time=2021-04-10 01:28:30.239533, cost_time=0:00:03.679245 2021-04-10 01:28:20,192 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.84ms, fps=3679 images/s, loss=0.3691, top1-acc=87.23%, top5-acc=99.60%, remaining_time=0:00:09.918208, arrival_time=2021-04-10 01:28:30.110746, cost_time=0:00:04.375651 2021-04-10 01:28:20,887 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=2.02ms, fps=3685 images/s, loss=0.3705, top1-acc=87.24%, top5-acc=99.58%, remaining_time=0:00:09.127692, arrival_time=2021-04-10 01:28:30.015518, cost_time=0:00:05.070942 2021-04-10 01:28:21,600 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=2.04ms, fps=3598 images/s, loss=0.3698, top1-acc=87.22%, top5-acc=99.61%, remaining_time=0:00:08.385524, arrival_time=2021-04-10 01:28:29.985600, cost_time=0:00:05.783110 2021-04-10 01:28:22,297 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.42ms, fps=3674 images/s, loss=0.3682, top1-acc=87.25%, top5-acc=99.63%, remaining_time=0:00:07.632954, arrival_time=2021-04-10 01:28:29.930557, cost_time=0:00:06.480766 2021-04-10 01:28:23,006 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=2.48ms, fps=3617 images/s, loss=0.3679, top1-acc=87.26%, top5-acc=99.63%, remaining_time=0:00:06.901440, arrival_time=2021-04-10 01:28:29.907437, cost_time=0:00:07.189024 2021-04-10 01:28:23,716 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.79ms, fps=3609 images/s, loss=0.3669, top1-acc=87.28%, top5-acc=99.63%, remaining_time=0:00:06.175746, arrival_time=2021-04-10 01:28:29.891792, cost_time=0:00:07.899192 2021-04-10 01:28:24,411 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=2.61ms, fps=3687 images/s, loss=0.3652, top1-acc=87.30%, top5-acc=99.65%, remaining_time=0:00:05.442892, arrival_time=2021-04-10 01:28:29.853853, cost_time=0:00:08.593987 2021-04-10 01:28:25,108 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.46ms, fps=3673 images/s, loss=0.3653, top1-acc=87.31%, top5-acc=99.65%, remaining_time=0:00:04.717284, arrival_time=2021-04-10 01:28:29.825802, cost_time=0:00:09.291673 2021-04-10 01:28:25,808 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.71ms, fps=3662 images/s, loss=0.3648, top1-acc=87.32%, top5-acc=99.65%, remaining_time=0:00:03.996440, arrival_time=2021-04-10 01:28:29.804533, cost_time=0:00:09.991137 2021-04-10 01:28:26,508 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=2.15ms, fps=3656 images/s, loss=0.3653, top1-acc=87.32%, top5-acc=99.63%, remaining_time=0:00:03.278926, arrival_time=2021-04-10 01:28:29.787868, cost_time=0:00:10.692103 2021-04-10 01:28:27,207 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.67ms, fps=3668 images/s, loss=0.3643, top1-acc=87.35%, top5-acc=99.63%, remaining_time=0:00:02.562840, arrival_time=2021-04-10 01:28:29.770289, cost_time=0:00:11.390473 2021-04-10 01:28:27,905 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.89ms, fps=3671 images/s, loss=0.3629, top1-acc=87.41%, top5-acc=99.62%, remaining_time=0:00:01.848834, arrival_time=2021-04-10 01:28:29.754297, cost_time=0:00:12.088582 2021-04-10 01:28:28,610 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=2.13ms, fps=3633 images/s, loss=0.3632, top1-acc=87.39%, top5-acc=99.61%, remaining_time=0:00:01.137232, arrival_time=2021-04-10 01:28:29.748092, cost_time=0:00:12.793873 2021-04-10 01:28:29,305 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.25ms, fps=3692 images/s, loss=0.3642, top1-acc=87.34%, top5-acc=99.60%, remaining_time=0:00:00.425940, arrival_time=2021-04-10 01:28:29.730900, cost_time=0:00:13.488130 2021-04-10 01:28:29,675 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=0.08ms, fps=3672 images/s, loss=0.3646, top1-acc=87.33%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:29.675738, cost_time=0:00:13.858911 2021-04-10 01:28:30,019 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=4.17ms, fps=7477 images/s, loss=0.5353, top1-acc=82.03%, top5-acc=98.91%, remaining_time=0:00:01.027080, arrival_time=2021-04-10 01:28:31.046218, cost_time=0:00:00.342355 2021-04-10 01:28:30,265 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=0.28ms, fps=10416 images/s, loss=0.5661, top1-acc=81.43%, top5-acc=98.83%, remaining_time=0:00:00.588640, arrival_time=2021-04-10 01:28:30.854106, cost_time=0:00:00.588630 2021-04-10 01:28:30,562 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=0.19ms, fps=8630 images/s, loss=0.5632, top1-acc=81.60%, top5-acc=98.89%, remaining_time=0:00:00.295310, arrival_time=2021-04-10 01:28:30.857975, cost_time=0:00:00.885934 2021-04-10 01:28:30,732 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.07ms, fps=13685 images/s, loss=0.5678, top1-acc=81.60%, top5-acc=98.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:30.732592, cost_time=0:00:01.055823 2021-04-10 01:28:30,873 INFO : Epoch=0025 complete, best val top1-acc=81.60%, top5-acc=98.85% (epoch=25), remaining_time=0:43:46.101800, arrival_time=2021-04-10 02:12:16.975098, cost_time=0:06:15.157393 2021-04-10 01:28:30,874 INFO : Train start, epoch=0026, lr=0.096194 2021-04-10 01:28:31,751 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=2.40ms, fps=2920 images/s, loss=0.3698, top1-acc=87.19%, top5-acc=99.61%, remaining_time=0:00:16.308294, arrival_time=2021-04-10 01:28:48.059508, cost_time=0:00:00.876786 2021-04-10 01:28:32,457 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.76ms, fps=3626 images/s, loss=0.3593, top1-acc=87.54%, top5-acc=99.65%, remaining_time=0:00:13.933920, arrival_time=2021-04-10 01:28:46.391689, cost_time=0:00:01.583390 2021-04-10 01:28:33,156 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.72ms, fps=3665 images/s, loss=0.3535, top1-acc=87.57%, top5-acc=99.69%, remaining_time=0:00:12.628948, arrival_time=2021-04-10 01:28:45.785669, cost_time=0:00:02.282337 2021-04-10 01:28:33,853 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.96ms, fps=3676 images/s, loss=0.3508, top1-acc=87.78%, top5-acc=99.71%, remaining_time=0:00:11.618568, arrival_time=2021-04-10 01:28:45.472132, cost_time=0:00:02.979137 2021-04-10 01:28:34,548 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.46ms, fps=3685 images/s, loss=0.3523, top1-acc=87.89%, top5-acc=99.64%, remaining_time=0:00:10.729248, arrival_time=2021-04-10 01:28:45.278044, cost_time=0:00:03.674375 2021-04-10 01:28:35,251 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.90ms, fps=3644 images/s, loss=0.3505, top1-acc=87.90%, top5-acc=99.65%, remaining_time=0:00:09.922152, arrival_time=2021-04-10 01:28:45.173985, cost_time=0:00:04.377405 2021-04-10 01:28:35,948 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.93ms, fps=3678 images/s, loss=0.3551, top1-acc=87.76%, top5-acc=99.64%, remaining_time=0:00:09.133110, arrival_time=2021-04-10 01:28:45.081515, cost_time=0:00:05.073974 2021-04-10 01:28:36,648 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=2.10ms, fps=3662 images/s, loss=0.3568, top1-acc=87.75%, top5-acc=99.64%, remaining_time=0:00:08.371836, arrival_time=2021-04-10 01:28:45.019983, cost_time=0:00:05.773691 2021-04-10 01:28:37,347 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=2.13ms, fps=3663 images/s, loss=0.3575, top1-acc=87.70%, top5-acc=99.64%, remaining_time=0:00:07.623944, arrival_time=2021-04-10 01:28:44.971520, cost_time=0:00:06.473146 2021-04-10 01:28:38,043 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.77ms, fps=3684 images/s, loss=0.3596, top1-acc=87.60%, top5-acc=99.62%, remaining_time=0:00:06.881856, arrival_time=2021-04-10 01:28:44.924934, cost_time=0:00:07.168620 2021-04-10 01:28:38,739 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.56ms, fps=3677 images/s, loss=0.3599, top1-acc=87.62%, top5-acc=99.61%, remaining_time=0:00:06.149430, arrival_time=2021-04-10 01:28:44.889319, cost_time=0:00:07.865509 2021-04-10 01:28:39,444 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.93ms, fps=3636 images/s, loss=0.3592, top1-acc=87.66%, top5-acc=99.61%, remaining_time=0:00:05.427616, arrival_time=2021-04-10 01:28:44.872041, cost_time=0:00:08.569915 2021-04-10 01:28:40,141 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.40ms, fps=3678 images/s, loss=0.3604, top1-acc=87.66%, top5-acc=99.59%, remaining_time=0:00:04.704678, arrival_time=2021-04-10 01:28:44.845925, cost_time=0:00:09.266826 2021-04-10 01:28:40,839 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.56ms, fps=3667 images/s, loss=0.3622, top1-acc=87.64%, top5-acc=99.60%, remaining_time=0:00:03.986136, arrival_time=2021-04-10 01:28:44.826021, cost_time=0:00:09.965373 2021-04-10 01:28:41,538 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.55ms, fps=3670 images/s, loss=0.3650, top1-acc=87.54%, top5-acc=99.58%, remaining_time=0:00:03.270186, arrival_time=2021-04-10 01:28:44.808295, cost_time=0:00:10.663684 2021-04-10 01:28:42,239 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=2.29ms, fps=3655 images/s, loss=0.3647, top1-acc=87.56%, top5-acc=99.59%, remaining_time=0:00:02.557044, arrival_time=2021-04-10 01:28:44.796158, cost_time=0:00:11.364610 2021-04-10 01:28:42,940 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.90ms, fps=3651 images/s, loss=0.3652, top1-acc=87.49%, top5-acc=99.59%, remaining_time=0:00:01.845454, arrival_time=2021-04-10 01:28:44.786307, cost_time=0:00:12.066431 2021-04-10 01:28:43,651 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.54ms, fps=3607 images/s, loss=0.3641, top1-acc=87.53%, top5-acc=99.59%, remaining_time=0:00:01.135712, arrival_time=2021-04-10 01:28:44.786785, cost_time=0:00:12.776697 2021-04-10 01:28:44,345 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.29ms, fps=3690 images/s, loss=0.3641, top1-acc=87.51%, top5-acc=99.58%, remaining_time=0:00:00.425394, arrival_time=2021-04-10 01:28:44.770710, cost_time=0:00:13.470897 2021-04-10 01:28:44,725 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=0.08ms, fps=3588 images/s, loss=0.3645, top1-acc=87.49%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:44.724961, cost_time=0:00:13.850519 2021-04-10 01:28:45,065 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.28ms, fps=7538 images/s, loss=0.5867, top1-acc=80.08%, top5-acc=98.91%, remaining_time=0:00:01.018770, arrival_time=2021-04-10 01:28:46.084460, cost_time=0:00:00.339593 2021-04-10 01:28:45,293 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=0.26ms, fps=11247 images/s, loss=0.5758, top1-acc=80.41%, top5-acc=99.00%, remaining_time=0:00:00.567560, arrival_time=2021-04-10 01:28:45.861256, cost_time=0:00:00.567564 2021-04-10 01:28:45,543 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=9.60ms, fps=10257 images/s, loss=0.5746, top1-acc=80.56%, top5-acc=99.02%, remaining_time=0:00:00.272600, arrival_time=2021-04-10 01:28:45.816512, cost_time=0:00:00.817792 2021-04-10 01:28:45,724 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.10ms, fps=12856 images/s, loss=0.5593, top1-acc=80.85%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:45.724756, cost_time=0:00:00.998683 2021-04-10 01:28:45,759 INFO : Epoch=0026 complete, best val top1-acc=81.60%, top5-acc=98.85% (epoch=25), remaining_time=0:43:30.289536, arrival_time=2021-04-10 02:12:16.048666, cost_time=0:06:30.043267 2021-04-10 01:28:45,760 INFO : Train start, epoch=0027, lr=0.095888 2021-04-10 01:28:46,712 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=3.62ms, fps=2687 images/s, loss=0.3517, top1-acc=88.05%, top5-acc=99.53%, remaining_time=0:00:17.719476, arrival_time=2021-04-10 01:29:04.432285, cost_time=0:00:00.952659 2021-04-10 01:28:47,427 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.83ms, fps=3584 images/s, loss=0.3420, top1-acc=88.61%, top5-acc=99.51%, remaining_time=0:00:14.672416, arrival_time=2021-04-10 01:29:02.099890, cost_time=0:00:01.667328 2021-04-10 01:28:48,121 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.45ms, fps=3694 images/s, loss=0.3428, top1-acc=88.42%, top5-acc=99.53%, remaining_time=0:00:13.063370, arrival_time=2021-04-10 01:29:01.184388, cost_time=0:00:02.360837 2021-04-10 01:28:48,815 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.47ms, fps=3689 images/s, loss=0.3502, top1-acc=87.97%, top5-acc=99.53%, remaining_time=0:00:11.915748, arrival_time=2021-04-10 01:29:00.731227, cost_time=0:00:03.055334 2021-04-10 01:28:49,503 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.57ms, fps=3725 images/s, loss=0.3506, top1-acc=87.91%, top5-acc=99.52%, remaining_time=0:00:10.929706, arrival_time=2021-04-10 01:29:00.432950, cost_time=0:00:03.743048 2021-04-10 01:28:50,218 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.43ms, fps=3582 images/s, loss=0.3511, top1-acc=87.92%, top5-acc=99.52%, remaining_time=0:00:10.105616, arrival_time=2021-04-10 01:29:00.324124, cost_time=0:00:04.458360 2021-04-10 01:28:50,917 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.92ms, fps=3664 images/s, loss=0.3510, top1-acc=87.95%, top5-acc=99.54%, remaining_time=0:00:09.283554, arrival_time=2021-04-10 01:29:00.201362, cost_time=0:00:05.157515 2021-04-10 01:28:51,618 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.91ms, fps=3655 images/s, loss=0.3492, top1-acc=88.00%, top5-acc=99.55%, remaining_time=0:00:08.495144, arrival_time=2021-04-10 01:29:00.113987, cost_time=0:00:05.858683 2021-04-10 01:28:52,322 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.93ms, fps=3639 images/s, loss=0.3494, top1-acc=87.98%, top5-acc=99.56%, remaining_time=0:00:07.729202, arrival_time=2021-04-10 01:29:00.052026, cost_time=0:00:06.562560 2021-04-10 01:28:53,041 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.43ms, fps=3566 images/s, loss=0.3506, top1-acc=87.90%, top5-acc=99.57%, remaining_time=0:00:06.989856, arrival_time=2021-04-10 01:29:00.031107, cost_time=0:00:07.281090 2021-04-10 01:28:53,740 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=2.18ms, fps=3665 images/s, loss=0.3535, top1-acc=87.78%, top5-acc=99.57%, remaining_time=0:00:06.238956, arrival_time=2021-04-10 01:28:59.979268, cost_time=0:00:07.980089 2021-04-10 01:28:54,435 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.90ms, fps=3685 images/s, loss=0.3541, top1-acc=87.75%, top5-acc=99.57%, remaining_time=0:00:05.494496, arrival_time=2021-04-10 01:28:59.930182, cost_time=0:00:08.675496 2021-04-10 01:28:55,139 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=2.03ms, fps=3642 images/s, loss=0.3547, top1-acc=87.71%, top5-acc=99.57%, remaining_time=0:00:04.761636, arrival_time=2021-04-10 01:28:59.900891, cost_time=0:00:09.378984 2021-04-10 01:28:55,843 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.91ms, fps=3641 images/s, loss=0.3565, top1-acc=87.65%, top5-acc=99.58%, remaining_time=0:00:04.033120, arrival_time=2021-04-10 01:28:59.876139, cost_time=0:00:10.082811 2021-04-10 01:28:56,538 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.90ms, fps=3682 images/s, loss=0.3592, top1-acc=87.55%, top5-acc=99.57%, remaining_time=0:00:03.305468, arrival_time=2021-04-10 01:28:59.844328, cost_time=0:00:10.778715 2021-04-10 01:28:57,236 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=2.25ms, fps=3673 images/s, loss=0.3603, top1-acc=87.51%, top5-acc=99.57%, remaining_time=0:00:02.582136, arrival_time=2021-04-10 01:28:59.818535, cost_time=0:00:11.476114 2021-04-10 01:28:57,935 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.46ms, fps=3668 images/s, loss=0.3603, top1-acc=87.50%, top5-acc=99.58%, remaining_time=0:00:01.862042, arrival_time=2021-04-10 01:28:59.797176, cost_time=0:00:12.174935 2021-04-10 01:28:58,634 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.84ms, fps=3663 images/s, loss=0.3605, top1-acc=87.49%, top5-acc=99.59%, remaining_time=0:00:01.144400, arrival_time=2021-04-10 01:28:59.778995, cost_time=0:00:12.874417 2021-04-10 01:28:59,332 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.48ms, fps=3669 images/s, loss=0.3595, top1-acc=87.53%, top5-acc=99.59%, remaining_time=0:00:00.428604, arrival_time=2021-04-10 01:28:59.761473, cost_time=0:00:13.572552 2021-04-10 01:28:59,704 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=0.08ms, fps=3663 images/s, loss=0.3604, top1-acc=87.52%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:59.704804, cost_time=0:00:13.944654 2021-04-10 01:29:00,021 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=1.59ms, fps=8468 images/s, loss=0.5397, top1-acc=80.90%, top5-acc=98.98%, remaining_time=0:00:00.906870, arrival_time=2021-04-10 01:29:00.928631, cost_time=0:00:00.302289 2021-04-10 01:29:00,254 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=0.45ms, fps=11040 images/s, loss=0.5679, top1-acc=79.84%, top5-acc=98.69%, remaining_time=0:00:00.534500, arrival_time=2021-04-10 01:29:00.788518, cost_time=0:00:00.534505 2021-04-10 01:29:00,523 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=2.50ms, fps=9507 images/s, loss=0.5649, top1-acc=80.08%, top5-acc=98.95%, remaining_time=0:00:00.268080, arrival_time=2021-04-10 01:29:00.791837, cost_time=0:00:00.804238 2021-04-10 01:29:00,715 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.11ms, fps=12116 images/s, loss=0.5612, top1-acc=80.41%, top5-acc=98.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:00.715693, cost_time=0:00:00.996188 2021-04-10 01:29:00,759 INFO : Epoch=0027 complete, best val top1-acc=81.60%, top5-acc=98.85% (epoch=25), remaining_time=0:43:15.280433, arrival_time=2021-04-10 02:12:16.040077, cost_time=0:06:45.043766 2021-04-10 01:29:00,760 INFO : Train start, epoch=0028, lr=0.095570 2021-04-10 01:29:01,635 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=3.08ms, fps=2927 images/s, loss=0.3429, top1-acc=88.63%, top5-acc=99.80%, remaining_time=0:00:16.265886, arrival_time=2021-04-10 01:29:17.901146, cost_time=0:00:00.874510 2021-04-10 01:29:02,333 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.57ms, fps=3669 images/s, loss=0.3430, top1-acc=88.52%, top5-acc=99.77%, remaining_time=0:00:13.840464, arrival_time=2021-04-10 01:29:16.174001, cost_time=0:00:01.572781 2021-04-10 01:29:03,030 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.77ms, fps=3678 images/s, loss=0.3503, top1-acc=88.24%, top5-acc=99.71%, remaining_time=0:00:12.557402, arrival_time=2021-04-10 01:29:15.587539, cost_time=0:00:02.269417 2021-04-10 01:29:03,730 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.81ms, fps=3660 images/s, loss=0.3463, top1-acc=88.12%, top5-acc=99.70%, remaining_time=0:00:11.580504, arrival_time=2021-04-10 01:29:15.310622, cost_time=0:00:02.969367 2021-04-10 01:29:04,425 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.37ms, fps=3685 images/s, loss=0.3455, top1-acc=88.20%, top5-acc=99.62%, remaining_time=0:00:10.700632, arrival_time=2021-04-10 01:29:15.125942, cost_time=0:00:03.664599 2021-04-10 01:29:05,127 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.97ms, fps=3651 images/s, loss=0.3446, top1-acc=88.18%, top5-acc=99.62%, remaining_time=0:00:09.896856, arrival_time=2021-04-10 01:29:15.023871, cost_time=0:00:04.366254 2021-04-10 01:29:05,838 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=5.86ms, fps=3604 images/s, loss=0.3507, top1-acc=88.06%, top5-acc=99.59%, remaining_time=0:00:09.138906, arrival_time=2021-04-10 01:29:14.976850, cost_time=0:00:05.077163 2021-04-10 01:29:06,542 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.36ms, fps=3638 images/s, loss=0.3512, top1-acc=87.97%, top5-acc=99.57%, remaining_time=0:00:08.383088, arrival_time=2021-04-10 01:29:14.925250, cost_time=0:00:05.781443 2021-04-10 01:29:07,240 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.78ms, fps=3672 images/s, loss=0.3499, top1-acc=88.05%, top5-acc=99.56%, remaining_time=0:00:07.630834, arrival_time=2021-04-10 01:29:14.870721, cost_time=0:00:06.479012 2021-04-10 01:29:07,942 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.72ms, fps=3646 images/s, loss=0.3521, top1-acc=87.98%, top5-acc=99.55%, remaining_time=0:00:06.894816, arrival_time=2021-04-10 01:29:14.837645, cost_time=0:00:07.182080 2021-04-10 01:29:08,650 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.96ms, fps=3621 images/s, loss=0.3518, top1-acc=87.93%, top5-acc=99.56%, remaining_time=0:00:06.168178, arrival_time=2021-04-10 01:29:14.818470, cost_time=0:00:07.889506 2021-04-10 01:29:09,359 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.90ms, fps=3615 images/s, loss=0.3545, top1-acc=87.81%, top5-acc=99.55%, remaining_time=0:00:05.445628, arrival_time=2021-04-10 01:29:14.804741, cost_time=0:00:08.598331 2021-04-10 01:29:10,069 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=2.60ms, fps=3609 images/s, loss=0.3561, top1-acc=87.76%, top5-acc=99.56%, remaining_time=0:00:04.725732, arrival_time=2021-04-10 01:29:14.794783, cost_time=0:00:09.308298 2021-04-10 01:29:10,774 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.61ms, fps=3634 images/s, loss=0.3563, top1-acc=87.76%, top5-acc=99.55%, remaining_time=0:00:04.005456, arrival_time=2021-04-10 01:29:14.779964, cost_time=0:00:10.013656 2021-04-10 01:29:11,476 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.59ms, fps=3650 images/s, loss=0.3561, top1-acc=87.77%, top5-acc=99.56%, remaining_time=0:00:03.286194, arrival_time=2021-04-10 01:29:14.762693, cost_time=0:00:10.715786 2021-04-10 01:29:12,169 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.34ms, fps=3699 images/s, loss=0.3553, top1-acc=87.77%, top5-acc=99.56%, remaining_time=0:00:02.566872, arrival_time=2021-04-10 01:29:14.735992, cost_time=0:00:11.408258 2021-04-10 01:29:12,865 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.53ms, fps=3681 images/s, loss=0.3552, top1-acc=87.78%, top5-acc=99.57%, remaining_time=0:00:01.851252, arrival_time=2021-04-10 01:29:14.716340, cost_time=0:00:12.104363 2021-04-10 01:29:13,554 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.55ms, fps=3716 images/s, loss=0.3551, top1-acc=87.80%, top5-acc=99.56%, remaining_time=0:00:01.137216, arrival_time=2021-04-10 01:29:14.691559, cost_time=0:00:12.793633 2021-04-10 01:29:14,247 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.25ms, fps=3697 images/s, loss=0.3559, top1-acc=87.79%, top5-acc=99.55%, remaining_time=0:00:00.425892, arrival_time=2021-04-10 01:29:14.673241, cost_time=0:00:13.486515 2021-04-10 01:29:14,634 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=0.13ms, fps=3516 images/s, loss=0.3560, top1-acc=87.78%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:14.634772, cost_time=0:00:13.874010 2021-04-10 01:29:15,000 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=0.44ms, fps=7031 images/s, loss=0.7823, top1-acc=75.00%, top5-acc=98.91%, remaining_time=0:00:01.092300, arrival_time=2021-04-10 01:29:16.092746, cost_time=0:00:00.364101 2021-04-10 01:29:15,245 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=0.20ms, fps=10467 images/s, loss=0.7732, top1-acc=75.29%, top5-acc=99.00%, remaining_time=0:00:00.609200, arrival_time=2021-04-10 01:29:15.854719, cost_time=0:00:00.609195 2021-04-10 01:29:15,447 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=3.27ms, fps=12729 images/s, loss=0.7592, top1-acc=75.90%, top5-acc=99.04%, remaining_time=0:00:00.270260, arrival_time=2021-04-10 01:29:15.717357, cost_time=0:00:00.810779 2021-04-10 01:29:15,667 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.08ms, fps=10563 images/s, loss=0.7611, top1-acc=76.12%, top5-acc=98.99%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:15.667117, cost_time=0:00:01.030846 2021-04-10 01:29:15,699 INFO : Epoch=0028 complete, best val top1-acc=81.60%, top5-acc=98.85% (epoch=25), remaining_time=0:42:59.900928, arrival_time=2021-04-10 02:12:15.600663, cost_time=0:06:59.983880 2021-04-10 01:29:15,700 INFO : Train start, epoch=0029, lr=0.095241 2021-04-10 01:29:16,602 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=0.39ms, fps=2840 images/s, loss=0.3366, top1-acc=87.93%, top5-acc=99.53%, remaining_time=0:00:16.768458, arrival_time=2021-04-10 01:29:33.370482, cost_time=0:00:00.901532 2021-04-10 01:29:17,293 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.47ms, fps=3703 images/s, loss=0.3396, top1-acc=88.18%, top5-acc=99.63%, remaining_time=0:00:14.021568, arrival_time=2021-04-10 01:29:31.315381, cost_time=0:00:01.593361 2021-04-10 01:29:17,992 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=2.14ms, fps=3664 images/s, loss=0.3429, top1-acc=88.05%, top5-acc=99.60%, remaining_time=0:00:12.684558, arrival_time=2021-04-10 01:29:30.677447, cost_time=0:00:02.292396 2021-04-10 01:29:18,686 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.36ms, fps=3694 images/s, loss=0.3413, top1-acc=88.03%, top5-acc=99.62%, remaining_time=0:00:11.645400, arrival_time=2021-04-10 01:29:30.331896, cost_time=0:00:02.986009 2021-04-10 01:29:19,380 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.51ms, fps=3692 images/s, loss=0.3430, top1-acc=88.03%, top5-acc=99.57%, remaining_time=0:00:10.745454, arrival_time=2021-04-10 01:29:30.125858, cost_time=0:00:03.679957 2021-04-10 01:29:20,082 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.80ms, fps=3647 images/s, loss=0.3418, top1-acc=88.08%, top5-acc=99.57%, remaining_time=0:00:09.933168, arrival_time=2021-04-10 01:29:30.015929, cost_time=0:00:04.382264 2021-04-10 01:29:20,783 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.90ms, fps=3654 images/s, loss=0.3460, top1-acc=87.89%, top5-acc=99.58%, remaining_time=0:00:09.150120, arrival_time=2021-04-10 01:29:29.933995, cost_time=0:00:05.083370 2021-04-10 01:29:21,478 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.44ms, fps=3688 images/s, loss=0.3473, top1-acc=87.83%, top5-acc=99.56%, remaining_time=0:00:08.378216, arrival_time=2021-04-10 01:29:29.856870, cost_time=0:00:05.778080 2021-04-10 01:29:22,200 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=2.01ms, fps=3548 images/s, loss=0.3475, top1-acc=87.83%, top5-acc=99.57%, remaining_time=0:00:07.655850, arrival_time=2021-04-10 01:29:29.856720, cost_time=0:00:06.500291 2021-04-10 01:29:22,897 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.42ms, fps=3679 images/s, loss=0.3494, top1-acc=87.72%, top5-acc=99.55%, remaining_time=0:00:06.908928, arrival_time=2021-04-10 01:29:29.806195, cost_time=0:00:07.196814 2021-04-10 01:29:23,616 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.93ms, fps=3561 images/s, loss=0.3501, top1-acc=87.75%, top5-acc=99.57%, remaining_time=0:00:06.188990, arrival_time=2021-04-10 01:29:29.805771, cost_time=0:00:07.916194 2021-04-10 01:29:24,314 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.96ms, fps=3671 images/s, loss=0.3513, top1-acc=87.68%, top5-acc=99.58%, remaining_time=0:00:05.455736, arrival_time=2021-04-10 01:29:29.770555, cost_time=0:00:08.614320 2021-04-10 01:29:25,015 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=2.57ms, fps=3657 images/s, loss=0.3536, top1-acc=87.65%, top5-acc=99.59%, remaining_time=0:00:04.729098, arrival_time=2021-04-10 01:29:29.744439, cost_time=0:00:09.314896 2021-04-10 01:29:25,737 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.86ms, fps=3549 images/s, loss=0.3533, top1-acc=87.63%, top5-acc=99.60%, remaining_time=0:00:04.014584, arrival_time=2021-04-10 01:29:29.751646, cost_time=0:00:10.036511 2021-04-10 01:29:26,434 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=2.11ms, fps=3673 images/s, loss=0.3554, top1-acc=87.59%, top5-acc=99.60%, remaining_time=0:00:03.291806, arrival_time=2021-04-10 01:29:29.726464, cost_time=0:00:10.734161 2021-04-10 01:29:27,128 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.74ms, fps=3693 images/s, loss=0.3558, top1-acc=87.60%, top5-acc=99.60%, remaining_time=0:00:02.571300, arrival_time=2021-04-10 01:29:29.699821, cost_time=0:00:11.428005 2021-04-10 01:29:27,825 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.33ms, fps=3677 images/s, loss=0.3569, top1-acc=87.57%, top5-acc=99.61%, remaining_time=0:00:01.854372, arrival_time=2021-04-10 01:29:29.679704, cost_time=0:00:12.124758 2021-04-10 01:29:28,517 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.81ms, fps=3700 images/s, loss=0.3575, top1-acc=87.60%, top5-acc=99.60%, remaining_time=0:00:01.139328, arrival_time=2021-04-10 01:29:29.657229, cost_time=0:00:12.817406 2021-04-10 01:29:29,224 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.72ms, fps=3624 images/s, loss=0.3561, top1-acc=87.64%, top5-acc=99.60%, remaining_time=0:00:00.427080, arrival_time=2021-04-10 01:29:29.651799, cost_time=0:00:13.524232 2021-04-10 01:29:29,597 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=0.08ms, fps=3651 images/s, loss=0.3564, top1-acc=87.63%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:29.597712, cost_time=0:00:13.897202 2021-04-10 01:29:29,910 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=2.38ms, fps=8207 images/s, loss=0.5771, top1-acc=81.25%, top5-acc=99.10%, remaining_time=0:00:00.935730, arrival_time=2021-04-10 01:29:30.846490, cost_time=0:00:00.311907 2021-04-10 01:29:30,161 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=8.82ms, fps=10237 images/s, loss=0.5481, top1-acc=81.82%, top5-acc=99.14%, remaining_time=0:00:00.562480, arrival_time=2021-04-10 01:29:30.723822, cost_time=0:00:00.562481 2021-04-10 01:29:30,430 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=8.02ms, fps=9530 images/s, loss=0.5529, top1-acc=81.58%, top5-acc=99.13%, remaining_time=0:00:00.277210, arrival_time=2021-04-10 01:29:30.707678, cost_time=0:00:00.831637 2021-04-10 01:29:30,640 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=1.66ms, fps=11053 images/s, loss=0.5641, top1-acc=81.44%, top5-acc=99.07%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:30.640754, cost_time=0:00:01.041970 2021-04-10 01:29:30,667 INFO : Epoch=0029 complete, best val top1-acc=81.60%, top5-acc=98.85% (epoch=25), remaining_time=0:42:44.712720, arrival_time=2021-04-10 02:12:15.379864, cost_time=0:07:14.951291 2021-04-10 01:29:30,667 INFO : Train start, epoch=0030, lr=0.094901 2021-04-10 01:29:31,539 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=0.37ms, fps=2937 images/s, loss=0.3622, top1-acc=87.50%, top5-acc=99.45%, remaining_time=0:00:16.210272, arrival_time=2021-04-10 01:29:47.749683, cost_time=0:00:00.871517 2021-04-10 01:29:32,238 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.97ms, fps=3666 images/s, loss=0.3542, top1-acc=87.93%, top5-acc=99.59%, remaining_time=0:00:13.817936, arrival_time=2021-04-10 01:29:46.056094, cost_time=0:00:01.570215 2021-04-10 01:29:32,941 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=2.87ms, fps=3642 images/s, loss=0.3490, top1-acc=88.15%, top5-acc=99.62%, remaining_time=0:00:12.581472, arrival_time=2021-04-10 01:29:45.523230, cost_time=0:00:02.273771 2021-04-10 01:29:33,652 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=2.79ms, fps=3602 images/s, loss=0.3443, top1-acc=88.26%, top5-acc=99.64%, remaining_time=0:00:11.641656, arrival_time=2021-04-10 01:29:45.294582, cost_time=0:00:02.985033 2021-04-10 01:29:34,351 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.91ms, fps=3669 images/s, loss=0.3414, top1-acc=88.41%, top5-acc=99.62%, remaining_time=0:00:10.754944, arrival_time=2021-04-10 01:29:45.106049, cost_time=0:00:03.683178 2021-04-10 01:29:35,071 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.91ms, fps=3555 images/s, loss=0.3404, top1-acc=88.38%, top5-acc=99.62%, remaining_time=0:00:09.981992, arrival_time=2021-04-10 01:29:45.053745, cost_time=0:00:04.403813 2021-04-10 01:29:35,774 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.51ms, fps=3648 images/s, loss=0.3401, top1-acc=88.38%, top5-acc=99.63%, remaining_time=0:00:09.190944, arrival_time=2021-04-10 01:29:44.964927, cost_time=0:00:05.106088 2021-04-10 01:29:36,481 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.65ms, fps=3619 images/s, loss=0.3374, top1-acc=88.47%, top5-acc=99.63%, remaining_time=0:00:08.430068, arrival_time=2021-04-10 01:29:44.911891, cost_time=0:00:05.813856 2021-04-10 01:29:37,185 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.67ms, fps=3643 images/s, loss=0.3405, top1-acc=88.33%, top5-acc=99.60%, remaining_time=0:00:07.675778, arrival_time=2021-04-10 01:29:44.860800, cost_time=0:00:06.517128 2021-04-10 01:29:37,883 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.94ms, fps=3671 images/s, loss=0.3414, top1-acc=88.26%, top5-acc=99.60%, remaining_time=0:00:06.926304, arrival_time=2021-04-10 01:29:44.809232, cost_time=0:00:07.214895 2021-04-10 01:29:38,583 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.86ms, fps=3658 images/s, loss=0.3421, top1-acc=88.23%, top5-acc=99.60%, remaining_time=0:00:06.188560, arrival_time=2021-04-10 01:29:44.772016, cost_time=0:00:07.915563 2021-04-10 01:29:39,279 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.85ms, fps=3681 images/s, loss=0.3432, top1-acc=88.22%, top5-acc=99.60%, remaining_time=0:00:05.453912, arrival_time=2021-04-10 01:29:44.733389, cost_time=0:00:08.611451 2021-04-10 01:29:39,974 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=2.19ms, fps=3689 images/s, loss=0.3436, top1-acc=88.18%, top5-acc=99.60%, remaining_time=0:00:04.724742, arrival_time=2021-04-10 01:29:44.698903, cost_time=0:00:09.306267 2021-04-10 01:29:40,672 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.41ms, fps=3670 images/s, loss=0.3460, top1-acc=88.11%, top5-acc=99.61%, remaining_time=0:00:04.001704, arrival_time=2021-04-10 01:29:44.673978, cost_time=0:00:10.004290 2021-04-10 01:29:41,369 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.83ms, fps=3675 images/s, loss=0.3475, top1-acc=88.02%, top5-acc=99.61%, remaining_time=0:00:03.281824, arrival_time=2021-04-10 01:29:44.651409, cost_time=0:00:10.701654 2021-04-10 01:29:42,069 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=2.01ms, fps=3663 images/s, loss=0.3474, top1-acc=88.02%, top5-acc=99.61%, remaining_time=0:00:02.565252, arrival_time=2021-04-10 01:29:44.634246, cost_time=0:00:11.401052 2021-04-10 01:29:42,769 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=2.05ms, fps=3659 images/s, loss=0.3465, top1-acc=88.05%, top5-acc=99.63%, remaining_time=0:00:01.850784, arrival_time=2021-04-10 01:29:44.620079, cost_time=0:00:12.101274 2021-04-10 01:29:43,472 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=2.28ms, fps=3645 images/s, loss=0.3460, top1-acc=88.09%, top5-acc=99.63%, remaining_time=0:00:01.138160, arrival_time=2021-04-10 01:29:44.610461, cost_time=0:00:12.804354 2021-04-10 01:29:44,173 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.81ms, fps=3652 images/s, loss=0.3466, top1-acc=88.04%, top5-acc=99.62%, remaining_time=0:00:00.426498, arrival_time=2021-04-10 01:29:44.600219, cost_time=0:00:13.505816 2021-04-10 01:29:44,551 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.38ms, fps=3606 images/s, loss=0.3460, top1-acc=88.05%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:44.551332, cost_time=0:00:13.883449 2021-04-10 01:29:44,895 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=0.45ms, fps=7457 images/s, loss=0.5894, top1-acc=81.17%, top5-acc=98.55%, remaining_time=0:00:01.029780, arrival_time=2021-04-10 01:29:45.925468, cost_time=0:00:00.343259 2021-04-10 01:29:45,138 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=2.31ms, fps=10578 images/s, loss=0.6047, top1-acc=81.27%, top5-acc=98.48%, remaining_time=0:00:00.585980, arrival_time=2021-04-10 01:29:45.724267, cost_time=0:00:00.585982 2021-04-10 01:29:45,423 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=0.38ms, fps=8975 images/s, loss=0.6083, top1-acc=81.26%, top5-acc=98.37%, remaining_time=0:00:00.290520, arrival_time=2021-04-10 01:29:45.714384, cost_time=0:00:00.871558 2021-04-10 01:29:45,620 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.07ms, fps=11800 images/s, loss=0.5993, top1-acc=81.56%, top5-acc=98.55%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:45.620833, cost_time=0:00:01.068546 2021-04-10 01:29:45,650 INFO : Epoch=0030 complete, best val top1-acc=81.60%, top5-acc=98.85% (epoch=25), remaining_time=0:42:29.629400, arrival_time=2021-04-10 02:12:15.279849, cost_time=0:07:29.934598 2021-04-10 01:29:45,651 INFO : Train start, epoch=0031, lr=0.094550 2021-04-10 01:29:46,594 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=0.40ms, fps=2714 images/s, loss=0.3513, top1-acc=88.24%, top5-acc=99.73%, remaining_time=0:00:17.546310, arrival_time=2021-04-10 01:30:04.140785, cost_time=0:00:00.943352 2021-04-10 01:29:47,289 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.81ms, fps=3684 images/s, loss=0.3531, top1-acc=87.75%, top5-acc=99.67%, remaining_time=0:00:14.420208, arrival_time=2021-04-10 01:30:01.709997, cost_time=0:00:01.638668 2021-04-10 01:29:47,988 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.47ms, fps=3667 images/s, loss=0.3546, top1-acc=87.73%, top5-acc=99.58%, remaining_time=0:00:12.931898, arrival_time=2021-04-10 01:30:00.920113, cost_time=0:00:02.337095 2021-04-10 01:29:48,686 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.35ms, fps=3669 images/s, loss=0.3499, top1-acc=87.87%, top5-acc=99.59%, remaining_time=0:00:11.837592, arrival_time=2021-04-10 01:30:00.523997, cost_time=0:00:03.035279 2021-04-10 01:29:49,382 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.85ms, fps=3677 images/s, loss=0.3464, top1-acc=87.91%, top5-acc=99.60%, remaining_time=0:00:10.896856, arrival_time=2021-04-10 01:30:00.279798, cost_time=0:00:03.731816 2021-04-10 01:29:50,076 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=2.03ms, fps=3693 images/s, loss=0.3416, top1-acc=88.20%, top5-acc=99.61%, remaining_time=0:00:10.030952, arrival_time=2021-04-10 01:30:00.107550, cost_time=0:00:04.425413 2021-04-10 01:29:50,779 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.94ms, fps=3647 images/s, loss=0.3415, top1-acc=88.10%, top5-acc=99.64%, remaining_time=0:00:09.230256, arrival_time=2021-04-10 01:30:00.009349, cost_time=0:00:05.127935 2021-04-10 01:29:51,470 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.38ms, fps=3704 images/s, loss=0.3429, top1-acc=88.11%, top5-acc=99.61%, remaining_time=0:00:08.438536, arrival_time=2021-04-10 01:29:59.909415, cost_time=0:00:05.819685 2021-04-10 01:29:52,168 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.54ms, fps=3672 images/s, loss=0.3452, top1-acc=88.07%, top5-acc=99.62%, remaining_time=0:00:07.675990, arrival_time=2021-04-10 01:29:59.844505, cost_time=0:00:06.517381 2021-04-10 01:29:52,874 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=6.10ms, fps=3628 images/s, loss=0.3447, top1-acc=88.02%, top5-acc=99.60%, remaining_time=0:00:06.934464, arrival_time=2021-04-10 01:29:59.809002, cost_time=0:00:07.223376 2021-04-10 01:29:53,595 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=7.96ms, fps=3556 images/s, loss=0.3453, top1-acc=87.98%, top5-acc=99.60%, remaining_time=0:00:06.210490, arrival_time=2021-04-10 01:29:59.805458, cost_time=0:00:07.943697 2021-04-10 01:29:54,328 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=0.38ms, fps=3492 images/s, loss=0.3448, top1-acc=88.01%, top5-acc=99.60%, remaining_time=0:00:05.495864, arrival_time=2021-04-10 01:29:59.824727, cost_time=0:00:08.677704 2021-04-10 01:29:55,033 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.77ms, fps=3637 images/s, loss=0.3450, top1-acc=88.00%, top5-acc=99.62%, remaining_time=0:00:04.763220, arrival_time=2021-04-10 01:29:59.796651, cost_time=0:00:09.382165 2021-04-10 01:29:55,732 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.81ms, fps=3668 images/s, loss=0.3444, top1-acc=88.04%, top5-acc=99.60%, remaining_time=0:00:04.032336, arrival_time=2021-04-10 01:29:59.764356, cost_time=0:00:10.080868 2021-04-10 01:29:56,446 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=2.20ms, fps=3585 images/s, loss=0.3448, top1-acc=88.06%, top5-acc=99.61%, remaining_time=0:00:03.310666, arrival_time=2021-04-10 01:29:59.757565, cost_time=0:00:10.795702 2021-04-10 01:29:57,151 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=2.20ms, fps=3637 images/s, loss=0.3434, top1-acc=88.12%, top5-acc=99.61%, remaining_time=0:00:02.587536, arrival_time=2021-04-10 01:29:59.738866, cost_time=0:00:11.500158 2021-04-10 01:29:57,854 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.36ms, fps=3646 images/s, loss=0.3448, top1-acc=88.10%, top5-acc=99.61%, remaining_time=0:00:01.866332, arrival_time=2021-04-10 01:29:59.720523, cost_time=0:00:12.202996 2021-04-10 01:29:58,546 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=2.09ms, fps=3701 images/s, loss=0.3457, top1-acc=88.11%, top5-acc=99.61%, remaining_time=0:00:01.146256, arrival_time=2021-04-10 01:29:59.692819, cost_time=0:00:12.895364 2021-04-10 01:29:59,243 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.27ms, fps=3676 images/s, loss=0.3457, top1-acc=88.10%, top5-acc=99.60%, remaining_time=0:00:00.429234, arrival_time=2021-04-10 01:29:59.672768, cost_time=0:00:13.592399 2021-04-10 01:29:59,619 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=0.10ms, fps=3626 images/s, loss=0.3455, top1-acc=88.11%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:59.619056, cost_time=0:00:13.967897 2021-04-10 01:29:59,921 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=0.28ms, fps=8505 images/s, loss=0.7876, top1-acc=76.13%, top5-acc=98.32%, remaining_time=0:00:00.903000, arrival_time=2021-04-10 01:30:00.824577, cost_time=0:00:00.300998 2021-04-10 01:30:00,187 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=0.22ms, fps=9649 images/s, loss=0.7947, top1-acc=76.80%, top5-acc=98.26%, remaining_time=0:00:00.566840, arrival_time=2021-04-10 01:30:00.754249, cost_time=0:00:00.566833 2021-04-10 01:30:00,483 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=0.41ms, fps=8660 images/s, loss=0.8006, top1-acc=76.12%, top5-acc=98.45%, remaining_time=0:00:00.287660, arrival_time=2021-04-10 01:30:00.771152, cost_time=0:00:00.862977 2021-04-10 01:30:00,684 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.10ms, fps=11568 images/s, loss=0.8101, top1-acc=76.13%, top5-acc=98.44%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:00.684378, cost_time=0:00:01.063879 2021-04-10 01:30:00,712 INFO : Epoch=0031 complete, best val top1-acc=81.60%, top5-acc=98.85% (epoch=25), remaining_time=0:42:14.981579, arrival_time=2021-04-10 02:12:15.694059, cost_time=0:07:44.996623 2021-04-10 01:30:00,713 INFO : Train start, epoch=0032, lr=0.094188 2021-04-10 01:30:01,636 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=2.57ms, fps=2772 images/s, loss=0.3678, top1-acc=87.46%, top5-acc=99.57%, remaining_time=0:00:17.178588, arrival_time=2021-04-10 01:30:18.815393, cost_time=0:00:00.923582 2021-04-10 01:30:02,329 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.37ms, fps=3700 images/s, loss=0.3478, top1-acc=88.28%, top5-acc=99.59%, remaining_time=0:00:14.219392, arrival_time=2021-04-10 01:30:16.548516, cost_time=0:00:01.615849 2021-04-10 01:30:03,027 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.47ms, fps=3667 images/s, loss=0.3496, top1-acc=87.90%, top5-acc=99.57%, remaining_time=0:00:12.806900, arrival_time=2021-04-10 01:30:15.834621, cost_time=0:00:02.314494 2021-04-10 01:30:03,718 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.34ms, fps=3709 images/s, loss=0.3442, top1-acc=88.35%, top5-acc=99.59%, remaining_time=0:00:11.719968, arrival_time=2021-04-10 01:30:15.438339, cost_time=0:00:03.005101 2021-04-10 01:30:04,415 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.88ms, fps=3677 images/s, loss=0.3416, top1-acc=88.27%, top5-acc=99.62%, remaining_time=0:00:10.809402, arrival_time=2021-04-10 01:30:15.224517, cost_time=0:00:03.701847 2021-04-10 01:30:05,112 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.66ms, fps=3673 images/s, loss=0.3385, top1-acc=88.45%, top5-acc=99.64%, remaining_time=0:00:09.972200, arrival_time=2021-04-10 01:30:15.084959, cost_time=0:00:04.399492 2021-04-10 01:30:05,815 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.66ms, fps=3645 images/s, loss=0.3353, top1-acc=88.52%, top5-acc=99.61%, remaining_time=0:00:09.184140, arrival_time=2021-04-10 01:30:14.999729, cost_time=0:00:05.102304 2021-04-10 01:30:06,514 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.65ms, fps=3668 images/s, loss=0.3377, top1-acc=88.47%, top5-acc=99.60%, remaining_time=0:00:08.411160, arrival_time=2021-04-10 01:30:14.925246, cost_time=0:00:05.800794 2021-04-10 01:30:07,220 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.88ms, fps=3628 images/s, loss=0.3421, top1-acc=88.32%, top5-acc=99.57%, remaining_time=0:00:07.663800, arrival_time=2021-04-10 01:30:14.884255, cost_time=0:00:06.507022 2021-04-10 01:30:07,919 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.64ms, fps=3668 images/s, loss=0.3419, top1-acc=88.30%, top5-acc=99.59%, remaining_time=0:00:06.917664, arrival_time=2021-04-10 01:30:14.836823, cost_time=0:00:07.205891 2021-04-10 01:30:08,617 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=2.00ms, fps=3670 images/s, loss=0.3437, top1-acc=88.20%, top5-acc=99.58%, remaining_time=0:00:06.179530, arrival_time=2021-04-10 01:30:14.796821, cost_time=0:00:07.904065 2021-04-10 01:30:09,312 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.39ms, fps=3685 images/s, loss=0.3442, top1-acc=88.18%, top5-acc=99.58%, remaining_time=0:00:05.446160, arrival_time=2021-04-10 01:30:14.758610, cost_time=0:00:08.599146 2021-04-10 01:30:10,008 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.97ms, fps=3681 images/s, loss=0.3433, top1-acc=88.20%, top5-acc=99.59%, remaining_time=0:00:04.719132, arrival_time=2021-04-10 01:30:14.727596, cost_time=0:00:09.295242 2021-04-10 01:30:10,713 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.43ms, fps=3634 images/s, loss=0.3436, top1-acc=88.22%, top5-acc=99.60%, remaining_time=0:00:04.000024, arrival_time=2021-04-10 01:30:14.713430, cost_time=0:00:10.000031 2021-04-10 01:30:11,423 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.87ms, fps=3611 images/s, loss=0.3430, top1-acc=88.19%, top5-acc=99.61%, remaining_time=0:00:03.284308, arrival_time=2021-04-10 01:30:14.707262, cost_time=0:00:10.709704 2021-04-10 01:30:12,119 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.72ms, fps=3678 images/s, loss=0.3447, top1-acc=88.11%, top5-acc=99.60%, remaining_time=0:00:02.566440, arrival_time=2021-04-10 01:30:14.685987, cost_time=0:00:11.406320 2021-04-10 01:30:12,813 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.73ms, fps=3691 images/s, loss=0.3451, top1-acc=88.08%, top5-acc=99.60%, remaining_time=0:00:01.850628, arrival_time=2021-04-10 01:30:14.664255, cost_time=0:00:12.100251 2021-04-10 01:30:13,513 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.42ms, fps=3664 images/s, loss=0.3440, top1-acc=88.10%, top5-acc=99.59%, remaining_time=0:00:01.137760, arrival_time=2021-04-10 01:30:14.650887, cost_time=0:00:12.799856 2021-04-10 01:30:14,207 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.42ms, fps=3687 images/s, loss=0.3429, top1-acc=88.14%, top5-acc=99.58%, remaining_time=0:00:00.426150, arrival_time=2021-04-10 01:30:14.634059, cost_time=0:00:13.494683 2021-04-10 01:30:14,584 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=0.06ms, fps=3621 images/s, loss=0.3430, top1-acc=88.14%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:14.583976, cost_time=0:00:13.870690 2021-04-10 01:30:14,946 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.28ms, fps=7083 images/s, loss=0.7688, top1-acc=76.72%, top5-acc=98.63%, remaining_time=0:00:01.084230, arrival_time=2021-04-10 01:30:16.030735, cost_time=0:00:00.361411 2021-04-10 01:30:15,196 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=0.28ms, fps=10257 images/s, loss=0.7782, top1-acc=76.48%, top5-acc=98.40%, remaining_time=0:00:00.611500, arrival_time=2021-04-10 01:30:15.808069, cost_time=0:00:00.611498 2021-04-10 01:30:15,385 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=0.38ms, fps=13615 images/s, loss=0.7817, top1-acc=76.04%, top5-acc=98.40%, remaining_time=0:00:00.266630, arrival_time=2021-04-10 01:30:15.651599, cost_time=0:00:00.799880 2021-04-10 01:30:15,569 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.05ms, fps=12570 images/s, loss=0.7915, top1-acc=75.95%, top5-acc=98.43%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:15.569945, cost_time=0:00:00.984920 2021-04-10 01:30:15,596 INFO : Epoch=0032 complete, best val top1-acc=81.60%, top5-acc=98.85% (epoch=25), remaining_time=0:41:59.371344, arrival_time=2021-04-10 02:12:14.967436, cost_time=0:07:59.880241 2021-04-10 01:30:15,596 INFO : Train start, epoch=0033, lr=0.093815 2021-04-10 01:30:16,554 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.41ms, fps=2674 images/s, loss=0.3237, top1-acc=89.30%, top5-acc=99.49%, remaining_time=0:00:17.805966, arrival_time=2021-04-10 01:30:34.360106, cost_time=0:00:00.957310 2021-04-10 01:30:17,265 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.86ms, fps=3604 images/s, loss=0.3425, top1-acc=88.28%, top5-acc=99.55%, remaining_time=0:00:14.679456, arrival_time=2021-04-10 01:30:31.944399, cost_time=0:00:01.668111 2021-04-10 01:30:17,965 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=2.18ms, fps=3658 images/s, loss=0.3401, top1-acc=88.26%, top5-acc=99.52%, remaining_time=0:00:13.105534, arrival_time=2021-04-10 01:30:31.070830, cost_time=0:00:02.368468 2021-04-10 01:30:18,663 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.39ms, fps=3672 images/s, loss=0.3401, top1-acc=88.25%, top5-acc=99.51%, remaining_time=0:00:11.958024, arrival_time=2021-04-10 01:30:30.620986, cost_time=0:00:03.066177 2021-04-10 01:30:19,410 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=2.02ms, fps=3428 images/s, loss=0.3366, top1-acc=88.35%, top5-acc=99.53%, remaining_time=0:00:11.134982, arrival_time=2021-04-10 01:30:30.545182, cost_time=0:00:03.813366 2021-04-10 01:30:20,106 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.91ms, fps=3683 images/s, loss=0.3346, top1-acc=88.39%, top5-acc=99.58%, remaining_time=0:00:10.220672, arrival_time=2021-04-10 01:30:30.326611, cost_time=0:00:04.509106 2021-04-10 01:30:20,819 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.45ms, fps=3593 images/s, loss=0.3332, top1-acc=88.57%, top5-acc=99.59%, remaining_time=0:00:09.400482, arrival_time=2021-04-10 01:30:30.219819, cost_time=0:00:05.222497 2021-04-10 01:30:21,523 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.83ms, fps=3638 images/s, loss=0.3351, top1-acc=88.54%, top5-acc=99.60%, remaining_time=0:00:08.593860, arrival_time=2021-04-10 01:30:30.117507, cost_time=0:00:05.926789 2021-04-10 01:30:22,212 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.38ms, fps=3720 images/s, loss=0.3348, top1-acc=88.53%, top5-acc=99.60%, remaining_time=0:00:07.791636, arrival_time=2021-04-10 01:30:30.004122, cost_time=0:00:06.615503 2021-04-10 01:30:22,902 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.44ms, fps=3712 images/s, loss=0.3341, top1-acc=88.54%, top5-acc=99.61%, remaining_time=0:00:07.013760, arrival_time=2021-04-10 01:30:29.916546, cost_time=0:00:07.305985 2021-04-10 01:30:23,607 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=2.18ms, fps=3634 images/s, loss=0.3339, top1-acc=88.52%, top5-acc=99.62%, remaining_time=0:00:06.263036, arrival_time=2021-04-10 01:30:29.870797, cost_time=0:00:08.010893 2021-04-10 01:30:24,311 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.88ms, fps=3643 images/s, loss=0.3360, top1-acc=88.42%, top5-acc=99.61%, remaining_time=0:00:05.518968, arrival_time=2021-04-10 01:30:29.830008, cost_time=0:00:08.714192 2021-04-10 01:30:25,009 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=2.29ms, fps=3666 images/s, loss=0.3349, top1-acc=88.43%, top5-acc=99.62%, remaining_time=0:00:04.778928, arrival_time=2021-04-10 01:30:29.788838, cost_time=0:00:09.413075 2021-04-10 01:30:25,717 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=2.18ms, fps=3620 images/s, loss=0.3356, top1-acc=88.46%, top5-acc=99.62%, remaining_time=0:00:04.048352, arrival_time=2021-04-10 01:30:29.766117, cost_time=0:00:10.120897 2021-04-10 01:30:26,412 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.42ms, fps=3690 images/s, loss=0.3351, top1-acc=88.50%, top5-acc=99.61%, remaining_time=0:00:03.316692, arrival_time=2021-04-10 01:30:29.728818, cost_time=0:00:10.815314 2021-04-10 01:30:27,128 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.43ms, fps=3577 images/s, loss=0.3354, top1-acc=88.50%, top5-acc=99.62%, remaining_time=0:00:02.594592, arrival_time=2021-04-10 01:30:29.722933, cost_time=0:00:11.531481 2021-04-10 01:30:27,831 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=2.16ms, fps=3646 images/s, loss=0.3361, top1-acc=88.51%, top5-acc=99.62%, remaining_time=0:00:01.871142, arrival_time=2021-04-10 01:30:29.702280, cost_time=0:00:12.234306 2021-04-10 01:30:28,535 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.36ms, fps=3638 images/s, loss=0.3361, top1-acc=88.49%, top5-acc=99.63%, remaining_time=0:00:01.150096, arrival_time=2021-04-10 01:30:29.685691, cost_time=0:00:12.938663 2021-04-10 01:30:29,226 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.30ms, fps=3710 images/s, loss=0.3362, top1-acc=88.50%, top5-acc=99.62%, remaining_time=0:00:00.430404, arrival_time=2021-04-10 01:30:29.656641, cost_time=0:00:13.629445 2021-04-10 01:30:29,597 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=0.06ms, fps=3672 images/s, loss=0.3368, top1-acc=88.48%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:29.596990, cost_time=0:00:14.000214 2021-04-10 01:30:29,932 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.48ms, fps=7664 images/s, loss=0.4568, top1-acc=84.96%, top5-acc=99.18%, remaining_time=0:00:01.002000, arrival_time=2021-04-10 01:30:30.934092, cost_time=0:00:00.334003 2021-04-10 01:30:30,177 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=0.34ms, fps=10442 images/s, loss=0.4700, top1-acc=84.47%, top5-acc=99.04%, remaining_time=0:00:00.579900, arrival_time=2021-04-10 01:30:30.757797, cost_time=0:00:00.579899 2021-04-10 01:30:30,369 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.82ms, fps=13372 images/s, loss=0.4756, top1-acc=84.15%, top5-acc=99.14%, remaining_time=0:00:00.257270, arrival_time=2021-04-10 01:30:30.627085, cost_time=0:00:00.771800 2021-04-10 01:30:30,592 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.08ms, fps=10434 images/s, loss=0.4698, top1-acc=84.29%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:30.592632, cost_time=0:00:00.994695 2021-04-10 01:30:30,669 INFO : Epoch=0033 complete, best val top1-acc=84.29%, top5-acc=99.19% (epoch=33), remaining_time=0:41:44.764029, arrival_time=2021-04-10 02:12:15.433283, cost_time=0:08:14.953376 2021-04-10 01:30:30,670 INFO : Train start, epoch=0034, lr=0.093432 2021-04-10 01:30:31,541 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=2.05ms, fps=2939 images/s, loss=0.3273, top1-acc=88.40%, top5-acc=99.57%, remaining_time=0:00:16.199112, arrival_time=2021-04-10 01:30:47.740361, cost_time=0:00:00.870920 2021-04-10 01:30:32,241 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.87ms, fps=3657 images/s, loss=0.3212, top1-acc=88.96%, top5-acc=99.55%, remaining_time=0:00:13.827616, arrival_time=2021-04-10 01:30:46.069267, cost_time=0:00:01.571321 2021-04-10 01:30:32,942 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.90ms, fps=3657 images/s, loss=0.3257, top1-acc=88.78%, top5-acc=99.62%, remaining_time=0:00:12.570184, arrival_time=2021-04-10 01:30:45.512218, cost_time=0:00:02.271710 2021-04-10 01:30:33,637 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=2.04ms, fps=3684 images/s, loss=0.3267, top1-acc=88.63%, top5-acc=99.62%, remaining_time=0:00:11.571612, arrival_time=2021-04-10 01:30:45.209065, cost_time=0:00:02.967081 2021-04-10 01:30:34,336 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=2.19ms, fps=3665 images/s, loss=0.3282, top1-acc=88.44%, top5-acc=99.62%, remaining_time=0:00:10.705012, arrival_time=2021-04-10 01:30:45.041414, cost_time=0:00:03.666083 2021-04-10 01:30:35,028 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.47ms, fps=3702 images/s, loss=0.3284, top1-acc=88.44%, top5-acc=99.62%, remaining_time=0:00:09.877952, arrival_time=2021-04-10 01:30:44.906200, cost_time=0:00:04.357919 2021-04-10 01:30:35,728 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.76ms, fps=3659 images/s, loss=0.3267, top1-acc=88.50%, top5-acc=99.62%, remaining_time=0:00:09.104256, arrival_time=2021-04-10 01:30:44.832524, cost_time=0:00:05.057901 2021-04-10 01:30:36,422 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.39ms, fps=3692 images/s, loss=0.3270, top1-acc=88.46%, top5-acc=99.62%, remaining_time=0:00:08.340052, arrival_time=2021-04-10 01:30:44.762211, cost_time=0:00:05.751743 2021-04-10 01:30:37,120 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.38ms, fps=3671 images/s, loss=0.3292, top1-acc=88.40%, top5-acc=99.59%, remaining_time=0:00:07.596384, arrival_time=2021-04-10 01:30:44.716519, cost_time=0:00:06.449766 2021-04-10 01:30:37,833 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=5.09ms, fps=3595 images/s, loss=0.3322, top1-acc=88.41%, top5-acc=99.59%, remaining_time=0:00:06.875904, arrival_time=2021-04-10 01:30:44.708791, cost_time=0:00:07.162413 2021-04-10 01:30:38,529 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.45ms, fps=3677 images/s, loss=0.3320, top1-acc=88.45%, top5-acc=99.60%, remaining_time=0:00:06.144614, arrival_time=2021-04-10 01:30:44.674301, cost_time=0:00:07.859357 2021-04-10 01:30:39,231 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.91ms, fps=3654 images/s, loss=0.3342, top1-acc=88.42%, top5-acc=99.59%, remaining_time=0:00:05.421612, arrival_time=2021-04-10 01:30:44.652522, cost_time=0:00:08.560440 2021-04-10 01:30:39,928 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=3.98ms, fps=3674 images/s, loss=0.3331, top1-acc=88.47%, top5-acc=99.60%, remaining_time=0:00:04.700256, arrival_time=2021-04-10 01:30:44.628743, cost_time=0:00:09.258116 2021-04-10 01:30:40,635 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=2.44ms, fps=3626 images/s, loss=0.3334, top1-acc=88.47%, top5-acc=99.59%, remaining_time=0:00:03.985856, arrival_time=2021-04-10 01:30:44.621021, cost_time=0:00:09.964695 2021-04-10 01:30:41,337 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.81ms, fps=3647 images/s, loss=0.3338, top1-acc=88.44%, top5-acc=99.59%, remaining_time=0:00:03.271382, arrival_time=2021-04-10 01:30:44.609291, cost_time=0:00:10.667532 2021-04-10 01:30:42,043 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.99ms, fps=3631 images/s, loss=0.3370, top1-acc=88.34%, top5-acc=99.60%, remaining_time=0:00:02.558952, arrival_time=2021-04-10 01:30:44.602488, cost_time=0:00:11.373149 2021-04-10 01:30:42,741 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.39ms, fps=3670 images/s, loss=0.3376, top1-acc=88.29%, top5-acc=99.59%, remaining_time=0:00:01.846208, arrival_time=2021-04-10 01:30:44.587985, cost_time=0:00:12.071309 2021-04-10 01:30:43,443 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.54ms, fps=3654 images/s, loss=0.3392, top1-acc=88.25%, top5-acc=99.60%, remaining_time=0:00:01.135344, arrival_time=2021-04-10 01:30:44.578378, cost_time=0:00:12.772705 2021-04-10 01:30:44,138 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.39ms, fps=3683 images/s, loss=0.3392, top1-acc=88.25%, top5-acc=99.59%, remaining_time=0:00:00.425310, arrival_time=2021-04-10 01:30:44.563776, cost_time=0:00:13.468103 2021-04-10 01:30:44,522 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.69ms, fps=3551 images/s, loss=0.3393, top1-acc=88.25%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:44.522023, cost_time=0:00:13.851568 2021-04-10 01:30:44,809 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=1.45ms, fps=8961 images/s, loss=0.7755, top1-acc=75.98%, top5-acc=97.03%, remaining_time=0:00:00.857040, arrival_time=2021-04-10 01:30:45.666331, cost_time=0:00:00.285677 2021-04-10 01:30:45,046 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=2.80ms, fps=10815 images/s, loss=0.7939, top1-acc=75.82%, top5-acc=96.74%, remaining_time=0:00:00.522700, arrival_time=2021-04-10 01:30:45.569076, cost_time=0:00:00.522700 2021-04-10 01:30:45,304 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=38.32ms, fps=9951 images/s, loss=0.7899, top1-acc=76.26%, top5-acc=96.43%, remaining_time=0:00:00.260150, arrival_time=2021-04-10 01:30:45.564258, cost_time=0:00:00.780439 2021-04-10 01:30:45,485 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.07ms, fps=12798 images/s, loss=0.8024, top1-acc=75.93%, top5-acc=96.50%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:45.485813, cost_time=0:00:00.962209 2021-04-10 01:30:45,512 INFO : Epoch=0034 complete, best val top1-acc=84.29%, top5-acc=99.19% (epoch=33), remaining_time=0:41:29.007320, arrival_time=2021-04-10 02:12:14.519875, cost_time=0:08:29.796696 2021-04-10 01:30:45,513 INFO : Train start, epoch=0035, lr=0.093037 2021-04-10 01:30:46,416 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=1.81ms, fps=2836 images/s, loss=0.3079, top1-acc=89.57%, top5-acc=99.88%, remaining_time=0:00:16.791894, arrival_time=2021-04-10 01:31:03.207937, cost_time=0:00:00.902790 2021-04-10 01:30:47,119 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.66ms, fps=3645 images/s, loss=0.3147, top1-acc=89.26%, top5-acc=99.67%, remaining_time=0:00:14.128576, arrival_time=2021-04-10 01:31:01.247477, cost_time=0:00:01.605525 2021-04-10 01:30:47,821 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=2.59ms, fps=3646 images/s, loss=0.3150, top1-acc=89.26%, top5-acc=99.67%, remaining_time=0:00:12.773700, arrival_time=2021-04-10 01:31:00.595578, cost_time=0:00:02.308498 2021-04-10 01:30:48,522 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.54ms, fps=3660 images/s, loss=0.3222, top1-acc=89.01%, top5-acc=99.63%, remaining_time=0:00:11.734164, arrival_time=2021-04-10 01:31:00.256210, cost_time=0:00:03.008752 2021-04-10 01:30:49,220 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.95ms, fps=3671 images/s, loss=0.3252, top1-acc=88.84%, top5-acc=99.62%, remaining_time=0:00:10.823418, arrival_time=2021-04-10 01:31:00.043461, cost_time=0:00:03.706668 2021-04-10 01:30:49,924 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.99ms, fps=3638 images/s, loss=0.3285, top1-acc=88.70%, top5-acc=99.61%, remaining_time=0:00:09.998720, arrival_time=2021-04-10 01:30:59.923197, cost_time=0:00:04.411225 2021-04-10 01:30:50,626 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=2.26ms, fps=3647 images/s, loss=0.3282, top1-acc=88.78%, top5-acc=99.63%, remaining_time=0:00:09.204426, arrival_time=2021-04-10 01:30:59.831254, cost_time=0:00:05.113588 2021-04-10 01:30:51,318 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.68ms, fps=3707 images/s, loss=0.3273, top1-acc=88.85%, top5-acc=99.63%, remaining_time=0:00:08.416728, arrival_time=2021-04-10 01:30:59.734669, cost_time=0:00:05.804624 2021-04-10 01:30:52,016 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.41ms, fps=3670 images/s, loss=0.3281, top1-acc=88.78%, top5-acc=99.64%, remaining_time=0:00:07.658924, arrival_time=2021-04-10 01:30:59.675043, cost_time=0:00:06.502825 2021-04-10 01:30:52,711 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.43ms, fps=3685 images/s, loss=0.3316, top1-acc=88.62%, top5-acc=99.63%, remaining_time=0:00:06.910176, arrival_time=2021-04-10 01:30:59.621607, cost_time=0:00:07.198055 2021-04-10 01:30:53,406 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=2.17ms, fps=3684 images/s, loss=0.3319, top1-acc=88.56%, top5-acc=99.64%, remaining_time=0:00:06.171360, arrival_time=2021-04-10 01:30:59.578238, cost_time=0:00:07.893581 2021-04-10 01:30:54,111 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.94ms, fps=3634 images/s, loss=0.3303, top1-acc=88.66%, top5-acc=99.65%, remaining_time=0:00:05.445780, arrival_time=2021-04-10 01:30:59.557674, cost_time=0:00:08.598607 2021-04-10 01:30:54,812 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=2.45ms, fps=3658 images/s, loss=0.3306, top1-acc=88.61%, top5-acc=99.64%, remaining_time=0:00:04.721046, arrival_time=2021-04-10 01:30:59.533428, cost_time=0:00:09.299014 2021-04-10 01:30:55,509 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=2.10ms, fps=3676 images/s, loss=0.3312, top1-acc=88.59%, top5-acc=99.65%, remaining_time=0:00:03.998624, arrival_time=2021-04-10 01:30:59.508434, cost_time=0:00:09.996570 2021-04-10 01:30:56,218 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=7.14ms, fps=3616 images/s, loss=0.3323, top1-acc=88.59%, top5-acc=99.64%, remaining_time=0:00:03.282836, arrival_time=2021-04-10 01:30:59.501033, cost_time=0:00:10.704883 2021-04-10 01:30:56,912 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.37ms, fps=3693 images/s, loss=0.3326, top1-acc=88.55%, top5-acc=99.65%, remaining_time=0:00:02.564712, arrival_time=2021-04-10 01:30:59.476790, cost_time=0:00:11.398751 2021-04-10 01:30:57,618 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.46ms, fps=3628 images/s, loss=0.3335, top1-acc=88.54%, top5-acc=99.64%, remaining_time=0:00:01.851356, arrival_time=2021-04-10 01:30:59.469680, cost_time=0:00:12.105052 2021-04-10 01:30:58,323 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.42ms, fps=3631 images/s, loss=0.3338, top1-acc=88.50%, top5-acc=99.65%, remaining_time=0:00:01.138720, arrival_time=2021-04-10 01:30:59.462583, cost_time=0:00:12.810541 2021-04-10 01:30:59,028 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=2.29ms, fps=3636 images/s, loss=0.3334, top1-acc=88.48%, top5-acc=99.65%, remaining_time=0:00:00.426792, arrival_time=2021-04-10 01:30:59.455284, cost_time=0:00:13.515113 2021-04-10 01:30:59,408 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=0.08ms, fps=3584 images/s, loss=0.3339, top1-acc=88.46%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:59.408633, cost_time=0:00:13.895395 2021-04-10 01:30:59,736 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.39ms, fps=7834 images/s, loss=0.5501, top1-acc=83.12%, top5-acc=99.14%, remaining_time=0:00:00.980310, arrival_time=2021-04-10 01:31:00.716791, cost_time=0:00:00.326772 2021-04-10 01:30:59,943 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=0.35ms, fps=12373 images/s, loss=0.5322, top1-acc=83.30%, top5-acc=99.16%, remaining_time=0:00:00.534180, arrival_time=2021-04-10 01:31:00.478041, cost_time=0:00:00.534174 2021-04-10 01:31:00,197 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=2.54ms, fps=10128 images/s, loss=0.5310, top1-acc=83.15%, top5-acc=99.21%, remaining_time=0:00:00.262460, arrival_time=2021-04-10 01:31:00.459546, cost_time=0:00:00.787382 2021-04-10 01:31:00,395 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.09ms, fps=11729 images/s, loss=0.5354, top1-acc=83.04%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:00.395371, cost_time=0:00:00.985700 2021-04-10 01:31:00,440 INFO : Epoch=0035 complete, best val top1-acc=84.29%, top5-acc=99.19% (epoch=33), remaining_time=0:41:13.701945, arrival_time=2021-04-10 02:12:14.142494, cost_time=0:08:44.724666 2021-04-10 01:31:00,441 INFO : Train start, epoch=0036, lr=0.092632 2021-04-10 01:31:01,384 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=0.35ms, fps=2716 images/s, loss=0.3094, top1-acc=88.91%, top5-acc=99.65%, remaining_time=0:00:17.529198, arrival_time=2021-04-10 01:31:18.913376, cost_time=0:00:00.942433 2021-04-10 01:31:02,083 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.84ms, fps=3667 images/s, loss=0.3232, top1-acc=88.85%, top5-acc=99.67%, remaining_time=0:00:14.444144, arrival_time=2021-04-10 01:31:16.527194, cost_time=0:00:01.641377 2021-04-10 01:31:02,781 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.67ms, fps=3670 images/s, loss=0.3290, top1-acc=88.78%, top5-acc=99.56%, remaining_time=0:00:12.945178, arrival_time=2021-04-10 01:31:15.726348, cost_time=0:00:02.339489 2021-04-10 01:31:03,491 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.51ms, fps=3605 images/s, loss=0.3315, top1-acc=88.84%, top5-acc=99.56%, remaining_time=0:00:11.895624, arrival_time=2021-04-10 01:31:15.387442, cost_time=0:00:03.050157 2021-04-10 01:31:04,198 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.83ms, fps=3628 images/s, loss=0.3332, top1-acc=88.61%, top5-acc=99.55%, remaining_time=0:00:10.968688, arrival_time=2021-04-10 01:31:15.166822, cost_time=0:00:03.756385 2021-04-10 01:31:04,900 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=2.23ms, fps=3650 images/s, loss=0.3343, top1-acc=88.59%, top5-acc=99.55%, remaining_time=0:00:10.106160, arrival_time=2021-04-10 01:31:15.006415, cost_time=0:00:04.458605 2021-04-10 01:31:05,623 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=2.00ms, fps=3542 images/s, loss=0.3391, top1-acc=88.42%, top5-acc=99.56%, remaining_time=0:00:09.327528, arrival_time=2021-04-10 01:31:14.951253, cost_time=0:00:05.181925 2021-04-10 01:31:06,325 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=2.05ms, fps=3653 images/s, loss=0.3390, top1-acc=88.33%, top5-acc=99.57%, remaining_time=0:00:08.531220, arrival_time=2021-04-10 01:31:14.856429, cost_time=0:00:05.883593 2021-04-10 01:31:07,021 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.43ms, fps=3678 images/s, loss=0.3381, top1-acc=88.39%, top5-acc=99.60%, remaining_time=0:00:07.749766, arrival_time=2021-04-10 01:31:14.771438, cost_time=0:00:06.580027 2021-04-10 01:31:07,713 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.90ms, fps=3704 images/s, loss=0.3372, top1-acc=88.46%, top5-acc=99.59%, remaining_time=0:00:06.980832, arrival_time=2021-04-10 01:31:14.694286, cost_time=0:00:07.271708 2021-04-10 01:31:08,432 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=2.07ms, fps=3563 images/s, loss=0.3359, top1-acc=88.48%, top5-acc=99.60%, remaining_time=0:00:06.247470, arrival_time=2021-04-10 01:31:14.680054, cost_time=0:00:07.990950 2021-04-10 01:31:09,131 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.42ms, fps=3666 images/s, loss=0.3353, top1-acc=88.50%, top5-acc=99.60%, remaining_time=0:00:05.503464, arrival_time=2021-04-10 01:31:14.634795, cost_time=0:00:08.689668 2021-04-10 01:31:09,835 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=2.55ms, fps=3638 images/s, loss=0.3351, top1-acc=88.49%, top5-acc=99.61%, remaining_time=0:00:04.769292, arrival_time=2021-04-10 01:31:14.604991, cost_time=0:00:09.394018 2021-04-10 01:31:10,530 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.83ms, fps=3685 images/s, loss=0.3345, top1-acc=88.51%, top5-acc=99.61%, remaining_time=0:00:04.035696, arrival_time=2021-04-10 01:31:14.566592, cost_time=0:00:10.089248 2021-04-10 01:31:11,227 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.42ms, fps=3679 images/s, loss=0.3347, top1-acc=88.51%, top5-acc=99.61%, remaining_time=0:00:03.307584, arrival_time=2021-04-10 01:31:14.534783, cost_time=0:00:10.785592 2021-04-10 01:31:11,926 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.85ms, fps=3664 images/s, loss=0.3334, top1-acc=88.56%, top5-acc=99.61%, remaining_time=0:00:02.584044, arrival_time=2021-04-10 01:31:14.510322, cost_time=0:00:11.484628 2021-04-10 01:31:12,625 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.70ms, fps=3662 images/s, loss=0.3325, top1-acc=88.60%, top5-acc=99.62%, remaining_time=0:00:01.863498, arrival_time=2021-04-10 01:31:14.489433, cost_time=0:00:12.184328 2021-04-10 01:31:13,322 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.67ms, fps=3680 images/s, loss=0.3335, top1-acc=88.55%, top5-acc=99.62%, remaining_time=0:00:01.144928, arrival_time=2021-04-10 01:31:14.467100, cost_time=0:00:12.880427 2021-04-10 01:31:14,019 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.41ms, fps=3673 images/s, loss=0.3351, top1-acc=88.49%, top5-acc=99.61%, remaining_time=0:00:00.428790, arrival_time=2021-04-10 01:31:14.448657, cost_time=0:00:13.578257 2021-04-10 01:31:14,396 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.87ms, fps=3611 images/s, loss=0.3357, top1-acc=88.50%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:14.396933, cost_time=0:00:13.955340 2021-04-10 01:31:14,753 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.42ms, fps=7207 images/s, loss=0.6038, top1-acc=80.47%, top5-acc=98.75%, remaining_time=0:00:01.065510, arrival_time=2021-04-10 01:31:15.818582, cost_time=0:00:00.355170 2021-04-10 01:31:14,973 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=0.18ms, fps=11642 images/s, loss=0.5979, top1-acc=80.90%, top5-acc=98.71%, remaining_time=0:00:00.575520, arrival_time=2021-04-10 01:31:15.548942, cost_time=0:00:00.575526 2021-04-10 01:31:15,182 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=0.20ms, fps=12294 images/s, loss=0.5959, top1-acc=80.98%, top5-acc=98.84%, remaining_time=0:00:00.261410, arrival_time=2021-04-10 01:31:15.443531, cost_time=0:00:00.784218 2021-04-10 01:31:15,386 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.06ms, fps=11393 images/s, loss=0.6077, top1-acc=80.78%, top5-acc=98.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:15.386181, cost_time=0:00:00.988340 2021-04-10 01:31:15,412 INFO : Epoch=0036 complete, best val top1-acc=84.29%, top5-acc=99.19% (epoch=33), remaining_time=0:40:58.615676, arrival_time=2021-04-10 02:12:14.027648, cost_time=0:08:59.696121 2021-04-10 01:31:15,412 INFO : Train start, epoch=0037, lr=0.092216 2021-04-10 01:31:16,291 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=1.77ms, fps=2912 images/s, loss=0.3363, top1-acc=88.40%, top5-acc=99.57%, remaining_time=0:00:16.349028, arrival_time=2021-04-10 01:31:32.640742, cost_time=0:00:00.878981 2021-04-10 01:31:16,989 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.35ms, fps=3673 images/s, loss=0.3266, top1-acc=88.91%, top5-acc=99.67%, remaining_time=0:00:13.873376, arrival_time=2021-04-10 01:31:30.862608, cost_time=0:00:01.576526 2021-04-10 01:31:17,681 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=2.56ms, fps=3698 images/s, loss=0.3263, top1-acc=88.97%, top5-acc=99.66%, remaining_time=0:00:12.555908, arrival_time=2021-04-10 01:31:30.237819, cost_time=0:00:02.269142 2021-04-10 01:31:18,384 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.46ms, fps=3646 images/s, loss=0.3325, top1-acc=88.69%, top5-acc=99.61%, remaining_time=0:00:11.590332, arrival_time=2021-04-10 01:31:29.975033, cost_time=0:00:02.971876 2021-04-10 01:31:19,084 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.61ms, fps=3664 images/s, loss=0.3274, top1-acc=88.76%, top5-acc=99.66%, remaining_time=0:00:10.720050, arrival_time=2021-04-10 01:31:29.804077, cost_time=0:00:03.671266 2021-04-10 01:31:19,791 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.92ms, fps=3619 images/s, loss=0.3266, top1-acc=88.80%, top5-acc=99.66%, remaining_time=0:00:09.926232, arrival_time=2021-04-10 01:31:29.718186, cost_time=0:00:04.379247 2021-04-10 01:31:20,500 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=2.51ms, fps=3614 images/s, loss=0.3311, top1-acc=88.66%, top5-acc=99.63%, remaining_time=0:00:09.158310, arrival_time=2021-04-10 01:31:29.658985, cost_time=0:00:05.087920 2021-04-10 01:31:21,197 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.93ms, fps=3675 images/s, loss=0.3333, top1-acc=88.57%, top5-acc=99.59%, remaining_time=0:00:08.388192, arrival_time=2021-04-10 01:31:29.585909, cost_time=0:00:05.784973 2021-04-10 01:31:21,896 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.91ms, fps=3667 images/s, loss=0.3356, top1-acc=88.56%, top5-acc=99.57%, remaining_time=0:00:07.636240, arrival_time=2021-04-10 01:31:29.532500, cost_time=0:00:06.483558 2021-04-10 01:31:22,625 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=2.23ms, fps=3513 images/s, loss=0.3351, top1-acc=88.60%, top5-acc=99.57%, remaining_time=0:00:06.924096, arrival_time=2021-04-10 01:31:29.549526, cost_time=0:00:07.212584 2021-04-10 01:31:23,325 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.74ms, fps=3663 images/s, loss=0.3370, top1-acc=88.54%, top5-acc=99.58%, remaining_time=0:00:06.185980, arrival_time=2021-04-10 01:31:29.510983, cost_time=0:00:07.912265 2021-04-10 01:31:24,024 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=2.13ms, fps=3663 images/s, loss=0.3363, top1-acc=88.55%, top5-acc=99.60%, remaining_time=0:00:05.454064, arrival_time=2021-04-10 01:31:29.478588, cost_time=0:00:08.611669 2021-04-10 01:31:24,731 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.65ms, fps=3628 images/s, loss=0.3361, top1-acc=88.51%, top5-acc=99.61%, remaining_time=0:00:04.730748, arrival_time=2021-04-10 01:31:29.461803, cost_time=0:00:09.318085 2021-04-10 01:31:25,434 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=2.19ms, fps=3642 images/s, loss=0.3343, top1-acc=88.57%, top5-acc=99.62%, remaining_time=0:00:04.008816, arrival_time=2021-04-10 01:31:29.443599, cost_time=0:00:10.022023 2021-04-10 01:31:26,136 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.69ms, fps=3650 images/s, loss=0.3345, top1-acc=88.49%, top5-acc=99.63%, remaining_time=0:00:03.288724, arrival_time=2021-04-10 01:31:29.425508, cost_time=0:00:10.724032 2021-04-10 01:31:26,848 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=2.25ms, fps=3600 images/s, loss=0.3336, top1-acc=88.51%, top5-acc=99.62%, remaining_time=0:00:02.573028, arrival_time=2021-04-10 01:31:29.421570, cost_time=0:00:11.435643 2021-04-10 01:31:27,569 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=2.60ms, fps=3554 images/s, loss=0.3334, top1-acc=88.49%, top5-acc=99.61%, remaining_time=0:00:01.859286, arrival_time=2021-04-10 01:31:29.429018, cost_time=0:00:12.156952 2021-04-10 01:31:28,318 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=0.64ms, fps=3425 images/s, loss=0.3323, top1-acc=88.50%, top5-acc=99.63%, remaining_time=0:00:01.147168, arrival_time=2021-04-10 01:31:29.465570, cost_time=0:00:12.905551 2021-04-10 01:31:29,012 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.30ms, fps=3693 images/s, loss=0.3319, top1-acc=88.52%, top5-acc=99.64%, remaining_time=0:00:00.429456, arrival_time=2021-04-10 01:31:29.441678, cost_time=0:00:13.599514 2021-04-10 01:31:29,389 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=0.08ms, fps=3611 images/s, loss=0.3316, top1-acc=88.56%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:29.389313, cost_time=0:00:13.976540 2021-04-10 01:31:29,707 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=2.81ms, fps=8065 images/s, loss=0.8375, top1-acc=73.52%, top5-acc=98.83%, remaining_time=0:00:00.952230, arrival_time=2021-04-10 01:31:30.660161, cost_time=0:00:00.317412 2021-04-10 01:31:29,964 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=2.60ms, fps=9982 images/s, loss=0.8787, top1-acc=73.12%, top5-acc=98.73%, remaining_time=0:00:00.574380, arrival_time=2021-04-10 01:31:30.539243, cost_time=0:00:00.574373 2021-04-10 01:31:30,209 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=0.28ms, fps=10463 images/s, loss=0.8979, top1-acc=72.70%, top5-acc=98.57%, remaining_time=0:00:00.273160, arrival_time=2021-04-10 01:31:30.483105, cost_time=0:00:00.819484 2021-04-10 01:31:30,405 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.06ms, fps=11871 images/s, loss=0.8861, top1-acc=72.73%, top5-acc=98.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:30.405715, cost_time=0:00:01.015275 2021-04-10 01:31:30,431 INFO : Epoch=0037 complete, best val top1-acc=84.29%, top5-acc=99.19% (epoch=33), remaining_time=0:40:43.748323, arrival_time=2021-04-10 02:12:14.180065, cost_time=0:09:14.715890 2021-04-10 01:31:30,432 INFO : Train start, epoch=0038, lr=0.091790 2021-04-10 01:31:31,373 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=0.40ms, fps=2719 images/s, loss=0.3123, top1-acc=89.34%, top5-acc=99.73%, remaining_time=0:00:17.510970, arrival_time=2021-04-10 01:31:48.884892, cost_time=0:00:00.941449 2021-04-10 01:31:32,069 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.50ms, fps=3686 images/s, loss=0.3081, top1-acc=89.53%, top5-acc=99.73%, remaining_time=0:00:14.401904, arrival_time=2021-04-10 01:31:46.470969, cost_time=0:00:01.636582 2021-04-10 01:31:32,770 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.56ms, fps=3652 images/s, loss=0.3067, top1-acc=89.80%, top5-acc=99.70%, remaining_time=0:00:12.937542, arrival_time=2021-04-10 01:31:45.708169, cost_time=0:00:02.338119 2021-04-10 01:31:33,468 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.53ms, fps=3670 images/s, loss=0.3092, top1-acc=89.70%, top5-acc=99.66%, remaining_time=0:00:11.841180, arrival_time=2021-04-10 01:31:45.309824, cost_time=0:00:03.036185 2021-04-10 01:31:34,168 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.95ms, fps=3659 images/s, loss=0.3123, top1-acc=89.47%, top5-acc=99.66%, remaining_time=0:00:10.909850, arrival_time=2021-04-10 01:31:45.078628, cost_time=0:00:03.736263 2021-04-10 01:31:34,861 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.51ms, fps=3700 images/s, loss=0.3139, top1-acc=89.28%, top5-acc=99.64%, remaining_time=0:00:10.038568, arrival_time=2021-04-10 01:31:44.899828, cost_time=0:00:04.428773 2021-04-10 01:31:35,570 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=2.63ms, fps=3612 images/s, loss=0.3186, top1-acc=89.10%, top5-acc=99.64%, remaining_time=0:00:09.248778, arrival_time=2021-04-10 01:31:44.819532, cost_time=0:00:05.138179 2021-04-10 01:31:36,271 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.48ms, fps=3657 images/s, loss=0.3158, top1-acc=89.15%, top5-acc=99.67%, remaining_time=0:00:08.466492, arrival_time=2021-04-10 01:31:44.737850, cost_time=0:00:05.838924 2021-04-10 01:31:36,979 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.91ms, fps=3620 images/s, loss=0.3195, top1-acc=89.06%, top5-acc=99.64%, remaining_time=0:00:07.710334, arrival_time=2021-04-10 01:31:44.689489, cost_time=0:00:06.546552 2021-04-10 01:31:37,676 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=2.06ms, fps=3676 images/s, loss=0.3135, top1-acc=89.24%, top5-acc=99.67%, remaining_time=0:00:06.954048, arrival_time=2021-04-10 01:31:44.630284, cost_time=0:00:07.243800 2021-04-10 01:31:38,381 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.83ms, fps=3631 images/s, loss=0.3144, top1-acc=89.21%, top5-acc=99.66%, remaining_time=0:00:06.214962, arrival_time=2021-04-10 01:31:44.596757, cost_time=0:00:07.949353 2021-04-10 01:31:39,083 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.31ms, fps=3650 images/s, loss=0.3148, top1-acc=89.21%, top5-acc=99.66%, remaining_time=0:00:05.479068, arrival_time=2021-04-10 01:31:44.562749, cost_time=0:00:08.651154 2021-04-10 01:31:39,775 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=2.23ms, fps=3706 images/s, loss=0.3171, top1-acc=89.09%, top5-acc=99.66%, remaining_time=0:00:04.743156, arrival_time=2021-04-10 01:31:44.518260, cost_time=0:00:09.342614 2021-04-10 01:31:40,471 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.80ms, fps=3678 images/s, loss=0.3202, top1-acc=89.01%, top5-acc=99.64%, remaining_time=0:00:04.015648, arrival_time=2021-04-10 01:31:44.487282, cost_time=0:00:10.039150 2021-04-10 01:31:41,177 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.91ms, fps=3628 images/s, loss=0.3221, top1-acc=88.96%, top5-acc=99.63%, remaining_time=0:00:03.295210, arrival_time=2021-04-10 01:31:44.473018, cost_time=0:00:10.745208 2021-04-10 01:31:41,877 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.55ms, fps=3663 images/s, loss=0.3239, top1-acc=88.87%, top5-acc=99.62%, remaining_time=0:00:02.575116, arrival_time=2021-04-10 01:31:44.452578, cost_time=0:00:11.444982 2021-04-10 01:31:42,575 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.55ms, fps=3670 images/s, loss=0.3261, top1-acc=88.78%, top5-acc=99.63%, remaining_time=0:00:01.857154, arrival_time=2021-04-10 01:31:44.432643, cost_time=0:00:12.143011 2021-04-10 01:31:43,275 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.37ms, fps=3659 images/s, loss=0.3262, top1-acc=88.75%, top5-acc=99.62%, remaining_time=0:00:01.141632, arrival_time=2021-04-10 01:31:44.417346, cost_time=0:00:12.843273 2021-04-10 01:31:43,975 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.67ms, fps=3664 images/s, loss=0.3274, top1-acc=88.68%, top5-acc=99.63%, remaining_time=0:00:00.427656, arrival_time=2021-04-10 01:31:44.402607, cost_time=0:00:13.542370 2021-04-10 01:31:44,355 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=0.08ms, fps=3584 images/s, loss=0.3282, top1-acc=88.62%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:44.355081, cost_time=0:00:13.922648 2021-04-10 01:31:44,718 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=0.30ms, fps=7075 images/s, loss=0.8117, top1-acc=76.76%, top5-acc=98.63%, remaining_time=0:00:01.085460, arrival_time=2021-04-10 01:31:45.803405, cost_time=0:00:00.361816 2021-04-10 01:31:44,925 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=0.27ms, fps=12338 images/s, loss=0.8288, top1-acc=76.17%, top5-acc=98.46%, remaining_time=0:00:00.569800, arrival_time=2021-04-10 01:31:45.495725, cost_time=0:00:00.569799 2021-04-10 01:31:45,157 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=0.27ms, fps=11082 images/s, loss=0.8116, top1-acc=76.09%, top5-acc=98.59%, remaining_time=0:00:00.267100, arrival_time=2021-04-10 01:31:45.424471, cost_time=0:00:00.801301 2021-04-10 01:31:45,370 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.07ms, fps=10922 images/s, loss=0.8052, top1-acc=75.95%, top5-acc=98.58%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:45.370130, cost_time=0:00:01.014035 2021-04-10 01:31:45,414 INFO : Epoch=0038 complete, best val top1-acc=84.29%, top5-acc=99.19% (epoch=33), remaining_time=0:40:28.714206, arrival_time=2021-04-10 02:12:14.128479, cost_time=0:09:29.698400 2021-04-10 01:31:45,415 INFO : Train start, epoch=0039, lr=0.091354 2021-04-10 01:31:46,339 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=0.48ms, fps=2769 images/s, loss=0.3339, top1-acc=88.79%, top5-acc=99.65%, remaining_time=0:00:17.195142, arrival_time=2021-04-10 01:32:03.534958, cost_time=0:00:00.924471 2021-04-10 01:31:47,038 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=2.00ms, fps=3668 images/s, loss=0.3217, top1-acc=89.04%, top5-acc=99.65%, remaining_time=0:00:14.280992, arrival_time=2021-04-10 01:32:01.319176, cost_time=0:00:01.622843 2021-04-10 01:31:47,727 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.43ms, fps=3714 images/s, loss=0.3156, top1-acc=89.28%, top5-acc=99.69%, remaining_time=0:00:12.795612, arrival_time=2021-04-10 01:32:00.523466, cost_time=0:00:02.312458 2021-04-10 01:31:48,432 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=2.07ms, fps=3638 images/s, loss=0.3112, top1-acc=89.34%, top5-acc=99.68%, remaining_time=0:00:11.765364, arrival_time=2021-04-10 01:32:00.197483, cost_time=0:00:03.016774 2021-04-10 01:31:49,127 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.53ms, fps=3686 images/s, loss=0.3166, top1-acc=89.23%, top5-acc=99.65%, remaining_time=0:00:10.838164, arrival_time=2021-04-10 01:31:59.965201, cost_time=0:00:03.711678 2021-04-10 01:31:49,830 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=2.23ms, fps=3645 images/s, loss=0.3160, top1-acc=89.24%, top5-acc=99.64%, remaining_time=0:00:10.006200, arrival_time=2021-04-10 01:31:59.836166, cost_time=0:00:04.414504 2021-04-10 01:31:50,525 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.41ms, fps=3682 images/s, loss=0.3193, top1-acc=89.13%, top5-acc=99.64%, remaining_time=0:00:09.199008, arrival_time=2021-04-10 01:31:59.724923, cost_time=0:00:05.110538 2021-04-10 01:31:51,285 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.99ms, fps=3375 images/s, loss=0.3197, top1-acc=89.06%, top5-acc=99.64%, remaining_time=0:00:08.510688, arrival_time=2021-04-10 01:31:59.795642, cost_time=0:00:05.869472 2021-04-10 01:31:51,979 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.59ms, fps=3690 images/s, loss=0.3198, top1-acc=89.04%, top5-acc=99.64%, remaining_time=0:00:07.730898, arrival_time=2021-04-10 01:31:59.710251, cost_time=0:00:06.563964 2021-04-10 01:31:52,677 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.91ms, fps=3674 images/s, loss=0.3223, top1-acc=88.94%, top5-acc=99.65%, remaining_time=0:00:06.970944, arrival_time=2021-04-10 01:31:59.647849, cost_time=0:00:07.261414 2021-04-10 01:31:53,373 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.50ms, fps=3677 images/s, loss=0.3212, top1-acc=89.03%, top5-acc=99.64%, remaining_time=0:00:06.222014, arrival_time=2021-04-10 01:31:59.595795, cost_time=0:00:07.958438 2021-04-10 01:31:54,066 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.47ms, fps=3697 images/s, loss=0.3223, top1-acc=89.01%, top5-acc=99.65%, remaining_time=0:00:05.479220, arrival_time=2021-04-10 01:31:59.546009, cost_time=0:00:08.651372 2021-04-10 01:31:54,766 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=2.45ms, fps=3664 images/s, loss=0.3226, top1-acc=88.98%, top5-acc=99.65%, remaining_time=0:00:04.747248, arrival_time=2021-04-10 01:31:59.513223, cost_time=0:00:09.350621 2021-04-10 01:31:55,466 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=2.01ms, fps=3655 images/s, loss=0.3229, top1-acc=88.96%, top5-acc=99.65%, remaining_time=0:00:04.020632, arrival_time=2021-04-10 01:31:59.487549, cost_time=0:00:10.051523 2021-04-10 01:31:56,219 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=2.27ms, fps=3403 images/s, loss=0.3239, top1-acc=88.88%, top5-acc=99.64%, remaining_time=0:00:03.313288, arrival_time=2021-04-10 01:31:59.533032, cost_time=0:00:10.804268 2021-04-10 01:31:56,919 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=2.56ms, fps=3667 images/s, loss=0.3269, top1-acc=88.76%, top5-acc=99.64%, remaining_time=0:00:02.588292, arrival_time=2021-04-10 01:31:59.507382, cost_time=0:00:11.503598 2021-04-10 01:31:57,619 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.50ms, fps=3659 images/s, loss=0.3277, top1-acc=88.70%, top5-acc=99.65%, remaining_time=0:00:01.866514, arrival_time=2021-04-10 01:31:59.485957, cost_time=0:00:12.204046 2021-04-10 01:31:58,339 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=2.66ms, fps=3558 images/s, loss=0.3277, top1-acc=88.70%, top5-acc=99.65%, remaining_time=0:00:01.148816, arrival_time=2021-04-10 01:31:59.488561, cost_time=0:00:12.924255 2021-04-10 01:31:59,048 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.40ms, fps=3616 images/s, loss=0.3277, top1-acc=88.72%, top5-acc=99.65%, remaining_time=0:00:00.430518, arrival_time=2021-04-10 01:31:59.478873, cost_time=0:00:13.633014 2021-04-10 01:31:59,430 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=0.08ms, fps=3565 images/s, loss=0.3275, top1-acc=88.72%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:59.430339, cost_time=0:00:14.014877 2021-04-10 01:31:59,734 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.37ms, fps=8460 images/s, loss=0.6788, top1-acc=79.84%, top5-acc=98.59%, remaining_time=0:00:00.907800, arrival_time=2021-04-10 01:32:00.641929, cost_time=0:00:00.302603 2021-04-10 01:31:59,953 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=0.28ms, fps=11696 images/s, loss=0.6972, top1-acc=79.18%, top5-acc=98.85%, remaining_time=0:00:00.521840, arrival_time=2021-04-10 01:32:00.475220, cost_time=0:00:00.521840 2021-04-10 01:32:00,200 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=0.30ms, fps=10356 images/s, loss=0.7071, top1-acc=78.70%, top5-acc=98.76%, remaining_time=0:00:00.256470, arrival_time=2021-04-10 01:32:00.457409, cost_time=0:00:00.769411 2021-04-10 01:32:00,412 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.07ms, fps=10971 images/s, loss=0.6947, top1-acc=78.77%, top5-acc=98.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:00.412796, cost_time=0:00:00.981237 2021-04-10 01:32:00,457 INFO : Epoch=0039 complete, best val top1-acc=84.29%, top5-acc=99.19% (epoch=33), remaining_time=0:40:13.932409, arrival_time=2021-04-10 02:12:14.389666, cost_time=0:09:44.741390 2021-04-10 01:32:00,458 INFO : Train start, epoch=0040, lr=0.090907 2021-04-10 01:32:01,347 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.50ms, fps=2880 images/s, loss=0.3066, top1-acc=89.57%, top5-acc=99.88%, remaining_time=0:00:16.531866, arrival_time=2021-04-10 01:32:17.879058, cost_time=0:00:00.888808 2021-04-10 01:32:02,045 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.34ms, fps=3669 images/s, loss=0.3165, top1-acc=89.06%, top5-acc=99.79%, remaining_time=0:00:13.966480, arrival_time=2021-04-10 01:32:16.011927, cost_time=0:00:01.587109 2021-04-10 01:32:02,741 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.44ms, fps=3682 images/s, loss=0.3211, top1-acc=88.85%, top5-acc=99.82%, remaining_time=0:00:12.631936, arrival_time=2021-04-10 01:32:15.373150, cost_time=0:00:02.282874 2021-04-10 01:32:03,433 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.55ms, fps=3699 images/s, loss=0.3297, top1-acc=88.46%, top5-acc=99.77%, remaining_time=0:00:11.603904, arrival_time=2021-04-10 01:32:15.037599, cost_time=0:00:02.975358 2021-04-10 01:32:04,130 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.84ms, fps=3677 images/s, loss=0.3261, top1-acc=88.61%, top5-acc=99.74%, remaining_time=0:00:10.722240, arrival_time=2021-04-10 01:32:14.852643, cost_time=0:00:03.672020 2021-04-10 01:32:04,823 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=2.03ms, fps=3697 images/s, loss=0.3224, top1-acc=88.73%, top5-acc=99.73%, remaining_time=0:00:09.894000, arrival_time=2021-04-10 01:32:14.717373, cost_time=0:00:04.364998 2021-04-10 01:32:05,537 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=2.54ms, fps=3589 images/s, loss=0.3202, top1-acc=88.86%, top5-acc=99.73%, remaining_time=0:00:09.142056, arrival_time=2021-04-10 01:32:14.679363, cost_time=0:00:05.078920 2021-04-10 01:32:06,242 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.99ms, fps=3634 images/s, loss=0.3171, top1-acc=88.97%, top5-acc=99.72%, remaining_time=0:00:08.386800, arrival_time=2021-04-10 01:32:14.629281, cost_time=0:00:05.784006 2021-04-10 01:32:06,937 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.42ms, fps=3687 images/s, loss=0.3193, top1-acc=88.89%, top5-acc=99.73%, remaining_time=0:00:07.630940, arrival_time=2021-04-10 01:32:14.568430, cost_time=0:00:06.479090 2021-04-10 01:32:07,638 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.88ms, fps=3654 images/s, loss=0.3202, top1-acc=88.84%, top5-acc=99.72%, remaining_time=0:00:06.893088, arrival_time=2021-04-10 01:32:14.531707, cost_time=0:00:07.180277 2021-04-10 01:32:08,338 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.71ms, fps=3662 images/s, loss=0.3205, top1-acc=88.81%, top5-acc=99.72%, remaining_time=0:00:06.160524, arrival_time=2021-04-10 01:32:14.498778, cost_time=0:00:07.879782 2021-04-10 01:32:09,039 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=2.06ms, fps=3653 images/s, loss=0.3184, top1-acc=88.91%, top5-acc=99.73%, remaining_time=0:00:05.434836, arrival_time=2021-04-10 01:32:14.474517, cost_time=0:00:08.581291 2021-04-10 01:32:09,744 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.82ms, fps=3635 images/s, loss=0.3222, top1-acc=88.80%, top5-acc=99.72%, remaining_time=0:00:04.714512, arrival_time=2021-04-10 01:32:14.459044, cost_time=0:00:09.286135 2021-04-10 01:32:10,443 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.76ms, fps=3667 images/s, loss=0.3242, top1-acc=88.75%, top5-acc=99.71%, remaining_time=0:00:03.993920, arrival_time=2021-04-10 01:32:14.437088, cost_time=0:00:09.984770 2021-04-10 01:32:11,156 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.92ms, fps=3590 images/s, loss=0.3241, top1-acc=88.76%, top5-acc=99.71%, remaining_time=0:00:03.280858, arrival_time=2021-04-10 01:32:14.437691, cost_time=0:00:10.698421 2021-04-10 01:32:11,858 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=2.41ms, fps=3652 images/s, loss=0.3242, top1-acc=88.77%, top5-acc=99.71%, remaining_time=0:00:02.564964, arrival_time=2021-04-10 01:32:14.423213, cost_time=0:00:11.399907 2021-04-10 01:32:12,555 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=2.18ms, fps=3676 images/s, loss=0.3232, top1-acc=88.78%, top5-acc=99.70%, remaining_time=0:00:01.850082, arrival_time=2021-04-10 01:32:14.405152, cost_time=0:00:12.096687 2021-04-10 01:32:13,257 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.96ms, fps=3646 images/s, loss=0.3236, top1-acc=88.80%, top5-acc=99.70%, remaining_time=0:00:01.137712, arrival_time=2021-04-10 01:32:14.395413, cost_time=0:00:12.799310 2021-04-10 01:32:13,962 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.62ms, fps=3635 images/s, loss=0.3237, top1-acc=88.81%, top5-acc=99.69%, remaining_time=0:00:00.426450, arrival_time=2021-04-10 01:32:14.389158, cost_time=0:00:13.504228 2021-04-10 01:32:14,335 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=0.08ms, fps=3659 images/s, loss=0.3245, top1-acc=88.83%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:14.335136, cost_time=0:00:13.876815 2021-04-10 01:32:14,667 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=44.92ms, fps=7727 images/s, loss=0.5707, top1-acc=81.72%, top5-acc=99.02%, remaining_time=0:00:00.993900, arrival_time=2021-04-10 01:32:15.661458, cost_time=0:00:00.331298 2021-04-10 01:32:14,889 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=2.13ms, fps=11576 images/s, loss=0.5701, top1-acc=81.76%, top5-acc=99.14%, remaining_time=0:00:00.553180, arrival_time=2021-04-10 01:32:15.442524, cost_time=0:00:00.553172 2021-04-10 01:32:15,150 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=0.42ms, fps=9803 images/s, loss=0.5650, top1-acc=81.35%, top5-acc=99.23%, remaining_time=0:00:00.271590, arrival_time=2021-04-10 01:32:15.422498, cost_time=0:00:00.814778 2021-04-10 01:32:15,353 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=1.27ms, fps=11485 images/s, loss=0.5779, top1-acc=81.24%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:15.353252, cost_time=0:00:01.017151 2021-04-10 01:32:15,379 INFO : Epoch=0040 complete, best val top1-acc=84.29%, top5-acc=99.19% (epoch=33), remaining_time=0:39:58.655200, arrival_time=2021-04-10 02:12:14.034848, cost_time=0:09:59.663793 2021-04-10 01:32:15,380 INFO : Train start, epoch=0041, lr=0.090451 2021-04-10 01:32:16,237 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.69ms, fps=2987 images/s, loss=0.3158, top1-acc=89.06%, top5-acc=99.77%, remaining_time=0:00:15.940386, arrival_time=2021-04-10 01:32:32.177752, cost_time=0:00:00.857008 2021-04-10 01:32:16,933 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.60ms, fps=3678 images/s, loss=0.3094, top1-acc=89.22%, top5-acc=99.73%, remaining_time=0:00:13.669568, arrival_time=2021-04-10 01:32:30.603290, cost_time=0:00:01.553364 2021-04-10 01:32:17,641 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=2.04ms, fps=3618 images/s, loss=0.3157, top1-acc=89.15%, top5-acc=99.73%, remaining_time=0:00:12.512748, arrival_time=2021-04-10 01:32:30.154489, cost_time=0:00:02.261337 2021-04-10 01:32:18,339 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.54ms, fps=3673 images/s, loss=0.3140, top1-acc=89.14%, top5-acc=99.73%, remaining_time=0:00:11.539632, arrival_time=2021-04-10 01:32:29.878897, cost_time=0:00:02.958900 2021-04-10 01:32:19,038 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.52ms, fps=3665 images/s, loss=0.3174, top1-acc=89.06%, top5-acc=99.68%, remaining_time=0:00:10.681068, arrival_time=2021-04-10 01:32:29.719366, cost_time=0:00:03.657906 2021-04-10 01:32:19,731 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=2.02ms, fps=3695 images/s, loss=0.3185, top1-acc=88.87%, top5-acc=99.67%, remaining_time=0:00:09.862992, arrival_time=2021-04-10 01:32:29.594713, cost_time=0:00:04.351320 2021-04-10 01:32:20,440 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=2.66ms, fps=3613 images/s, loss=0.3141, top1-acc=89.00%, top5-acc=99.70%, remaining_time=0:00:09.108918, arrival_time=2021-04-10 01:32:29.549820, cost_time=0:00:05.060504 2021-04-10 01:32:21,151 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=2.26ms, fps=3607 images/s, loss=0.3154, top1-acc=88.95%, top5-acc=99.70%, remaining_time=0:00:08.368240, arrival_time=2021-04-10 01:32:29.519951, cost_time=0:00:05.771198 2021-04-10 01:32:21,856 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.99ms, fps=3637 images/s, loss=0.3158, top1-acc=88.95%, top5-acc=99.69%, remaining_time=0:00:07.627124, arrival_time=2021-04-10 01:32:29.483438, cost_time=0:00:06.475900 2021-04-10 01:32:22,566 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.90ms, fps=3611 images/s, loss=0.3185, top1-acc=88.82%, top5-acc=99.69%, remaining_time=0:00:06.897984, arrival_time=2021-04-10 01:32:29.463912, cost_time=0:00:07.185430 2021-04-10 01:32:23,271 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.94ms, fps=3632 images/s, loss=0.3176, top1-acc=88.90%, top5-acc=99.69%, remaining_time=0:00:06.169468, arrival_time=2021-04-10 01:32:29.441049, cost_time=0:00:07.891169 2021-04-10 01:32:23,972 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=2.65ms, fps=3654 images/s, loss=0.3164, top1-acc=88.95%, top5-acc=99.69%, remaining_time=0:00:05.441828, arrival_time=2021-04-10 01:32:29.414592, cost_time=0:00:08.592337 2021-04-10 01:32:24,665 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.36ms, fps=3697 images/s, loss=0.3159, top1-acc=88.95%, top5-acc=99.68%, remaining_time=0:00:04.714182, arrival_time=2021-04-10 01:32:29.380005, cost_time=0:00:09.285451 2021-04-10 01:32:25,368 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.87ms, fps=3648 images/s, loss=0.3145, top1-acc=89.02%, top5-acc=99.68%, remaining_time=0:00:03.995040, arrival_time=2021-04-10 01:32:29.363103, cost_time=0:00:09.987657 2021-04-10 01:32:26,073 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=2.04ms, fps=3634 images/s, loss=0.3174, top1-acc=88.92%, top5-acc=99.68%, remaining_time=0:00:03.279064, arrival_time=2021-04-10 01:32:29.352154, cost_time=0:00:10.692586 2021-04-10 01:32:26,779 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.51ms, fps=3630 images/s, loss=0.3173, top1-acc=88.92%, top5-acc=99.69%, remaining_time=0:00:02.564712, arrival_time=2021-04-10 01:32:29.343766, cost_time=0:00:11.398678 2021-04-10 01:32:27,470 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.55ms, fps=3704 images/s, loss=0.3166, top1-acc=88.95%, top5-acc=99.69%, remaining_time=0:00:01.849094, arrival_time=2021-04-10 01:32:29.319692, cost_time=0:00:12.090197 2021-04-10 01:32:28,173 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.95ms, fps=3646 images/s, loss=0.3171, top1-acc=88.94%, top5-acc=99.70%, remaining_time=0:00:01.137152, arrival_time=2021-04-10 01:32:29.310560, cost_time=0:00:12.792887 2021-04-10 01:32:28,870 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.93ms, fps=3675 images/s, loss=0.3180, top1-acc=88.91%, top5-acc=99.70%, remaining_time=0:00:00.426012, arrival_time=2021-04-10 01:32:29.296807, cost_time=0:00:13.490392 2021-04-10 01:32:29,261 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.84ms, fps=3484 images/s, loss=0.3182, top1-acc=88.89%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:29.261725, cost_time=0:00:13.881318 2021-04-10 01:32:29,535 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.18ms, fps=9414 images/s, loss=0.5829, top1-acc=81.37%, top5-acc=99.06%, remaining_time=0:00:00.815760, arrival_time=2021-04-10 01:32:30.350886, cost_time=0:00:00.271922 2021-04-10 01:32:29,771 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=0.40ms, fps=10856 images/s, loss=0.5777, top1-acc=81.39%, top5-acc=99.20%, remaining_time=0:00:00.508060, arrival_time=2021-04-10 01:32:30.279362, cost_time=0:00:00.508059 2021-04-10 01:32:29,995 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=2.57ms, fps=11459 images/s, loss=0.5750, top1-acc=81.35%, top5-acc=99.28%, remaining_time=0:00:00.243980, arrival_time=2021-04-10 01:32:30.239148, cost_time=0:00:00.731934 2021-04-10 01:32:30,214 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.08ms, fps=10605 images/s, loss=0.5602, top1-acc=81.38%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:30.214380, cost_time=0:00:00.951161 2021-04-10 01:32:30,258 INFO : Epoch=0041 complete, best val top1-acc=84.29%, top5-acc=99.19% (epoch=33), remaining_time=0:39:43.226037, arrival_time=2021-04-10 02:12:13.484479, cost_time=0:10:14.542569 2021-04-10 01:32:30,259 INFO : Train start, epoch=0042, lr=0.089984 2021-04-10 01:32:31,133 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=0.38ms, fps=2929 images/s, loss=0.3205, top1-acc=88.95%, top5-acc=99.77%, remaining_time=0:00:16.256586, arrival_time=2021-04-10 01:32:47.390021, cost_time=0:00:00.874012 2021-04-10 01:32:31,834 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.57ms, fps=3657 images/s, loss=0.3262, top1-acc=88.93%, top5-acc=99.65%, remaining_time=0:00:13.856128, arrival_time=2021-04-10 01:32:45.690121, cost_time=0:00:01.574568 2021-04-10 01:32:32,531 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.98ms, fps=3674 images/s, loss=0.3249, top1-acc=89.08%, top5-acc=99.58%, remaining_time=0:00:12.571180, arrival_time=2021-04-10 01:32:45.102490, cost_time=0:00:02.271889 2021-04-10 01:32:33,224 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.36ms, fps=3697 images/s, loss=0.3235, top1-acc=89.02%, top5-acc=99.60%, remaining_time=0:00:11.563344, arrival_time=2021-04-10 01:32:44.787720, cost_time=0:00:02.964945 2021-04-10 01:32:33,920 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.44ms, fps=3682 images/s, loss=0.3253, top1-acc=89.02%, top5-acc=99.64%, remaining_time=0:00:10.689098, arrival_time=2021-04-10 01:32:44.609144, cost_time=0:00:03.660664 2021-04-10 01:32:34,621 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=2.10ms, fps=3652 images/s, loss=0.3200, top1-acc=89.21%, top5-acc=99.64%, remaining_time=0:00:09.887064, arrival_time=2021-04-10 01:32:44.508442, cost_time=0:00:04.361957 2021-04-10 01:32:35,346 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=2.36ms, fps=3533 images/s, loss=0.3207, top1-acc=89.05%, top5-acc=99.67%, remaining_time=0:00:09.156546, arrival_time=2021-04-10 01:32:44.502995, cost_time=0:00:05.087003 2021-04-10 01:32:36,070 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.73ms, fps=3540 images/s, loss=0.3178, top1-acc=89.20%, top5-acc=99.64%, remaining_time=0:00:08.425660, arrival_time=2021-04-10 01:32:44.495954, cost_time=0:00:05.810783 2021-04-10 01:32:36,783 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.89ms, fps=3593 images/s, loss=0.3183, top1-acc=89.14%, top5-acc=99.65%, remaining_time=0:00:07.683728, arrival_time=2021-04-10 01:32:44.467069, cost_time=0:00:06.523958 2021-04-10 01:32:37,487 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.43ms, fps=3638 images/s, loss=0.3204, top1-acc=89.09%, top5-acc=99.64%, remaining_time=0:00:06.938976, arrival_time=2021-04-10 01:32:44.426629, cost_time=0:00:07.228111 2021-04-10 01:32:38,183 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.48ms, fps=3680 images/s, loss=0.3203, top1-acc=89.07%, top5-acc=99.67%, remaining_time=0:00:06.195526, arrival_time=2021-04-10 01:32:44.379433, cost_time=0:00:07.924476 2021-04-10 01:32:38,880 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.80ms, fps=3677 images/s, loss=0.3238, top1-acc=88.93%, top5-acc=99.66%, remaining_time=0:00:05.460144, arrival_time=2021-04-10 01:32:44.340878, cost_time=0:00:08.621285 2021-04-10 01:32:39,575 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.57ms, fps=3686 images/s, loss=0.3234, top1-acc=88.96%, top5-acc=99.66%, remaining_time=0:00:04.729890, arrival_time=2021-04-10 01:32:44.305741, cost_time=0:00:09.316421 2021-04-10 01:32:40,278 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.79ms, fps=3649 images/s, loss=0.3228, top1-acc=88.96%, top5-acc=99.67%, remaining_time=0:00:04.007416, arrival_time=2021-04-10 01:32:44.285400, cost_time=0:00:10.018514 2021-04-10 01:32:40,978 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=2.00ms, fps=3659 images/s, loss=0.3225, top1-acc=88.95%, top5-acc=99.66%, remaining_time=0:00:03.287068, arrival_time=2021-04-10 01:32:44.265218, cost_time=0:00:10.718771 2021-04-10 01:32:41,679 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.39ms, fps=3654 images/s, loss=0.3226, top1-acc=88.96%, top5-acc=99.67%, remaining_time=0:00:02.569428, arrival_time=2021-04-10 01:32:44.248477, cost_time=0:00:11.419663 2021-04-10 01:32:42,376 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=2.03ms, fps=3673 images/s, loss=0.3230, top1-acc=88.92%, top5-acc=99.67%, remaining_time=0:00:01.853202, arrival_time=2021-04-10 01:32:44.229684, cost_time=0:00:12.117024 2021-04-10 01:32:43,074 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.90ms, fps=3672 images/s, loss=0.3234, top1-acc=88.84%, top5-acc=99.68%, remaining_time=0:00:01.139088, arrival_time=2021-04-10 01:32:44.213334, cost_time=0:00:12.814818 2021-04-10 01:32:43,769 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.42ms, fps=3683 images/s, loss=0.3234, top1-acc=88.82%, top5-acc=99.69%, remaining_time=0:00:00.426642, arrival_time=2021-04-10 01:32:44.196489, cost_time=0:00:13.510421 2021-04-10 01:32:44,141 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=0.08ms, fps=3662 images/s, loss=0.3237, top1-acc=88.81%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:44.141731, cost_time=0:00:13.882360 2021-04-10 01:32:44,500 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=44.30ms, fps=7156 images/s, loss=0.7822, top1-acc=75.04%, top5-acc=98.36%, remaining_time=0:00:01.073130, arrival_time=2021-04-10 01:32:45.573664, cost_time=0:00:00.357712 2021-04-10 01:32:44,730 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=0.30ms, fps=11143 images/s, loss=0.7714, top1-acc=75.47%, top5-acc=98.44%, remaining_time=0:00:00.588140, arrival_time=2021-04-10 01:32:45.319010, cost_time=0:00:00.588146 2021-04-10 01:32:44,977 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=41.98ms, fps=10405 images/s, loss=0.7850, top1-acc=75.04%, top5-acc=98.32%, remaining_time=0:00:00.278220, arrival_time=2021-04-10 01:32:45.255581, cost_time=0:00:00.834652 2021-04-10 01:32:45,172 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.08ms, fps=11902 images/s, loss=0.7611, top1-acc=75.38%, top5-acc=98.32%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:45.172639, cost_time=0:00:01.029976 2021-04-10 01:32:45,198 INFO : Epoch=0042 complete, best val top1-acc=84.29%, top5-acc=99.19% (epoch=33), remaining_time=0:39:28.055494, arrival_time=2021-04-10 02:12:13.254440, cost_time=0:10:29.483106 2021-04-10 01:32:45,199 INFO : Train start, epoch=0043, lr=0.089508 2021-04-10 01:32:46,084 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=3.19ms, fps=2894 images/s, loss=0.3105, top1-acc=89.65%, top5-acc=99.84%, remaining_time=0:00:16.454490, arrival_time=2021-04-10 01:33:02.538702, cost_time=0:00:00.884653 2021-04-10 01:32:46,782 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.88ms, fps=3670 images/s, loss=0.3067, top1-acc=89.43%, top5-acc=99.69%, remaining_time=0:00:13.927936, arrival_time=2021-04-10 01:33:00.710180, cost_time=0:00:01.582719 2021-04-10 01:32:47,473 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.50ms, fps=3707 images/s, loss=0.3003, top1-acc=89.52%, top5-acc=99.67%, remaining_time=0:00:12.580808, arrival_time=2021-04-10 01:33:00.054026, cost_time=0:00:02.273647 2021-04-10 01:32:48,171 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.66ms, fps=3669 images/s, loss=0.3025, top1-acc=89.42%, top5-acc=99.70%, remaining_time=0:00:11.590488, arrival_time=2021-04-10 01:32:59.761980, cost_time=0:00:02.971931 2021-04-10 01:32:48,886 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.91ms, fps=3583 images/s, loss=0.3042, top1-acc=89.41%, top5-acc=99.72%, remaining_time=0:00:10.765748, arrival_time=2021-04-10 01:32:59.652209, cost_time=0:00:03.686892 2021-04-10 01:32:49,582 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=3.26ms, fps=3679 images/s, loss=0.3030, top1-acc=89.48%, top5-acc=99.74%, remaining_time=0:00:09.935616, arrival_time=2021-04-10 01:32:59.518535, cost_time=0:00:04.383350 2021-04-10 01:32:50,278 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.54ms, fps=3682 images/s, loss=0.3043, top1-acc=89.48%, top5-acc=99.74%, remaining_time=0:00:09.142560, arrival_time=2021-04-10 01:32:59.421299, cost_time=0:00:05.079209 2021-04-10 01:32:50,981 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.40ms, fps=3644 images/s, loss=0.3038, top1-acc=89.49%, top5-acc=99.73%, remaining_time=0:00:08.384248, arrival_time=2021-04-10 01:32:59.366124, cost_time=0:00:05.782213 2021-04-10 01:32:51,678 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.48ms, fps=3679 images/s, loss=0.3035, top1-acc=89.55%, top5-acc=99.71%, remaining_time=0:00:07.630622, arrival_time=2021-04-10 01:32:59.309048, cost_time=0:00:06.478852 2021-04-10 01:32:52,378 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.63ms, fps=3662 images/s, loss=0.3026, top1-acc=89.60%, top5-acc=99.71%, remaining_time=0:00:06.891456, arrival_time=2021-04-10 01:32:59.269696, cost_time=0:00:07.178575 2021-04-10 01:32:53,080 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.58ms, fps=3648 images/s, loss=0.3058, top1-acc=89.53%, top5-acc=99.70%, remaining_time=0:00:06.161642, arrival_time=2021-04-10 01:32:59.242376, cost_time=0:00:07.881204 2021-04-10 01:32:53,784 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.40ms, fps=3640 images/s, loss=0.3067, top1-acc=89.48%, top5-acc=99.67%, remaining_time=0:00:05.437040, arrival_time=2021-04-10 01:32:59.221499, cost_time=0:00:08.584795 2021-04-10 01:32:54,484 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.90ms, fps=3660 images/s, loss=0.3113, top1-acc=89.32%, top5-acc=99.66%, remaining_time=0:00:04.713984, arrival_time=2021-04-10 01:32:59.198576, cost_time=0:00:09.285058 2021-04-10 01:32:55,183 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.39ms, fps=3665 images/s, loss=0.3125, top1-acc=89.27%, top5-acc=99.66%, remaining_time=0:00:03.993584, arrival_time=2021-04-10 01:32:59.177134, cost_time=0:00:09.983948 2021-04-10 01:32:55,879 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=2.00ms, fps=3679 images/s, loss=0.3116, top1-acc=89.29%, top5-acc=99.65%, remaining_time=0:00:03.275292, arrival_time=2021-04-10 01:32:59.155156, cost_time=0:00:10.680298 2021-04-10 01:32:56,583 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=2.03ms, fps=3643 images/s, loss=0.3113, top1-acc=89.26%, top5-acc=99.67%, remaining_time=0:00:02.561292, arrival_time=2021-04-10 01:32:59.144352, cost_time=0:00:11.383493 2021-04-10 01:32:57,287 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.77ms, fps=3637 images/s, loss=0.3132, top1-acc=89.18%, top5-acc=99.67%, remaining_time=0:00:01.848730, arrival_time=2021-04-10 01:32:59.136282, cost_time=0:00:12.087907 2021-04-10 01:32:57,987 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=2.21ms, fps=3660 images/s, loss=0.3136, top1-acc=89.14%, top5-acc=99.67%, remaining_time=0:00:01.136720, arrival_time=2021-04-10 01:32:59.124417, cost_time=0:00:12.788116 2021-04-10 01:32:58,690 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.30ms, fps=3647 images/s, loss=0.3159, top1-acc=89.10%, top5-acc=99.65%, remaining_time=0:00:00.426024, arrival_time=2021-04-10 01:32:59.116228, cost_time=0:00:13.490675 2021-04-10 01:32:59,077 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.67ms, fps=3514 images/s, loss=0.3168, top1-acc=89.08%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:59.077715, cost_time=0:00:13.878131 2021-04-10 01:32:59,351 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=3.18ms, fps=9387 images/s, loss=0.5948, top1-acc=80.74%, top5-acc=98.87%, remaining_time=0:00:00.818070, arrival_time=2021-04-10 01:33:00.169622, cost_time=0:00:00.272690 2021-04-10 01:32:59,693 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=0.46ms, fps=7493 images/s, loss=0.5923, top1-acc=81.15%, top5-acc=98.93%, remaining_time=0:00:00.614820, arrival_time=2021-04-10 01:33:00.308447, cost_time=0:00:00.614817 2021-04-10 01:32:59,965 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=0.27ms, fps=9419 images/s, loss=0.5892, top1-acc=81.39%, top5-acc=98.96%, remaining_time=0:00:00.295640, arrival_time=2021-04-10 01:33:00.261421, cost_time=0:00:00.886929 2021-04-10 01:33:00,176 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.07ms, fps=11050 images/s, loss=0.5775, top1-acc=81.62%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:00.176119, cost_time=0:00:01.097330 2021-04-10 01:33:00,202 INFO : Epoch=0043 complete, best val top1-acc=84.29%, top5-acc=99.19% (epoch=33), remaining_time=0:39:13.123850, arrival_time=2021-04-10 02:12:13.325858, cost_time=0:10:44.486159 2021-04-10 01:33:00,202 INFO : Train start, epoch=0044, lr=0.089022 2021-04-10 01:33:01,067 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.53ms, fps=2961 images/s, loss=0.3425, top1-acc=88.44%, top5-acc=99.57%, remaining_time=0:00:16.082490, arrival_time=2021-04-10 01:33:17.149818, cost_time=0:00:00.864649 2021-04-10 01:33:01,760 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.81ms, fps=3694 images/s, loss=0.3245, top1-acc=88.65%, top5-acc=99.69%, remaining_time=0:00:13.711808, arrival_time=2021-04-10 01:33:15.472672, cost_time=0:00:01.558157 2021-04-10 01:33:02,459 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=2.07ms, fps=3665 images/s, loss=0.3133, top1-acc=89.05%, top5-acc=99.71%, remaining_time=0:00:12.489342, arrival_time=2021-04-10 01:33:14.949154, cost_time=0:00:02.257097 2021-04-10 01:33:03,159 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=2.03ms, fps=3663 images/s, loss=0.3170, top1-acc=88.91%, top5-acc=99.68%, remaining_time=0:00:11.529804, arrival_time=2021-04-10 01:33:14.688887, cost_time=0:00:02.956364 2021-04-10 01:33:03,861 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=2.15ms, fps=3648 images/s, loss=0.3126, top1-acc=89.12%, top5-acc=99.72%, remaining_time=0:00:10.683404, arrival_time=2021-04-10 01:33:14.544789, cost_time=0:00:03.658706 2021-04-10 01:33:04,560 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.83ms, fps=3666 images/s, loss=0.3093, top1-acc=89.13%, top5-acc=99.71%, remaining_time=0:00:09.876728, arrival_time=2021-04-10 01:33:14.436794, cost_time=0:00:04.357386 2021-04-10 01:33:05,255 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.87ms, fps=3684 images/s, loss=0.3093, top1-acc=89.18%, top5-acc=99.70%, remaining_time=0:00:09.094680, arrival_time=2021-04-10 01:33:14.350072, cost_time=0:00:05.052569 2021-04-10 01:33:05,957 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=2.38ms, fps=3653 images/s, loss=0.3093, top1-acc=89.11%, top5-acc=99.72%, remaining_time=0:00:08.343648, arrival_time=2021-04-10 01:33:14.300621, cost_time=0:00:05.754236 2021-04-10 01:33:06,658 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.51ms, fps=3657 images/s, loss=0.3103, top1-acc=89.11%, top5-acc=99.70%, remaining_time=0:00:07.602956, arrival_time=2021-04-10 01:33:14.261087, cost_time=0:00:06.455375 2021-04-10 01:33:07,361 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.81ms, fps=3641 images/s, loss=0.3085, top1-acc=89.15%, top5-acc=99.72%, remaining_time=0:00:06.872640, arrival_time=2021-04-10 01:33:14.234407, cost_time=0:00:07.159036 2021-04-10 01:33:08,070 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=2.00ms, fps=3616 images/s, loss=0.3075, top1-acc=89.19%, top5-acc=99.72%, remaining_time=0:00:06.151064, arrival_time=2021-04-10 01:33:14.221460, cost_time=0:00:07.867629 2021-04-10 01:33:08,771 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.51ms, fps=3654 images/s, loss=0.3111, top1-acc=89.10%, top5-acc=99.71%, remaining_time=0:00:05.426932, arrival_time=2021-04-10 01:33:14.198464, cost_time=0:00:08.568803 2021-04-10 01:33:09,472 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.95ms, fps=3654 images/s, loss=0.3122, top1-acc=89.09%, top5-acc=99.72%, remaining_time=0:00:04.706262, arrival_time=2021-04-10 01:33:14.178992, cost_time=0:00:09.269911 2021-04-10 01:33:10,177 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.97ms, fps=3636 images/s, loss=0.3110, top1-acc=89.14%, top5-acc=99.72%, remaining_time=0:00:03.989888, arrival_time=2021-04-10 01:33:14.167354, cost_time=0:00:09.974748 2021-04-10 01:33:10,877 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=5.49ms, fps=3659 images/s, loss=0.3105, top1-acc=89.13%, top5-acc=99.72%, remaining_time=0:00:03.273636, arrival_time=2021-04-10 01:33:14.151320, cost_time=0:00:10.674848 2021-04-10 01:33:11,576 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.90ms, fps=3668 images/s, loss=0.3108, top1-acc=89.12%, top5-acc=99.71%, remaining_time=0:00:02.559024, arrival_time=2021-04-10 01:33:14.135180, cost_time=0:00:11.373462 2021-04-10 01:33:12,272 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=2.03ms, fps=3677 images/s, loss=0.3109, top1-acc=89.13%, top5-acc=99.71%, remaining_time=0:00:01.846000, arrival_time=2021-04-10 01:33:14.118773, cost_time=0:00:12.070048 2021-04-10 01:33:12,976 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=2.04ms, fps=3644 images/s, loss=0.3116, top1-acc=89.13%, top5-acc=99.71%, remaining_time=0:00:01.135376, arrival_time=2021-04-10 01:33:14.111262, cost_time=0:00:12.773064 2021-04-10 01:33:13,679 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=2.26ms, fps=3643 images/s, loss=0.3112, top1-acc=89.13%, top5-acc=99.72%, remaining_time=0:00:00.425574, arrival_time=2021-04-10 01:33:14.104846, cost_time=0:00:13.476537 2021-04-10 01:33:14,057 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=0.08ms, fps=3597 images/s, loss=0.3121, top1-acc=89.13%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:14.057911, cost_time=0:00:13.855243 2021-04-10 01:33:14,367 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=2.27ms, fps=8295 images/s, loss=0.4718, top1-acc=84.57%, top5-acc=99.14%, remaining_time=0:00:00.925770, arrival_time=2021-04-10 01:33:15.293257, cost_time=0:00:00.308587 2021-04-10 01:33:14,569 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=2.30ms, fps=12673 images/s, loss=0.4610, top1-acc=84.90%, top5-acc=99.32%, remaining_time=0:00:00.511020, arrival_time=2021-04-10 01:33:15.080945, cost_time=0:00:00.511014 2021-04-10 01:33:14,842 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=0.47ms, fps=9416 images/s, loss=0.4559, top1-acc=84.79%, top5-acc=99.36%, remaining_time=0:00:00.261130, arrival_time=2021-04-10 01:33:15.103436, cost_time=0:00:00.783386 2021-04-10 01:33:15,021 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.11ms, fps=12987 images/s, loss=0.4552, top1-acc=84.77%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:15.021371, cost_time=0:00:00.962518 2021-04-10 01:33:15,069 INFO : Epoch=0044 complete, best val top1-acc=84.77%, top5-acc=99.41% (epoch=44), remaining_time=0:38:57.709764, arrival_time=2021-04-10 02:12:12.779666, cost_time=0:10:59.354047 2021-04-10 01:33:15,070 INFO : Train start, epoch=0045, lr=0.088526 2021-04-10 01:33:15,996 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=0.34ms, fps=2765 images/s, loss=0.2875, top1-acc=90.00%, top5-acc=99.49%, remaining_time=0:00:17.223042, arrival_time=2021-04-10 01:33:33.219656, cost_time=0:00:00.925972 2021-04-10 01:33:16,698 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=2.21ms, fps=3651 images/s, loss=0.2916, top1-acc=89.80%, top5-acc=99.63%, remaining_time=0:00:14.323760, arrival_time=2021-04-10 01:33:31.022105, cost_time=0:00:01.627706 2021-04-10 01:33:17,401 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.95ms, fps=3641 images/s, loss=0.2970, top1-acc=89.91%, top5-acc=99.64%, remaining_time=0:00:12.900026, arrival_time=2021-04-10 01:33:30.301942, cost_time=0:00:02.331328 2021-04-10 01:33:18,100 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.41ms, fps=3668 images/s, loss=0.3015, top1-acc=89.71%, top5-acc=99.66%, remaining_time=0:00:11.815284, arrival_time=2021-04-10 01:33:29.915481, cost_time=0:00:03.029556 2021-04-10 01:33:18,796 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.38ms, fps=3681 images/s, loss=0.3010, top1-acc=89.66%, top5-acc=99.67%, remaining_time=0:00:10.878460, arrival_time=2021-04-10 01:33:29.674619, cost_time=0:00:03.725522 2021-04-10 01:33:19,493 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.48ms, fps=3672 images/s, loss=0.3040, top1-acc=89.57%, top5-acc=99.70%, remaining_time=0:00:10.025920, arrival_time=2021-04-10 01:33:29.519698, cost_time=0:00:04.423190 2021-04-10 01:33:20,185 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.91ms, fps=3704 images/s, loss=0.3031, top1-acc=89.56%, top5-acc=99.72%, remaining_time=0:00:09.206568, arrival_time=2021-04-10 01:33:29.391973, cost_time=0:00:05.114744 2021-04-10 01:33:20,890 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.95ms, fps=3637 images/s, loss=0.3031, top1-acc=89.60%, top5-acc=99.70%, remaining_time=0:00:08.437840, arrival_time=2021-04-10 01:33:29.327732, cost_time=0:00:05.819173 2021-04-10 01:33:21,593 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=0.49ms, fps=3647 images/s, loss=0.3053, top1-acc=89.57%, top5-acc=99.70%, remaining_time=0:00:07.682138, arrival_time=2021-04-10 01:33:29.275318, cost_time=0:00:06.522536 2021-04-10 01:33:22,301 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=2.16ms, fps=3618 images/s, loss=0.3060, top1-acc=89.58%, top5-acc=99.69%, remaining_time=0:00:06.941376, arrival_time=2021-04-10 01:33:29.242601, cost_time=0:00:07.230599 2021-04-10 01:33:23,027 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.39ms, fps=3526 images/s, loss=0.3043, top1-acc=89.61%, top5-acc=99.69%, remaining_time=0:00:06.220982, arrival_time=2021-04-10 01:33:29.248763, cost_time=0:00:07.957114 2021-04-10 01:33:23,721 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.65ms, fps=3693 images/s, loss=0.3054, top1-acc=89.54%, top5-acc=99.69%, remaining_time=0:00:05.478840, arrival_time=2021-04-10 01:33:29.200261, cost_time=0:00:08.650821 2021-04-10 01:33:24,412 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.43ms, fps=3708 images/s, loss=0.3055, top1-acc=89.51%, top5-acc=99.70%, remaining_time=0:00:04.742694, arrival_time=2021-04-10 01:33:29.155013, cost_time=0:00:09.341657 2021-04-10 01:33:25,108 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.37ms, fps=3679 images/s, loss=0.3055, top1-acc=89.52%, top5-acc=99.70%, remaining_time=0:00:04.015200, arrival_time=2021-04-10 01:33:29.123778, cost_time=0:00:10.037983 2021-04-10 01:33:25,800 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.91ms, fps=3704 images/s, loss=0.3052, top1-acc=89.50%, top5-acc=99.71%, remaining_time=0:00:03.290380, arrival_time=2021-04-10 01:33:29.090564, cost_time=0:00:10.729531 2021-04-10 01:33:26,496 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=2.08ms, fps=3681 images/s, loss=0.3057, top1-acc=89.48%, top5-acc=99.71%, remaining_time=0:00:02.570760, arrival_time=2021-04-10 01:33:29.067018, cost_time=0:00:11.425620 2021-04-10 01:33:27,196 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.77ms, fps=3658 images/s, loss=0.3066, top1-acc=89.44%, top5-acc=99.70%, remaining_time=0:00:01.854554, arrival_time=2021-04-10 01:33:29.051182, cost_time=0:00:12.125951 2021-04-10 01:33:27,894 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=2.13ms, fps=3671 images/s, loss=0.3083, top1-acc=89.40%, top5-acc=99.69%, remaining_time=0:00:01.139888, arrival_time=2021-04-10 01:33:29.034332, cost_time=0:00:12.823806 2021-04-10 01:33:28,596 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=2.39ms, fps=3649 images/s, loss=0.3092, top1-acc=89.34%, top5-acc=99.69%, remaining_time=0:00:00.427134, arrival_time=2021-04-10 01:33:29.023842, cost_time=0:00:13.525967 2021-04-10 01:33:28,990 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=0.11ms, fps=3460 images/s, loss=0.3105, top1-acc=89.31%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:28.990463, cost_time=0:00:13.919823 2021-04-10 01:33:29,342 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=0.42ms, fps=7313 images/s, loss=0.7043, top1-acc=78.01%, top5-acc=98.52%, remaining_time=0:00:01.050180, arrival_time=2021-04-10 01:33:30.392244, cost_time=0:00:00.350056 2021-04-10 01:33:29,591 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=0.41ms, fps=10299 images/s, loss=0.7060, top1-acc=77.68%, top5-acc=98.46%, remaining_time=0:00:00.599080, arrival_time=2021-04-10 01:33:30.190183, cost_time=0:00:00.599088 2021-04-10 01:33:29,874 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=0.44ms, fps=9042 images/s, loss=0.6840, top1-acc=77.80%, top5-acc=98.55%, remaining_time=0:00:00.294300, arrival_time=2021-04-10 01:33:30.169231, cost_time=0:00:00.882901 2021-04-10 01:33:30,030 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.05ms, fps=14995 images/s, loss=0.6632, top1-acc=78.07%, top5-acc=98.53%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:30.030177, cost_time=0:00:01.038156 2021-04-10 01:33:30,064 INFO : Epoch=0045 complete, best val top1-acc=84.77%, top5-acc=99.41% (epoch=44), remaining_time=0:38:42.757615, arrival_time=2021-04-10 02:12:12.822443, cost_time=0:11:14.348986 2021-04-10 01:33:30,065 INFO : Train start, epoch=0046, lr=0.088020 2021-04-10 01:33:30,973 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=0.51ms, fps=2819 images/s, loss=0.3312, top1-acc=89.41%, top5-acc=99.73%, remaining_time=0:00:16.889730, arrival_time=2021-04-10 01:33:47.863252, cost_time=0:00:00.908047 2021-04-10 01:33:31,673 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.41ms, fps=3662 images/s, loss=0.3173, top1-acc=89.49%, top5-acc=99.65%, remaining_time=0:00:14.147232, arrival_time=2021-04-10 01:33:45.820348, cost_time=0:00:01.607647 2021-04-10 01:33:32,374 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.50ms, fps=3655 images/s, loss=0.3098, top1-acc=89.56%, top5-acc=99.70%, remaining_time=0:00:12.774530, arrival_time=2021-04-10 01:33:45.148673, cost_time=0:00:02.308662 2021-04-10 01:33:33,071 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=2.00ms, fps=3672 images/s, loss=0.3056, top1-acc=89.69%, top5-acc=99.76%, remaining_time=0:00:11.725116, arrival_time=2021-04-10 01:33:44.797016, cost_time=0:00:03.006435 2021-04-10 01:33:33,769 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.42ms, fps=3672 images/s, loss=0.3052, top1-acc=89.63%, top5-acc=99.76%, remaining_time=0:00:10.815826, arrival_time=2021-04-10 01:33:44.585342, cost_time=0:00:03.704036 2021-04-10 01:33:34,464 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.37ms, fps=3685 images/s, loss=0.3044, top1-acc=89.66%, top5-acc=99.77%, remaining_time=0:00:09.971656, arrival_time=2021-04-10 01:33:44.436373, cost_time=0:00:04.399231 2021-04-10 01:33:35,165 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.90ms, fps=3654 images/s, loss=0.3059, top1-acc=89.56%, top5-acc=99.77%, remaining_time=0:00:09.180738, arrival_time=2021-04-10 01:33:44.346611, cost_time=0:00:05.100434 2021-04-10 01:33:35,864 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.87ms, fps=3669 images/s, loss=0.3080, top1-acc=89.57%, top5-acc=99.76%, remaining_time=0:00:08.408144, arrival_time=2021-04-10 01:33:44.272340, cost_time=0:00:05.798690 2021-04-10 01:33:36,566 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.80ms, fps=3648 images/s, loss=0.3085, top1-acc=89.52%, top5-acc=99.74%, remaining_time=0:00:07.656910, arrival_time=2021-04-10 01:33:44.223467, cost_time=0:00:06.501112 2021-04-10 01:33:37,265 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.33ms, fps=3664 images/s, loss=0.3085, top1-acc=89.50%, top5-acc=99.73%, remaining_time=0:00:06.912288, arrival_time=2021-04-10 01:33:44.178064, cost_time=0:00:07.200268 2021-04-10 01:33:37,971 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.96ms, fps=3629 images/s, loss=0.3099, top1-acc=89.46%, top5-acc=99.74%, remaining_time=0:00:06.181250, arrival_time=2021-04-10 01:33:44.152922, cost_time=0:00:07.906237 2021-04-10 01:33:38,662 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.52ms, fps=3710 images/s, loss=0.3118, top1-acc=89.39%, top5-acc=99.73%, remaining_time=0:00:05.444564, arrival_time=2021-04-10 01:33:44.106775, cost_time=0:00:08.596653 2021-04-10 01:33:39,357 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.56ms, fps=3688 images/s, loss=0.3135, top1-acc=89.33%, top5-acc=99.73%, remaining_time=0:00:04.717218, arrival_time=2021-04-10 01:33:44.074236, cost_time=0:00:09.291543 2021-04-10 01:33:40,053 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.66ms, fps=3679 images/s, loss=0.3132, top1-acc=89.33%, top5-acc=99.73%, remaining_time=0:00:03.995152, arrival_time=2021-04-10 01:33:44.048559, cost_time=0:00:09.987903 2021-04-10 01:33:40,744 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.84ms, fps=3708 images/s, loss=0.3137, top1-acc=89.34%, top5-acc=99.74%, remaining_time=0:00:03.274878, arrival_time=2021-04-10 01:33:44.019228, cost_time=0:00:10.678917 2021-04-10 01:33:41,444 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.49ms, fps=3661 images/s, loss=0.3134, top1-acc=89.31%, top5-acc=99.73%, remaining_time=0:00:02.560176, arrival_time=2021-04-10 01:33:44.004278, cost_time=0:00:11.378491 2021-04-10 01:33:42,148 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=2.07ms, fps=3637 images/s, loss=0.3132, top1-acc=89.33%, top5-acc=99.73%, remaining_time=0:00:01.848002, arrival_time=2021-04-10 01:33:43.996647, cost_time=0:00:12.083142 2021-04-10 01:33:42,843 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.34ms, fps=3685 images/s, loss=0.3129, top1-acc=89.32%, top5-acc=99.72%, remaining_time=0:00:01.135856, arrival_time=2021-04-10 01:33:43.979655, cost_time=0:00:12.778368 2021-04-10 01:33:43,546 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.61ms, fps=3644 images/s, loss=0.3118, top1-acc=89.33%, top5-acc=99.72%, remaining_time=0:00:00.425718, arrival_time=2021-04-10 01:33:43.972424, cost_time=0:00:13.481157 2021-04-10 01:33:43,921 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=0.07ms, fps=3635 images/s, loss=0.3112, top1-acc=89.34%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:43.921405, cost_time=0:00:13.855985 2021-04-10 01:33:44,273 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=17.51ms, fps=7304 images/s, loss=0.4880, top1-acc=84.61%, top5-acc=99.06%, remaining_time=0:00:01.051470, arrival_time=2021-04-10 01:33:45.324493, cost_time=0:00:00.350486 2021-04-10 01:33:44,526 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=0.29ms, fps=10102 images/s, loss=0.4847, top1-acc=84.02%, top5-acc=99.26%, remaining_time=0:00:00.604380, arrival_time=2021-04-10 01:33:45.131281, cost_time=0:00:00.604373 2021-04-10 01:33:44,822 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=20.00ms, fps=8675 images/s, loss=0.4923, top1-acc=83.70%, top5-acc=99.37%, remaining_time=0:00:00.299970, arrival_time=2021-04-10 01:33:45.122444, cost_time=0:00:00.899898 2021-04-10 01:33:45,064 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.10ms, fps=9620 images/s, loss=0.4866, top1-acc=83.70%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:45.064122, cost_time=0:00:01.141606 2021-04-10 01:33:45,098 INFO : Epoch=0046 complete, best val top1-acc=84.77%, top5-acc=99.41% (epoch=44), remaining_time=0:38:27.932858, arrival_time=2021-04-10 02:12:13.031271, cost_time=0:11:29.382558 2021-04-10 01:33:45,099 INFO : Train start, epoch=0047, lr=0.087506 2021-04-10 01:33:46,065 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=0.33ms, fps=2649 images/s, loss=0.2996, top1-acc=89.53%, top5-acc=99.80%, remaining_time=0:00:17.972064, arrival_time=2021-04-10 01:34:04.037431, cost_time=0:00:00.966242 2021-04-10 01:33:46,764 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.84ms, fps=3665 images/s, loss=0.2958, top1-acc=89.71%, top5-acc=99.79%, remaining_time=0:00:14.653232, arrival_time=2021-04-10 01:34:01.417528, cost_time=0:00:01.665146 2021-04-10 01:33:47,460 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=2.15ms, fps=3680 images/s, loss=0.2950, top1-acc=89.79%, top5-acc=99.77%, remaining_time=0:00:13.065528, arrival_time=2021-04-10 01:34:00.525886, cost_time=0:00:02.361229 2021-04-10 01:33:48,155 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.32ms, fps=3686 images/s, loss=0.2884, top1-acc=89.94%, top5-acc=99.76%, remaining_time=0:00:11.919024, arrival_time=2021-04-10 01:34:00.074318, cost_time=0:00:03.056164 2021-04-10 01:33:48,857 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.86ms, fps=3650 images/s, loss=0.2940, top1-acc=89.75%, top5-acc=99.73%, remaining_time=0:00:10.972922, arrival_time=2021-04-10 01:33:59.829963, cost_time=0:00:03.757872 2021-04-10 01:33:49,557 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.90ms, fps=3660 images/s, loss=0.2960, top1-acc=89.69%, top5-acc=99.75%, remaining_time=0:00:10.104664, arrival_time=2021-04-10 01:33:59.661717, cost_time=0:00:04.457927 2021-04-10 01:33:50,253 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.41ms, fps=3680 images/s, loss=0.2957, top1-acc=89.67%, top5-acc=99.75%, remaining_time=0:00:09.277002, arrival_time=2021-04-10 01:33:59.530074, cost_time=0:00:05.153872 2021-04-10 01:33:50,953 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=2.14ms, fps=3658 images/s, loss=0.2974, top1-acc=89.59%, top5-acc=99.75%, remaining_time=0:00:08.488648, arrival_time=2021-04-10 01:33:59.442094, cost_time=0:00:05.854267 2021-04-10 01:33:51,678 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=2.15ms, fps=3532 images/s, loss=0.2973, top1-acc=89.62%, top5-acc=99.73%, remaining_time=0:00:07.749342, arrival_time=2021-04-10 01:33:59.428174, cost_time=0:00:06.579630 2021-04-10 01:33:52,386 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=8.06ms, fps=3623 images/s, loss=0.3006, top1-acc=89.50%, top5-acc=99.72%, remaining_time=0:00:06.995424, arrival_time=2021-04-10 01:33:59.381493, cost_time=0:00:07.286887 2021-04-10 01:33:53,090 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=2.11ms, fps=3638 images/s, loss=0.3021, top1-acc=89.47%, top5-acc=99.74%, remaining_time=0:00:06.247642, arrival_time=2021-04-10 01:33:59.338075, cost_time=0:00:07.991157 2021-04-10 01:33:53,792 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.97ms, fps=3652 images/s, loss=0.3047, top1-acc=89.45%, top5-acc=99.73%, remaining_time=0:00:05.505516, arrival_time=2021-04-10 01:33:59.297586, cost_time=0:00:08.692882 2021-04-10 01:33:54,487 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.46ms, fps=3684 images/s, loss=0.3039, top1-acc=89.50%, top5-acc=99.72%, remaining_time=0:00:04.766520, arrival_time=2021-04-10 01:33:59.254255, cost_time=0:00:09.388576 2021-04-10 01:33:55,188 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.38ms, fps=3656 images/s, loss=0.3047, top1-acc=89.46%, top5-acc=99.72%, remaining_time=0:00:04.035752, arrival_time=2021-04-10 01:33:59.224335, cost_time=0:00:10.089369 2021-04-10 01:33:55,886 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.88ms, fps=3673 images/s, loss=0.3053, top1-acc=89.42%, top5-acc=99.73%, remaining_time=0:00:03.307998, arrival_time=2021-04-10 01:33:59.194067, cost_time=0:00:10.786944 2021-04-10 01:33:56,575 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.44ms, fps=3718 images/s, loss=0.3059, top1-acc=89.42%, top5-acc=99.72%, remaining_time=0:00:02.582064, arrival_time=2021-04-10 01:33:59.157130, cost_time=0:00:11.475869 2021-04-10 01:33:57,273 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=2.14ms, fps=3669 images/s, loss=0.3054, top1-acc=89.42%, top5-acc=99.72%, remaining_time=0:00:01.861938, arrival_time=2021-04-10 01:33:59.135250, cost_time=0:00:12.174172 2021-04-10 01:33:57,970 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.90ms, fps=3675 images/s, loss=0.3063, top1-acc=89.38%, top5-acc=99.72%, remaining_time=0:00:01.144096, arrival_time=2021-04-10 01:33:59.114396, cost_time=0:00:12.871169 2021-04-10 01:33:58,702 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.79ms, fps=3500 images/s, loss=0.3085, top1-acc=89.31%, top5-acc=99.72%, remaining_time=0:00:00.429570, arrival_time=2021-04-10 01:33:59.131829, cost_time=0:00:13.602986 2021-04-10 01:33:59,084 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=0.11ms, fps=3563 images/s, loss=0.3092, top1-acc=89.29%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:59.084683, cost_time=0:00:13.985495 2021-04-10 01:33:59,439 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=10.25ms, fps=7253 images/s, loss=0.5867, top1-acc=81.56%, top5-acc=98.91%, remaining_time=0:00:01.058790, arrival_time=2021-04-10 01:34:00.497940, cost_time=0:00:00.352934 2021-04-10 01:33:59,677 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=0.28ms, fps=10753 images/s, loss=0.5607, top1-acc=82.30%, top5-acc=99.10%, remaining_time=0:00:00.591440, arrival_time=2021-04-10 01:34:00.269061, cost_time=0:00:00.591447 2021-04-10 01:33:59,971 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=20.73ms, fps=8712 images/s, loss=0.5454, top1-acc=82.36%, top5-acc=99.24%, remaining_time=0:00:00.295220, arrival_time=2021-04-10 01:34:00.267099, cost_time=0:00:00.885660 2021-04-10 01:34:00,186 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.06ms, fps=10834 images/s, loss=0.5434, top1-acc=82.26%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:00.186452, cost_time=0:00:01.100287 2021-04-10 01:34:00,212 INFO : Epoch=0047 complete, best val top1-acc=84.77%, top5-acc=99.41% (epoch=44), remaining_time=0:38:13.361829, arrival_time=2021-04-10 02:12:13.574456, cost_time=0:11:44.496770 2021-04-10 01:34:00,213 INFO : Train start, epoch=0048, lr=0.086982 2021-04-10 01:34:01,090 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=4.85ms, fps=2918 images/s, loss=0.2869, top1-acc=90.08%, top5-acc=99.65%, remaining_time=0:00:16.318152, arrival_time=2021-04-10 01:34:17.408820, cost_time=0:00:00.877317 2021-04-10 01:34:01,787 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.92ms, fps=3677 images/s, loss=0.2880, top1-acc=90.04%, top5-acc=99.69%, remaining_time=0:00:13.849968, arrival_time=2021-04-10 01:34:15.637215, cost_time=0:00:01.573865 2021-04-10 01:34:02,480 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.36ms, fps=3693 images/s, loss=0.2878, top1-acc=89.87%, top5-acc=99.74%, remaining_time=0:00:12.546944, arrival_time=2021-04-10 01:34:15.027797, cost_time=0:00:02.267507 2021-04-10 01:34:03,174 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.54ms, fps=3692 images/s, loss=0.2876, top1-acc=90.02%, top5-acc=99.74%, remaining_time=0:00:11.549304, arrival_time=2021-04-10 01:34:14.724002, cost_time=0:00:02.961347 2021-04-10 01:34:03,866 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.49ms, fps=3704 images/s, loss=0.2867, top1-acc=90.13%, top5-acc=99.77%, remaining_time=0:00:10.666176, arrival_time=2021-04-10 01:34:14.532386, cost_time=0:00:03.652816 2021-04-10 01:34:04,563 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.57ms, fps=3674 images/s, loss=0.2914, top1-acc=90.00%, top5-acc=99.75%, remaining_time=0:00:09.860408, arrival_time=2021-04-10 01:34:14.423957, cost_time=0:00:04.350161 2021-04-10 01:34:05,258 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=0.27ms, fps=3685 images/s, loss=0.2929, top1-acc=89.97%, top5-acc=99.72%, remaining_time=0:00:09.081954, arrival_time=2021-04-10 01:34:14.340808, cost_time=0:00:05.045505 2021-04-10 01:34:05,965 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.96ms, fps=3624 images/s, loss=0.2961, top1-acc=89.81%, top5-acc=99.70%, remaining_time=0:00:08.340748, arrival_time=2021-04-10 01:34:14.306403, cost_time=0:00:05.752227 2021-04-10 01:34:06,689 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=2.24ms, fps=3542 images/s, loss=0.2977, top1-acc=89.73%, top5-acc=99.71%, remaining_time=0:00:07.626912, arrival_time=2021-04-10 01:34:14.315930, cost_time=0:00:06.475666 2021-04-10 01:34:07,390 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.49ms, fps=3652 images/s, loss=0.2983, top1-acc=89.73%, top5-acc=99.71%, remaining_time=0:00:06.890016, arrival_time=2021-04-10 01:34:14.280616, cost_time=0:00:07.177111 2021-04-10 01:34:08,093 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.88ms, fps=3646 images/s, loss=0.2972, top1-acc=89.75%, top5-acc=99.71%, remaining_time=0:00:06.160868, arrival_time=2021-04-10 01:34:14.254356, cost_time=0:00:07.880138 2021-04-10 01:34:08,816 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.42ms, fps=3545 images/s, loss=0.2976, top1-acc=89.67%, top5-acc=99.70%, remaining_time=0:00:05.448288, arrival_time=2021-04-10 01:34:14.264374, cost_time=0:00:08.602596 2021-04-10 01:34:09,514 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.51ms, fps=3669 images/s, loss=0.2960, top1-acc=89.73%, top5-acc=99.71%, remaining_time=0:00:04.722102, arrival_time=2021-04-10 01:34:14.236539, cost_time=0:00:09.301086 2021-04-10 01:34:10,210 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.71ms, fps=3679 images/s, loss=0.2983, top1-acc=89.70%, top5-acc=99.69%, remaining_time=0:00:03.998904, arrival_time=2021-04-10 01:34:14.209679, cost_time=0:00:09.997277 2021-04-10 01:34:10,910 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.83ms, fps=3662 images/s, loss=0.2987, top1-acc=89.70%, top5-acc=99.68%, remaining_time=0:00:03.280444, arrival_time=2021-04-10 01:34:14.190851, cost_time=0:00:10.697046 2021-04-10 01:34:11,607 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=2.25ms, fps=3673 images/s, loss=0.3007, top1-acc=89.63%, top5-acc=99.69%, remaining_time=0:00:02.563740, arrival_time=2021-04-10 01:34:14.171534, cost_time=0:00:11.394442 2021-04-10 01:34:12,301 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.59ms, fps=3696 images/s, loss=0.3003, top1-acc=89.62%, top5-acc=99.70%, remaining_time=0:00:01.848678, arrival_time=2021-04-10 01:34:14.149626, cost_time=0:00:12.087510 2021-04-10 01:34:13,017 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=4.26ms, fps=3574 images/s, loss=0.3015, top1-acc=89.56%, top5-acc=99.69%, remaining_time=0:00:01.138176, arrival_time=2021-04-10 01:34:14.156000, cost_time=0:00:12.804426 2021-04-10 01:34:13,717 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.51ms, fps=3661 images/s, loss=0.3017, top1-acc=89.54%, top5-acc=99.69%, remaining_time=0:00:00.426450, arrival_time=2021-04-10 01:34:14.144023, cost_time=0:00:13.504227 2021-04-10 01:34:14,097 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=0.21ms, fps=3583 images/s, loss=0.3028, top1-acc=89.51%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:14.097661, cost_time=0:00:13.884195 2021-04-10 01:34:14,399 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=10.20ms, fps=8535 images/s, loss=0.6055, top1-acc=80.59%, top5-acc=98.91%, remaining_time=0:00:00.899820, arrival_time=2021-04-10 01:34:15.299031, cost_time=0:00:00.299941 2021-04-10 01:34:14,618 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=2.14ms, fps=11692 images/s, loss=0.6396, top1-acc=79.28%, top5-acc=98.93%, remaining_time=0:00:00.519380, arrival_time=2021-04-10 01:34:15.138027, cost_time=0:00:00.519377 2021-04-10 01:34:14,871 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=5.59ms, fps=10153 images/s, loss=0.6297, top1-acc=79.71%, top5-acc=98.78%, remaining_time=0:00:00.257340, arrival_time=2021-04-10 01:34:15.128613, cost_time=0:00:00.772016 2021-04-10 01:34:15,088 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.09ms, fps=10698 images/s, loss=0.6135, top1-acc=80.12%, top5-acc=98.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:15.088556, cost_time=0:00:00.989341 2021-04-10 01:34:15,125 INFO : Epoch=0048 complete, best val top1-acc=84.77%, top5-acc=99.41% (epoch=44), remaining_time=0:37:58.129792, arrival_time=2021-04-10 02:12:13.255071, cost_time=0:11:59.409403 2021-04-10 01:34:15,126 INFO : Train start, epoch=0049, lr=0.086448 2021-04-10 01:34:16,083 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=0.25ms, fps=2675 images/s, loss=0.2922, top1-acc=89.80%, top5-acc=99.77%, remaining_time=0:00:17.799828, arrival_time=2021-04-10 01:34:33.883126, cost_time=0:00:00.956978 2021-04-10 01:34:16,781 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.38ms, fps=3668 images/s, loss=0.2966, top1-acc=89.65%, top5-acc=99.80%, remaining_time=0:00:14.568576, arrival_time=2021-04-10 01:34:31.350425, cost_time=0:00:01.655530 2021-04-10 01:34:17,476 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.49ms, fps=3690 images/s, loss=0.2944, top1-acc=89.52%, top5-acc=99.86%, remaining_time=0:00:13.002780, arrival_time=2021-04-10 01:34:30.478961, cost_time=0:00:02.349905 2021-04-10 01:34:18,168 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.73ms, fps=3702 images/s, loss=0.2925, top1-acc=89.60%, top5-acc=99.83%, remaining_time=0:00:11.863020, arrival_time=2021-04-10 01:34:30.031114, cost_time=0:00:03.041816 2021-04-10 01:34:18,867 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=2.16ms, fps=3664 images/s, loss=0.2913, top1-acc=89.76%, top5-acc=99.84%, remaining_time=0:00:10.923282, arrival_time=2021-04-10 01:34:29.790444, cost_time=0:00:03.740839 2021-04-10 01:34:19,564 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.90ms, fps=3676 images/s, loss=0.2883, top1-acc=89.92%, top5-acc=99.81%, remaining_time=0:00:10.059240, arrival_time=2021-04-10 01:34:29.623404, cost_time=0:00:04.437883 2021-04-10 01:34:20,267 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.40ms, fps=3644 images/s, loss=0.2901, top1-acc=89.85%, top5-acc=99.78%, remaining_time=0:00:09.253314, arrival_time=2021-04-10 01:34:29.520480, cost_time=0:00:05.140736 2021-04-10 01:34:20,973 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=2.09ms, fps=3629 images/s, loss=0.2902, top1-acc=89.85%, top5-acc=99.75%, remaining_time=0:00:08.478092, arrival_time=2021-04-10 01:34:29.451313, cost_time=0:00:05.846935 2021-04-10 01:34:21,676 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.87ms, fps=3645 images/s, loss=0.2941, top1-acc=89.79%, top5-acc=99.73%, remaining_time=0:00:07.714044, arrival_time=2021-04-10 01:34:29.390091, cost_time=0:00:06.549630 2021-04-10 01:34:22,377 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=2.02ms, fps=3654 images/s, loss=0.2911, top1-acc=89.93%, top5-acc=99.71%, remaining_time=0:00:06.960960, arrival_time=2021-04-10 01:34:29.338279, cost_time=0:00:07.250976 2021-04-10 01:34:23,076 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.94ms, fps=3663 images/s, loss=0.2927, top1-acc=89.85%, top5-acc=99.71%, remaining_time=0:00:06.215822, arrival_time=2021-04-10 01:34:29.292556, cost_time=0:00:07.950463 2021-04-10 01:34:23,779 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.46ms, fps=3644 images/s, loss=0.2955, top1-acc=89.75%, top5-acc=99.71%, remaining_time=0:00:05.480512, arrival_time=2021-04-10 01:34:29.260315, cost_time=0:00:08.653381 2021-04-10 01:34:24,476 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.79ms, fps=3676 images/s, loss=0.2963, top1-acc=89.74%, top5-acc=99.70%, remaining_time=0:00:04.747248, arrival_time=2021-04-10 01:34:29.224204, cost_time=0:00:09.350681 2021-04-10 01:34:25,170 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=2.04ms, fps=3691 images/s, loss=0.2995, top1-acc=89.60%, top5-acc=99.69%, remaining_time=0:00:04.017832, arrival_time=2021-04-10 01:34:29.188749, cost_time=0:00:10.044575 2021-04-10 01:34:25,863 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=2.02ms, fps=3698 images/s, loss=0.3008, top1-acc=89.54%, top5-acc=99.70%, remaining_time=0:00:03.292818, arrival_time=2021-04-10 01:34:29.156582, cost_time=0:00:10.737423 2021-04-10 01:34:26,559 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.31ms, fps=3681 images/s, loss=0.3008, top1-acc=89.56%, top5-acc=99.70%, remaining_time=0:00:02.572524, arrival_time=2021-04-10 01:34:29.132253, cost_time=0:00:11.433452 2021-04-10 01:34:27,256 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=2.00ms, fps=3677 images/s, loss=0.3037, top1-acc=89.41%, top5-acc=99.70%, remaining_time=0:00:01.855178, arrival_time=2021-04-10 01:34:29.111655, cost_time=0:00:12.130048 2021-04-10 01:34:27,961 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.87ms, fps=3637 images/s, loss=0.3044, top1-acc=89.39%, top5-acc=99.69%, remaining_time=0:00:01.140864, arrival_time=2021-04-10 01:34:29.101825, cost_time=0:00:12.834666 2021-04-10 01:34:28,661 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.56ms, fps=3659 images/s, loss=0.3052, top1-acc=89.38%, top5-acc=99.69%, remaining_time=0:00:00.427416, arrival_time=2021-04-10 01:34:29.088531, cost_time=0:00:13.534839 2021-04-10 01:34:29,047 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.93ms, fps=3528 images/s, loss=0.3063, top1-acc=89.32%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:29.047060, cost_time=0:00:13.920787 2021-04-10 01:34:29,419 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=0.47ms, fps=6904 images/s, loss=0.5754, top1-acc=82.19%, top5-acc=99.14%, remaining_time=0:00:01.112160, arrival_time=2021-04-10 01:34:30.531223, cost_time=0:00:00.370722 2021-04-10 01:34:29,644 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=0.39ms, fps=11412 images/s, loss=0.5768, top1-acc=81.87%, top5-acc=99.14%, remaining_time=0:00:00.596040, arrival_time=2021-04-10 01:34:30.240180, cost_time=0:00:00.596038 2021-04-10 01:34:29,893 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=0.41ms, fps=10299 images/s, loss=0.5691, top1-acc=81.98%, top5-acc=99.17%, remaining_time=0:00:00.281700, arrival_time=2021-04-10 01:34:30.174871, cost_time=0:00:00.845089 2021-04-10 01:34:30,083 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.11ms, fps=12213 images/s, loss=0.5801, top1-acc=81.70%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:30.083511, cost_time=0:00:01.035402 2021-04-10 01:34:30,131 INFO : Epoch=0049 complete, best val top1-acc=84.77%, top5-acc=99.41% (epoch=44), remaining_time=0:37:43.199325, arrival_time=2021-04-10 02:12:13.330863, cost_time=0:12:14.415652 2021-04-10 01:34:30,132 INFO : Train start, epoch=0050, lr=0.085906 2021-04-10 01:34:31,115 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=6.39ms, fps=2604 images/s, loss=0.2863, top1-acc=89.88%, top5-acc=99.69%, remaining_time=0:00:18.283986, arrival_time=2021-04-10 01:34:49.399624, cost_time=0:00:00.983013 2021-04-10 01:34:31,904 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.86ms, fps=3249 images/s, loss=0.2873, top1-acc=89.98%, top5-acc=99.77%, remaining_time=0:00:15.589024, arrival_time=2021-04-10 01:34:47.493187, cost_time=0:00:01.771483 2021-04-10 01:34:32,605 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.40ms, fps=3654 images/s, loss=0.2909, top1-acc=89.69%, top5-acc=99.74%, remaining_time=0:00:13.682052, arrival_time=2021-04-10 01:34:46.287387, cost_time=0:00:02.472660 2021-04-10 01:34:33,305 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.46ms, fps=3659 images/s, loss=0.2970, top1-acc=89.43%, top5-acc=99.72%, remaining_time=0:00:12.373920, arrival_time=2021-04-10 01:34:45.679402, cost_time=0:00:03.172812 2021-04-10 01:34:34,002 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.84ms, fps=3676 images/s, loss=0.2967, top1-acc=89.51%, top5-acc=99.72%, remaining_time=0:00:11.299670, arrival_time=2021-04-10 01:34:45.302092, cost_time=0:00:03.869758 2021-04-10 01:34:34,702 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.97ms, fps=3660 images/s, loss=0.2958, top1-acc=89.60%, top5-acc=99.74%, remaining_time=0:00:10.358032, arrival_time=2021-04-10 01:34:45.060399, cost_time=0:00:04.569745 2021-04-10 01:34:35,406 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.44ms, fps=3637 images/s, loss=0.2936, top1-acc=89.69%, top5-acc=99.75%, remaining_time=0:00:09.493092, arrival_time=2021-04-10 01:34:44.899945, cost_time=0:00:05.273971 2021-04-10 01:34:36,101 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.83ms, fps=3692 images/s, loss=0.2942, top1-acc=89.70%, top5-acc=99.77%, remaining_time=0:00:08.654064, arrival_time=2021-04-10 01:34:44.755070, cost_time=0:00:05.968330 2021-04-10 01:34:36,812 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=2.36ms, fps=3604 images/s, loss=0.2935, top1-acc=89.74%, top5-acc=99.77%, remaining_time=0:00:07.866790, arrival_time=2021-04-10 01:34:44.678910, cost_time=0:00:06.679339 2021-04-10 01:34:37,513 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=2.11ms, fps=3654 images/s, loss=0.2938, top1-acc=89.73%, top5-acc=99.75%, remaining_time=0:00:07.085568, arrival_time=2021-04-10 01:34:44.598955, cost_time=0:00:07.380751 2021-04-10 01:34:38,212 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.84ms, fps=3665 images/s, loss=0.2949, top1-acc=89.66%, top5-acc=99.75%, remaining_time=0:00:06.316786, arrival_time=2021-04-10 01:34:44.529095, cost_time=0:00:08.079606 2021-04-10 01:34:38,917 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=2.20ms, fps=3634 images/s, loss=0.2986, top1-acc=89.53%, top5-acc=99.74%, remaining_time=0:00:05.563656, arrival_time=2021-04-10 01:34:44.480978, cost_time=0:00:08.784685 2021-04-10 01:34:39,614 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=2.09ms, fps=3672 images/s, loss=0.3003, top1-acc=89.52%, top5-acc=99.75%, remaining_time=0:00:04.814040, arrival_time=2021-04-10 01:34:44.428882, cost_time=0:00:09.482172 2021-04-10 01:34:40,314 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=2.27ms, fps=3661 images/s, loss=0.3023, top1-acc=89.47%, top5-acc=99.73%, remaining_time=0:00:04.072824, arrival_time=2021-04-10 01:34:44.387590, cost_time=0:00:10.182000 2021-04-10 01:34:41,003 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.33ms, fps=3720 images/s, loss=0.3030, top1-acc=89.42%, top5-acc=99.73%, remaining_time=0:00:03.333758, arrival_time=2021-04-10 01:34:44.337295, cost_time=0:00:10.870911 2021-04-10 01:34:41,706 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.92ms, fps=3647 images/s, loss=0.3038, top1-acc=89.47%, top5-acc=99.71%, remaining_time=0:00:02.603988, arrival_time=2021-04-10 01:34:44.310012, cost_time=0:00:11.573208 2021-04-10 01:34:42,411 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.94ms, fps=3630 images/s, loss=0.3037, top1-acc=89.48%, top5-acc=99.71%, remaining_time=0:00:01.878006, arrival_time=2021-04-10 01:34:44.289857, cost_time=0:00:12.279215 2021-04-10 01:34:43,110 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.90ms, fps=3666 images/s, loss=0.3048, top1-acc=89.43%, top5-acc=99.71%, remaining_time=0:00:01.153584, arrival_time=2021-04-10 01:34:44.264119, cost_time=0:00:12.977867 2021-04-10 01:34:43,812 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.25ms, fps=3653 images/s, loss=0.3065, top1-acc=89.41%, top5-acc=99.71%, remaining_time=0:00:00.431976, arrival_time=2021-04-10 01:34:44.243976, cost_time=0:00:13.679213 2021-04-10 01:34:44,184 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.57ms, fps=3660 images/s, loss=0.3063, top1-acc=89.40%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:44.184173, cost_time=0:00:14.051558 2021-04-10 01:34:44,551 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.28ms, fps=6998 images/s, loss=0.5984, top1-acc=81.17%, top5-acc=98.98%, remaining_time=0:00:01.097460, arrival_time=2021-04-10 01:34:45.648414, cost_time=0:00:00.365821 2021-04-10 01:34:44,812 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=0.26ms, fps=9807 images/s, loss=0.5955, top1-acc=81.09%, top5-acc=99.10%, remaining_time=0:00:00.627280, arrival_time=2021-04-10 01:34:45.439698, cost_time=0:00:00.627281 2021-04-10 01:34:45,098 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=0.30ms, fps=8971 images/s, loss=0.5826, top1-acc=81.35%, top5-acc=99.15%, remaining_time=0:00:00.304370, arrival_time=2021-04-10 01:34:45.402587, cost_time=0:00:00.913114 2021-04-10 01:34:45,314 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.06ms, fps=10764 images/s, loss=0.5823, top1-acc=81.50%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:45.314061, cost_time=0:00:01.128981 2021-04-10 01:34:45,340 INFO : Epoch=0050 complete, best val top1-acc=84.77%, top5-acc=99.41% (epoch=44), remaining_time=0:37:28.873500, arrival_time=2021-04-10 02:12:14.213870, cost_time=0:12:29.624520 2021-04-10 01:34:45,340 INFO : Train start, epoch=0051, lr=0.085355 2021-04-10 01:34:46,291 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=0.26ms, fps=2694 images/s, loss=0.2691, top1-acc=90.90%, top5-acc=99.77%, remaining_time=0:00:17.673906, arrival_time=2021-04-10 01:35:03.965205, cost_time=0:00:00.950212 2021-04-10 01:34:46,983 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.46ms, fps=3701 images/s, loss=0.2823, top1-acc=90.66%, top5-acc=99.75%, remaining_time=0:00:14.454176, arrival_time=2021-04-10 01:35:01.437743, cost_time=0:00:01.642514 2021-04-10 01:34:47,677 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.70ms, fps=3692 images/s, loss=0.2875, top1-acc=90.25%, top5-acc=99.77%, remaining_time=0:00:12.927914, arrival_time=2021-04-10 01:35:00.605341, cost_time=0:00:02.336369 2021-04-10 01:34:48,372 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=2.01ms, fps=3685 images/s, loss=0.2897, top1-acc=90.08%, top5-acc=99.80%, remaining_time=0:00:11.822772, arrival_time=2021-04-10 01:35:00.195375, cost_time=0:00:03.031496 2021-04-10 01:34:49,072 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.95ms, fps=3660 images/s, loss=0.2923, top1-acc=90.03%, top5-acc=99.79%, remaining_time=0:00:10.895834, arrival_time=2021-04-10 01:34:59.968333, cost_time=0:00:03.731448 2021-04-10 01:34:49,775 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=2.05ms, fps=3644 images/s, loss=0.2980, top1-acc=89.90%, top5-acc=99.76%, remaining_time=0:00:10.051080, arrival_time=2021-04-10 01:34:59.826424, cost_time=0:00:04.434292 2021-04-10 01:34:50,473 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=2.22ms, fps=3671 images/s, loss=0.2953, top1-acc=89.94%, top5-acc=99.75%, remaining_time=0:00:09.237690, arrival_time=2021-04-10 01:34:59.710780, cost_time=0:00:05.132030 2021-04-10 01:34:51,164 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.53ms, fps=3705 images/s, loss=0.2954, top1-acc=89.96%, top5-acc=99.75%, remaining_time=0:00:08.443872, arrival_time=2021-04-10 01:34:59.608369, cost_time=0:00:05.823341 2021-04-10 01:34:51,876 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.79ms, fps=3602 images/s, loss=0.2954, top1-acc=89.92%, top5-acc=99.76%, remaining_time=0:00:07.696554, arrival_time=2021-04-10 01:34:59.572515, cost_time=0:00:06.534770 2021-04-10 01:34:52,579 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.90ms, fps=3643 images/s, loss=0.2976, top1-acc=89.83%, top5-acc=99.75%, remaining_time=0:00:06.948864, arrival_time=2021-04-10 01:34:59.528316, cost_time=0:00:07.238397 2021-04-10 01:34:53,284 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.87ms, fps=3636 images/s, loss=0.2984, top1-acc=89.82%, top5-acc=99.74%, remaining_time=0:00:06.209888, arrival_time=2021-04-10 01:34:59.493940, cost_time=0:00:07.942868 2021-04-10 01:34:53,980 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.57ms, fps=3681 images/s, loss=0.2981, top1-acc=89.80%, top5-acc=99.73%, remaining_time=0:00:05.471468, arrival_time=2021-04-10 01:34:59.451756, cost_time=0:00:08.639190 2021-04-10 01:34:54,689 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.89ms, fps=3613 images/s, loss=0.2995, top1-acc=89.77%, top5-acc=99.74%, remaining_time=0:00:04.746060, arrival_time=2021-04-10 01:34:59.435492, cost_time=0:00:09.348238 2021-04-10 01:34:55,382 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.96ms, fps=3701 images/s, loss=0.3001, top1-acc=89.72%, top5-acc=99.74%, remaining_time=0:00:04.016320, arrival_time=2021-04-10 01:34:59.398477, cost_time=0:00:10.040794 2021-04-10 01:34:56,085 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.51ms, fps=3643 images/s, loss=0.3001, top1-acc=89.69%, top5-acc=99.75%, remaining_time=0:00:03.295026, arrival_time=2021-04-10 01:34:59.380785, cost_time=0:00:10.744697 2021-04-10 01:34:56,786 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.50ms, fps=3654 images/s, loss=0.2994, top1-acc=89.72%, top5-acc=99.75%, remaining_time=0:00:02.575260, arrival_time=2021-04-10 01:34:59.361967, cost_time=0:00:11.445663 2021-04-10 01:34:57,488 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.86ms, fps=3650 images/s, loss=0.2991, top1-acc=89.75%, top5-acc=99.72%, remaining_time=0:00:01.857856, arrival_time=2021-04-10 01:34:59.346501, cost_time=0:00:12.147446 2021-04-10 01:34:58,193 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=3.48ms, fps=3638 images/s, loss=0.3003, top1-acc=89.66%, top5-acc=99.72%, remaining_time=0:00:01.142400, arrival_time=2021-04-10 01:34:59.335469, cost_time=0:00:12.852000 2021-04-10 01:34:58,892 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.71ms, fps=3661 images/s, loss=0.3016, top1-acc=89.63%, top5-acc=99.72%, remaining_time=0:00:00.427950, arrival_time=2021-04-10 01:34:59.320788, cost_time=0:00:13.551786 2021-04-10 01:34:59,265 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=0.08ms, fps=3652 images/s, loss=0.3015, top1-acc=89.64%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:59.265728, cost_time=0:00:13.924628 2021-04-10 01:34:59,646 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=26.69ms, fps=6747 images/s, loss=0.8417, top1-acc=75.70%, top5-acc=98.36%, remaining_time=0:00:01.138200, arrival_time=2021-04-10 01:35:00.784407, cost_time=0:00:00.379405 2021-04-10 01:34:59,847 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=0.28ms, fps=12737 images/s, loss=0.8190, top1-acc=75.59%, top5-acc=98.48%, remaining_time=0:00:00.580840, arrival_time=2021-04-10 01:35:00.428472, cost_time=0:00:00.580835 2021-04-10 01:35:00,076 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=5.71ms, fps=11194 images/s, loss=0.7961, top1-acc=75.89%, top5-acc=98.55%, remaining_time=0:00:00.270000, arrival_time=2021-04-10 01:35:00.346779, cost_time=0:00:00.809988 2021-04-10 01:35:00,276 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.06ms, fps=11666 images/s, loss=0.7902, top1-acc=76.16%, top5-acc=98.53%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:00.276016, cost_time=0:00:01.009265 2021-04-10 01:35:00,302 INFO : Epoch=0051 complete, best val top1-acc=84.77%, top5-acc=99.41% (epoch=44), remaining_time=0:37:13.791312, arrival_time=2021-04-10 02:12:14.093453, cost_time=0:12:44.586295 2021-04-10 01:35:00,302 INFO : Train start, epoch=0052, lr=0.084796 2021-04-10 01:35:01,191 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=2.01ms, fps=2879 images/s, loss=0.3152, top1-acc=89.30%, top5-acc=99.80%, remaining_time=0:00:16.537818, arrival_time=2021-04-10 01:35:17.729757, cost_time=0:00:00.889128 2021-04-10 01:35:01,884 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.30ms, fps=3698 images/s, loss=0.3075, top1-acc=89.49%, top5-acc=99.75%, remaining_time=0:00:13.921248, arrival_time=2021-04-10 01:35:15.806012, cost_time=0:00:01.581965 2021-04-10 01:35:02,595 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.57ms, fps=3606 images/s, loss=0.3019, top1-acc=89.90%, top5-acc=99.74%, remaining_time=0:00:12.684558, arrival_time=2021-04-10 01:35:15.279719, cost_time=0:00:02.292390 2021-04-10 01:35:03,286 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.65ms, fps=3706 images/s, loss=0.3010, top1-acc=89.75%, top5-acc=99.75%, remaining_time=0:00:11.635884, arrival_time=2021-04-10 01:35:14.922235, cost_time=0:00:02.983579 2021-04-10 01:35:03,984 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.97ms, fps=3669 images/s, loss=0.2990, top1-acc=89.78%, top5-acc=99.74%, remaining_time=0:00:10.750564, arrival_time=2021-04-10 01:35:14.735035, cost_time=0:00:03.681694 2021-04-10 01:35:04,679 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.66ms, fps=3684 images/s, loss=0.2971, top1-acc=89.84%, top5-acc=99.71%, remaining_time=0:00:09.921336, arrival_time=2021-04-10 01:35:14.601145, cost_time=0:00:04.377034 2021-04-10 01:35:05,378 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.70ms, fps=3667 images/s, loss=0.2928, top1-acc=89.92%, top5-acc=99.71%, remaining_time=0:00:09.136008, arrival_time=2021-04-10 01:35:14.514429, cost_time=0:00:05.075576 2021-04-10 01:35:06,086 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=2.02ms, fps=3622 images/s, loss=0.2925, top1-acc=89.91%, top5-acc=99.70%, remaining_time=0:00:08.385408, arrival_time=2021-04-10 01:35:14.471337, cost_time=0:00:05.783028 2021-04-10 01:35:06,796 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=2.95ms, fps=3609 images/s, loss=0.2934, top1-acc=89.89%, top5-acc=99.68%, remaining_time=0:00:07.647582, arrival_time=2021-04-10 01:35:14.443734, cost_time=0:00:06.493250 2021-04-10 01:35:07,495 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.67ms, fps=3662 images/s, loss=0.2939, top1-acc=89.93%, top5-acc=99.69%, remaining_time=0:00:06.905376, arrival_time=2021-04-10 01:35:14.401276, cost_time=0:00:07.193070 2021-04-10 01:35:08,193 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=2.04ms, fps=3673 images/s, loss=0.2954, top1-acc=89.89%, top5-acc=99.69%, remaining_time=0:00:06.168952, arrival_time=2021-04-10 01:35:14.362320, cost_time=0:00:07.890553 2021-04-10 01:35:08,897 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.94ms, fps=3638 images/s, loss=0.2951, top1-acc=89.95%, top5-acc=99.69%, remaining_time=0:00:05.443424, arrival_time=2021-04-10 01:35:14.341200, cost_time=0:00:08.594867 2021-04-10 01:35:09,598 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=2.43ms, fps=3655 images/s, loss=0.2980, top1-acc=89.82%, top5-acc=99.70%, remaining_time=0:00:04.719528, arrival_time=2021-04-10 01:35:14.318443, cost_time=0:00:09.296090 2021-04-10 01:35:10,303 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.55ms, fps=3637 images/s, loss=0.2996, top1-acc=89.76%, top5-acc=99.71%, remaining_time=0:00:04.000248, arrival_time=2021-04-10 01:35:14.303659, cost_time=0:00:10.000567 2021-04-10 01:35:11,001 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.94ms, fps=3671 images/s, loss=0.2979, top1-acc=89.80%, top5-acc=99.71%, remaining_time=0:00:03.280858, arrival_time=2021-04-10 01:35:14.282191, cost_time=0:00:10.698505 2021-04-10 01:35:11,695 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.45ms, fps=3691 images/s, loss=0.2983, top1-acc=89.79%, top5-acc=99.71%, remaining_time=0:00:02.563344, arrival_time=2021-04-10 01:35:14.258783, cost_time=0:00:11.392665 2021-04-10 01:35:12,386 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.43ms, fps=3706 images/s, loss=0.2994, top1-acc=89.73%, top5-acc=99.71%, remaining_time=0:00:01.848106, arrival_time=2021-04-10 01:35:14.234881, cost_time=0:00:12.083848 2021-04-10 01:35:13,081 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=2.11ms, fps=3690 images/s, loss=0.2998, top1-acc=89.74%, top5-acc=99.70%, remaining_time=0:00:01.135872, arrival_time=2021-04-10 01:35:14.217216, cost_time=0:00:12.778530 2021-04-10 01:35:13,783 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.49ms, fps=3649 images/s, loss=0.2993, top1-acc=89.75%, top5-acc=99.71%, remaining_time=0:00:00.425706, arrival_time=2021-04-10 01:35:14.209208, cost_time=0:00:13.480731 2021-04-10 01:35:14,160 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=0.12ms, fps=3611 images/s, loss=0.3007, top1-acc=89.69%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:14.160636, cost_time=0:00:13.857790 2021-04-10 01:35:14,527 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=0.27ms, fps=7007 images/s, loss=0.5739, top1-acc=81.72%, top5-acc=99.14%, remaining_time=0:00:01.095990, arrival_time=2021-04-10 01:35:15.623100, cost_time=0:00:00.365329 2021-04-10 01:35:14,740 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=0.28ms, fps=12042 images/s, loss=0.5612, top1-acc=82.03%, top5-acc=99.16%, remaining_time=0:00:00.578380, arrival_time=2021-04-10 01:35:15.318527, cost_time=0:00:00.578378 2021-04-10 01:35:14,987 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=0.28ms, fps=10358 images/s, loss=0.5579, top1-acc=82.02%, top5-acc=99.21%, remaining_time=0:00:00.275300, arrival_time=2021-04-10 01:35:15.262979, cost_time=0:00:00.825901 2021-04-10 01:35:15,174 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.08ms, fps=12467 images/s, loss=0.5285, top1-acc=82.60%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:15.174201, cost_time=0:00:01.012421 2021-04-10 01:35:15,219 INFO : Epoch=0052 complete, best val top1-acc=84.77%, top5-acc=99.41% (epoch=44), remaining_time=0:36:58.588080, arrival_time=2021-04-10 02:12:13.807884, cost_time=0:12:59.503923 2021-04-10 01:35:15,220 INFO : Train start, epoch=0053, lr=0.084227 2021-04-10 01:35:16,174 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=0.37ms, fps=2684 images/s, loss=0.3082, top1-acc=88.79%, top5-acc=99.77%, remaining_time=0:00:17.741424, arrival_time=2021-04-10 01:35:33.916190, cost_time=0:00:00.953840 2021-04-10 01:35:16,874 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.53ms, fps=3659 images/s, loss=0.2994, top1-acc=89.30%, top5-acc=99.75%, remaining_time=0:00:14.555200, arrival_time=2021-04-10 01:35:31.430136, cost_time=0:00:01.654005 2021-04-10 01:35:17,575 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=2.09ms, fps=3656 images/s, loss=0.2936, top1-acc=89.56%, top5-acc=99.74%, remaining_time=0:00:13.029672, arrival_time=2021-04-10 01:35:30.605308, cost_time=0:00:02.354745 2021-04-10 01:35:18,273 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.63ms, fps=3672 images/s, loss=0.2986, top1-acc=89.39%, top5-acc=99.73%, remaining_time=0:00:11.904048, arrival_time=2021-04-10 01:35:30.177310, cost_time=0:00:03.052326 2021-04-10 01:35:18,969 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.53ms, fps=3682 images/s, loss=0.3000, top1-acc=89.30%, top5-acc=99.70%, remaining_time=0:00:10.944598, arrival_time=2021-04-10 01:35:29.913665, cost_time=0:00:03.748130 2021-04-10 01:35:19,670 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.88ms, fps=3653 images/s, loss=0.2957, top1-acc=89.58%, top5-acc=99.73%, remaining_time=0:00:10.085488, arrival_time=2021-04-10 01:35:29.755881, cost_time=0:00:04.449451 2021-04-10 01:35:20,373 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.43ms, fps=3645 images/s, loss=0.2952, top1-acc=89.70%, top5-acc=99.73%, remaining_time=0:00:09.274356, arrival_time=2021-04-10 01:35:29.647680, cost_time=0:00:05.152385 2021-04-10 01:35:21,078 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=2.20ms, fps=3636 images/s, loss=0.2933, top1-acc=89.81%, top5-acc=99.73%, remaining_time=0:00:08.492824, arrival_time=2021-04-10 01:35:29.570961, cost_time=0:00:05.857110 2021-04-10 01:35:21,780 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=2.39ms, fps=3652 images/s, loss=0.2924, top1-acc=89.77%, top5-acc=99.72%, remaining_time=0:00:07.724962, arrival_time=2021-04-10 01:35:29.505106, cost_time=0:00:06.558960 2021-04-10 01:35:22,490 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.92ms, fps=3609 images/s, loss=0.2923, top1-acc=89.80%, top5-acc=99.71%, remaining_time=0:00:06.978720, arrival_time=2021-04-10 01:35:29.469180, cost_time=0:00:07.269507 2021-04-10 01:35:23,186 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=2.35ms, fps=3681 images/s, loss=0.2947, top1-acc=89.71%, top5-acc=99.71%, remaining_time=0:00:06.227604, arrival_time=2021-04-10 01:35:29.414119, cost_time=0:00:07.965500 2021-04-10 01:35:23,894 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=2.15ms, fps=3618 images/s, loss=0.2963, top1-acc=89.69%, top5-acc=99.70%, remaining_time=0:00:05.493356, arrival_time=2021-04-10 01:35:29.388052, cost_time=0:00:08.673758 2021-04-10 01:35:24,590 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=2.12ms, fps=3684 images/s, loss=0.2964, top1-acc=89.68%, top5-acc=99.70%, remaining_time=0:00:04.756686, arrival_time=2021-04-10 01:35:29.346835, cost_time=0:00:09.369212 2021-04-10 01:35:25,289 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.80ms, fps=3664 images/s, loss=0.2963, top1-acc=89.67%, top5-acc=99.70%, remaining_time=0:00:04.027352, arrival_time=2021-04-10 01:35:29.316837, cost_time=0:00:10.068447 2021-04-10 01:35:25,991 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.51ms, fps=3653 images/s, loss=0.2958, top1-acc=89.69%, top5-acc=99.71%, remaining_time=0:00:03.302846, arrival_time=2021-04-10 01:35:29.293927, cost_time=0:00:10.770147 2021-04-10 01:35:26,699 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.91ms, fps=3619 images/s, loss=0.2948, top1-acc=89.74%, top5-acc=99.72%, remaining_time=0:00:02.582568, arrival_time=2021-04-10 01:35:29.281720, cost_time=0:00:11.478012 2021-04-10 01:35:27,397 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.97ms, fps=3671 images/s, loss=0.2945, top1-acc=89.77%, top5-acc=99.72%, remaining_time=0:00:01.862276, arrival_time=2021-04-10 01:35:29.259567, cost_time=0:00:12.176345 2021-04-10 01:35:28,095 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.93ms, fps=3672 images/s, loss=0.2945, top1-acc=89.77%, top5-acc=99.73%, remaining_time=0:00:01.144368, arrival_time=2021-04-10 01:35:29.239354, cost_time=0:00:12.874084 2021-04-10 01:35:28,789 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=2.00ms, fps=3690 images/s, loss=0.2959, top1-acc=89.75%, top5-acc=99.72%, remaining_time=0:00:00.428472, arrival_time=2021-04-10 01:35:29.217736, cost_time=0:00:13.568324 2021-04-10 01:35:29,178 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=0.11ms, fps=3501 images/s, loss=0.2959, top1-acc=89.73%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:29.178325, cost_time=0:00:13.957292 2021-04-10 01:35:29,545 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=0.21ms, fps=7007 images/s, loss=0.6451, top1-acc=79.30%, top5-acc=98.40%, remaining_time=0:00:01.096050, arrival_time=2021-04-10 01:35:30.641305, cost_time=0:00:00.365350 2021-04-10 01:35:29,770 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=2.60ms, fps=11369 images/s, loss=0.6537, top1-acc=79.45%, top5-acc=98.22%, remaining_time=0:00:00.590920, arrival_time=2021-04-10 01:35:30.361809, cost_time=0:00:00.590918 2021-04-10 01:35:30,029 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=0.25ms, fps=9916 images/s, loss=0.6399, top1-acc=79.90%, top5-acc=98.35%, remaining_time=0:00:00.283190, arrival_time=2021-04-10 01:35:30.312775, cost_time=0:00:00.849577 2021-04-10 01:35:30,250 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.12ms, fps=10530 images/s, loss=0.6421, top1-acc=79.77%, top5-acc=98.32%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:30.250393, cost_time=0:00:01.070496 2021-04-10 01:35:30,276 INFO : Epoch=0053 complete, best val top1-acc=84.77%, top5-acc=99.41% (epoch=44), remaining_time=0:36:43.782252, arrival_time=2021-04-10 02:12:14.059033, cost_time=0:13:14.560929 2021-04-10 01:35:30,277 INFO : Train start, epoch=0054, lr=0.083651 2021-04-10 01:35:31,193 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=0.50ms, fps=2796 images/s, loss=0.2975, top1-acc=89.84%, top5-acc=99.77%, remaining_time=0:00:17.031276, arrival_time=2021-04-10 01:35:48.224453, cost_time=0:00:00.915658 2021-04-10 01:35:31,895 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=2.27ms, fps=3649 images/s, loss=0.2911, top1-acc=90.12%, top5-acc=99.79%, remaining_time=0:00:14.237344, arrival_time=2021-04-10 01:35:46.132735, cost_time=0:00:01.617871 2021-04-10 01:35:32,589 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=2.32ms, fps=3693 images/s, loss=0.2886, top1-acc=89.99%, top5-acc=99.78%, remaining_time=0:00:12.790964, arrival_time=2021-04-10 01:35:45.380084, cost_time=0:00:02.311607 2021-04-10 01:35:33,304 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.89ms, fps=3583 images/s, loss=0.2874, top1-acc=90.03%, top5-acc=99.79%, remaining_time=0:00:11.805300, arrival_time=2021-04-10 01:35:45.109790, cost_time=0:00:03.027015 2021-04-10 01:35:34,004 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.81ms, fps=3657 images/s, loss=0.2852, top1-acc=90.13%, top5-acc=99.80%, remaining_time=0:00:10.884154, arrival_time=2021-04-10 01:35:44.889054, cost_time=0:00:03.727428 2021-04-10 01:35:34,701 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.95ms, fps=3675 images/s, loss=0.2847, top1-acc=90.23%, top5-acc=99.77%, remaining_time=0:00:10.028640, arrival_time=2021-04-10 01:35:44.730536, cost_time=0:00:04.424420 2021-04-10 01:35:35,405 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.90ms, fps=3640 images/s, loss=0.2845, top1-acc=90.31%, top5-acc=99.76%, remaining_time=0:00:09.230760, arrival_time=2021-04-10 01:35:44.636442, cost_time=0:00:05.128180 2021-04-10 01:35:36,103 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.51ms, fps=3670 images/s, loss=0.2858, top1-acc=90.21%, top5-acc=99.76%, remaining_time=0:00:08.448048, arrival_time=2021-04-10 01:35:44.551880, cost_time=0:00:05.826231 2021-04-10 01:35:36,805 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.51ms, fps=3653 images/s, loss=0.2878, top1-acc=90.10%, top5-acc=99.74%, remaining_time=0:00:07.688180, arrival_time=2021-04-10 01:35:44.493496, cost_time=0:00:06.527712 2021-04-10 01:35:37,519 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=2.66ms, fps=3588 images/s, loss=0.2906, top1-acc=89.96%, top5-acc=99.75%, remaining_time=0:00:06.952224, arrival_time=2021-04-10 01:35:44.471664, cost_time=0:00:07.241914 2021-04-10 01:35:38,235 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=2.18ms, fps=3581 images/s, loss=0.2903, top1-acc=89.96%, top5-acc=99.75%, remaining_time=0:00:06.221584, arrival_time=2021-04-10 01:35:44.456973, cost_time=0:00:07.957832 2021-04-10 01:35:38,930 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.66ms, fps=3684 images/s, loss=0.2896, top1-acc=89.95%, top5-acc=99.76%, remaining_time=0:00:05.480436, arrival_time=2021-04-10 01:35:44.411255, cost_time=0:00:08.653345 2021-04-10 01:35:39,637 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.88ms, fps=3626 images/s, loss=0.2898, top1-acc=89.90%, top5-acc=99.75%, remaining_time=0:00:04.751868, arrival_time=2021-04-10 01:35:44.389252, cost_time=0:00:09.359775 2021-04-10 01:35:40,339 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=2.20ms, fps=3650 images/s, loss=0.2902, top1-acc=89.90%, top5-acc=99.74%, remaining_time=0:00:04.024776, arrival_time=2021-04-10 01:35:44.364577, cost_time=0:00:10.061886 2021-04-10 01:35:41,038 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.53ms, fps=3666 images/s, loss=0.2908, top1-acc=89.86%, top5-acc=99.74%, remaining_time=0:00:03.300086, arrival_time=2021-04-10 01:35:44.338787, cost_time=0:00:10.761132 2021-04-10 01:35:41,727 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.41ms, fps=3717 images/s, loss=0.2883, top1-acc=89.96%, top5-acc=99.74%, remaining_time=0:00:02.576340, arrival_time=2021-04-10 01:35:44.304251, cost_time=0:00:11.450436 2021-04-10 01:35:42,433 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.86ms, fps=3633 images/s, loss=0.2920, top1-acc=89.86%, top5-acc=99.72%, remaining_time=0:00:01.859078, arrival_time=2021-04-10 01:35:44.292186, cost_time=0:00:12.155564 2021-04-10 01:35:43,133 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=2.05ms, fps=3660 images/s, loss=0.2922, top1-acc=89.85%, top5-acc=99.72%, remaining_time=0:00:01.142720, arrival_time=2021-04-10 01:35:44.275906, cost_time=0:00:12.855680 2021-04-10 01:35:43,834 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.28ms, fps=3655 images/s, loss=0.2936, top1-acc=89.80%, top5-acc=99.72%, remaining_time=0:00:00.428100, arrival_time=2021-04-10 01:35:44.262222, cost_time=0:00:13.556577 2021-04-10 01:35:44,205 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=0.07ms, fps=3668 images/s, loss=0.2938, top1-acc=89.80%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:44.205372, cost_time=0:00:13.927918 2021-04-10 01:35:44,503 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=4.76ms, fps=8612 images/s, loss=0.6154, top1-acc=81.45%, top5-acc=98.71%, remaining_time=0:00:00.891720, arrival_time=2021-04-10 01:35:45.395325, cost_time=0:00:00.297235 2021-04-10 01:35:44,718 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=0.27ms, fps=11943 images/s, loss=0.6114, top1-acc=81.37%, top5-acc=98.83%, remaining_time=0:00:00.512040, arrival_time=2021-04-10 01:35:45.230465, cost_time=0:00:00.512049 2021-04-10 01:35:44,985 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=0.37ms, fps=9593 images/s, loss=0.6346, top1-acc=80.72%, top5-acc=98.75%, remaining_time=0:00:00.259790, arrival_time=2021-04-10 01:35:45.245529, cost_time=0:00:00.779378 2021-04-10 01:35:45,191 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.07ms, fps=11322 images/s, loss=0.6367, top1-acc=80.45%, top5-acc=98.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:45.191105, cost_time=0:00:00.984721 2021-04-10 01:35:45,217 INFO : Epoch=0054 complete, best val top1-acc=84.77%, top5-acc=99.41% (epoch=44), remaining_time=0:36:28.653588, arrival_time=2021-04-10 02:12:13.871459, cost_time=0:13:29.502016 2021-04-10 01:35:45,218 INFO : Train start, epoch=0055, lr=0.083066 2021-04-10 01:35:46,095 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=2.45ms, fps=2921 images/s, loss=0.2821, top1-acc=90.00%, top5-acc=99.80%, remaining_time=0:00:16.299180, arrival_time=2021-04-10 01:36:02.394154, cost_time=0:00:00.876299 2021-04-10 01:35:46,791 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=2.19ms, fps=3676 images/s, loss=0.2825, top1-acc=90.12%, top5-acc=99.80%, remaining_time=0:00:13.844512, arrival_time=2021-04-10 01:36:00.636422, cost_time=0:00:01.573243 2021-04-10 01:35:47,495 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=2.16ms, fps=3643 images/s, loss=0.2842, top1-acc=90.00%, top5-acc=99.82%, remaining_time=0:00:12.596744, arrival_time=2021-04-10 01:36:00.091954, cost_time=0:00:02.276528 2021-04-10 01:35:48,190 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.35ms, fps=3684 images/s, loss=0.2890, top1-acc=90.02%, top5-acc=99.75%, remaining_time=0:00:11.590488, arrival_time=2021-04-10 01:35:59.781051, cost_time=0:00:02.971902 2021-04-10 01:35:48,901 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=2.16ms, fps=3604 images/s, loss=0.2892, top1-acc=89.90%, top5-acc=99.74%, remaining_time=0:00:10.753338, arrival_time=2021-04-10 01:35:59.654701, cost_time=0:00:03.682674 2021-04-10 01:35:49,599 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.52ms, fps=3670 images/s, loss=0.2897, top1-acc=89.86%, top5-acc=99.73%, remaining_time=0:00:09.929904, arrival_time=2021-04-10 01:35:59.529390, cost_time=0:00:04.380854 2021-04-10 01:35:50,290 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.58ms, fps=3708 images/s, loss=0.2907, top1-acc=89.84%, top5-acc=99.72%, remaining_time=0:00:09.128826, arrival_time=2021-04-10 01:35:59.419109, cost_time=0:00:05.071601 2021-04-10 01:35:50,985 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=2.04ms, fps=3684 images/s, loss=0.2915, top1-acc=89.87%, top5-acc=99.71%, remaining_time=0:00:08.362324, arrival_time=2021-04-10 01:35:59.348092, cost_time=0:00:05.767090 2021-04-10 01:35:51,708 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=7.49ms, fps=3546 images/s, loss=0.2917, top1-acc=89.84%, top5-acc=99.71%, remaining_time=0:00:07.643342, arrival_time=2021-04-10 01:35:59.351747, cost_time=0:00:06.489611 2021-04-10 01:35:52,419 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=2.20ms, fps=3606 images/s, loss=0.2912, top1-acc=89.84%, top5-acc=99.71%, remaining_time=0:00:06.912864, arrival_time=2021-04-10 01:35:59.332450, cost_time=0:00:07.200875 2021-04-10 01:35:53,119 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=2.23ms, fps=3662 images/s, loss=0.2892, top1-acc=89.94%, top5-acc=99.71%, remaining_time=0:00:06.176864, arrival_time=2021-04-10 01:35:59.296181, cost_time=0:00:07.900681 2021-04-10 01:35:53,819 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=2.01ms, fps=3662 images/s, loss=0.2900, top1-acc=89.91%, top5-acc=99.70%, remaining_time=0:00:05.446768, arrival_time=2021-04-10 01:35:59.265681, cost_time=0:00:08.600132 2021-04-10 01:35:54,516 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.55ms, fps=3672 images/s, loss=0.2914, top1-acc=89.89%, top5-acc=99.70%, remaining_time=0:00:04.720650, arrival_time=2021-04-10 01:35:59.237515, cost_time=0:00:09.298214 2021-04-10 01:35:55,217 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.98ms, fps=3656 images/s, loss=0.2921, top1-acc=89.84%, top5-acc=99.70%, remaining_time=0:00:03.999520, arrival_time=2021-04-10 01:35:59.217060, cost_time=0:00:09.998859 2021-04-10 01:35:55,920 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.52ms, fps=3644 images/s, loss=0.2934, top1-acc=89.78%, top5-acc=99.69%, remaining_time=0:00:03.281916, arrival_time=2021-04-10 01:35:59.202455, cost_time=0:00:10.701890 2021-04-10 01:35:56,619 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=2.04ms, fps=3664 images/s, loss=0.2929, top1-acc=89.81%, top5-acc=99.69%, remaining_time=0:00:02.565216, arrival_time=2021-04-10 01:35:59.184906, cost_time=0:00:11.400984 2021-04-10 01:35:57,314 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.52ms, fps=3685 images/s, loss=0.2940, top1-acc=89.76%, top5-acc=99.69%, remaining_time=0:00:01.850004, arrival_time=2021-04-10 01:35:59.164900, cost_time=0:00:12.096204 2021-04-10 01:35:58,009 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=2.06ms, fps=3687 images/s, loss=0.2956, top1-acc=89.74%, top5-acc=99.69%, remaining_time=0:00:01.136992, arrival_time=2021-04-10 01:35:59.146861, cost_time=0:00:12.791200 2021-04-10 01:35:58,699 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.32ms, fps=3717 images/s, loss=0.2962, top1-acc=89.70%, top5-acc=99.69%, remaining_time=0:00:00.425700, arrival_time=2021-04-10 01:35:59.124819, cost_time=0:00:13.480489 2021-04-10 01:35:59,078 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=0.12ms, fps=3586 images/s, loss=0.2965, top1-acc=89.69%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:59.078789, cost_time=0:00:13.860113 2021-04-10 01:35:59,437 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.30ms, fps=7178 images/s, loss=0.4908, top1-acc=84.10%, top5-acc=99.18%, remaining_time=0:00:01.069860, arrival_time=2021-04-10 01:36:00.506857, cost_time=0:00:00.356625 2021-04-10 01:35:59,648 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=2.46ms, fps=12125 images/s, loss=0.4912, top1-acc=84.20%, top5-acc=99.16%, remaining_time=0:00:00.568260, arrival_time=2021-04-10 01:36:00.216879, cost_time=0:00:00.568256 2021-04-10 01:35:59,950 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=0.33ms, fps=8502 images/s, loss=0.4768, top1-acc=84.66%, top5-acc=99.21%, remaining_time=0:00:00.289960, arrival_time=2021-04-10 01:36:00.240192, cost_time=0:00:00.869869 2021-04-10 01:36:00,179 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.07ms, fps=10143 images/s, loss=0.4689, top1-acc=84.76%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:00.179418, cost_time=0:00:01.099127 2021-04-10 01:36:00,333 INFO : Epoch=0055 complete, best val top1-acc=84.77%, top5-acc=99.41% (epoch=44), remaining_time=0:36:13.990510, arrival_time=2021-04-10 02:12:14.323499, cost_time=0:13:44.617113 2021-04-10 01:36:00,334 INFO : Train start, epoch=0056, lr=0.082472 2021-04-10 01:36:01,307 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=0.36ms, fps=2631 images/s, loss=0.2775, top1-acc=90.59%, top5-acc=99.84%, remaining_time=0:00:18.096126, arrival_time=2021-04-10 01:36:19.403178, cost_time=0:00:00.972910 2021-04-10 01:36:01,994 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.43ms, fps=3729 images/s, loss=0.2814, top1-acc=90.45%, top5-acc=99.86%, remaining_time=0:00:14.609056, arrival_time=2021-04-10 01:36:16.603312, cost_time=0:00:01.660115 2021-04-10 01:36:02,693 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.89ms, fps=3666 images/s, loss=0.2780, top1-acc=90.59%, top5-acc=99.86%, remaining_time=0:00:13.052580, arrival_time=2021-04-10 01:36:15.745634, cost_time=0:00:02.358899 2021-04-10 01:36:03,394 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=2.04ms, fps=3654 images/s, loss=0.2731, top1-acc=90.78%, top5-acc=99.84%, remaining_time=0:00:11.934312, arrival_time=2021-04-10 01:36:15.328488, cost_time=0:00:03.060073 2021-04-10 01:36:04,117 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=6.45ms, fps=3541 images/s, loss=0.2816, top1-acc=90.47%, top5-acc=99.81%, remaining_time=0:00:11.047382, arrival_time=2021-04-10 01:36:15.164820, cost_time=0:00:03.783332 2021-04-10 01:36:04,824 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=12.07ms, fps=3625 images/s, loss=0.2833, top1-acc=90.37%, top5-acc=99.78%, remaining_time=0:00:10.177424, arrival_time=2021-04-10 01:36:15.001568, cost_time=0:00:04.490040 2021-04-10 01:36:05,515 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.87ms, fps=3708 images/s, loss=0.2846, top1-acc=90.30%, top5-acc=99.74%, remaining_time=0:00:09.325638, arrival_time=2021-04-10 01:36:14.840685, cost_time=0:00:05.180882 2021-04-10 01:36:06,226 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.85ms, fps=3600 images/s, loss=0.2880, top1-acc=90.18%, top5-acc=99.73%, remaining_time=0:00:08.544328, arrival_time=2021-04-10 01:36:14.771133, cost_time=0:00:05.892610 2021-04-10 01:36:06,928 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=2.22ms, fps=3651 images/s, loss=0.2863, top1-acc=90.18%, top5-acc=99.74%, remaining_time=0:00:07.767044, arrival_time=2021-04-10 01:36:14.695877, cost_time=0:00:06.594649 2021-04-10 01:36:07,633 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.91ms, fps=3639 images/s, loss=0.2877, top1-acc=90.14%, top5-acc=99.72%, remaining_time=0:00:07.006848, arrival_time=2021-04-10 01:36:14.639802, cost_time=0:00:07.298829 2021-04-10 01:36:08,329 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=2.12ms, fps=3681 images/s, loss=0.2901, top1-acc=90.02%, top5-acc=99.73%, remaining_time=0:00:06.250394, arrival_time=2021-04-10 01:36:14.579377, cost_time=0:00:07.994702 2021-04-10 01:36:09,026 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=2.02ms, fps=3672 images/s, loss=0.2893, top1-acc=90.01%, top5-acc=99.74%, remaining_time=0:00:05.505440, arrival_time=2021-04-10 01:36:14.532351, cost_time=0:00:08.692803 2021-04-10 01:36:09,723 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.84ms, fps=3678 images/s, loss=0.2887, top1-acc=90.05%, top5-acc=99.73%, remaining_time=0:00:04.766850, arrival_time=2021-04-10 01:36:14.490393, cost_time=0:00:09.389206 2021-04-10 01:36:10,418 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.64ms, fps=3687 images/s, loss=0.2896, top1-acc=90.02%, top5-acc=99.73%, remaining_time=0:00:04.033792, arrival_time=2021-04-10 01:36:14.452386, cost_time=0:00:10.084465 2021-04-10 01:36:11,116 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=2.00ms, fps=3669 images/s, loss=0.2912, top1-acc=89.96%, top5-acc=99.71%, remaining_time=0:00:03.306710, arrival_time=2021-04-10 01:36:14.423549, cost_time=0:00:10.782692 2021-04-10 01:36:11,823 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.40ms, fps=3628 images/s, loss=0.2900, top1-acc=90.03%, top5-acc=99.71%, remaining_time=0:00:02.585016, arrival_time=2021-04-10 01:36:14.408152, cost_time=0:00:11.488893 2021-04-10 01:36:12,516 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.65ms, fps=3694 images/s, loss=0.2907, top1-acc=90.00%, top5-acc=99.71%, remaining_time=0:00:01.863238, arrival_time=2021-04-10 01:36:14.380126, cost_time=0:00:12.182770 2021-04-10 01:36:13,216 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.57ms, fps=3664 images/s, loss=0.2917, top1-acc=89.99%, top5-acc=99.71%, remaining_time=0:00:01.145056, arrival_time=2021-04-10 01:36:14.361038, cost_time=0:00:12.881882 2021-04-10 01:36:13,908 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.27ms, fps=3700 images/s, loss=0.2923, top1-acc=89.95%, top5-acc=99.71%, remaining_time=0:00:00.428658, arrival_time=2021-04-10 01:36:14.337128, cost_time=0:00:13.574171 2021-04-10 01:36:14,281 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.43ms, fps=3651 images/s, loss=0.2923, top1-acc=89.97%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:14.281603, cost_time=0:00:13.947494 2021-04-10 01:36:14,631 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.18ms, fps=7336 images/s, loss=0.5903, top1-acc=80.94%, top5-acc=99.10%, remaining_time=0:00:01.046820, arrival_time=2021-04-10 01:36:15.678480, cost_time=0:00:00.348944 2021-04-10 01:36:14,856 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=0.30ms, fps=11416 images/s, loss=0.5690, top1-acc=81.31%, top5-acc=99.20%, remaining_time=0:00:00.573640, arrival_time=2021-04-10 01:36:15.430010, cost_time=0:00:00.573644 2021-04-10 01:36:15,136 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=0.19ms, fps=9147 images/s, loss=0.5679, top1-acc=81.33%, top5-acc=99.15%, remaining_time=0:00:00.284670, arrival_time=2021-04-10 01:36:15.421336, cost_time=0:00:00.854000 2021-04-10 01:36:15,343 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.05ms, fps=11218 images/s, loss=0.5655, top1-acc=81.27%, top5-acc=99.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:15.343810, cost_time=0:00:01.061111 2021-04-10 01:36:15,385 INFO : Epoch=0056 complete, best val top1-acc=84.77%, top5-acc=99.41% (epoch=44), remaining_time=0:35:59.149392, arrival_time=2021-04-10 02:12:14.534486, cost_time=0:13:59.669234 2021-04-10 01:36:15,385 INFO : Train start, epoch=0057, lr=0.081871 2021-04-10 01:36:16,283 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=0.45ms, fps=2852 images/s, loss=0.2938, top1-acc=89.14%, top5-acc=99.77%, remaining_time=0:00:16.693314, arrival_time=2021-04-10 01:36:32.976635, cost_time=0:00:00.897488 2021-04-10 01:36:16,983 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.94ms, fps=3657 images/s, loss=0.2916, top1-acc=89.84%, top5-acc=99.75%, remaining_time=0:00:14.063104, arrival_time=2021-04-10 01:36:31.047011, cost_time=0:00:01.598075 2021-04-10 01:36:17,679 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.91ms, fps=3684 images/s, loss=0.2877, top1-acc=89.97%, top5-acc=99.74%, remaining_time=0:00:12.691032, arrival_time=2021-04-10 01:36:30.370431, cost_time=0:00:02.293573 2021-04-10 01:36:18,377 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=2.16ms, fps=3669 images/s, loss=0.2825, top1-acc=90.26%, top5-acc=99.74%, remaining_time=0:00:11.668488, arrival_time=2021-04-10 01:36:30.046185, cost_time=0:00:02.991905 2021-04-10 01:36:19,073 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.40ms, fps=3680 images/s, loss=0.2844, top1-acc=90.19%, top5-acc=99.73%, remaining_time=0:00:10.768814, arrival_time=2021-04-10 01:36:29.842608, cost_time=0:00:03.687964 2021-04-10 01:36:19,767 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=2.06ms, fps=3692 images/s, loss=0.2833, top1-acc=90.21%, top5-acc=99.73%, remaining_time=0:00:09.932488, arrival_time=2021-04-10 01:36:29.700264, cost_time=0:00:04.381986 2021-04-10 01:36:20,474 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=2.28ms, fps=3627 images/s, loss=0.2789, top1-acc=90.44%, top5-acc=99.74%, remaining_time=0:00:09.158814, arrival_time=2021-04-10 01:36:29.632822, cost_time=0:00:05.088207 2021-04-10 01:36:21,169 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.52ms, fps=3684 images/s, loss=0.2828, top1-acc=90.25%, top5-acc=99.76%, remaining_time=0:00:08.386104, arrival_time=2021-04-10 01:36:29.555478, cost_time=0:00:05.783502 2021-04-10 01:36:21,866 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=0.27ms, fps=3674 images/s, loss=0.2827, top1-acc=90.24%, top5-acc=99.76%, remaining_time=0:00:07.632954, arrival_time=2021-04-10 01:36:29.499729, cost_time=0:00:06.480833 2021-04-10 01:36:22,583 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=2.12ms, fps=3574 images/s, loss=0.2835, top1-acc=90.22%, top5-acc=99.74%, remaining_time=0:00:06.910080, arrival_time=2021-04-10 01:36:29.493916, cost_time=0:00:07.198025 2021-04-10 01:36:23,282 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.66ms, fps=3668 images/s, loss=0.2854, top1-acc=90.15%, top5-acc=99.75%, remaining_time=0:00:06.173596, arrival_time=2021-04-10 01:36:29.455812, cost_time=0:00:07.896422 2021-04-10 01:36:23,990 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=2.19ms, fps=3620 images/s, loss=0.2859, top1-acc=90.12%, top5-acc=99.75%, remaining_time=0:00:05.449200, arrival_time=2021-04-10 01:36:29.439213, cost_time=0:00:08.604057 2021-04-10 01:36:24,693 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.47ms, fps=3642 images/s, loss=0.2871, top1-acc=90.11%, top5-acc=99.74%, remaining_time=0:00:04.725468, arrival_time=2021-04-10 01:36:29.419086, cost_time=0:00:09.307782 2021-04-10 01:36:25,393 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=2.21ms, fps=3660 images/s, loss=0.2871, top1-acc=90.12%, top5-acc=99.74%, remaining_time=0:00:04.003104, arrival_time=2021-04-10 01:36:29.396841, cost_time=0:00:10.007784 2021-04-10 01:36:26,094 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.90ms, fps=3657 images/s, loss=0.2883, top1-acc=90.10%, top5-acc=99.73%, remaining_time=0:00:03.284032, arrival_time=2021-04-10 01:36:29.378655, cost_time=0:00:10.708790 2021-04-10 01:36:26,796 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.69ms, fps=3651 images/s, loss=0.2889, top1-acc=90.06%, top5-acc=99.73%, remaining_time=0:00:02.567376, arrival_time=2021-04-10 01:36:29.363821, cost_time=0:00:11.410531 2021-04-10 01:36:27,510 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=2.10ms, fps=3589 images/s, loss=0.2895, top1-acc=90.04%, top5-acc=99.72%, remaining_time=0:00:01.854346, arrival_time=2021-04-10 01:36:29.364770, cost_time=0:00:12.124564 2021-04-10 01:36:28,210 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.48ms, fps=3663 images/s, loss=0.2897, top1-acc=90.02%, top5-acc=99.72%, remaining_time=0:00:01.139920, arrival_time=2021-04-10 01:36:29.349880, cost_time=0:00:12.824050 2021-04-10 01:36:28,910 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.37ms, fps=3660 images/s, loss=0.2901, top1-acc=89.97%, top5-acc=99.73%, remaining_time=0:00:00.427080, arrival_time=2021-04-10 01:36:29.337149, cost_time=0:00:13.524270 2021-04-10 01:36:29,290 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=0.10ms, fps=3578 images/s, loss=0.2918, top1-acc=89.95%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:29.290537, cost_time=0:00:13.904707 2021-04-10 01:36:29,644 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=0.75ms, fps=7262 images/s, loss=0.4967, top1-acc=83.55%, top5-acc=99.22%, remaining_time=0:00:01.057530, arrival_time=2021-04-10 01:36:30.702193, cost_time=0:00:00.352511 2021-04-10 01:36:29,862 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=0.43ms, fps=11810 images/s, loss=0.4929, top1-acc=83.44%, top5-acc=99.26%, remaining_time=0:00:00.570040, arrival_time=2021-04-10 01:36:30.432123, cost_time=0:00:00.570042 2021-04-10 01:36:30,144 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=0.46ms, fps=9072 images/s, loss=0.4984, top1-acc=83.35%, top5-acc=99.24%, remaining_time=0:00:00.284230, arrival_time=2021-04-10 01:36:30.428920, cost_time=0:00:00.852684 2021-04-10 01:36:30,335 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.09ms, fps=12198 images/s, loss=0.4890, top1-acc=83.30%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:30.335246, cost_time=0:00:01.043271 2021-04-10 01:36:30,363 INFO : Epoch=0057 complete, best val top1-acc=84.77%, top5-acc=99.41% (epoch=44), remaining_time=0:35:44.114687, arrival_time=2021-04-10 02:12:14.477656, cost_time=0:14:14.647109 2021-04-10 01:36:30,363 INFO : Train start, epoch=0058, lr=0.081262 2021-04-10 01:36:31,386 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=0.39ms, fps=2502 images/s, loss=0.3111, top1-acc=89.18%, top5-acc=99.53%, remaining_time=0:00:19.029102, arrival_time=2021-04-10 01:36:50.415952, cost_time=0:00:01.023072 2021-04-10 01:36:32,081 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.54ms, fps=3686 images/s, loss=0.3006, top1-acc=89.39%, top5-acc=99.71%, remaining_time=0:00:15.119808, arrival_time=2021-04-10 01:36:47.201702, cost_time=0:00:01.718162 2021-04-10 01:36:32,780 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.97ms, fps=3668 images/s, loss=0.2862, top1-acc=89.84%, top5-acc=99.75%, remaining_time=0:00:13.371300, arrival_time=2021-04-10 01:36:46.151565, cost_time=0:00:02.416487 2021-04-10 01:36:33,474 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.45ms, fps=3689 images/s, loss=0.2780, top1-acc=90.25%, top5-acc=99.77%, remaining_time=0:00:12.132900, arrival_time=2021-04-10 01:36:45.607652, cost_time=0:00:03.111013 2021-04-10 01:36:34,175 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=3.15ms, fps=3657 images/s, loss=0.2822, top1-acc=90.12%, top5-acc=99.71%, remaining_time=0:00:11.129434, arrival_time=2021-04-10 01:36:45.304673, cost_time=0:00:03.811452 2021-04-10 01:36:34,873 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.48ms, fps=3671 images/s, loss=0.2827, top1-acc=90.15%, top5-acc=99.70%, remaining_time=0:00:10.221080, arrival_time=2021-04-10 01:36:45.094138, cost_time=0:00:04.509326 2021-04-10 01:36:35,563 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.58ms, fps=3709 images/s, loss=0.2851, top1-acc=90.07%, top5-acc=99.69%, remaining_time=0:00:09.359784, arrival_time=2021-04-10 01:36:44.923429, cost_time=0:00:05.199887 2021-04-10 01:36:36,264 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.77ms, fps=3658 images/s, loss=0.2846, top1-acc=90.07%, top5-acc=99.70%, remaining_time=0:00:08.555232, arrival_time=2021-04-10 01:36:44.819313, cost_time=0:00:05.900192 2021-04-10 01:36:36,967 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.59ms, fps=3647 images/s, loss=0.2817, top1-acc=90.18%, top5-acc=99.70%, remaining_time=0:00:07.776902, arrival_time=2021-04-10 01:36:44.743979, cost_time=0:00:06.603025 2021-04-10 01:36:37,681 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=3.41ms, fps=3587 images/s, loss=0.2804, top1-acc=90.24%, top5-acc=99.70%, remaining_time=0:00:07.025280, arrival_time=2021-04-10 01:36:44.707020, cost_time=0:00:07.317963 2021-04-10 01:36:38,384 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=2.22ms, fps=3646 images/s, loss=0.2795, top1-acc=90.26%, top5-acc=99.70%, remaining_time=0:00:06.270604, arrival_time=2021-04-10 01:36:44.654961, cost_time=0:00:08.020577 2021-04-10 01:36:39,086 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.53ms, fps=3647 images/s, loss=0.2822, top1-acc=90.21%, top5-acc=99.70%, remaining_time=0:00:05.524592, arrival_time=2021-04-10 01:36:44.611459, cost_time=0:00:08.723042 2021-04-10 01:36:39,782 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.67ms, fps=3685 images/s, loss=0.2826, top1-acc=90.15%, top5-acc=99.72%, remaining_time=0:00:04.781700, arrival_time=2021-04-10 01:36:44.563920, cost_time=0:00:09.418483 2021-04-10 01:36:40,475 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.54ms, fps=3694 images/s, loss=0.2833, top1-acc=90.13%, top5-acc=99.72%, remaining_time=0:00:04.044712, arrival_time=2021-04-10 01:36:44.520425, cost_time=0:00:10.111834 2021-04-10 01:36:41,171 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.85ms, fps=3685 images/s, loss=0.2840, top1-acc=90.10%, top5-acc=99.71%, remaining_time=0:00:03.314254, arrival_time=2021-04-10 01:36:44.485343, cost_time=0:00:10.807354 2021-04-10 01:36:41,864 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.42ms, fps=3697 images/s, loss=0.2854, top1-acc=90.07%, top5-acc=99.72%, remaining_time=0:00:02.587536, arrival_time=2021-04-10 01:36:44.451614, cost_time=0:00:11.500199 2021-04-10 01:36:42,565 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=4.78ms, fps=3652 images/s, loss=0.2851, top1-acc=90.11%, top5-acc=99.72%, remaining_time=0:00:01.866202, arrival_time=2021-04-10 01:36:44.431979, cost_time=0:00:12.202030 2021-04-10 01:36:43,260 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.64ms, fps=3685 images/s, loss=0.2855, top1-acc=90.13%, top5-acc=99.73%, remaining_time=0:00:01.146416, arrival_time=2021-04-10 01:36:44.407300, cost_time=0:00:12.897149 2021-04-10 01:36:43,969 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.76ms, fps=3614 images/s, loss=0.2864, top1-acc=90.09%, top5-acc=99.73%, remaining_time=0:00:00.429660, arrival_time=2021-04-10 01:36:44.399443, cost_time=0:00:13.605979 2021-04-10 01:36:44,344 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=0.08ms, fps=3632 images/s, loss=0.2870, top1-acc=90.07%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:44.344717, cost_time=0:00:13.980971 2021-04-10 01:36:44,662 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=0.28ms, fps=8090 images/s, loss=0.5772, top1-acc=82.58%, top5-acc=99.02%, remaining_time=0:00:00.949260, arrival_time=2021-04-10 01:36:45.611516, cost_time=0:00:00.316418 2021-04-10 01:36:44,907 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=0.29ms, fps=10442 images/s, loss=0.6030, top1-acc=81.78%, top5-acc=99.20%, remaining_time=0:00:00.562080, arrival_time=2021-04-10 01:36:45.469997, cost_time=0:00:00.562086 2021-04-10 01:36:45,113 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=2.68ms, fps=12507 images/s, loss=0.6068, top1-acc=81.89%, top5-acc=99.18%, remaining_time=0:00:00.255730, arrival_time=2021-04-10 01:36:45.368769, cost_time=0:00:00.767197 2021-04-10 01:36:45,303 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.05ms, fps=12218 images/s, loss=0.6088, top1-acc=82.09%, top5-acc=99.10%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:45.303340, cost_time=0:00:00.957566 2021-04-10 01:36:45,329 INFO : Epoch=0058 complete, best val top1-acc=84.77%, top5-acc=99.41% (epoch=44), remaining_time=0:35:29.054422, arrival_time=2021-04-10 02:12:14.384026, cost_time=0:14:29.613754 2021-04-10 01:36:45,330 INFO : Train start, epoch=0059, lr=0.080645 2021-04-10 01:36:46,228 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=0.38ms, fps=2849 images/s, loss=0.2483, top1-acc=91.25%, top5-acc=99.88%, remaining_time=0:00:16.711542, arrival_time=2021-04-10 01:37:02.940323, cost_time=0:00:00.898468 2021-04-10 01:36:46,926 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=2.12ms, fps=3673 images/s, loss=0.2705, top1-acc=90.82%, top5-acc=99.86%, remaining_time=0:00:14.044448, arrival_time=2021-04-10 01:37:00.970732, cost_time=0:00:01.595964 2021-04-10 01:36:47,626 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.88ms, fps=3660 images/s, loss=0.2701, top1-acc=90.74%, top5-acc=99.82%, remaining_time=0:00:12.704312, arrival_time=2021-04-10 01:37:00.330571, cost_time=0:00:02.295949 2021-04-10 01:36:48,323 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.95ms, fps=3677 images/s, loss=0.2742, top1-acc=90.62%, top5-acc=99.79%, remaining_time=0:00:11.671296, arrival_time=2021-04-10 01:36:59.994276, cost_time=0:00:02.992650 2021-04-10 01:36:49,050 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=2.19ms, fps=3526 images/s, loss=0.2739, top1-acc=90.54%, top5-acc=99.75%, remaining_time=0:00:10.861378, arrival_time=2021-04-10 01:36:59.911347, cost_time=0:00:03.719644 2021-04-10 01:36:49,772 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.82ms, fps=3546 images/s, loss=0.2790, top1-acc=90.36%, top5-acc=99.71%, remaining_time=0:00:10.068896, arrival_time=2021-04-10 01:36:59.841294, cost_time=0:00:04.442130 2021-04-10 01:36:50,473 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.47ms, fps=3658 images/s, loss=0.2796, top1-acc=90.23%, top5-acc=99.72%, remaining_time=0:00:09.256086, arrival_time=2021-04-10 01:36:59.728961, cost_time=0:00:05.142303 2021-04-10 01:36:51,178 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.70ms, fps=3632 images/s, loss=0.2833, top1-acc=90.15%, top5-acc=99.70%, remaining_time=0:00:08.479948, arrival_time=2021-04-10 01:36:59.658508, cost_time=0:00:05.848270 2021-04-10 01:36:51,873 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.66ms, fps=3684 images/s, loss=0.2847, top1-acc=90.08%, top5-acc=99.68%, remaining_time=0:00:07.706836, arrival_time=2021-04-10 01:36:59.580693, cost_time=0:00:06.543582 2021-04-10 01:36:52,581 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=2.25ms, fps=3623 images/s, loss=0.2829, top1-acc=90.11%, top5-acc=99.69%, remaining_time=0:00:06.960576, arrival_time=2021-04-10 01:36:59.541617, cost_time=0:00:07.250624 2021-04-10 01:36:53,278 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.46ms, fps=3674 images/s, loss=0.2843, top1-acc=90.09%, top5-acc=99.69%, remaining_time=0:00:06.214016, arrival_time=2021-04-10 01:36:59.492806, cost_time=0:00:07.948194 2021-04-10 01:36:53,980 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.40ms, fps=3654 images/s, loss=0.2869, top1-acc=90.05%, top5-acc=99.69%, remaining_time=0:00:05.478308, arrival_time=2021-04-10 01:36:59.458604, cost_time=0:00:08.650001 2021-04-10 01:36:54,679 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=2.06ms, fps=3665 images/s, loss=0.2864, top1-acc=90.08%, top5-acc=99.70%, remaining_time=0:00:04.746390, arrival_time=2021-04-10 01:36:59.425626, cost_time=0:00:09.348928 2021-04-10 01:36:55,383 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.80ms, fps=3638 images/s, loss=0.2867, top1-acc=90.11%, top5-acc=99.70%, remaining_time=0:00:04.021248, arrival_time=2021-04-10 01:36:59.404762, cost_time=0:00:10.053102 2021-04-10 01:36:56,083 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.45ms, fps=3660 images/s, loss=0.2871, top1-acc=90.10%, top5-acc=99.70%, remaining_time=0:00:03.297694, arrival_time=2021-04-10 01:36:59.381360, cost_time=0:00:10.753353 2021-04-10 01:36:56,782 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.42ms, fps=3666 images/s, loss=0.2875, top1-acc=90.06%, top5-acc=99.70%, remaining_time=0:00:02.576772, arrival_time=2021-04-10 01:36:59.359415, cost_time=0:00:11.452291 2021-04-10 01:36:57,484 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.97ms, fps=3653 images/s, loss=0.2865, top1-acc=90.05%, top5-acc=99.71%, remaining_time=0:00:01.858792, arrival_time=2021-04-10 01:36:59.342768, cost_time=0:00:12.153680 2021-04-10 01:36:58,180 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.88ms, fps=3676 images/s, loss=0.2859, top1-acc=90.07%, top5-acc=99.71%, remaining_time=0:00:01.142272, arrival_time=2021-04-10 01:36:59.323094, cost_time=0:00:12.850552 2021-04-10 01:36:58,878 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.84ms, fps=3673 images/s, loss=0.2871, top1-acc=90.03%, top5-acc=99.70%, remaining_time=0:00:00.427830, arrival_time=2021-04-10 01:36:59.306219, cost_time=0:00:13.547978 2021-04-10 01:36:59,254 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=0.08ms, fps=3626 images/s, loss=0.2868, top1-acc=90.03%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:59.254135, cost_time=0:00:13.923842 2021-04-10 01:36:59,561 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.36ms, fps=8361 images/s, loss=0.5591, top1-acc=81.48%, top5-acc=99.22%, remaining_time=0:00:00.918510, arrival_time=2021-04-10 01:37:00.479826, cost_time=0:00:00.306166 2021-04-10 01:36:59,817 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=0.18ms, fps=9992 images/s, loss=0.5601, top1-acc=82.09%, top5-acc=99.22%, remaining_time=0:00:00.562760, arrival_time=2021-04-10 01:37:00.380653, cost_time=0:00:00.562757 2021-04-10 01:37:00,083 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=0.27ms, fps=9650 images/s, loss=0.5548, top1-acc=81.93%, top5-acc=99.21%, remaining_time=0:00:00.276120, arrival_time=2021-04-10 01:37:00.359671, cost_time=0:00:00.828374 2021-04-10 01:37:00,325 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.09ms, fps=9613 images/s, loss=0.5592, top1-acc=81.79%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:00.325271, cost_time=0:00:01.070144 2021-04-10 01:37:00,358 INFO : Epoch=0059 complete, best val top1-acc=84.77%, top5-acc=99.41% (epoch=44), remaining_time=0:35:14.145681, arrival_time=2021-04-10 02:12:14.504084, cost_time=0:14:44.642542 2021-04-10 01:37:00,359 INFO : Train start, epoch=0060, lr=0.080021 2021-04-10 01:37:01,255 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=0.26ms, fps=2857 images/s, loss=0.2869, top1-acc=89.84%, top5-acc=99.88%, remaining_time=0:00:16.665228, arrival_time=2021-04-10 01:37:17.920307, cost_time=0:00:00.895979 2021-04-10 01:37:01,971 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.86ms, fps=3576 images/s, loss=0.2805, top1-acc=90.21%, top5-acc=99.77%, remaining_time=0:00:14.187888, arrival_time=2021-04-10 01:37:16.159299, cost_time=0:00:01.612264 2021-04-10 01:37:02,670 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=2.62ms, fps=3666 images/s, loss=0.2861, top1-acc=89.93%, top5-acc=99.77%, remaining_time=0:00:12.787810, arrival_time=2021-04-10 01:37:15.458008, cost_time=0:00:02.311050 2021-04-10 01:37:03,372 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=2.06ms, fps=3651 images/s, loss=0.2881, top1-acc=89.92%, top5-acc=99.75%, remaining_time=0:00:11.750232, arrival_time=2021-04-10 01:37:15.122248, cost_time=0:00:03.012868 2021-04-10 01:37:04,076 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.81ms, fps=3636 images/s, loss=0.2887, top1-acc=89.92%, top5-acc=99.74%, remaining_time=0:00:10.854954, arrival_time=2021-04-10 01:37:14.931573, cost_time=0:00:03.717469 2021-04-10 01:37:04,782 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=2.00ms, fps=3631 images/s, loss=0.2862, top1-acc=90.07%, top5-acc=99.75%, remaining_time=0:00:10.025376, arrival_time=2021-04-10 01:37:14.807527, cost_time=0:00:04.422987 2021-04-10 01:37:05,481 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.61ms, fps=3665 images/s, loss=0.2862, top1-acc=90.08%, top5-acc=99.76%, remaining_time=0:00:09.219798, arrival_time=2021-04-10 01:37:14.701201, cost_time=0:00:05.122108 2021-04-10 01:37:06,192 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.40ms, fps=3604 images/s, loss=0.2882, top1-acc=90.01%, top5-acc=99.77%, remaining_time=0:00:08.458024, arrival_time=2021-04-10 01:37:14.650310, cost_time=0:00:05.833126 2021-04-10 01:37:06,902 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.97ms, fps=3609 images/s, loss=0.2902, top1-acc=89.90%, top5-acc=99.78%, remaining_time=0:00:07.706306, arrival_time=2021-04-10 01:37:14.608616, cost_time=0:00:06.543117 2021-04-10 01:37:07,608 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=2.25ms, fps=3629 images/s, loss=0.2901, top1-acc=89.91%, top5-acc=99.77%, remaining_time=0:00:06.959136, arrival_time=2021-04-10 01:37:14.567395, cost_time=0:00:07.249092 2021-04-10 01:37:08,309 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.97ms, fps=3658 images/s, loss=0.2906, top1-acc=89.86%, top5-acc=99.75%, remaining_time=0:00:06.215048, arrival_time=2021-04-10 01:37:14.524004, cost_time=0:00:07.949508 2021-04-10 01:37:09,001 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.59ms, fps=3704 images/s, loss=0.2910, top1-acc=89.90%, top5-acc=99.75%, remaining_time=0:00:05.473140, arrival_time=2021-04-10 01:37:14.474099, cost_time=0:00:08.641842 2021-04-10 01:37:09,699 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=2.02ms, fps=3666 images/s, loss=0.2922, top1-acc=89.87%, top5-acc=99.74%, remaining_time=0:00:04.742166, arrival_time=2021-04-10 01:37:14.441935, cost_time=0:00:09.340612 2021-04-10 01:37:10,408 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.41ms, fps=3616 images/s, loss=0.2922, top1-acc=89.84%, top5-acc=99.74%, remaining_time=0:00:04.019680, arrival_time=2021-04-10 01:37:14.428028, cost_time=0:00:10.049152 2021-04-10 01:37:11,099 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.44ms, fps=3708 images/s, loss=0.2925, top1-acc=89.85%, top5-acc=99.73%, remaining_time=0:00:03.293646, arrival_time=2021-04-10 01:37:14.392922, cost_time=0:00:10.740166 2021-04-10 01:37:11,801 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=2.10ms, fps=3648 images/s, loss=0.2915, top1-acc=89.90%, top5-acc=99.74%, remaining_time=0:00:02.574504, arrival_time=2021-04-10 01:37:14.375933, cost_time=0:00:11.442272 2021-04-10 01:37:12,504 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=2.57ms, fps=3643 images/s, loss=0.2902, top1-acc=89.96%, top5-acc=99.74%, remaining_time=0:00:01.857544, arrival_time=2021-04-10 01:37:14.362264, cost_time=0:00:12.145459 2021-04-10 01:37:13,198 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.51ms, fps=3692 images/s, loss=0.2900, top1-acc=89.98%, top5-acc=99.74%, remaining_time=0:00:01.141312, arrival_time=2021-04-10 01:37:14.340123, cost_time=0:00:12.839707 2021-04-10 01:37:13,898 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.29ms, fps=3662 images/s, loss=0.2904, top1-acc=89.96%, top5-acc=99.72%, remaining_time=0:00:00.427554, arrival_time=2021-04-10 01:37:14.325860, cost_time=0:00:13.539204 2021-04-10 01:37:14,268 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=0.08ms, fps=3678 images/s, loss=0.2917, top1-acc=89.91%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:14.268443, cost_time=0:00:13.909345 2021-04-10 01:37:14,600 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=0.35ms, fps=7727 images/s, loss=0.4531, top1-acc=85.35%, top5-acc=99.49%, remaining_time=0:00:00.993870, arrival_time=2021-04-10 01:37:15.594632, cost_time=0:00:00.331289 2021-04-10 01:37:14,804 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=0.29ms, fps=12598 images/s, loss=0.4548, top1-acc=85.10%, top5-acc=99.53%, remaining_time=0:00:00.534920, arrival_time=2021-04-10 01:37:15.339327, cost_time=0:00:00.534917 2021-04-10 01:37:14,996 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=2.50ms, fps=13391 images/s, loss=0.4439, top1-acc=85.39%, top5-acc=99.49%, remaining_time=0:00:00.242190, arrival_time=2021-04-10 01:37:15.238233, cost_time=0:00:00.726556 2021-04-10 01:37:15,216 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.06ms, fps=10545 images/s, loss=0.4414, top1-acc=85.59%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:15.216488, cost_time=0:00:00.947018 2021-04-10 01:37:15,289 INFO : Epoch=0060 complete, best val top1-acc=85.59%, top5-acc=99.49% (epoch=60), remaining_time=0:34:59.004460, arrival_time=2021-04-10 02:12:14.293670, cost_time=0:14:59.573350 2021-04-10 01:37:15,289 INFO : Train start, epoch=0061, lr=0.079389 2021-04-10 01:37:16,202 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=2.00ms, fps=2806 images/s, loss=0.2768, top1-acc=91.25%, top5-acc=99.69%, remaining_time=0:00:16.970268, arrival_time=2021-04-10 01:37:33.172551, cost_time=0:00:00.912379 2021-04-10 01:37:16,891 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.53ms, fps=3715 images/s, loss=0.2789, top1-acc=90.94%, top5-acc=99.73%, remaining_time=0:00:14.096896, arrival_time=2021-04-10 01:37:30.988762, cost_time=0:00:01.601921 2021-04-10 01:37:17,589 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.62ms, fps=3670 images/s, loss=0.2787, top1-acc=90.64%, top5-acc=99.70%, remaining_time=0:00:12.726390, arrival_time=2021-04-10 01:37:30.316296, cost_time=0:00:02.299958 2021-04-10 01:37:18,288 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.61ms, fps=3669 images/s, loss=0.2810, top1-acc=90.40%, top5-acc=99.71%, remaining_time=0:00:11.692824, arrival_time=2021-04-10 01:37:29.980939, cost_time=0:00:02.998170 2021-04-10 01:37:18,985 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.38ms, fps=3673 images/s, loss=0.2801, top1-acc=90.45%, top5-acc=99.73%, remaining_time=0:00:10.791444, arrival_time=2021-04-10 01:37:29.777107, cost_time=0:00:03.695717 2021-04-10 01:37:19,684 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=2.08ms, fps=3667 images/s, loss=0.2786, top1-acc=90.48%, top5-acc=99.73%, remaining_time=0:00:09.960640, arrival_time=2021-04-10 01:37:29.644967, cost_time=0:00:04.394422 2021-04-10 01:37:20,383 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.44ms, fps=3664 images/s, loss=0.2789, top1-acc=90.37%, top5-acc=99.73%, remaining_time=0:00:09.168390, arrival_time=2021-04-10 01:37:29.551956, cost_time=0:00:05.093578 2021-04-10 01:37:21,081 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=2.16ms, fps=3673 images/s, loss=0.2789, top1-acc=90.35%, top5-acc=99.74%, remaining_time=0:00:08.397124, arrival_time=2021-04-10 01:37:29.478160, cost_time=0:00:05.791117 2021-04-10 01:37:21,788 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.98ms, fps=3622 images/s, loss=0.2807, top1-acc=90.28%, top5-acc=99.74%, remaining_time=0:00:07.653730, arrival_time=2021-04-10 01:37:29.442254, cost_time=0:00:06.498444 2021-04-10 01:37:22,492 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=2.53ms, fps=3640 images/s, loss=0.2803, top1-acc=90.28%, top5-acc=99.73%, remaining_time=0:00:06.914592, arrival_time=2021-04-10 01:37:29.407215, cost_time=0:00:07.202658 2021-04-10 01:37:23,199 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.52ms, fps=3627 images/s, loss=0.2800, top1-acc=90.30%, top5-acc=99.73%, remaining_time=0:00:06.183400, arrival_time=2021-04-10 01:37:29.382485, cost_time=0:00:07.909019 2021-04-10 01:37:23,895 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.58ms, fps=3679 images/s, loss=0.2805, top1-acc=90.27%, top5-acc=99.73%, remaining_time=0:00:05.450340, arrival_time=2021-04-10 01:37:29.346001, cost_time=0:00:08.605756 2021-04-10 01:37:24,596 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.92ms, fps=3655 images/s, loss=0.2787, top1-acc=90.35%, top5-acc=99.72%, remaining_time=0:00:04.724874, arrival_time=2021-04-10 01:37:29.321527, cost_time=0:00:09.306590 2021-04-10 01:37:25,295 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.67ms, fps=3665 images/s, loss=0.2804, top1-acc=90.31%, top5-acc=99.71%, remaining_time=0:00:04.002432, arrival_time=2021-04-10 01:37:29.298360, cost_time=0:00:10.006016 2021-04-10 01:37:25,986 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.43ms, fps=3711 images/s, loss=0.2792, top1-acc=90.35%, top5-acc=99.72%, remaining_time=0:00:03.280214, arrival_time=2021-04-10 01:37:29.266449, cost_time=0:00:10.696328 2021-04-10 01:37:26,690 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.98ms, fps=3640 images/s, loss=0.2778, top1-acc=90.42%, top5-acc=99.72%, remaining_time=0:00:02.565000, arrival_time=2021-04-10 01:37:29.255053, cost_time=0:00:11.400023 2021-04-10 01:37:27,381 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.95ms, fps=3703 images/s, loss=0.2776, top1-acc=90.40%, top5-acc=99.72%, remaining_time=0:00:01.849354, arrival_time=2021-04-10 01:37:29.231230, cost_time=0:00:12.091970 2021-04-10 01:37:28,069 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.57ms, fps=3726 images/s, loss=0.2785, top1-acc=90.33%, top5-acc=99.72%, remaining_time=0:00:01.135952, arrival_time=2021-04-10 01:37:29.205262, cost_time=0:00:12.779407 2021-04-10 01:37:28,764 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.42ms, fps=3688 images/s, loss=0.2794, top1-acc=90.32%, top5-acc=99.72%, remaining_time=0:00:00.425490, arrival_time=2021-04-10 01:37:29.189535, cost_time=0:00:13.473938 2021-04-10 01:37:29,141 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.65ms, fps=3607 images/s, loss=0.2797, top1-acc=90.31%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:29.141885, cost_time=0:00:13.851990 2021-04-10 01:37:29,502 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=0.21ms, fps=7117 images/s, loss=0.6916, top1-acc=78.91%, top5-acc=99.22%, remaining_time=0:00:01.079100, arrival_time=2021-04-10 01:37:30.581651, cost_time=0:00:00.359704 2021-04-10 01:37:29,675 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=0.28ms, fps=14812 images/s, loss=0.6750, top1-acc=79.04%, top5-acc=99.22%, remaining_time=0:00:00.532860, arrival_time=2021-04-10 01:37:30.208581, cost_time=0:00:00.532855 2021-04-10 01:37:29,913 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=0.41ms, fps=10772 images/s, loss=0.6407, top1-acc=79.92%, top5-acc=99.31%, remaining_time=0:00:00.256940, arrival_time=2021-04-10 01:37:30.170663, cost_time=0:00:00.770834 2021-04-10 01:37:30,125 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.06ms, fps=10990 images/s, loss=0.6576, top1-acc=79.69%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:30.125228, cost_time=0:00:00.982390 2021-04-10 01:37:30,150 INFO : Epoch=0061 complete, best val top1-acc=85.59%, top5-acc=99.49% (epoch=60), remaining_time=0:34:43.712721, arrival_time=2021-04-10 02:12:13.863668, cost_time=0:15:14.435100 2021-04-10 01:37:30,151 INFO : Train start, epoch=0062, lr=0.078750 2021-04-10 01:37:31,044 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.79ms, fps=2868 images/s, loss=0.2855, top1-acc=90.23%, top5-acc=99.77%, remaining_time=0:00:16.604778, arrival_time=2021-04-10 01:37:47.649108, cost_time=0:00:00.892730 2021-04-10 01:37:31,743 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.40ms, fps=3662 images/s, loss=0.2775, top1-acc=90.68%, top5-acc=99.80%, remaining_time=0:00:14.012064, arrival_time=2021-04-10 01:37:45.755913, cost_time=0:00:01.592289 2021-04-10 01:37:32,461 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=2.14ms, fps=3572 images/s, loss=0.2771, top1-acc=90.69%, top5-acc=99.83%, remaining_time=0:00:12.779178, arrival_time=2021-04-10 01:37:45.240225, cost_time=0:00:02.309482 2021-04-10 01:37:33,160 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.50ms, fps=3664 images/s, loss=0.2824, top1-acc=90.47%, top5-acc=99.81%, remaining_time=0:00:11.733228, arrival_time=2021-04-10 01:37:44.893343, cost_time=0:00:03.008508 2021-04-10 01:37:33,862 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.97ms, fps=3647 images/s, loss=0.2795, top1-acc=90.48%, top5-acc=99.81%, remaining_time=0:00:10.836120, arrival_time=2021-04-10 01:37:44.698749, cost_time=0:00:03.711016 2021-04-10 01:37:34,572 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=2.25ms, fps=3612 images/s, loss=0.2824, top1-acc=90.33%, top5-acc=99.79%, remaining_time=0:00:10.019528, arrival_time=2021-04-10 01:37:44.591480, cost_time=0:00:04.420352 2021-04-10 01:37:35,319 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=3.90ms, fps=3427 images/s, loss=0.2790, top1-acc=90.44%, top5-acc=99.78%, remaining_time=0:00:09.302076, arrival_time=2021-04-10 01:37:44.621722, cost_time=0:00:05.167839 2021-04-10 01:37:36,022 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.51ms, fps=3648 images/s, loss=0.2778, top1-acc=90.50%, top5-acc=99.78%, remaining_time=0:00:08.512544, arrival_time=2021-04-10 01:37:44.534919, cost_time=0:00:05.870739 2021-04-10 01:37:36,724 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.52ms, fps=3650 images/s, loss=0.2755, top1-acc=90.53%, top5-acc=99.78%, remaining_time=0:00:07.741180, arrival_time=2021-04-10 01:37:44.465576, cost_time=0:00:06.572666 2021-04-10 01:37:37,421 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.92ms, fps=3675 images/s, loss=0.2792, top1-acc=90.43%, top5-acc=99.79%, remaining_time=0:00:06.979296, arrival_time=2021-04-10 01:37:44.400967, cost_time=0:00:07.270054 2021-04-10 01:37:38,133 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=2.21ms, fps=3601 images/s, loss=0.2804, top1-acc=90.37%, top5-acc=99.79%, remaining_time=0:00:06.240074, arrival_time=2021-04-10 01:37:44.373249, cost_time=0:00:07.981524 2021-04-10 01:37:38,831 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=2.01ms, fps=3668 images/s, loss=0.2788, top1-acc=90.39%, top5-acc=99.79%, remaining_time=0:00:05.497384, arrival_time=2021-04-10 01:37:44.329064, cost_time=0:00:08.680048 2021-04-10 01:37:39,533 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.93ms, fps=3654 images/s, loss=0.2797, top1-acc=90.35%, top5-acc=99.79%, remaining_time=0:00:04.762824, arrival_time=2021-04-10 01:37:44.295847, cost_time=0:00:09.381301 2021-04-10 01:37:40,234 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.90ms, fps=3652 images/s, loss=0.2806, top1-acc=90.36%, top5-acc=99.78%, remaining_time=0:00:04.033288, arrival_time=2021-04-10 01:37:44.268110, cost_time=0:00:10.083186 2021-04-10 01:37:40,934 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=2.18ms, fps=3662 images/s, loss=0.2790, top1-acc=90.42%, top5-acc=99.78%, remaining_time=0:00:03.306756, arrival_time=2021-04-10 01:37:44.241339, cost_time=0:00:10.782973 2021-04-10 01:37:41,629 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.40ms, fps=3686 images/s, loss=0.2795, top1-acc=90.39%, top5-acc=99.78%, remaining_time=0:00:02.582532, arrival_time=2021-04-10 01:37:44.212191, cost_time=0:00:11.477995 2021-04-10 01:37:42,328 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.40ms, fps=3668 images/s, loss=0.2800, top1-acc=90.40%, top5-acc=99.77%, remaining_time=0:00:01.862302, arrival_time=2021-04-10 01:37:44.190408, cost_time=0:00:12.176538 2021-04-10 01:37:43,020 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.37ms, fps=3701 images/s, loss=0.2814, top1-acc=90.31%, top5-acc=99.77%, remaining_time=0:00:01.143888, arrival_time=2021-04-10 01:37:44.164232, cost_time=0:00:12.868734 2021-04-10 01:37:43,717 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.73ms, fps=3677 images/s, loss=0.2816, top1-acc=90.31%, top5-acc=99.77%, remaining_time=0:00:00.428388, arrival_time=2021-04-10 01:37:44.145618, cost_time=0:00:13.565581 2021-04-10 01:37:44,097 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.44ms, fps=3580 images/s, loss=0.2818, top1-acc=90.29%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:44.097630, cost_time=0:00:13.946080 2021-04-10 01:37:44,514 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.41ms, fps=6156 images/s, loss=0.4557, top1-acc=84.14%, top5-acc=99.30%, remaining_time=0:00:01.247460, arrival_time=2021-04-10 01:37:45.761940, cost_time=0:00:00.415818 2021-04-10 01:37:44,742 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=0.28ms, fps=11231 images/s, loss=0.4747, top1-acc=84.00%, top5-acc=99.32%, remaining_time=0:00:00.644180, arrival_time=2021-04-10 01:37:45.387022, cost_time=0:00:00.644174 2021-04-10 01:37:44,992 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=0.28ms, fps=10296 images/s, loss=0.4817, top1-acc=83.87%, top5-acc=99.28%, remaining_time=0:00:00.297760, arrival_time=2021-04-10 01:37:45.289701, cost_time=0:00:00.893270 2021-04-10 01:37:45,168 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.07ms, fps=13171 images/s, loss=0.4995, top1-acc=83.58%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:45.168538, cost_time=0:00:01.069877 2021-04-10 01:37:45,233 INFO : Epoch=0062 complete, best val top1-acc=85.59%, top5-acc=99.49% (epoch=60), remaining_time=0:34:28.925394, arrival_time=2021-04-10 02:12:14.158457, cost_time=0:15:29.517196 2021-04-10 01:37:45,233 INFO : Train start, epoch=0063, lr=0.078104 2021-04-10 01:37:46,146 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=3.07ms, fps=2804 images/s, loss=0.2747, top1-acc=90.66%, top5-acc=99.80%, remaining_time=0:00:16.978266, arrival_time=2021-04-10 01:38:03.124927, cost_time=0:00:00.912814 2021-04-10 01:37:46,847 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.37ms, fps=3658 images/s, loss=0.2795, top1-acc=90.31%, top5-acc=99.86%, remaining_time=0:00:14.195984, arrival_time=2021-04-10 01:38:01.042972, cost_time=0:00:01.613184 2021-04-10 01:37:47,539 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.55ms, fps=3697 images/s, loss=0.2751, top1-acc=90.40%, top5-acc=99.80%, remaining_time=0:00:12.759756, arrival_time=2021-04-10 01:38:00.299566, cost_time=0:00:02.305965 2021-04-10 01:37:48,240 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.99ms, fps=3658 images/s, loss=0.2707, top1-acc=90.71%, top5-acc=99.82%, remaining_time=0:00:11.724960, arrival_time=2021-04-10 01:37:59.965203, cost_time=0:00:03.006392 2021-04-10 01:37:48,932 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=2.18ms, fps=3701 images/s, loss=0.2689, top1-acc=90.67%, top5-acc=99.82%, remaining_time=0:00:10.800350, arrival_time=2021-04-10 01:37:59.732956, cost_time=0:00:03.698738 2021-04-10 01:37:49,620 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.43ms, fps=3723 images/s, loss=0.2702, top1-acc=90.57%, top5-acc=99.82%, remaining_time=0:00:09.943912, arrival_time=2021-04-10 01:37:59.564763, cost_time=0:00:04.387000 2021-04-10 01:37:50,325 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=4.90ms, fps=3636 images/s, loss=0.2731, top1-acc=90.51%, top5-acc=99.80%, remaining_time=0:00:09.164862, arrival_time=2021-04-10 01:37:59.490430, cost_time=0:00:05.091579 2021-04-10 01:37:51,024 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.49ms, fps=3668 images/s, loss=0.2746, top1-acc=90.35%, top5-acc=99.78%, remaining_time=0:00:08.395964, arrival_time=2021-04-10 01:37:59.420115, cost_time=0:00:05.790332 2021-04-10 01:37:51,724 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.45ms, fps=3660 images/s, loss=0.2755, top1-acc=90.30%, top5-acc=99.77%, remaining_time=0:00:07.643978, arrival_time=2021-04-10 01:37:59.368093, cost_time=0:00:06.490190 2021-04-10 01:37:52,420 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.44ms, fps=3680 images/s, loss=0.2742, top1-acc=90.37%, top5-acc=99.78%, remaining_time=0:00:06.899136, arrival_time=2021-04-10 01:37:59.319533, cost_time=0:00:07.186555 2021-04-10 01:37:53,132 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=2.03ms, fps=3607 images/s, loss=0.2757, top1-acc=90.30%, top5-acc=99.78%, remaining_time=0:00:06.174972, arrival_time=2021-04-10 01:37:59.307083, cost_time=0:00:07.898197 2021-04-10 01:37:53,832 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=2.12ms, fps=3658 images/s, loss=0.2778, top1-acc=90.26%, top5-acc=99.77%, remaining_time=0:00:05.445856, arrival_time=2021-04-10 01:37:59.278432, cost_time=0:00:08.598727 2021-04-10 01:37:54,532 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.68ms, fps=3663 images/s, loss=0.2784, top1-acc=90.21%, top5-acc=99.79%, remaining_time=0:00:04.720584, arrival_time=2021-04-10 01:37:59.252623, cost_time=0:00:09.298087 2021-04-10 01:37:55,234 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.96ms, fps=3651 images/s, loss=0.2792, top1-acc=90.19%, top5-acc=99.77%, remaining_time=0:00:04.000080, arrival_time=2021-04-10 01:37:59.234062, cost_time=0:00:10.000133 2021-04-10 01:37:55,930 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=2.19ms, fps=3679 images/s, loss=0.2801, top1-acc=90.21%, top5-acc=99.77%, remaining_time=0:00:03.280260, arrival_time=2021-04-10 01:37:59.210622, cost_time=0:00:10.696507 2021-04-10 01:37:56,627 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.58ms, fps=3677 images/s, loss=0.2815, top1-acc=90.13%, top5-acc=99.77%, remaining_time=0:00:02.563488, arrival_time=2021-04-10 01:37:59.190713, cost_time=0:00:11.393333 2021-04-10 01:37:57,319 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.52ms, fps=3699 images/s, loss=0.2826, top1-acc=90.11%, top5-acc=99.77%, remaining_time=0:00:01.848470, arrival_time=2021-04-10 01:37:59.168391, cost_time=0:00:12.086074 2021-04-10 01:37:58,012 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.40ms, fps=3698 images/s, loss=0.2844, top1-acc=90.06%, top5-acc=99.76%, remaining_time=0:00:01.135904, arrival_time=2021-04-10 01:37:59.148571, cost_time=0:00:12.778857 2021-04-10 01:37:58,713 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.44ms, fps=3654 images/s, loss=0.2853, top1-acc=90.03%, top5-acc=99.76%, remaining_time=0:00:00.425676, arrival_time=2021-04-10 01:37:59.139412, cost_time=0:00:13.479813 2021-04-10 01:37:59,087 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.48ms, fps=3644 images/s, loss=0.2844, top1-acc=90.06%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:59.087588, cost_time=0:00:13.853785 2021-04-10 01:37:59,451 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=0.20ms, fps=7057 images/s, loss=0.5192, top1-acc=83.48%, top5-acc=99.22%, remaining_time=0:00:01.088220, arrival_time=2021-04-10 01:38:00.539494, cost_time=0:00:00.362745 2021-04-10 01:37:59,699 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=0.20ms, fps=10328 images/s, loss=0.5199, top1-acc=83.24%, top5-acc=99.14%, remaining_time=0:00:00.610940, arrival_time=2021-04-10 01:38:00.310458, cost_time=0:00:00.610932 2021-04-10 01:38:00,005 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=0.52ms, fps=8375 images/s, loss=0.5175, top1-acc=83.02%, top5-acc=99.18%, remaining_time=0:00:00.305780, arrival_time=2021-04-10 01:38:00.311720, cost_time=0:00:00.917331 2021-04-10 01:38:00,185 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.07ms, fps=12928 images/s, loss=0.5145, top1-acc=83.37%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:00.185804, cost_time=0:00:01.097273 2021-04-10 01:38:00,212 INFO : Epoch=0063 complete, best val top1-acc=85.59%, top5-acc=99.49% (epoch=60), remaining_time=0:34:13.904548, arrival_time=2021-04-10 02:12:14.116653, cost_time=0:15:44.496261 2021-04-10 01:38:00,212 INFO : Train start, epoch=0064, lr=0.077451 2021-04-10 01:38:01,105 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=0.27ms, fps=2866 images/s, loss=0.2756, top1-acc=90.35%, top5-acc=99.69%, remaining_time=0:00:16.613334, arrival_time=2021-04-10 01:38:17.719263, cost_time=0:00:00.893187 2021-04-10 01:38:01,807 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.94ms, fps=3655 images/s, loss=0.2632, top1-acc=90.82%, top5-acc=99.73%, remaining_time=0:00:14.029312, arrival_time=2021-04-10 01:38:15.836290, cost_time=0:00:01.594235 2021-04-10 01:38:02,506 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.86ms, fps=3660 images/s, loss=0.2519, top1-acc=91.26%, top5-acc=99.75%, remaining_time=0:00:12.695016, arrival_time=2021-04-10 01:38:15.201967, cost_time=0:00:02.294268 2021-04-10 01:38:03,210 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=2.10ms, fps=3641 images/s, loss=0.2535, top1-acc=91.23%, top5-acc=99.72%, remaining_time=0:00:11.690952, arrival_time=2021-04-10 01:38:14.901337, cost_time=0:00:02.997691 2021-04-10 01:38:03,904 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.36ms, fps=3693 images/s, loss=0.2537, top1-acc=91.30%, top5-acc=99.73%, remaining_time=0:00:10.778450, arrival_time=2021-04-10 01:38:14.682445, cost_time=0:00:03.691255 2021-04-10 01:38:04,606 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.60ms, fps=3648 images/s, loss=0.2591, top1-acc=91.06%, top5-acc=99.73%, remaining_time=0:00:09.958736, arrival_time=2021-04-10 01:38:14.565023, cost_time=0:00:04.393533 2021-04-10 01:38:05,306 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.65ms, fps=3660 images/s, loss=0.2632, top1-acc=90.88%, top5-acc=99.72%, remaining_time=0:00:09.168516, arrival_time=2021-04-10 01:38:14.475138, cost_time=0:00:05.093620 2021-04-10 01:38:06,012 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=2.00ms, fps=3634 images/s, loss=0.2624, top1-acc=90.95%, top5-acc=99.70%, remaining_time=0:00:08.408840, arrival_time=2021-04-10 01:38:14.420836, cost_time=0:00:05.799231 2021-04-10 01:38:06,707 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.98ms, fps=3684 images/s, loss=0.2646, top1-acc=90.83%, top5-acc=99.72%, remaining_time=0:00:07.649490, arrival_time=2021-04-10 01:38:14.357129, cost_time=0:00:06.494822 2021-04-10 01:38:07,411 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.87ms, fps=3638 images/s, loss=0.2654, top1-acc=90.80%, top5-acc=99.73%, remaining_time=0:00:06.911136, arrival_time=2021-04-10 01:38:14.322994, cost_time=0:00:07.199067 2021-04-10 01:38:08,118 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.95ms, fps=3626 images/s, loss=0.2663, top1-acc=90.73%, top5-acc=99.74%, remaining_time=0:00:06.180906, arrival_time=2021-04-10 01:38:14.299372, cost_time=0:00:07.905777 2021-04-10 01:38:08,823 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=2.12ms, fps=3636 images/s, loss=0.2691, top1-acc=90.62%, top5-acc=99.74%, remaining_time=0:00:05.453152, arrival_time=2021-04-10 01:38:14.276238, cost_time=0:00:08.610290 2021-04-10 01:38:09,523 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.86ms, fps=3660 images/s, loss=0.2701, top1-acc=90.54%, top5-acc=99.75%, remaining_time=0:00:04.726854, arrival_time=2021-04-10 01:38:14.250068, cost_time=0:00:09.310469 2021-04-10 01:38:10,226 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.72ms, fps=3644 images/s, loss=0.2727, top1-acc=90.42%, top5-acc=99.75%, remaining_time=0:00:04.005456, arrival_time=2021-04-10 01:38:14.231936, cost_time=0:00:10.013621 2021-04-10 01:38:10,924 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.63ms, fps=3674 images/s, loss=0.2742, top1-acc=90.35%, top5-acc=99.76%, remaining_time=0:00:03.284768, arrival_time=2021-04-10 01:38:14.208774, cost_time=0:00:10.711268 2021-04-10 01:38:11,626 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=2.83ms, fps=3648 images/s, loss=0.2746, top1-acc=90.34%, top5-acc=99.76%, remaining_time=0:00:02.568060, arrival_time=2021-04-10 01:38:14.194582, cost_time=0:00:11.413676 2021-04-10 01:38:12,327 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.50ms, fps=3657 images/s, loss=0.2765, top1-acc=90.30%, top5-acc=99.76%, remaining_time=0:00:01.852812, arrival_time=2021-04-10 01:38:14.180117, cost_time=0:00:12.114591 2021-04-10 01:38:13,029 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=2.08ms, fps=3650 images/s, loss=0.2779, top1-acc=90.26%, top5-acc=99.76%, remaining_time=0:00:01.139248, arrival_time=2021-04-10 01:38:14.168468, cost_time=0:00:12.816477 2021-04-10 01:38:13,728 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.42ms, fps=3666 images/s, loss=0.2783, top1-acc=90.27%, top5-acc=99.76%, remaining_time=0:00:00.426798, arrival_time=2021-04-10 01:38:14.154959, cost_time=0:00:13.515271 2021-04-10 01:38:14,111 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=0.12ms, fps=3553 images/s, loss=0.2781, top1-acc=90.28%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:14.111691, cost_time=0:00:13.898941 2021-04-10 01:38:14,476 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=51.48ms, fps=7042 images/s, loss=0.5683, top1-acc=81.60%, top5-acc=98.67%, remaining_time=0:00:01.090620, arrival_time=2021-04-10 01:38:15.567435, cost_time=0:00:00.363535 2021-04-10 01:38:14,688 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=0.36ms, fps=12117 images/s, loss=0.5589, top1-acc=81.64%, top5-acc=98.93%, remaining_time=0:00:00.575360, arrival_time=2021-04-10 01:38:15.263984, cost_time=0:00:00.575363 2021-04-10 01:38:14,952 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=39.87ms, fps=9705 images/s, loss=0.5623, top1-acc=81.65%, top5-acc=98.74%, remaining_time=0:00:00.279860, arrival_time=2021-04-10 01:38:15.232713, cost_time=0:00:00.839595 2021-04-10 01:38:15,151 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.06ms, fps=11721 images/s, loss=0.5670, top1-acc=81.62%, top5-acc=98.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:15.151204, cost_time=0:00:01.038012 2021-04-10 01:38:15,177 INFO : Epoch=0064 complete, best val top1-acc=85.59%, top5-acc=99.49% (epoch=60), remaining_time=0:33:58.855832, arrival_time=2021-04-10 02:12:14.033245, cost_time=0:15:59.461566 2021-04-10 01:38:15,177 INFO : Train start, epoch=0065, lr=0.076791 2021-04-10 01:38:16,138 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=0.27ms, fps=2667 images/s, loss=0.2601, top1-acc=90.39%, top5-acc=99.84%, remaining_time=0:00:17.854698, arrival_time=2021-04-10 01:38:33.992682, cost_time=0:00:00.959927 2021-04-10 01:38:16,836 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.87ms, fps=3666 images/s, loss=0.2710, top1-acc=90.70%, top5-acc=99.75%, remaining_time=0:00:14.596560, arrival_time=2021-04-10 01:38:31.433279, cost_time=0:00:01.658706 2021-04-10 01:38:17,532 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.94ms, fps=3684 images/s, loss=0.2769, top1-acc=90.40%, top5-acc=99.77%, remaining_time=0:00:13.025854, arrival_time=2021-04-10 01:38:30.557987, cost_time=0:00:02.354082 2021-04-10 01:38:18,234 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=2.00ms, fps=3650 images/s, loss=0.2731, top1-acc=90.51%, top5-acc=99.77%, remaining_time=0:00:11.918244, arrival_time=2021-04-10 01:38:30.152225, cost_time=0:00:03.055960 2021-04-10 01:38:18,950 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.39ms, fps=3575 images/s, loss=0.2739, top1-acc=90.45%, top5-acc=99.77%, remaining_time=0:00:11.015408, arrival_time=2021-04-10 01:38:29.965893, cost_time=0:00:03.772420 2021-04-10 01:38:19,645 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.60ms, fps=3689 images/s, loss=0.2709, top1-acc=90.66%, top5-acc=99.75%, remaining_time=0:00:10.125064, arrival_time=2021-04-10 01:38:29.770088, cost_time=0:00:04.466958 2021-04-10 01:38:20,344 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.62ms, fps=3663 images/s, loss=0.2755, top1-acc=90.46%, top5-acc=99.75%, remaining_time=0:00:09.299430, arrival_time=2021-04-10 01:38:29.644026, cost_time=0:00:05.166358 2021-04-10 01:38:21,043 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=2.26ms, fps=3666 images/s, loss=0.2733, top1-acc=90.56%, top5-acc=99.75%, remaining_time=0:00:08.505004, arrival_time=2021-04-10 01:38:29.548610, cost_time=0:00:05.865512 2021-04-10 01:38:21,749 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=2.12ms, fps=3630 images/s, loss=0.2745, top1-acc=90.52%, top5-acc=99.74%, remaining_time=0:00:07.740014, arrival_time=2021-04-10 01:38:29.489790, cost_time=0:00:06.571679 2021-04-10 01:38:22,448 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.91ms, fps=3665 images/s, loss=0.2741, top1-acc=90.55%, top5-acc=99.75%, remaining_time=0:00:06.979968, arrival_time=2021-04-10 01:38:29.428759, cost_time=0:00:07.270753 2021-04-10 01:38:23,177 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=2.24ms, fps=3517 images/s, loss=0.2735, top1-acc=90.62%, top5-acc=99.75%, remaining_time=0:00:06.253834, arrival_time=2021-04-10 01:38:29.431080, cost_time=0:00:07.999065 2021-04-10 01:38:23,882 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.94ms, fps=3633 images/s, loss=0.2741, top1-acc=90.62%, top5-acc=99.76%, remaining_time=0:00:05.512812, arrival_time=2021-04-10 01:38:29.395340, cost_time=0:00:08.704499 2021-04-10 01:38:24,578 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=2.67ms, fps=3679 images/s, loss=0.2747, top1-acc=90.62%, top5-acc=99.75%, remaining_time=0:00:04.772658, arrival_time=2021-04-10 01:38:29.351385, cost_time=0:00:09.400711 2021-04-10 01:38:25,279 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.39ms, fps=3654 images/s, loss=0.2751, top1-acc=90.61%, top5-acc=99.75%, remaining_time=0:00:04.040736, arrival_time=2021-04-10 01:38:29.320638, cost_time=0:00:10.101787 2021-04-10 01:38:25,976 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=2.03ms, fps=3677 images/s, loss=0.2749, top1-acc=90.60%, top5-acc=99.74%, remaining_time=0:00:03.311586, arrival_time=2021-04-10 01:38:29.288247, cost_time=0:00:10.798645 2021-04-10 01:38:26,676 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.63ms, fps=3662 images/s, loss=0.2758, top1-acc=90.59%, top5-acc=99.74%, remaining_time=0:00:02.587068, arrival_time=2021-04-10 01:38:29.263325, cost_time=0:00:11.498110 2021-04-10 01:38:27,370 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.50ms, fps=3693 images/s, loss=0.2764, top1-acc=90.57%, top5-acc=99.74%, remaining_time=0:00:01.864668, arrival_time=2021-04-10 01:38:29.234729, cost_time=0:00:12.192009 2021-04-10 01:38:28,099 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=18.96ms, fps=3514 images/s, loss=0.2773, top1-acc=90.54%, top5-acc=99.74%, remaining_time=0:00:01.148528, arrival_time=2021-04-10 01:38:29.247614, cost_time=0:00:12.921011 2021-04-10 01:38:28,813 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.76ms, fps=3590 images/s, loss=0.2781, top1-acc=90.49%, top5-acc=99.73%, remaining_time=0:00:00.430572, arrival_time=2021-04-10 01:38:29.243483, cost_time=0:00:13.634774 2021-04-10 01:38:29,183 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=0.08ms, fps=3674 images/s, loss=0.2798, top1-acc=90.45%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:29.183690, cost_time=0:00:14.005689 2021-04-10 01:38:29,494 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=2.72ms, fps=8255 images/s, loss=0.5804, top1-acc=82.11%, top5-acc=98.63%, remaining_time=0:00:00.930270, arrival_time=2021-04-10 01:38:30.425044, cost_time=0:00:00.310087 2021-04-10 01:38:29,728 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=0.33ms, fps=10982 images/s, loss=0.5821, top1-acc=81.87%, top5-acc=98.79%, remaining_time=0:00:00.543640, arrival_time=2021-04-10 01:38:30.271978, cost_time=0:00:00.543644 2021-04-10 01:38:30,007 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=15.83ms, fps=9187 images/s, loss=0.5607, top1-acc=82.45%, top5-acc=98.88%, remaining_time=0:00:00.274260, arrival_time=2021-04-10 01:38:30.281780, cost_time=0:00:00.822783 2021-04-10 01:38:30,227 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.07ms, fps=10582 images/s, loss=0.5628, top1-acc=82.31%, top5-acc=98.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:30.227215, cost_time=0:00:01.042576 2021-04-10 01:38:30,254 INFO : Epoch=0065 complete, best val top1-acc=85.59%, top5-acc=99.49% (epoch=60), remaining_time=0:33:44.041230, arrival_time=2021-04-10 02:12:14.295439, cost_time=0:16:14.538349 2021-04-10 01:38:30,254 INFO : Train start, epoch=0066, lr=0.076125 2021-04-10 01:38:31,142 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.41ms, fps=2886 images/s, loss=0.2828, top1-acc=89.77%, top5-acc=99.77%, remaining_time=0:00:16.499688, arrival_time=2021-04-10 01:38:47.641707, cost_time=0:00:00.887077 2021-04-10 01:38:31,833 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.83ms, fps=3703 images/s, loss=0.2713, top1-acc=90.29%, top5-acc=99.77%, remaining_time=0:00:13.894496, arrival_time=2021-04-10 01:38:45.728357, cost_time=0:00:01.578915 2021-04-10 01:38:32,535 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.56ms, fps=3652 images/s, loss=0.2750, top1-acc=90.13%, top5-acc=99.77%, remaining_time=0:00:12.617992, arrival_time=2021-04-10 01:38:45.153257, cost_time=0:00:02.280358 2021-04-10 01:38:33,249 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=2.50ms, fps=3589 images/s, loss=0.2681, top1-acc=90.70%, top5-acc=99.79%, remaining_time=0:00:11.676600, arrival_time=2021-04-10 01:38:44.925551, cost_time=0:00:02.994005 2021-04-10 01:38:33,948 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.57ms, fps=3661 images/s, loss=0.2680, top1-acc=90.73%, top5-acc=99.78%, remaining_time=0:00:10.785750, arrival_time=2021-04-10 01:38:44.734413, cost_time=0:00:03.693758 2021-04-10 01:38:34,643 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.47ms, fps=3685 images/s, loss=0.2689, top1-acc=90.81%, top5-acc=99.77%, remaining_time=0:00:09.948264, arrival_time=2021-04-10 01:38:44.592130, cost_time=0:00:04.388918 2021-04-10 01:38:35,348 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=2.19ms, fps=3637 images/s, loss=0.2718, top1-acc=90.71%, top5-acc=99.78%, remaining_time=0:00:09.168012, arrival_time=2021-04-10 01:38:44.516249, cost_time=0:00:05.093308 2021-04-10 01:38:36,047 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.58ms, fps=3671 images/s, loss=0.2713, top1-acc=90.67%, top5-acc=99.78%, remaining_time=0:00:08.399212, arrival_time=2021-04-10 01:38:44.446808, cost_time=0:00:05.792543 2021-04-10 01:38:36,762 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.80ms, fps=3583 images/s, loss=0.2732, top1-acc=90.66%, top5-acc=99.77%, remaining_time=0:00:07.664860, arrival_time=2021-04-10 01:38:44.427705, cost_time=0:00:06.507918 2021-04-10 01:38:37,457 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.56ms, fps=3690 images/s, loss=0.2728, top1-acc=90.64%, top5-acc=99.77%, remaining_time=0:00:06.914112, arrival_time=2021-04-10 01:38:44.371313, cost_time=0:00:07.202157 2021-04-10 01:38:38,167 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=3.22ms, fps=3610 images/s, loss=0.2721, top1-acc=90.66%, top5-acc=99.78%, remaining_time=0:00:06.185722, arrival_time=2021-04-10 01:38:44.352689, cost_time=0:00:07.911975 2021-04-10 01:38:38,867 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.40ms, fps=3660 images/s, loss=0.2737, top1-acc=90.66%, top5-acc=99.79%, remaining_time=0:00:05.454292, arrival_time=2021-04-10 01:38:44.321293, cost_time=0:00:08.612037 2021-04-10 01:38:39,565 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.68ms, fps=3668 images/s, loss=0.2738, top1-acc=90.63%, top5-acc=99.79%, remaining_time=0:00:04.726854, arrival_time=2021-04-10 01:38:44.292330, cost_time=0:00:09.310483 2021-04-10 01:38:40,255 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.37ms, fps=3713 images/s, loss=0.2729, top1-acc=90.67%, top5-acc=99.79%, remaining_time=0:00:04.000248, arrival_time=2021-04-10 01:38:44.255806, cost_time=0:00:10.000636 2021-04-10 01:38:40,949 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=2.24ms, fps=3691 images/s, loss=0.2723, top1-acc=90.68%, top5-acc=99.80%, remaining_time=0:00:03.279708, arrival_time=2021-04-10 01:38:44.229336, cost_time=0:00:10.694719 2021-04-10 01:38:41,655 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.98ms, fps=3632 images/s, loss=0.2729, top1-acc=90.65%, top5-acc=99.79%, remaining_time=0:00:02.565000, arrival_time=2021-04-10 01:38:44.220049, cost_time=0:00:11.399989 2021-04-10 01:38:42,354 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.63ms, fps=3662 images/s, loss=0.2733, top1-acc=90.64%, top5-acc=99.80%, remaining_time=0:00:01.850576, arrival_time=2021-04-10 01:38:44.205506, cost_time=0:00:12.099980 2021-04-10 01:38:43,056 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.62ms, fps=3656 images/s, loss=0.2725, top1-acc=90.66%, top5-acc=99.80%, remaining_time=0:00:01.137840, arrival_time=2021-04-10 01:38:44.193724, cost_time=0:00:12.800762 2021-04-10 01:38:43,755 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.32ms, fps=3675 images/s, loss=0.2730, top1-acc=90.64%, top5-acc=99.79%, remaining_time=0:00:00.426336, arrival_time=2021-04-10 01:38:44.181837, cost_time=0:00:13.500588 2021-04-10 01:38:44,137 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=0.09ms, fps=3560 images/s, loss=0.2731, top1-acc=90.60%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:44.137915, cost_time=0:00:13.883008 2021-04-10 01:38:44,417 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=5.10ms, fps=9202 images/s, loss=0.9676, top1-acc=74.96%, top5-acc=98.40%, remaining_time=0:00:00.834600, arrival_time=2021-04-10 01:38:45.251697, cost_time=0:00:00.278198 2021-04-10 01:38:44,684 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=43.63ms, fps=9598 images/s, loss=0.9426, top1-acc=75.70%, top5-acc=98.40%, remaining_time=0:00:00.545220, arrival_time=2021-04-10 01:38:45.229394, cost_time=0:00:00.545225 2021-04-10 01:38:44,913 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=0.42ms, fps=11192 images/s, loss=0.9300, top1-acc=75.92%, top5-acc=98.52%, remaining_time=0:00:00.258140, arrival_time=2021-04-10 01:38:45.171529, cost_time=0:00:00.774434 2021-04-10 01:38:45,130 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=1.14ms, fps=10731 images/s, loss=0.9664, top1-acc=76.11%, top5-acc=98.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:45.129987, cost_time=0:00:00.991101 2021-04-10 01:38:45,158 INFO : Epoch=0066 complete, best val top1-acc=85.59%, top5-acc=99.49% (epoch=60), remaining_time=0:33:28.867968, arrival_time=2021-04-10 02:12:14.026238, cost_time=0:16:29.442421 2021-04-10 01:38:45,158 INFO : Train start, epoch=0067, lr=0.075452 2021-04-10 01:38:46,055 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=2.32ms, fps=2855 images/s, loss=0.2690, top1-acc=90.70%, top5-acc=99.80%, remaining_time=0:00:16.676388, arrival_time=2021-04-10 01:39:02.731868, cost_time=0:00:00.896584 2021-04-10 01:38:46,753 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.96ms, fps=3671 images/s, loss=0.2773, top1-acc=90.25%, top5-acc=99.75%, remaining_time=0:00:14.030544, arrival_time=2021-04-10 01:39:00.783838, cost_time=0:00:01.594383 2021-04-10 01:38:47,448 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.39ms, fps=3683 images/s, loss=0.2769, top1-acc=90.35%, top5-acc=99.74%, remaining_time=0:00:12.671112, arrival_time=2021-04-10 01:39:00.120019, cost_time=0:00:02.289966 2021-04-10 01:38:48,145 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=2.11ms, fps=3676 images/s, loss=0.2719, top1-acc=90.37%, top5-acc=99.76%, remaining_time=0:00:11.648832, arrival_time=2021-04-10 01:38:59.794603, cost_time=0:00:02.986871 2021-04-10 01:38:48,843 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.48ms, fps=3671 images/s, loss=0.2680, top1-acc=90.64%, top5-acc=99.79%, remaining_time=0:00:10.759324, arrival_time=2021-04-10 01:38:59.602916, cost_time=0:00:03.684688 2021-04-10 01:38:49,538 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.86ms, fps=3688 images/s, loss=0.2685, top1-acc=90.68%, top5-acc=99.79%, remaining_time=0:00:09.926232, arrival_time=2021-04-10 01:38:59.464392, cost_time=0:00:04.379218 2021-04-10 01:38:50,240 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=2.17ms, fps=3651 images/s, loss=0.2699, top1-acc=90.51%, top5-acc=99.80%, remaining_time=0:00:09.145836, arrival_time=2021-04-10 01:38:59.385905, cost_time=0:00:05.080988 2021-04-10 01:38:50,940 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=2.11ms, fps=3658 images/s, loss=0.2709, top1-acc=90.48%, top5-acc=99.82%, remaining_time=0:00:08.383204, arrival_time=2021-04-10 01:38:59.323758, cost_time=0:00:05.781549 2021-04-10 01:38:51,643 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.52ms, fps=3645 images/s, loss=0.2732, top1-acc=90.45%, top5-acc=99.80%, remaining_time=0:00:07.637300, arrival_time=2021-04-10 01:38:59.280762, cost_time=0:00:06.484516 2021-04-10 01:38:52,338 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.74ms, fps=3684 images/s, loss=0.2748, top1-acc=90.48%, top5-acc=99.80%, remaining_time=0:00:06.892800, arrival_time=2021-04-10 01:38:59.231728, cost_time=0:00:07.179992 2021-04-10 01:38:53,035 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.66ms, fps=3677 images/s, loss=0.2726, top1-acc=90.59%, top5-acc=99.81%, remaining_time=0:00:06.158116, arrival_time=2021-04-10 01:38:59.193713, cost_time=0:00:07.876694 2021-04-10 01:38:53,750 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=2.05ms, fps=3587 images/s, loss=0.2736, top1-acc=90.57%, top5-acc=99.81%, remaining_time=0:00:05.440840, arrival_time=2021-04-10 01:38:59.190785, cost_time=0:00:08.590846 2021-04-10 01:38:54,446 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.82ms, fps=3678 images/s, loss=0.2734, top1-acc=90.52%, top5-acc=99.80%, remaining_time=0:00:04.715436, arrival_time=2021-04-10 01:38:59.162307, cost_time=0:00:09.287921 2021-04-10 01:38:55,139 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.38ms, fps=3700 images/s, loss=0.2740, top1-acc=90.52%, top5-acc=99.78%, remaining_time=0:00:03.992184, arrival_time=2021-04-10 01:38:59.131591, cost_time=0:00:09.980460 2021-04-10 01:38:55,838 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.77ms, fps=3668 images/s, loss=0.2758, top1-acc=90.48%, top5-acc=99.78%, remaining_time=0:00:03.274878, arrival_time=2021-04-10 01:38:59.112839, cost_time=0:00:10.679021 2021-04-10 01:38:56,546 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=2.87ms, fps=3618 images/s, loss=0.2758, top1-acc=90.53%, top5-acc=99.78%, remaining_time=0:00:02.562120, arrival_time=2021-04-10 01:38:59.108330, cost_time=0:00:11.387150 2021-04-10 01:38:57,248 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.88ms, fps=3650 images/s, loss=0.2757, top1-acc=90.51%, top5-acc=99.78%, remaining_time=0:00:01.848990, arrival_time=2021-04-10 01:38:59.097370, cost_time=0:00:12.089471 2021-04-10 01:38:57,944 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.80ms, fps=3681 images/s, loss=0.2762, top1-acc=90.46%, top5-acc=99.79%, remaining_time=0:00:01.136464, arrival_time=2021-04-10 01:38:59.080659, cost_time=0:00:12.785297 2021-04-10 01:38:58,641 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.28ms, fps=3673 images/s, loss=0.2755, top1-acc=90.47%, top5-acc=99.79%, remaining_time=0:00:00.425766, arrival_time=2021-04-10 01:38:59.067340, cost_time=0:00:13.482673 2021-04-10 01:38:59,012 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=0.07ms, fps=3666 images/s, loss=0.2753, top1-acc=90.49%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:59.012953, cost_time=0:00:13.854064 2021-04-10 01:38:59,289 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=1.59ms, fps=9277 images/s, loss=0.5095, top1-acc=83.16%, top5-acc=99.10%, remaining_time=0:00:00.827850, arrival_time=2021-04-10 01:39:00.117742, cost_time=0:00:00.275953 2021-04-10 01:38:59,503 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=11.81ms, fps=11984 images/s, loss=0.5270, top1-acc=83.01%, top5-acc=99.16%, remaining_time=0:00:00.489900, arrival_time=2021-04-10 01:38:59.993786, cost_time=0:00:00.489896 2021-04-10 01:38:59,778 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=0.33ms, fps=9349 images/s, loss=0.5370, top1-acc=82.81%, top5-acc=99.18%, remaining_time=0:00:00.254720, arrival_time=2021-04-10 01:39:00.032829, cost_time=0:00:00.764162 2021-04-10 01:38:59,968 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.05ms, fps=12204 images/s, loss=0.5269, top1-acc=82.90%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:59.968624, cost_time=0:00:00.954573 2021-04-10 01:38:59,996 INFO : Epoch=0067 complete, best val top1-acc=85.59%, top5-acc=99.49% (epoch=60), remaining_time=0:33:13.571181, arrival_time=2021-04-10 02:12:13.567282, cost_time=0:16:44.280240 2021-04-10 01:38:59,996 INFO : Train start, epoch=0068, lr=0.074773 2021-04-10 01:39:00,914 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=0.41ms, fps=2789 images/s, loss=0.2711, top1-acc=90.35%, top5-acc=99.73%, remaining_time=0:00:17.069964, arrival_time=2021-04-10 01:39:17.984670, cost_time=0:00:00.917742 2021-04-10 01:39:01,613 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.39ms, fps=3666 images/s, loss=0.2549, top1-acc=91.02%, top5-acc=99.80%, remaining_time=0:00:14.226432, arrival_time=2021-04-10 01:39:15.839995, cost_time=0:00:01.616645 2021-04-10 01:39:02,314 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.40ms, fps=3656 images/s, loss=0.2595, top1-acc=90.91%, top5-acc=99.83%, remaining_time=0:00:12.821674, arrival_time=2021-04-10 01:39:15.135758, cost_time=0:00:02.317162 2021-04-10 01:39:03,014 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.87ms, fps=3656 images/s, loss=0.2591, top1-acc=90.98%, top5-acc=99.84%, remaining_time=0:00:11.769264, arrival_time=2021-04-10 01:39:14.783980, cost_time=0:00:03.017752 2021-04-10 01:39:03,717 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=2.15ms, fps=3646 images/s, loss=0.2601, top1-acc=90.91%, top5-acc=99.80%, remaining_time=0:00:10.863276, arrival_time=2021-04-10 01:39:14.580544, cost_time=0:00:03.720308 2021-04-10 01:39:04,428 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=2.05ms, fps=3600 images/s, loss=0.2623, top1-acc=90.90%, top5-acc=99.81%, remaining_time=0:00:10.045776, arrival_time=2021-04-10 01:39:14.474703, cost_time=0:00:04.431961 2021-04-10 01:39:05,128 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=3.70ms, fps=3664 images/s, loss=0.2599, top1-acc=91.00%, top5-acc=99.80%, remaining_time=0:00:09.236304, arrival_time=2021-04-10 01:39:14.364540, cost_time=0:00:05.131252 2021-04-10 01:39:05,839 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=2.28ms, fps=3605 images/s, loss=0.2632, top1-acc=90.86%, top5-acc=99.80%, remaining_time=0:00:08.471016, arrival_time=2021-04-10 01:39:14.310182, cost_time=0:00:05.842088 2021-04-10 01:39:06,541 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.64ms, fps=3650 images/s, loss=0.2629, top1-acc=90.88%, top5-acc=99.80%, remaining_time=0:00:07.707790, arrival_time=2021-04-10 01:39:14.249105, cost_time=0:00:06.544332 2021-04-10 01:39:07,285 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.58ms, fps=3444 images/s, loss=0.2595, top1-acc=90.98%, top5-acc=99.82%, remaining_time=0:00:06.996672, arrival_time=2021-04-10 01:39:14.281893, cost_time=0:00:07.288169 2021-04-10 01:39:07,982 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=2.19ms, fps=3674 images/s, loss=0.2627, top1-acc=90.85%, top5-acc=99.80%, remaining_time=0:00:06.243342, arrival_time=2021-04-10 01:39:14.225979, cost_time=0:00:07.985643 2021-04-10 01:39:08,689 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=2.76ms, fps=3626 images/s, loss=0.2640, top1-acc=90.83%, top5-acc=99.80%, remaining_time=0:00:05.505060, arrival_time=2021-04-10 01:39:14.194351, cost_time=0:00:08.692243 2021-04-10 01:39:09,392 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=2.08ms, fps=3645 images/s, loss=0.2668, top1-acc=90.76%, top5-acc=99.80%, remaining_time=0:00:04.769952, arrival_time=2021-04-10 01:39:14.162316, cost_time=0:00:09.395358 2021-04-10 01:39:10,088 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.40ms, fps=3683 images/s, loss=0.2660, top1-acc=90.80%, top5-acc=99.79%, remaining_time=0:00:04.036424, arrival_time=2021-04-10 01:39:14.124397, cost_time=0:00:10.091052 2021-04-10 01:39:10,799 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.85ms, fps=3600 images/s, loss=0.2652, top1-acc=90.80%, top5-acc=99.79%, remaining_time=0:00:03.312828, arrival_time=2021-04-10 01:39:14.112539, cost_time=0:00:10.802626 2021-04-10 01:39:11,504 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=2.78ms, fps=3635 images/s, loss=0.2642, top1-acc=90.87%, top5-acc=99.79%, remaining_time=0:00:02.589264, arrival_time=2021-04-10 01:39:14.094130, cost_time=0:00:11.507815 2021-04-10 01:39:12,207 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.90ms, fps=3645 images/s, loss=0.2639, top1-acc=90.91%, top5-acc=99.79%, remaining_time=0:00:01.867554, arrival_time=2021-04-10 01:39:14.075451, cost_time=0:00:12.210962 2021-04-10 01:39:12,909 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.86ms, fps=3653 images/s, loss=0.2640, top1-acc=90.92%, top5-acc=99.77%, remaining_time=0:00:01.147744, arrival_time=2021-04-10 01:39:14.057067, cost_time=0:00:12.912204 2021-04-10 01:39:13,608 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.24ms, fps=3664 images/s, loss=0.2656, top1-acc=90.84%, top5-acc=99.78%, remaining_time=0:00:00.429846, arrival_time=2021-04-10 01:39:14.038578, cost_time=0:00:13.611811 2021-04-10 01:39:13,981 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=0.16ms, fps=3649 images/s, loss=0.2675, top1-acc=90.81%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:13.981902, cost_time=0:00:13.984906 2021-04-10 01:39:14,295 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.19ms, fps=8181 images/s, loss=0.5639, top1-acc=82.73%, top5-acc=98.67%, remaining_time=0:00:00.938700, arrival_time=2021-04-10 01:39:15.234652, cost_time=0:00:00.312902 2021-04-10 01:39:14,548 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=0.23ms, fps=10167 images/s, loss=0.5705, top1-acc=82.36%, top5-acc=98.65%, remaining_time=0:00:00.565040, arrival_time=2021-04-10 01:39:15.113176, cost_time=0:00:00.565048 2021-04-10 01:39:14,772 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=0.29ms, fps=11436 images/s, loss=0.5779, top1-acc=82.20%, top5-acc=98.66%, remaining_time=0:00:00.263130, arrival_time=2021-04-10 01:39:15.035591, cost_time=0:00:00.789388 2021-04-10 01:39:14,957 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.07ms, fps=12553 images/s, loss=0.5692, top1-acc=82.31%, top5-acc=98.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:14.957670, cost_time=0:00:00.974640 2021-04-10 01:39:14,985 INFO : Epoch=0068 complete, best val top1-acc=85.59%, top5-acc=99.49% (epoch=60), remaining_time=0:32:58.581792, arrival_time=2021-04-10 02:12:13.567021, cost_time=0:16:59.269377 2021-04-10 01:39:14,985 INFO : Train start, epoch=0069, lr=0.074088 2021-04-10 01:39:15,869 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.90ms, fps=2897 images/s, loss=0.2556, top1-acc=90.74%, top5-acc=99.84%, remaining_time=0:00:16.433100, arrival_time=2021-04-10 01:39:32.302571, cost_time=0:00:00.883505 2021-04-10 01:39:16,571 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=2.11ms, fps=3650 images/s, loss=0.2646, top1-acc=90.98%, top5-acc=99.73%, remaining_time=0:00:13.952048, arrival_time=2021-04-10 01:39:30.523467, cost_time=0:00:01.585454 2021-04-10 01:39:17,272 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.92ms, fps=3655 images/s, loss=0.2676, top1-acc=90.76%, top5-acc=99.75%, remaining_time=0:00:12.651690, arrival_time=2021-04-10 01:39:29.924072, cost_time=0:00:02.286455 2021-04-10 01:39:17,974 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=2.01ms, fps=3648 images/s, loss=0.2612, top1-acc=91.13%, top5-acc=99.79%, remaining_time=0:00:11.655852, arrival_time=2021-04-10 01:39:29.630514, cost_time=0:00:02.988693 2021-04-10 01:39:18,672 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.60ms, fps=3673 images/s, loss=0.2638, top1-acc=90.99%, top5-acc=99.77%, remaining_time=0:00:10.763558, arrival_time=2021-04-10 01:39:29.435641, cost_time=0:00:03.686162 2021-04-10 01:39:19,363 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.55ms, fps=3703 images/s, loss=0.2617, top1-acc=91.00%, top5-acc=99.75%, remaining_time=0:00:09.923240, arrival_time=2021-04-10 01:39:29.287084, cost_time=0:00:04.377920 2021-04-10 01:39:20,065 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.86ms, fps=3651 images/s, loss=0.2644, top1-acc=90.89%, top5-acc=99.75%, remaining_time=0:00:09.143064, arrival_time=2021-04-10 01:39:29.208496, cost_time=0:00:05.079512 2021-04-10 01:39:20,765 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.46ms, fps=3658 images/s, loss=0.2622, top1-acc=91.00%, top5-acc=99.75%, remaining_time=0:00:08.380652, arrival_time=2021-04-10 01:39:29.146424, cost_time=0:00:05.779765 2021-04-10 01:39:21,462 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.54ms, fps=3676 images/s, loss=0.2641, top1-acc=90.94%, top5-acc=99.76%, remaining_time=0:00:07.628290, arrival_time=2021-04-10 01:39:29.091050, cost_time=0:00:06.476815 2021-04-10 01:39:22,162 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=2.02ms, fps=3662 images/s, loss=0.2642, top1-acc=90.93%, top5-acc=99.76%, remaining_time=0:00:06.889248, arrival_time=2021-04-10 01:39:29.051435, cost_time=0:00:07.176270 2021-04-10 01:39:22,857 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=2.29ms, fps=3684 images/s, loss=0.2653, top1-acc=90.86%, top5-acc=99.76%, remaining_time=0:00:06.154160, arrival_time=2021-04-10 01:39:29.011817, cost_time=0:00:07.871563 2021-04-10 01:39:23,556 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=2.56ms, fps=3665 images/s, loss=0.2647, top1-acc=90.85%, top5-acc=99.78%, remaining_time=0:00:05.428224, arrival_time=2021-04-10 01:39:28.985058, cost_time=0:00:08.570844 2021-04-10 01:39:24,256 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=2.13ms, fps=3664 images/s, loss=0.2648, top1-acc=90.81%, top5-acc=99.77%, remaining_time=0:00:04.706328, arrival_time=2021-04-10 01:39:28.962402, cost_time=0:00:09.270102 2021-04-10 01:39:24,964 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=2.74ms, fps=3616 images/s, loss=0.2655, top1-acc=90.81%, top5-acc=99.76%, remaining_time=0:00:03.991456, arrival_time=2021-04-10 01:39:28.956149, cost_time=0:00:09.978574 2021-04-10 01:39:25,665 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.52ms, fps=3656 images/s, loss=0.2658, top1-acc=90.81%, top5-acc=99.77%, remaining_time=0:00:03.275108, arrival_time=2021-04-10 01:39:28.940731, cost_time=0:00:10.679635 2021-04-10 01:39:26,367 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.43ms, fps=3654 images/s, loss=0.2669, top1-acc=90.78%, top5-acc=99.77%, remaining_time=0:00:02.560716, arrival_time=2021-04-10 01:39:28.927661, cost_time=0:00:11.380931 2021-04-10 01:39:27,064 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=2.03ms, fps=3673 images/s, loss=0.2677, top1-acc=90.74%, top5-acc=99.77%, remaining_time=0:00:01.847326, arrival_time=2021-04-10 01:39:28.911896, cost_time=0:00:12.078591 2021-04-10 01:39:27,771 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=2.16ms, fps=3624 images/s, loss=0.2690, top1-acc=90.71%, top5-acc=99.77%, remaining_time=0:00:01.136496, arrival_time=2021-04-10 01:39:28.908183, cost_time=0:00:12.785594 2021-04-10 01:39:28,466 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.46ms, fps=3688 images/s, loss=0.2703, top1-acc=90.65%, top5-acc=99.77%, remaining_time=0:00:00.425706, arrival_time=2021-04-10 01:39:28.892332, cost_time=0:00:13.480662 2021-04-10 01:39:28,845 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=0.09ms, fps=3592 images/s, loss=0.2708, top1-acc=90.65%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:28.845788, cost_time=0:00:13.859821 2021-04-10 01:39:29,158 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=3.50ms, fps=8226 images/s, loss=1.2210, top1-acc=68.71%, top5-acc=98.05%, remaining_time=0:00:00.933540, arrival_time=2021-04-10 01:39:30.092122, cost_time=0:00:00.311183 2021-04-10 01:39:29,430 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=0.39ms, fps=9428 images/s, loss=1.1861, top1-acc=69.67%, top5-acc=97.91%, remaining_time=0:00:00.583120, arrival_time=2021-04-10 01:39:30.013893, cost_time=0:00:00.583116 2021-04-10 01:39:29,669 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=5.43ms, fps=10776 images/s, loss=1.1931, top1-acc=69.39%, top5-acc=97.84%, remaining_time=0:00:00.273880, arrival_time=2021-04-10 01:39:29.942905, cost_time=0:00:00.821649 2021-04-10 01:39:29,930 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.10ms, fps=8888 images/s, loss=1.1922, top1-acc=69.55%, top5-acc=97.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:29.930464, cost_time=0:00:01.083049 2021-04-10 01:39:29,974 INFO : Epoch=0069 complete, best val top1-acc=85.59%, top5-acc=99.49% (epoch=60), remaining_time=0:32:43.591488, arrival_time=2021-04-10 02:12:13.565502, cost_time=0:17:14.258122 2021-04-10 01:39:29,975 INFO : Train start, epoch=0070, lr=0.073396 2021-04-10 01:39:30,869 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.94ms, fps=2861 images/s, loss=0.3036, top1-acc=89.06%, top5-acc=99.80%, remaining_time=0:00:16.641606, arrival_time=2021-04-10 01:39:47.511442, cost_time=0:00:00.894713 2021-04-10 01:39:31,570 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=2.18ms, fps=3659 images/s, loss=0.2767, top1-acc=90.20%, top5-acc=99.86%, remaining_time=0:00:14.034768, arrival_time=2021-04-10 01:39:45.604758, cost_time=0:00:01.594864 2021-04-10 01:39:32,266 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.38ms, fps=3680 images/s, loss=0.2622, top1-acc=90.77%, top5-acc=99.84%, remaining_time=0:00:12.676922, arrival_time=2021-04-10 01:39:44.943046, cost_time=0:00:02.291002 2021-04-10 01:39:32,958 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=2.19ms, fps=3701 images/s, loss=0.2609, top1-acc=90.75%, top5-acc=99.82%, remaining_time=0:00:11.633856, arrival_time=2021-04-10 01:39:44.592051, cost_time=0:00:02.983020 2021-04-10 01:39:33,655 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=2.14ms, fps=3673 images/s, loss=0.2614, top1-acc=90.75%, top5-acc=99.83%, remaining_time=0:00:10.747498, arrival_time=2021-04-10 01:39:44.403287, cost_time=0:00:03.680635 2021-04-10 01:39:34,355 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=3.66ms, fps=3660 images/s, loss=0.2646, top1-acc=90.68%, top5-acc=99.80%, remaining_time=0:00:09.929224, arrival_time=2021-04-10 01:39:44.284941, cost_time=0:00:04.380546 2021-04-10 01:39:35,063 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.36ms, fps=3621 images/s, loss=0.2669, top1-acc=90.64%, top5-acc=99.81%, remaining_time=0:00:09.158814, arrival_time=2021-04-10 01:39:44.222135, cost_time=0:00:05.088202 2021-04-10 01:39:35,754 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.71ms, fps=3708 images/s, loss=0.2674, top1-acc=90.65%, top5-acc=99.80%, remaining_time=0:00:08.379492, arrival_time=2021-04-10 01:39:44.133648, cost_time=0:00:05.778938 2021-04-10 01:39:36,451 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=2.00ms, fps=3672 images/s, loss=0.2660, top1-acc=90.72%, top5-acc=99.80%, remaining_time=0:00:07.628078, arrival_time=2021-04-10 01:39:44.079897, cost_time=0:00:06.476697 2021-04-10 01:39:37,157 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.88ms, fps=3629 images/s, loss=0.2657, top1-acc=90.77%, top5-acc=99.80%, remaining_time=0:00:06.895296, arrival_time=2021-04-10 01:39:44.053108, cost_time=0:00:07.182602 2021-04-10 01:39:37,884 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.58ms, fps=3524 images/s, loss=0.2635, top1-acc=90.81%, top5-acc=99.81%, remaining_time=0:00:06.183830, arrival_time=2021-04-10 01:39:44.068554, cost_time=0:00:07.909596 2021-04-10 01:39:38,581 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=2.18ms, fps=3676 images/s, loss=0.2640, top1-acc=90.80%, top5-acc=99.81%, remaining_time=0:00:05.450720, arrival_time=2021-04-10 01:39:44.032361, cost_time=0:00:08.606369 2021-04-10 01:39:39,288 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=2.16ms, fps=3629 images/s, loss=0.2633, top1-acc=90.85%, top5-acc=99.80%, remaining_time=0:00:04.728174, arrival_time=2021-04-10 01:39:44.016561, cost_time=0:00:09.313105 2021-04-10 01:39:39,990 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=2.15ms, fps=3650 images/s, loss=0.2618, top1-acc=90.91%, top5-acc=99.80%, remaining_time=0:00:04.006128, arrival_time=2021-04-10 01:39:43.996674, cost_time=0:00:10.015365 2021-04-10 01:39:40,698 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=2.07ms, fps=3619 images/s, loss=0.2614, top1-acc=90.89%, top5-acc=99.81%, remaining_time=0:00:03.288494, arrival_time=2021-04-10 01:39:43.987066, cost_time=0:00:10.723356 2021-04-10 01:39:41,398 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=2.19ms, fps=3660 images/s, loss=0.2619, top1-acc=90.86%, top5-acc=99.81%, remaining_time=0:00:02.570256, arrival_time=2021-04-10 01:39:43.968823, cost_time=0:00:11.423383 2021-04-10 01:39:42,101 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=2.15ms, fps=3645 images/s, loss=0.2620, top1-acc=90.84%, top5-acc=99.81%, remaining_time=0:00:01.854606, arrival_time=2021-04-10 01:39:43.956000, cost_time=0:00:12.126269 2021-04-10 01:39:42,796 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=2.23ms, fps=3689 images/s, loss=0.2623, top1-acc=90.80%, top5-acc=99.81%, remaining_time=0:00:01.139616, arrival_time=2021-04-10 01:39:43.935525, cost_time=0:00:12.820685 2021-04-10 01:39:43,495 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.25ms, fps=3665 images/s, loss=0.2633, top1-acc=90.80%, top5-acc=99.81%, remaining_time=0:00:00.426942, arrival_time=2021-04-10 01:39:43.921978, cost_time=0:00:13.519912 2021-04-10 01:39:43,872 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=0.07ms, fps=3607 images/s, loss=0.2628, top1-acc=90.82%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:43.872477, cost_time=0:00:13.897359 2021-04-10 01:39:44,226 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=0.41ms, fps=7259 images/s, loss=0.4762, top1-acc=85.39%, top5-acc=99.26%, remaining_time=0:00:01.057980, arrival_time=2021-04-10 01:39:45.284248, cost_time=0:00:00.352665 2021-04-10 01:39:44,431 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=0.42ms, fps=12480 images/s, loss=0.4876, top1-acc=84.51%, top5-acc=99.18%, remaining_time=0:00:00.558360, arrival_time=2021-04-10 01:39:44.990270, cost_time=0:00:00.558353 2021-04-10 01:39:44,656 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=0.26ms, fps=11438 images/s, loss=0.4900, top1-acc=84.58%, top5-acc=99.22%, remaining_time=0:00:00.260870, arrival_time=2021-04-10 01:39:44.917056, cost_time=0:00:00.782618 2021-04-10 01:39:44,860 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.10ms, fps=11382 images/s, loss=0.4885, top1-acc=84.60%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:44.860793, cost_time=0:00:00.987250 2021-04-10 01:39:44,893 INFO : Epoch=0070 complete, best val top1-acc=85.59%, top5-acc=99.49% (epoch=60), remaining_time=0:32:28.473280, arrival_time=2021-04-10 02:12:13.367056, cost_time=0:17:29.177919 2021-04-10 01:39:44,894 INFO : Train start, epoch=0071, lr=0.072700 2021-04-10 01:39:45,822 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=0.50ms, fps=2759 images/s, loss=0.2575, top1-acc=90.70%, top5-acc=99.88%, remaining_time=0:00:17.255592, arrival_time=2021-04-10 01:40:03.077804, cost_time=0:00:00.927715 2021-04-10 01:39:46,511 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.94ms, fps=3716 images/s, loss=0.2509, top1-acc=90.98%, top5-acc=99.86%, remaining_time=0:00:14.231536, arrival_time=2021-04-10 01:40:00.743224, cost_time=0:00:01.617225 2021-04-10 01:39:47,208 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=2.10ms, fps=3677 images/s, loss=0.2546, top1-acc=90.99%, top5-acc=99.84%, remaining_time=0:00:12.803082, arrival_time=2021-04-10 01:40:00.011406, cost_time=0:00:02.313821 2021-04-10 01:39:47,901 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.41ms, fps=3696 images/s, loss=0.2496, top1-acc=91.23%, top5-acc=99.81%, remaining_time=0:00:11.727144, arrival_time=2021-04-10 01:39:59.628613, cost_time=0:00:03.006963 2021-04-10 01:39:48,599 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.62ms, fps=3669 images/s, loss=0.2560, top1-acc=91.02%, top5-acc=99.82%, remaining_time=0:00:10.819476, arrival_time=2021-04-10 01:39:59.419207, cost_time=0:00:03.705277 2021-04-10 01:39:49,293 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.46ms, fps=3690 images/s, loss=0.2585, top1-acc=90.92%, top5-acc=99.80%, remaining_time=0:00:09.972064, arrival_time=2021-04-10 01:39:59.265994, cost_time=0:00:04.399433 2021-04-10 01:39:49,996 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=2.12ms, fps=3649 images/s, loss=0.2613, top1-acc=90.89%, top5-acc=99.78%, remaining_time=0:00:09.182754, arrival_time=2021-04-10 01:39:59.178803, cost_time=0:00:05.101541 2021-04-10 01:39:50,703 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.42ms, fps=3624 images/s, loss=0.2637, top1-acc=90.83%, top5-acc=99.78%, remaining_time=0:00:08.422412, arrival_time=2021-04-10 01:39:59.125487, cost_time=0:00:05.808566 2021-04-10 01:39:51,398 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.81ms, fps=3687 images/s, loss=0.2625, top1-acc=90.92%, top5-acc=99.79%, remaining_time=0:00:07.659666, arrival_time=2021-04-10 01:39:59.057708, cost_time=0:00:06.503519 2021-04-10 01:39:52,102 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.90ms, fps=3638 images/s, loss=0.2625, top1-acc=90.87%, top5-acc=99.78%, remaining_time=0:00:06.919392, arrival_time=2021-04-10 01:39:59.021699, cost_time=0:00:07.207716 2021-04-10 01:39:52,825 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=2.63ms, fps=3546 images/s, loss=0.2620, top1-acc=90.94%, top5-acc=99.78%, remaining_time=0:00:06.200170, arrival_time=2021-04-10 01:39:59.025159, cost_time=0:00:07.930466 2021-04-10 01:39:53,527 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=2.52ms, fps=3650 images/s, loss=0.2615, top1-acc=90.90%, top5-acc=99.79%, remaining_time=0:00:05.467212, arrival_time=2021-04-10 01:39:58.994148, cost_time=0:00:08.632388 2021-04-10 01:39:54,234 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.39ms, fps=3622 images/s, loss=0.2622, top1-acc=90.83%, top5-acc=99.79%, remaining_time=0:00:04.741770, arrival_time=2021-04-10 01:39:58.976129, cost_time=0:00:09.339826 2021-04-10 01:39:54,933 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.69ms, fps=3667 images/s, loss=0.2626, top1-acc=90.81%, top5-acc=99.79%, remaining_time=0:00:04.015424, arrival_time=2021-04-10 01:39:58.948564, cost_time=0:00:10.038544 2021-04-10 01:39:55,639 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.97ms, fps=3627 images/s, loss=0.2625, top1-acc=90.84%, top5-acc=99.80%, remaining_time=0:00:03.295210, arrival_time=2021-04-10 01:39:58.934892, cost_time=0:00:10.745204 2021-04-10 01:39:56,330 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.34ms, fps=3712 images/s, loss=0.2635, top1-acc=90.79%, top5-acc=99.80%, remaining_time=0:00:02.572956, arrival_time=2021-04-10 01:39:58.902920, cost_time=0:00:11.435316 2021-04-10 01:39:57,032 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.43ms, fps=3649 images/s, loss=0.2664, top1-acc=90.72%, top5-acc=99.80%, remaining_time=0:00:01.856348, arrival_time=2021-04-10 01:39:58.888482, cost_time=0:00:12.137662 2021-04-10 01:39:57,733 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.91ms, fps=3654 images/s, loss=0.2674, top1-acc=90.71%, top5-acc=99.79%, remaining_time=0:00:01.141216, arrival_time=2021-04-10 01:39:58.874639, cost_time=0:00:12.838617 2021-04-10 01:39:58,434 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.41ms, fps=3657 images/s, loss=0.2676, top1-acc=90.70%, top5-acc=99.79%, remaining_time=0:00:00.427578, arrival_time=2021-04-10 01:39:58.862026, cost_time=0:00:13.539969 2021-04-10 01:39:58,816 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=0.11ms, fps=3567 images/s, loss=0.2683, top1-acc=90.65%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:58.816161, cost_time=0:00:13.921660 2021-04-10 01:39:59,162 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=0.39ms, fps=7435 images/s, loss=0.5862, top1-acc=82.11%, top5-acc=99.30%, remaining_time=0:00:01.032960, arrival_time=2021-04-10 01:40:00.195001, cost_time=0:00:00.344325 2021-04-10 01:39:59,411 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=0.41ms, fps=10297 images/s, loss=0.5639, top1-acc=82.50%, top5-acc=99.34%, remaining_time=0:00:00.593380, arrival_time=2021-04-10 01:40:00.004494, cost_time=0:00:00.593389 2021-04-10 01:39:59,592 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=0.29ms, fps=14172 images/s, loss=0.5628, top1-acc=82.64%, top5-acc=99.30%, remaining_time=0:00:00.258160, arrival_time=2021-04-10 01:39:59.850369, cost_time=0:00:00.774480 2021-04-10 01:39:59,827 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.06ms, fps=9886 images/s, loss=0.5624, top1-acc=82.52%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:59.827313, cost_time=0:00:01.009647 2021-04-10 01:39:59,860 INFO : Epoch=0071 complete, best val top1-acc=85.59%, top5-acc=99.49% (epoch=60), remaining_time=0:32:13.446453, arrival_time=2021-04-10 02:12:13.307241, cost_time=0:17:44.144916 2021-04-10 01:39:59,862 INFO : Train start, epoch=0072, lr=0.071997 2021-04-10 01:40:00,744 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=0.38ms, fps=2903 images/s, loss=0.2637, top1-acc=90.98%, top5-acc=99.84%, remaining_time=0:00:16.400178, arrival_time=2021-04-10 01:40:17.144247, cost_time=0:00:00.881729 2021-04-10 01:40:01,440 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.42ms, fps=3679 images/s, loss=0.2509, top1-acc=91.39%, top5-acc=99.82%, remaining_time=0:00:13.888688, arrival_time=2021-04-10 01:40:15.329251, cost_time=0:00:01.578257 2021-04-10 01:40:02,135 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.95ms, fps=3686 images/s, loss=0.2500, top1-acc=91.29%, top5-acc=99.86%, remaining_time=0:00:12.578816, arrival_time=2021-04-10 01:40:14.714415, cost_time=0:00:02.273281 2021-04-10 01:40:02,833 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.57ms, fps=3673 images/s, loss=0.2478, top1-acc=91.49%, top5-acc=99.83%, remaining_time=0:00:11.586588, arrival_time=2021-04-10 01:40:14.419769, cost_time=0:00:02.970915 2021-04-10 01:40:03,526 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.89ms, fps=3694 images/s, loss=0.2490, top1-acc=91.41%, top5-acc=99.80%, remaining_time=0:00:10.699610, arrival_time=2021-04-10 01:40:14.226162, cost_time=0:00:03.664233 2021-04-10 01:40:04,227 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.90ms, fps=3654 images/s, loss=0.2473, top1-acc=91.44%, top5-acc=99.83%, remaining_time=0:00:09.895088, arrival_time=2021-04-10 01:40:14.122842, cost_time=0:00:04.365487 2021-04-10 01:40:04,936 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=2.27ms, fps=3615 images/s, loss=0.2475, top1-acc=91.45%, top5-acc=99.81%, remaining_time=0:00:09.133236, arrival_time=2021-04-10 01:40:14.069656, cost_time=0:00:05.074055 2021-04-10 01:40:05,631 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.44ms, fps=3686 images/s, loss=0.2495, top1-acc=91.36%, top5-acc=99.79%, remaining_time=0:00:08.365688, arrival_time=2021-04-10 01:40:13.997377, cost_time=0:00:05.769401 2021-04-10 01:40:06,331 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=5.43ms, fps=3663 images/s, loss=0.2502, top1-acc=91.32%, top5-acc=99.80%, remaining_time=0:00:07.618750, arrival_time=2021-04-10 01:40:13.949857, cost_time=0:00:06.468739 2021-04-10 01:40:07,049 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=2.07ms, fps=3565 images/s, loss=0.2484, top1-acc=91.36%, top5-acc=99.80%, remaining_time=0:00:06.900096, arrival_time=2021-04-10 01:40:13.949990, cost_time=0:00:07.187563 2021-04-10 01:40:07,747 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.55ms, fps=3672 images/s, loss=0.2509, top1-acc=91.27%, top5-acc=99.81%, remaining_time=0:00:06.164910, arrival_time=2021-04-10 01:40:13.912659, cost_time=0:00:07.885388 2021-04-10 01:40:08,453 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=3.01ms, fps=3633 images/s, loss=0.2531, top1-acc=91.21%, top5-acc=99.82%, remaining_time=0:00:05.440764, arrival_time=2021-04-10 01:40:13.894026, cost_time=0:00:08.590738 2021-04-10 01:40:09,148 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=2.64ms, fps=3689 images/s, loss=0.2559, top1-acc=91.12%, top5-acc=99.82%, remaining_time=0:00:04.714314, arrival_time=2021-04-10 01:40:13.862331, cost_time=0:00:09.285728 2021-04-10 01:40:09,848 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=2.73ms, fps=3655 images/s, loss=0.2585, top1-acc=91.04%, top5-acc=99.82%, remaining_time=0:00:03.994592, arrival_time=2021-04-10 01:40:13.843468, cost_time=0:00:09.986515 2021-04-10 01:40:10,553 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.44ms, fps=3639 images/s, loss=0.2583, top1-acc=91.07%, top5-acc=99.82%, remaining_time=0:00:03.278512, arrival_time=2021-04-10 01:40:13.831579, cost_time=0:00:10.690734 2021-04-10 01:40:11,252 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=2.19ms, fps=3662 images/s, loss=0.2593, top1-acc=91.03%, top5-acc=99.82%, remaining_time=0:00:02.562840, arrival_time=2021-04-10 01:40:13.815596, cost_time=0:00:11.390446 2021-04-10 01:40:11,954 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.77ms, fps=3653 images/s, loss=0.2607, top1-acc=90.96%, top5-acc=99.80%, remaining_time=0:00:01.849328, arrival_time=2021-04-10 01:40:13.803463, cost_time=0:00:12.091725 2021-04-10 01:40:12,652 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=2.12ms, fps=3671 images/s, loss=0.2621, top1-acc=90.90%, top5-acc=99.79%, remaining_time=0:00:01.136880, arrival_time=2021-04-10 01:40:13.789001, cost_time=0:00:12.789834 2021-04-10 01:40:13,355 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=2.07ms, fps=3640 images/s, loss=0.2620, top1-acc=90.91%, top5-acc=99.79%, remaining_time=0:00:00.426114, arrival_time=2021-04-10 01:40:13.781987, cost_time=0:00:13.493558 2021-04-10 01:40:13,732 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.20ms, fps=3616 images/s, loss=0.2631, top1-acc=90.88%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:13.732916, cost_time=0:00:13.870665 2021-04-10 01:40:13,999 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=0.31ms, fps=9650 images/s, loss=0.4608, top1-acc=84.30%, top5-acc=99.57%, remaining_time=0:00:00.795840, arrival_time=2021-04-10 01:40:14.794998, cost_time=0:00:00.265278 2021-04-10 01:40:14,190 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=13.74ms, fps=13380 images/s, loss=0.4623, top1-acc=84.63%, top5-acc=99.49%, remaining_time=0:00:00.457040, arrival_time=2021-04-10 01:40:14.647971, cost_time=0:00:00.457044 2021-04-10 01:40:14,400 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=0.37ms, fps=12282 images/s, loss=0.4556, top1-acc=85.01%, top5-acc=99.48%, remaining_time=0:00:00.221970, arrival_time=2021-04-10 01:40:14.621873, cost_time=0:00:00.665896 2021-04-10 01:40:14,586 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.10ms, fps=12458 images/s, loss=0.4378, top1-acc=85.32%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:14.586794, cost_time=0:00:00.852890 2021-04-10 01:40:14,632 INFO : Epoch=0072 complete, best val top1-acc=85.59%, top5-acc=99.49% (epoch=60), remaining_time=0:31:58.073088, arrival_time=2021-04-10 02:12:12.705118, cost_time=0:17:58.916140 2021-04-10 01:40:14,633 INFO : Train start, epoch=0073, lr=0.071289 2021-04-10 01:40:15,578 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.72ms, fps=2708 images/s, loss=0.2611, top1-acc=91.13%, top5-acc=99.88%, remaining_time=0:00:17.580906, arrival_time=2021-04-10 01:40:33.159247, cost_time=0:00:00.945207 2021-04-10 01:40:16,291 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.48ms, fps=3590 images/s, loss=0.2540, top1-acc=91.33%, top5-acc=99.84%, remaining_time=0:00:14.596032, arrival_time=2021-04-10 01:40:30.887862, cost_time=0:00:01.658644 2021-04-10 01:40:16,987 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.96ms, fps=3683 images/s, loss=0.2550, top1-acc=91.35%, top5-acc=99.84%, remaining_time=0:00:13.027016, arrival_time=2021-04-10 01:40:30.014428, cost_time=0:00:02.354266 2021-04-10 01:40:17,684 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.91ms, fps=3675 images/s, loss=0.2500, top1-acc=91.54%, top5-acc=99.86%, remaining_time=0:00:11.899680, arrival_time=2021-04-10 01:40:29.584102, cost_time=0:00:03.051217 2021-04-10 01:40:18,385 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.42ms, fps=3656 images/s, loss=0.2444, top1-acc=91.70%, top5-acc=99.87%, remaining_time=0:00:10.956132, arrival_time=2021-04-10 01:40:29.341408, cost_time=0:00:03.752100 2021-04-10 01:40:19,077 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=2.37ms, fps=3699 images/s, loss=0.2460, top1-acc=91.58%, top5-acc=99.86%, remaining_time=0:00:10.074744, arrival_time=2021-04-10 01:40:29.152663, cost_time=0:00:04.444731 2021-04-10 01:40:19,781 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.56ms, fps=3640 images/s, loss=0.2477, top1-acc=91.52%, top5-acc=99.83%, remaining_time=0:00:09.267426, arrival_time=2021-04-10 01:40:29.049140, cost_time=0:00:05.148552 2021-04-10 01:40:20,472 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.52ms, fps=3709 images/s, loss=0.2490, top1-acc=91.48%, top5-acc=99.82%, remaining_time=0:00:08.466956, arrival_time=2021-04-10 01:40:28.939545, cost_time=0:00:05.839275 2021-04-10 01:40:21,197 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.92ms, fps=3535 images/s, loss=0.2508, top1-acc=91.43%, top5-acc=99.80%, remaining_time=0:00:07.731322, arrival_time=2021-04-10 01:40:28.928846, cost_time=0:00:06.564343 2021-04-10 01:40:21,902 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.57ms, fps=3637 images/s, loss=0.2543, top1-acc=91.27%, top5-acc=99.79%, remaining_time=0:00:06.978144, arrival_time=2021-04-10 01:40:28.880295, cost_time=0:00:07.268854 2021-04-10 01:40:22,604 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=2.07ms, fps=3650 images/s, loss=0.2551, top1-acc=91.23%, top5-acc=99.79%, remaining_time=0:00:06.231990, arrival_time=2021-04-10 01:40:28.836251, cost_time=0:00:07.971119 2021-04-10 01:40:23,303 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.61ms, fps=3665 images/s, loss=0.2565, top1-acc=91.20%, top5-acc=99.79%, remaining_time=0:00:05.491076, arrival_time=2021-04-10 01:40:28.794417, cost_time=0:00:08.670109 2021-04-10 01:40:24,005 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.47ms, fps=3648 images/s, loss=0.2573, top1-acc=91.16%, top5-acc=99.79%, remaining_time=0:00:04.758336, arrival_time=2021-04-10 01:40:28.763995, cost_time=0:00:09.372517 2021-04-10 01:40:24,710 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.38ms, fps=3634 images/s, loss=0.2599, top1-acc=91.04%, top5-acc=99.79%, remaining_time=0:00:04.030936, arrival_time=2021-04-10 01:40:28.741653, cost_time=0:00:10.077368 2021-04-10 01:40:25,409 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.43ms, fps=3670 images/s, loss=0.2595, top1-acc=91.05%, top5-acc=99.78%, remaining_time=0:00:03.304640, arrival_time=2021-04-10 01:40:28.713714, cost_time=0:00:10.775928 2021-04-10 01:40:26,105 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.41ms, fps=3681 images/s, loss=0.2597, top1-acc=91.05%, top5-acc=99.79%, remaining_time=0:00:02.581164, arrival_time=2021-04-10 01:40:28.686181, cost_time=0:00:11.471782 2021-04-10 01:40:26,804 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.47ms, fps=3663 images/s, loss=0.2614, top1-acc=90.97%, top5-acc=99.78%, remaining_time=0:00:01.861496, arrival_time=2021-04-10 01:40:28.666184, cost_time=0:00:12.171312 2021-04-10 01:40:27,502 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.39ms, fps=3672 images/s, loss=0.2613, top1-acc=90.95%, top5-acc=99.79%, remaining_time=0:00:01.143952, arrival_time=2021-04-10 01:40:28.646573, cost_time=0:00:12.869463 2021-04-10 01:40:28,208 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.47ms, fps=3628 images/s, loss=0.2620, top1-acc=90.92%, top5-acc=99.78%, remaining_time=0:00:00.428700, arrival_time=2021-04-10 01:40:28.637468, cost_time=0:00:13.575409 2021-04-10 01:40:28,582 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=0.08ms, fps=3646 images/s, loss=0.2613, top1-acc=90.94%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:28.582453, cost_time=0:00:13.949271 2021-04-10 01:40:28,931 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=18.09ms, fps=7372 images/s, loss=0.4339, top1-acc=85.66%, top5-acc=99.49%, remaining_time=0:00:01.041810, arrival_time=2021-04-10 01:40:29.973016, cost_time=0:00:00.347271 2021-04-10 01:40:29,142 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=0.33ms, fps=12127 images/s, loss=0.4359, top1-acc=85.66%, top5-acc=99.51%, remaining_time=0:00:00.558860, arrival_time=2021-04-10 01:40:29.701593, cost_time=0:00:00.558851 2021-04-10 01:40:29,397 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=15.38ms, fps=10067 images/s, loss=0.4364, top1-acc=85.70%, top5-acc=99.51%, remaining_time=0:00:00.271160, arrival_time=2021-04-10 01:40:29.668573, cost_time=0:00:00.813487 2021-04-10 01:40:29,619 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.07ms, fps=10482 images/s, loss=0.4366, top1-acc=85.88%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:29.619183, cost_time=0:00:01.035318 2021-04-10 01:40:29,670 INFO : Epoch=0073 complete, best val top1-acc=85.88%, top5-acc=99.46% (epoch=73), remaining_time=0:31:43.180725, arrival_time=2021-04-10 02:12:12.850876, cost_time=0:18:13.954288 2021-04-10 01:40:29,670 INFO : Train start, epoch=0074, lr=0.070576 2021-04-10 01:40:30,566 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=0.37ms, fps=2858 images/s, loss=0.2485, top1-acc=91.37%, top5-acc=99.88%, remaining_time=0:00:16.657788, arrival_time=2021-04-10 01:40:47.224224, cost_time=0:00:00.895584 2021-04-10 01:40:31,259 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.54ms, fps=3698 images/s, loss=0.2416, top1-acc=91.74%, top5-acc=99.84%, remaining_time=0:00:13.976160, arrival_time=2021-04-10 01:40:45.235212, cost_time=0:00:01.588193 2021-04-10 01:40:31,959 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.91ms, fps=3656 images/s, loss=0.2436, top1-acc=91.61%, top5-acc=99.84%, remaining_time=0:00:12.664306, arrival_time=2021-04-10 01:40:44.623909, cost_time=0:00:02.288742 2021-04-10 01:40:32,654 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.38ms, fps=3687 images/s, loss=0.2480, top1-acc=91.41%, top5-acc=99.82%, remaining_time=0:00:11.635572, arrival_time=2021-04-10 01:40:44.289954, cost_time=0:00:02.983480 2021-04-10 01:40:33,350 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.44ms, fps=3681 images/s, loss=0.2474, top1-acc=91.47%, top5-acc=99.82%, remaining_time=0:00:10.743848, arrival_time=2021-04-10 01:40:44.094164, cost_time=0:00:03.679411 2021-04-10 01:40:34,049 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=2.08ms, fps=3667 images/s, loss=0.2504, top1-acc=91.48%, top5-acc=99.79%, remaining_time=0:00:09.923648, arrival_time=2021-04-10 01:40:43.972647, cost_time=0:00:04.378091 2021-04-10 01:40:34,749 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.64ms, fps=3657 images/s, loss=0.2514, top1-acc=91.43%, top5-acc=99.78%, remaining_time=0:00:09.141678, arrival_time=2021-04-10 01:40:43.891273, cost_time=0:00:05.078690 2021-04-10 01:40:35,471 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=2.55ms, fps=3549 images/s, loss=0.2509, top1-acc=91.50%, top5-acc=99.78%, remaining_time=0:00:08.410812, arrival_time=2021-04-10 01:40:43.882397, cost_time=0:00:05.800570 2021-04-10 01:40:36,188 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=2.24ms, fps=3574 images/s, loss=0.2564, top1-acc=91.29%, top5-acc=99.77%, remaining_time=0:00:07.676520, arrival_time=2021-04-10 01:40:43.865230, cost_time=0:00:06.517789 2021-04-10 01:40:36,894 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.54ms, fps=3630 images/s, loss=0.2577, top1-acc=91.28%, top5-acc=99.77%, remaining_time=0:00:06.934752, arrival_time=2021-04-10 01:40:43.829279, cost_time=0:00:07.223653 2021-04-10 01:40:37,587 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.68ms, fps=3699 images/s, loss=0.2600, top1-acc=91.14%, top5-acc=99.76%, remaining_time=0:00:06.188990, arrival_time=2021-04-10 01:40:43.776059, cost_time=0:00:07.916167 2021-04-10 01:40:38,288 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=2.18ms, fps=3655 images/s, loss=0.2593, top1-acc=91.15%, top5-acc=99.76%, remaining_time=0:00:05.457484, arrival_time=2021-04-10 01:40:43.745566, cost_time=0:00:08.617100 2021-04-10 01:40:39,016 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=8.40ms, fps=3520 images/s, loss=0.2580, top1-acc=91.16%, top5-acc=99.76%, remaining_time=0:00:04.744476, arrival_time=2021-04-10 01:40:43.760564, cost_time=0:00:09.345183 2021-04-10 01:40:39,735 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=2.21ms, fps=3564 images/s, loss=0.2578, top1-acc=91.15%, top5-acc=99.75%, remaining_time=0:00:04.025616, arrival_time=2021-04-10 01:40:43.760599, cost_time=0:00:10.064026 2021-04-10 01:40:40,428 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.63ms, fps=3696 images/s, loss=0.2596, top1-acc=91.09%, top5-acc=99.76%, remaining_time=0:00:03.298936, arrival_time=2021-04-10 01:40:43.727187, cost_time=0:00:10.757389 2021-04-10 01:40:41,123 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.65ms, fps=3686 images/s, loss=0.2592, top1-acc=91.09%, top5-acc=99.76%, remaining_time=0:00:02.576772, arrival_time=2021-04-10 01:40:43.700080, cost_time=0:00:11.452291 2021-04-10 01:40:41,824 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=2.08ms, fps=3653 images/s, loss=0.2593, top1-acc=91.04%, top5-acc=99.75%, remaining_time=0:00:01.858818, arrival_time=2021-04-10 01:40:43.683609, cost_time=0:00:12.153892 2021-04-10 01:40:42,526 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.97ms, fps=3650 images/s, loss=0.2597, top1-acc=91.02%, top5-acc=99.76%, remaining_time=0:00:01.142736, arrival_time=2021-04-10 01:40:43.669383, cost_time=0:00:12.855699 2021-04-10 01:40:43,220 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.46ms, fps=3692 images/s, loss=0.2598, top1-acc=91.01%, top5-acc=99.75%, remaining_time=0:00:00.427884, arrival_time=2021-04-10 01:40:43.648420, cost_time=0:00:13.549636 2021-04-10 01:40:43,593 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.45ms, fps=3654 images/s, loss=0.2603, top1-acc=90.99%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:43.593178, cost_time=0:00:13.922323 2021-04-10 01:40:43,908 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=17.60ms, fps=8142 images/s, loss=0.5186, top1-acc=85.00%, top5-acc=99.14%, remaining_time=0:00:00.943230, arrival_time=2021-04-10 01:40:44.851916, cost_time=0:00:00.314408 2021-04-10 01:40:44,147 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=0.30ms, fps=10759 images/s, loss=0.5376, top1-acc=83.85%, top5-acc=99.18%, remaining_time=0:00:00.552800, arrival_time=2021-04-10 01:40:44.699983, cost_time=0:00:00.552803 2021-04-10 01:40:44,357 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.72ms, fps=12208 images/s, loss=0.5384, top1-acc=83.57%, top5-acc=99.26%, remaining_time=0:00:00.254420, arrival_time=2021-04-10 01:40:44.611960, cost_time=0:00:00.763255 2021-04-10 01:40:44,574 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.06ms, fps=10694 images/s, loss=0.5203, top1-acc=83.72%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:44.574929, cost_time=0:00:00.980690 2021-04-10 01:40:44,601 INFO : Epoch=0074 complete, best val top1-acc=85.88%, top5-acc=99.46% (epoch=73), remaining_time=0:31:28.102818, arrival_time=2021-04-10 02:12:12.704438, cost_time=0:18:28.885760 2021-04-10 01:40:44,602 INFO : Train start, epoch=0075, lr=0.069857 2021-04-10 01:40:45,498 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.47ms, fps=2857 images/s, loss=0.2503, top1-acc=91.60%, top5-acc=99.84%, remaining_time=0:00:16.663740, arrival_time=2021-04-10 01:41:02.161969, cost_time=0:00:00.895905 2021-04-10 01:40:46,187 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.40ms, fps=3718 images/s, loss=0.2576, top1-acc=91.27%, top5-acc=99.79%, remaining_time=0:00:13.946064, arrival_time=2021-04-10 01:41:00.133164, cost_time=0:00:01.584781 2021-04-10 01:40:46,877 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.64ms, fps=3712 images/s, loss=0.2521, top1-acc=91.51%, top5-acc=99.83%, remaining_time=0:00:12.587780, arrival_time=2021-04-10 01:40:59.465045, cost_time=0:00:02.274913 2021-04-10 01:40:47,570 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.45ms, fps=3696 images/s, loss=0.2546, top1-acc=91.29%, top5-acc=99.81%, remaining_time=0:00:11.575200, arrival_time=2021-04-10 01:40:59.145576, cost_time=0:00:02.968013 2021-04-10 01:40:48,266 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.74ms, fps=3678 images/s, loss=0.2520, top1-acc=91.35%, top5-acc=99.81%, remaining_time=0:00:10.700486, arrival_time=2021-04-10 01:40:58.967399, cost_time=0:00:03.664546 2021-04-10 01:40:48,962 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.39ms, fps=3685 images/s, loss=0.2498, top1-acc=91.47%, top5-acc=99.79%, remaining_time=0:00:09.882576, arrival_time=2021-04-10 01:40:58.844868, cost_time=0:00:04.359939 2021-04-10 01:40:49,664 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.90ms, fps=3647 images/s, loss=0.2499, top1-acc=91.45%, top5-acc=99.80%, remaining_time=0:00:09.112446, arrival_time=2021-04-10 01:40:58.777279, cost_time=0:00:05.062473 2021-04-10 01:40:50,365 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.49ms, fps=3657 images/s, loss=0.2516, top1-acc=91.37%, top5-acc=99.80%, remaining_time=0:00:08.356292, arrival_time=2021-04-10 01:40:58.721734, cost_time=0:00:05.762971 2021-04-10 01:40:51,066 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.55ms, fps=3654 images/s, loss=0.2512, top1-acc=91.35%, top5-acc=99.81%, remaining_time=0:00:07.613662, arrival_time=2021-04-10 01:40:58.680473, cost_time=0:00:06.464468 2021-04-10 01:40:51,768 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.75ms, fps=3653 images/s, loss=0.2526, top1-acc=91.34%, top5-acc=99.79%, remaining_time=0:00:06.879168, arrival_time=2021-04-10 01:40:58.647405, cost_time=0:00:07.165795 2021-04-10 01:40:52,464 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.58ms, fps=3679 images/s, loss=0.2541, top1-acc=91.26%, top5-acc=99.79%, remaining_time=0:00:06.147022, arrival_time=2021-04-10 01:40:58.611868, cost_time=0:00:07.862476 2021-04-10 01:40:53,160 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.87ms, fps=3687 images/s, loss=0.2531, top1-acc=91.27%, top5-acc=99.80%, remaining_time=0:00:05.419712, arrival_time=2021-04-10 01:40:58.579692, cost_time=0:00:08.557459 2021-04-10 01:40:53,853 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.42ms, fps=3696 images/s, loss=0.2545, top1-acc=91.24%, top5-acc=99.79%, remaining_time=0:00:04.696692, arrival_time=2021-04-10 01:40:58.550070, cost_time=0:00:09.251059 2021-04-10 01:40:54,556 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=2.02ms, fps=3646 images/s, loss=0.2560, top1-acc=91.19%, top5-acc=99.80%, remaining_time=0:00:03.981432, arrival_time=2021-04-10 01:40:58.537523, cost_time=0:00:09.953601 2021-04-10 01:40:55,258 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.97ms, fps=3647 images/s, loss=0.2569, top1-acc=91.14%, top5-acc=99.81%, remaining_time=0:00:03.267978, arrival_time=2021-04-10 01:40:58.526868, cost_time=0:00:10.656513 2021-04-10 01:40:55,955 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.79ms, fps=3678 images/s, loss=0.2588, top1-acc=91.07%, top5-acc=99.81%, remaining_time=0:00:02.554452, arrival_time=2021-04-10 01:40:58.509916, cost_time=0:00:11.353089 2021-04-10 01:40:56,659 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=2.04ms, fps=3641 images/s, loss=0.2602, top1-acc=91.00%, top5-acc=99.80%, remaining_time=0:00:01.843972, arrival_time=2021-04-10 01:40:58.503198, cost_time=0:00:12.056817 2021-04-10 01:40:57,356 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.46ms, fps=3674 images/s, loss=0.2607, top1-acc=90.97%, top5-acc=99.80%, remaining_time=0:00:01.133696, arrival_time=2021-04-10 01:40:58.490196, cost_time=0:00:12.754166 2021-04-10 01:40:58,054 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.90ms, fps=3669 images/s, loss=0.2615, top1-acc=90.93%, top5-acc=99.80%, remaining_time=0:00:00.424812, arrival_time=2021-04-10 01:40:58.479559, cost_time=0:00:13.452380 2021-04-10 01:40:58,432 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=0.08ms, fps=3606 images/s, loss=0.2624, top1-acc=90.94%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:58.432453, cost_time=0:00:13.830134 2021-04-10 01:40:58,784 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=0.42ms, fps=7297 images/s, loss=0.4142, top1-acc=86.37%, top5-acc=99.41%, remaining_time=0:00:01.052520, arrival_time=2021-04-10 01:40:59.836913, cost_time=0:00:00.350840 2021-04-10 01:40:58,995 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=0.40ms, fps=12177 images/s, loss=0.4424, top1-acc=85.33%, top5-acc=99.49%, remaining_time=0:00:00.561540, arrival_time=2021-04-10 01:40:59.556756, cost_time=0:00:00.561544 2021-04-10 01:40:59,294 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=0.29ms, fps=8570 images/s, loss=0.4570, top1-acc=84.95%, top5-acc=99.49%, remaining_time=0:00:00.287000, arrival_time=2021-04-10 01:40:59.581563, cost_time=0:00:00.860999 2021-04-10 01:40:59,517 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.07ms, fps=10444 images/s, loss=0.4513, top1-acc=84.93%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:59.517140, cost_time=0:00:01.083622 2021-04-10 01:40:59,561 INFO : Epoch=0075 complete, best val top1-acc=85.88%, top5-acc=99.46% (epoch=73), remaining_time=0:31:13.076250, arrival_time=2021-04-10 02:12:12.637894, cost_time=0:18:43.845756 2021-04-10 01:40:59,562 INFO : Train start, epoch=0076, lr=0.069134 2021-04-10 01:41:00,464 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=0.25ms, fps=2837 images/s, loss=0.2838, top1-acc=90.20%, top5-acc=99.61%, remaining_time=0:00:16.781106, arrival_time=2021-04-10 01:41:17.246005, cost_time=0:00:00.902208 2021-04-10 01:41:01,159 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.71ms, fps=3688 images/s, loss=0.2747, top1-acc=90.53%, top5-acc=99.69%, remaining_time=0:00:14.050960, arrival_time=2021-04-10 01:41:15.210356, cost_time=0:00:01.596695 2021-04-10 01:41:01,871 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=13.09ms, fps=3598 images/s, loss=0.2798, top1-acc=90.23%, top5-acc=99.73%, remaining_time=0:00:12.774198, arrival_time=2021-04-10 01:41:14.645529, cost_time=0:00:02.308578 2021-04-10 01:41:02,571 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=2.05ms, fps=3658 images/s, loss=0.2727, top1-acc=90.52%, top5-acc=99.77%, remaining_time=0:00:11.734944, arrival_time=2021-04-10 01:41:14.306646, cost_time=0:00:03.008957 2021-04-10 01:41:03,267 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=2.03ms, fps=3684 images/s, loss=0.2678, top1-acc=90.68%, top5-acc=99.78%, remaining_time=0:00:10.816848, arrival_time=2021-04-10 01:41:14.083994, cost_time=0:00:03.704403 2021-04-10 01:41:03,965 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.55ms, fps=3668 images/s, loss=0.2631, top1-acc=90.87%, top5-acc=99.79%, remaining_time=0:00:09.979952, arrival_time=2021-04-10 01:41:13.945587, cost_time=0:00:04.402937 2021-04-10 01:41:04,666 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=2.12ms, fps=3654 images/s, loss=0.2637, top1-acc=90.90%, top5-acc=99.78%, remaining_time=0:00:09.187164, arrival_time=2021-04-10 01:41:13.853841, cost_time=0:00:05.103976 2021-04-10 01:41:05,370 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.51ms, fps=3640 images/s, loss=0.2630, top1-acc=90.91%, top5-acc=99.79%, remaining_time=0:00:08.421136, arrival_time=2021-04-10 01:41:13.791555, cost_time=0:00:05.807718 2021-04-10 01:41:06,101 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=2.06ms, fps=3504 images/s, loss=0.2607, top1-acc=90.96%, top5-acc=99.78%, remaining_time=0:00:07.701112, arrival_time=2021-04-10 01:41:13.802527, cost_time=0:00:06.538679 2021-04-10 01:41:06,807 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.53ms, fps=3630 images/s, loss=0.2595, top1-acc=90.95%, top5-acc=99.79%, remaining_time=0:00:06.954720, arrival_time=2021-04-10 01:41:13.762047, cost_time=0:00:07.244502 2021-04-10 01:41:07,503 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.48ms, fps=3680 images/s, loss=0.2593, top1-acc=90.95%, top5-acc=99.79%, remaining_time=0:00:06.208426, arrival_time=2021-04-10 01:41:13.712102, cost_time=0:00:07.940983 2021-04-10 01:41:08,224 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.91ms, fps=3556 images/s, loss=0.2586, top1-acc=90.92%, top5-acc=99.79%, remaining_time=0:00:05.485452, arrival_time=2021-04-10 01:41:13.709659, cost_time=0:00:08.661290 2021-04-10 01:41:08,933 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=5.39ms, fps=3613 images/s, loss=0.2604, top1-acc=90.87%, top5-acc=99.78%, remaining_time=0:00:04.757478, arrival_time=2021-04-10 01:41:13.691120, cost_time=0:00:09.370758 2021-04-10 01:41:09,647 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=2.55ms, fps=3589 images/s, loss=0.2592, top1-acc=90.89%, top5-acc=99.78%, remaining_time=0:00:04.034016, arrival_time=2021-04-10 01:41:13.681760, cost_time=0:00:10.084992 2021-04-10 01:41:10,346 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=2.04ms, fps=3668 images/s, loss=0.2582, top1-acc=90.93%, top5-acc=99.79%, remaining_time=0:00:03.306940, arrival_time=2021-04-10 01:41:13.653272, cost_time=0:00:10.783538 2021-04-10 01:41:11,044 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.45ms, fps=3670 images/s, loss=0.2584, top1-acc=90.96%, top5-acc=99.79%, remaining_time=0:00:02.583396, arrival_time=2021-04-10 01:41:13.627941, cost_time=0:00:11.481796 2021-04-10 01:41:11,744 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.79ms, fps=3660 images/s, loss=0.2593, top1-acc=90.95%, top5-acc=99.79%, remaining_time=0:00:01.863108, arrival_time=2021-04-10 01:41:13.607811, cost_time=0:00:12.181846 2021-04-10 01:41:12,443 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.42ms, fps=3665 images/s, loss=0.2588, top1-acc=90.98%, top5-acc=99.78%, remaining_time=0:00:01.144992, arrival_time=2021-04-10 01:41:13.588887, cost_time=0:00:12.881151 2021-04-10 01:41:13,147 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.40ms, fps=3640 images/s, loss=0.2585, top1-acc=91.01%, top5-acc=99.78%, remaining_time=0:00:00.429000, arrival_time=2021-04-10 01:41:13.576817, cost_time=0:00:13.585041 2021-04-10 01:41:13,519 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=0.08ms, fps=3664 images/s, loss=0.2578, top1-acc=91.02%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:13.519471, cost_time=0:00:13.956784 2021-04-10 01:41:13,884 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=0.39ms, fps=7040 images/s, loss=0.4957, top1-acc=85.43%, top5-acc=98.95%, remaining_time=0:00:01.090800, arrival_time=2021-04-10 01:41:14.974960, cost_time=0:00:00.363599 2021-04-10 01:41:14,097 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=0.29ms, fps=12037 images/s, loss=0.4824, top1-acc=84.94%, top5-acc=99.16%, remaining_time=0:00:00.576720, arrival_time=2021-04-10 01:41:14.674013, cost_time=0:00:00.576719 2021-04-10 01:41:14,352 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=0.37ms, fps=10068 images/s, loss=0.4778, top1-acc=85.05%, top5-acc=99.17%, remaining_time=0:00:00.277150, arrival_time=2021-04-10 01:41:14.629174, cost_time=0:00:00.831462 2021-04-10 01:41:14,512 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.10ms, fps=14538 images/s, loss=0.4633, top1-acc=85.24%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:14.512027, cost_time=0:00:00.991480 2021-04-10 01:41:14,545 INFO : Epoch=0076 complete, best val top1-acc=85.88%, top5-acc=99.46% (epoch=73), remaining_time=0:30:58.089656, arrival_time=2021-04-10 02:12:12.634695, cost_time=0:18:58.829151 2021-04-10 01:41:14,546 INFO : Train start, epoch=0077, lr=0.068406 2021-04-10 01:41:15,417 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=3.25ms, fps=2938 images/s, loss=0.2468, top1-acc=90.90%, top5-acc=99.92%, remaining_time=0:00:16.204506, arrival_time=2021-04-10 01:41:31.621822, cost_time=0:00:00.871208 2021-04-10 01:41:16,112 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.59ms, fps=3686 images/s, loss=0.2556, top1-acc=90.59%, top5-acc=99.88%, remaining_time=0:00:13.782736, arrival_time=2021-04-10 01:41:29.895109, cost_time=0:00:01.566226 2021-04-10 01:41:16,807 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=2.14ms, fps=3688 images/s, loss=0.2539, top1-acc=90.79%, top5-acc=99.87%, remaining_time=0:00:12.510092, arrival_time=2021-04-10 01:41:29.317064, cost_time=0:00:02.260867 2021-04-10 01:41:17,501 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.96ms, fps=3687 images/s, loss=0.2491, top1-acc=91.18%, top5-acc=99.82%, remaining_time=0:00:11.526684, arrival_time=2021-04-10 01:41:29.028382, cost_time=0:00:02.955552 2021-04-10 01:41:18,204 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.37ms, fps=3645 images/s, loss=0.2448, top1-acc=91.34%, top5-acc=99.82%, remaining_time=0:00:10.682528, arrival_time=2021-04-10 01:41:28.887014, cost_time=0:00:03.658385 2021-04-10 01:41:18,903 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.84ms, fps=3664 images/s, loss=0.2468, top1-acc=91.32%, top5-acc=99.80%, remaining_time=0:00:09.877000, arrival_time=2021-04-10 01:41:28.780610, cost_time=0:00:04.357514 2021-04-10 01:41:19,609 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=2.46ms, fps=3631 images/s, loss=0.2447, top1-acc=91.46%, top5-acc=99.81%, remaining_time=0:00:09.113202, arrival_time=2021-04-10 01:41:28.722335, cost_time=0:00:05.062880 2021-04-10 01:41:20,307 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.39ms, fps=3669 images/s, loss=0.2455, top1-acc=91.45%, top5-acc=99.81%, remaining_time=0:00:08.354204, arrival_time=2021-04-10 01:41:28.661842, cost_time=0:00:05.761523 2021-04-10 01:41:21,003 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.44ms, fps=3681 images/s, loss=0.2436, top1-acc=91.50%, top5-acc=99.81%, remaining_time=0:00:07.605394, arrival_time=2021-04-10 01:41:28.609049, cost_time=0:00:06.457406 2021-04-10 01:41:21,707 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=2.11ms, fps=3644 images/s, loss=0.2450, top1-acc=91.48%, top5-acc=99.80%, remaining_time=0:00:06.874368, arrival_time=2021-04-10 01:41:28.581308, cost_time=0:00:07.160776 2021-04-10 01:41:22,412 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=2.10ms, fps=3630 images/s, loss=0.2457, top1-acc=91.49%, top5-acc=99.80%, remaining_time=0:00:06.150204, arrival_time=2021-04-10 01:41:28.562972, cost_time=0:00:07.866537 2021-04-10 01:41:23,109 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.55ms, fps=3676 images/s, loss=0.2472, top1-acc=91.45%, top5-acc=99.80%, remaining_time=0:00:05.423664, arrival_time=2021-04-10 01:41:28.533444, cost_time=0:00:08.563665 2021-04-10 01:41:23,807 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.52ms, fps=3673 images/s, loss=0.2491, top1-acc=91.42%, top5-acc=99.81%, remaining_time=0:00:04.701708, arrival_time=2021-04-10 01:41:28.509132, cost_time=0:00:09.260997 2021-04-10 01:41:24,512 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.73ms, fps=3638 images/s, loss=0.2500, top1-acc=91.31%, top5-acc=99.82%, remaining_time=0:00:03.986360, arrival_time=2021-04-10 01:41:28.498444, cost_time=0:00:09.965939 2021-04-10 01:41:25,231 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.93ms, fps=3562 images/s, loss=0.2504, top1-acc=91.33%, top5-acc=99.81%, remaining_time=0:00:03.276810, arrival_time=2021-04-10 01:41:28.508175, cost_time=0:00:10.685219 2021-04-10 01:41:25,928 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=2.11ms, fps=3676 images/s, loss=0.2526, top1-acc=91.24%, top5-acc=99.81%, remaining_time=0:00:02.560968, arrival_time=2021-04-10 01:41:28.489282, cost_time=0:00:11.382122 2021-04-10 01:41:26,621 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=2.12ms, fps=3694 images/s, loss=0.2533, top1-acc=91.23%, top5-acc=99.81%, remaining_time=0:00:01.846884, arrival_time=2021-04-10 01:41:28.468797, cost_time=0:00:12.075737 2021-04-10 01:41:27,320 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.96ms, fps=3667 images/s, loss=0.2537, top1-acc=91.21%, top5-acc=99.81%, remaining_time=0:00:01.135504, arrival_time=2021-04-10 01:41:28.456129, cost_time=0:00:12.774477 2021-04-10 01:41:28,010 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.79ms, fps=3717 images/s, loss=0.2541, top1-acc=91.19%, top5-acc=99.81%, remaining_time=0:00:00.425172, arrival_time=2021-04-10 01:41:28.435092, cost_time=0:00:13.463735 2021-04-10 01:41:28,390 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=0.12ms, fps=3584 images/s, loss=0.2548, top1-acc=91.16%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:28.389989, cost_time=0:00:13.843823 2021-04-10 01:41:28,698 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.33ms, fps=8329 images/s, loss=0.3616, top1-acc=87.54%, top5-acc=99.18%, remaining_time=0:00:00.922020, arrival_time=2021-04-10 01:41:29.620949, cost_time=0:00:00.307344 2021-04-10 01:41:28,898 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=0.35ms, fps=12864 images/s, loss=0.3676, top1-acc=87.25%, top5-acc=99.34%, remaining_time=0:00:00.506840, arrival_time=2021-04-10 01:41:29.405264, cost_time=0:00:00.506847 2021-04-10 01:41:29,165 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=0.31ms, fps=9600 images/s, loss=0.3695, top1-acc=87.33%, top5-acc=99.36%, remaining_time=0:00:00.257980, arrival_time=2021-04-10 01:41:29.423510, cost_time=0:00:00.773947 2021-04-10 01:41:29,374 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.07ms, fps=11151 images/s, loss=0.3745, top1-acc=87.51%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:29.373998, cost_time=0:00:00.982473 2021-04-10 01:41:29,430 INFO : Epoch=0077 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:30:42.947130, arrival_time=2021-04-10 02:12:12.377897, cost_time=0:19:13.714875 2021-04-10 01:41:29,431 INFO : Train start, epoch=0078, lr=0.067674 2021-04-10 01:41:30,340 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=0.26ms, fps=2817 images/s, loss=0.2465, top1-acc=91.72%, top5-acc=99.77%, remaining_time=0:00:16.902750, arrival_time=2021-04-10 01:41:47.243400, cost_time=0:00:00.908752 2021-04-10 01:41:31,038 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.98ms, fps=3672 images/s, loss=0.2441, top1-acc=91.76%, top5-acc=99.80%, remaining_time=0:00:14.137024, arrival_time=2021-04-10 01:41:45.175341, cost_time=0:00:01.606475 2021-04-10 01:41:31,732 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.89ms, fps=3688 images/s, loss=0.2391, top1-acc=91.81%, top5-acc=99.84%, remaining_time=0:00:12.732200, arrival_time=2021-04-10 01:41:44.465089, cost_time=0:00:02.300996 2021-04-10 01:41:32,433 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.90ms, fps=3656 images/s, loss=0.2381, top1-acc=91.82%, top5-acc=99.83%, remaining_time=0:00:11.707176, arrival_time=2021-04-10 01:41:44.140852, cost_time=0:00:03.001834 2021-04-10 01:41:33,130 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.98ms, fps=3676 images/s, loss=0.2440, top1-acc=91.67%, top5-acc=99.83%, remaining_time=0:00:10.800058, arrival_time=2021-04-10 01:41:43.930581, cost_time=0:00:03.698639 2021-04-10 01:41:33,825 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.42ms, fps=3684 images/s, loss=0.2454, top1-acc=91.65%, top5-acc=99.82%, remaining_time=0:00:09.959960, arrival_time=2021-04-10 01:41:43.785916, cost_time=0:00:04.394115 2021-04-10 01:41:34,522 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.58ms, fps=3678 images/s, loss=0.2436, top1-acc=91.68%, top5-acc=99.82%, remaining_time=0:00:09.162846, arrival_time=2021-04-10 01:41:43.685218, cost_time=0:00:05.090451 2021-04-10 01:41:35,224 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=2.37ms, fps=3650 images/s, loss=0.2425, top1-acc=91.77%, top5-acc=99.81%, remaining_time=0:00:08.399096, arrival_time=2021-04-10 01:41:43.623590, cost_time=0:00:05.792519 2021-04-10 01:41:35,939 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.89ms, fps=3584 images/s, loss=0.2423, top1-acc=91.71%, top5-acc=99.81%, remaining_time=0:00:07.664330, arrival_time=2021-04-10 01:41:43.603887, cost_time=0:00:06.507488 2021-04-10 01:41:36,645 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=2.06ms, fps=3629 images/s, loss=0.2453, top1-acc=91.59%, top5-acc=99.81%, remaining_time=0:00:06.925248, arrival_time=2021-04-10 01:41:43.570962, cost_time=0:00:07.213800 2021-04-10 01:41:37,351 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=2.04ms, fps=3633 images/s, loss=0.2444, top1-acc=91.64%, top5-acc=99.81%, remaining_time=0:00:06.191312, arrival_time=2021-04-10 01:41:43.542381, cost_time=0:00:07.919082 2021-04-10 01:41:38,048 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.86ms, fps=3674 images/s, loss=0.2468, top1-acc=91.49%, top5-acc=99.81%, remaining_time=0:00:05.457256, arrival_time=2021-04-10 01:41:43.505852, cost_time=0:00:08.616681 2021-04-10 01:41:38,759 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.94ms, fps=3603 images/s, loss=0.2502, top1-acc=91.40%, top5-acc=99.80%, remaining_time=0:00:04.735698, arrival_time=2021-04-10 01:41:43.495516, cost_time=0:00:09.327890 2021-04-10 01:41:39,461 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.86ms, fps=3652 images/s, loss=0.2507, top1-acc=91.40%, top5-acc=99.80%, remaining_time=0:00:04.011784, arrival_time=2021-04-10 01:41:43.473065, cost_time=0:00:10.029398 2021-04-10 01:41:40,164 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.79ms, fps=3646 images/s, loss=0.2516, top1-acc=91.40%, top5-acc=99.80%, remaining_time=0:00:03.291208, arrival_time=2021-04-10 01:41:43.455255, cost_time=0:00:10.732125 2021-04-10 01:41:40,858 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.98ms, fps=3689 images/s, loss=0.2524, top1-acc=91.35%, top5-acc=99.80%, remaining_time=0:00:02.571012, arrival_time=2021-04-10 01:41:43.429605, cost_time=0:00:11.426733 2021-04-10 01:41:41,562 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.85ms, fps=3641 images/s, loss=0.2535, top1-acc=91.31%, top5-acc=99.81%, remaining_time=0:00:01.855230, arrival_time=2021-04-10 01:41:43.417500, cost_time=0:00:12.130341 2021-04-10 01:41:42,261 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.61ms, fps=3664 images/s, loss=0.2533, top1-acc=91.32%, top5-acc=99.80%, remaining_time=0:00:01.140416, arrival_time=2021-04-10 01:41:43.401886, cost_time=0:00:12.829603 2021-04-10 01:41:42,955 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.32ms, fps=3691 images/s, loss=0.2523, top1-acc=91.34%, top5-acc=99.80%, remaining_time=0:00:00.427062, arrival_time=2021-04-10 01:41:43.382519, cost_time=0:00:13.523614 2021-04-10 01:41:43,334 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=0.08ms, fps=3594 images/s, loss=0.2522, top1-acc=91.35%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:43.334323, cost_time=0:00:13.902402 2021-04-10 01:41:43,656 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=7.37ms, fps=7983 images/s, loss=0.4245, top1-acc=85.35%, top5-acc=99.65%, remaining_time=0:00:00.962010, arrival_time=2021-04-10 01:41:44.618137, cost_time=0:00:00.320672 2021-04-10 01:41:43,881 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=0.42ms, fps=11407 images/s, loss=0.4203, top1-acc=86.31%, top5-acc=99.59%, remaining_time=0:00:00.545560, arrival_time=2021-04-10 01:41:44.426573, cost_time=0:00:00.545561 2021-04-10 01:41:44,128 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=27.94ms, fps=10385 images/s, loss=0.4151, top1-acc=86.46%, top5-acc=99.61%, remaining_time=0:00:00.264180, arrival_time=2021-04-10 01:41:44.392167, cost_time=0:00:00.792545 2021-04-10 01:41:44,333 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.07ms, fps=11332 images/s, loss=0.4171, top1-acc=86.41%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:44.333144, cost_time=0:00:00.997754 2021-04-10 01:41:44,359 INFO : Epoch=0078 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:30:27.879030, arrival_time=2021-04-10 02:12:12.238854, cost_time=0:19:28.643970 2021-04-10 01:41:44,360 INFO : Train start, epoch=0079, lr=0.066937 2021-04-10 01:41:45,306 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=0.38ms, fps=2705 images/s, loss=0.2444, top1-acc=90.98%, top5-acc=99.96%, remaining_time=0:00:17.600994, arrival_time=2021-04-10 01:42:02.907797, cost_time=0:00:00.946287 2021-04-10 01:41:46,002 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.37ms, fps=3682 images/s, loss=0.2465, top1-acc=91.19%, top5-acc=99.82%, remaining_time=0:00:14.450656, arrival_time=2021-04-10 01:42:00.453248, cost_time=0:00:01.642119 2021-04-10 01:41:46,699 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.63ms, fps=3677 images/s, loss=0.2476, top1-acc=91.29%, top5-acc=99.84%, remaining_time=0:00:12.941526, arrival_time=2021-04-10 01:41:59.640869, cost_time=0:00:02.338825 2021-04-10 01:41:47,397 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.75ms, fps=3670 images/s, loss=0.2421, top1-acc=91.49%, top5-acc=99.85%, remaining_time=0:00:11.843676, arrival_time=2021-04-10 01:41:59.241035, cost_time=0:00:03.036842 2021-04-10 01:41:48,107 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.88ms, fps=3607 images/s, loss=0.2445, top1-acc=91.43%, top5-acc=99.80%, remaining_time=0:00:10.941532, arrival_time=2021-04-10 01:41:59.049174, cost_time=0:00:03.747121 2021-04-10 01:41:48,809 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=2.15ms, fps=3651 images/s, loss=0.2420, top1-acc=91.55%, top5-acc=99.82%, remaining_time=0:00:10.083856, arrival_time=2021-04-10 01:41:58.893133, cost_time=0:00:04.448764 2021-04-10 01:41:49,509 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.91ms, fps=3660 images/s, loss=0.2433, top1-acc=91.56%, top5-acc=99.82%, remaining_time=0:00:09.267678, arrival_time=2021-04-10 01:41:58.776881, cost_time=0:00:05.148722 2021-04-10 01:41:50,209 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.37ms, fps=3657 images/s, loss=0.2482, top1-acc=91.48%, top5-acc=99.79%, remaining_time=0:00:08.481340, arrival_time=2021-04-10 01:41:58.691116, cost_time=0:00:05.849215 2021-04-10 01:41:50,910 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=2.17ms, fps=3658 images/s, loss=0.2473, top1-acc=91.48%, top5-acc=99.80%, remaining_time=0:00:07.713938, arrival_time=2021-04-10 01:41:58.624022, cost_time=0:00:06.549596 2021-04-10 01:41:51,610 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.35ms, fps=3659 images/s, loss=0.2484, top1-acc=91.41%, top5-acc=99.79%, remaining_time=0:00:06.959808, arrival_time=2021-04-10 01:41:58.570055, cost_time=0:00:07.249776 2021-04-10 01:41:52,312 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.93ms, fps=3650 images/s, loss=0.2471, top1-acc=91.48%, top5-acc=99.80%, remaining_time=0:00:06.216768, arrival_time=2021-04-10 01:41:58.528892, cost_time=0:00:07.951650 2021-04-10 01:41:53,008 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.49ms, fps=3677 images/s, loss=0.2480, top1-acc=91.41%, top5-acc=99.80%, remaining_time=0:00:05.477244, arrival_time=2021-04-10 01:41:58.486097, cost_time=0:00:08.648228 2021-04-10 01:41:53,707 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=2.19ms, fps=3671 images/s, loss=0.2489, top1-acc=91.41%, top5-acc=99.80%, remaining_time=0:00:04.745136, arrival_time=2021-04-10 01:41:58.452121, cost_time=0:00:09.346512 2021-04-10 01:41:54,404 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.86ms, fps=3671 images/s, loss=0.2500, top1-acc=91.36%, top5-acc=99.80%, remaining_time=0:00:04.017664, arrival_time=2021-04-10 01:41:58.422382, cost_time=0:00:10.044208 2021-04-10 01:41:55,108 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=2.61ms, fps=3644 images/s, loss=0.2498, top1-acc=91.39%, top5-acc=99.80%, remaining_time=0:00:03.295854, arrival_time=2021-04-10 01:41:58.403784, cost_time=0:00:10.747285 2021-04-10 01:41:55,806 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.41ms, fps=3667 images/s, loss=0.2492, top1-acc=91.44%, top5-acc=99.80%, remaining_time=0:00:02.575404, arrival_time=2021-04-10 01:41:58.382136, cost_time=0:00:11.446233 2021-04-10 01:41:56,501 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.42ms, fps=3688 images/s, loss=0.2501, top1-acc=91.37%, top5-acc=99.80%, remaining_time=0:00:01.856816, arrival_time=2021-04-10 01:41:58.358053, cost_time=0:00:12.140767 2021-04-10 01:41:57,200 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.94ms, fps=3665 images/s, loss=0.2525, top1-acc=91.28%, top5-acc=99.79%, remaining_time=0:00:01.141296, arrival_time=2021-04-10 01:41:58.341386, cost_time=0:00:12.839615 2021-04-10 01:41:57,891 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.46ms, fps=3704 images/s, loss=0.2533, top1-acc=91.24%, top5-acc=99.79%, remaining_time=0:00:00.427296, arrival_time=2021-04-10 01:41:58.318854, cost_time=0:00:13.531083 2021-04-10 01:41:58,269 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=0.08ms, fps=3606 images/s, loss=0.2543, top1-acc=91.21%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:58.269143, cost_time=0:00:13.908603 2021-04-10 01:41:58,587 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=2.50ms, fps=8080 images/s, loss=0.5247, top1-acc=83.05%, top5-acc=99.37%, remaining_time=0:00:00.950340, arrival_time=2021-04-10 01:41:59.537410, cost_time=0:00:00.316785 2021-04-10 01:41:58,830 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=0.29ms, fps=10528 images/s, loss=0.5433, top1-acc=82.99%, top5-acc=99.24%, remaining_time=0:00:00.560500, arrival_time=2021-04-10 01:41:59.391233, cost_time=0:00:00.560504 2021-04-10 01:41:59,077 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=0.20ms, fps=10389 images/s, loss=0.5293, top1-acc=83.50%, top5-acc=99.34%, remaining_time=0:00:00.269120, arrival_time=2021-04-10 01:41:59.346675, cost_time=0:00:00.807360 2021-04-10 01:41:59,260 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.06ms, fps=12712 images/s, loss=0.5253, top1-acc=83.37%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:59.260380, cost_time=0:00:00.990196 2021-04-10 01:41:59,286 INFO : Epoch=0079 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:30:12.810868, arrival_time=2021-04-10 02:12:12.097449, cost_time=0:19:43.570741 2021-04-10 01:41:59,287 INFO : Train start, epoch=0080, lr=0.066196 2021-04-10 01:42:00,143 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=0.28ms, fps=2991 images/s, loss=0.2508, top1-acc=91.25%, top5-acc=99.77%, remaining_time=0:00:15.917694, arrival_time=2021-04-10 01:42:16.060657, cost_time=0:00:00.855793 2021-04-10 01:42:00,846 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=2.23ms, fps=3643 images/s, loss=0.2525, top1-acc=91.02%, top5-acc=99.79%, remaining_time=0:00:13.719904, arrival_time=2021-04-10 01:42:14.566120, cost_time=0:00:01.559076 2021-04-10 01:42:01,538 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.55ms, fps=3702 images/s, loss=0.2538, top1-acc=90.92%, top5-acc=99.80%, remaining_time=0:00:12.455312, arrival_time=2021-04-10 01:42:13.993403, cost_time=0:00:02.250956 2021-04-10 01:42:02,227 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.67ms, fps=3717 images/s, loss=0.2538, top1-acc=91.10%, top5-acc=99.79%, remaining_time=0:00:11.466468, arrival_time=2021-04-10 01:42:13.693797, cost_time=0:00:02.940136 2021-04-10 01:42:02,923 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.65ms, fps=3682 images/s, loss=0.2536, top1-acc=91.09%, top5-acc=99.80%, remaining_time=0:00:10.617266, arrival_time=2021-04-10 01:42:13.540595, cost_time=0:00:03.636049 2021-04-10 01:42:03,624 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.91ms, fps=3656 images/s, loss=0.2506, top1-acc=91.24%, top5-acc=99.79%, remaining_time=0:00:09.830624, arrival_time=2021-04-10 01:42:13.454852, cost_time=0:00:04.337046 2021-04-10 01:42:04,327 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.99ms, fps=3643 images/s, loss=0.2504, top1-acc=91.24%, top5-acc=99.79%, remaining_time=0:00:09.072756, arrival_time=2021-04-10 01:42:13.400301, cost_time=0:00:05.040392 2021-04-10 01:42:05,017 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.40ms, fps=3712 images/s, loss=0.2489, top1-acc=91.36%, top5-acc=99.79%, remaining_time=0:00:08.309080, arrival_time=2021-04-10 01:42:13.326619, cost_time=0:00:05.730403 2021-04-10 01:42:05,709 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.57ms, fps=3703 images/s, loss=0.2462, top1-acc=91.48%, top5-acc=99.80%, remaining_time=0:00:07.563842, arrival_time=2021-04-10 01:42:13.273087, cost_time=0:00:06.422105 2021-04-10 01:42:06,414 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.93ms, fps=3634 images/s, loss=0.2458, top1-acc=91.48%, top5-acc=99.82%, remaining_time=0:00:06.841920, arrival_time=2021-04-10 01:42:13.256144, cost_time=0:00:07.127043 2021-04-10 01:42:07,137 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=4.95ms, fps=3542 images/s, loss=0.2478, top1-acc=91.40%, top5-acc=99.83%, remaining_time=0:00:06.137562, arrival_time=2021-04-10 01:42:13.275219, cost_time=0:00:07.850367 2021-04-10 01:42:07,858 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.61ms, fps=3556 images/s, loss=0.2473, top1-acc=91.42%, top5-acc=99.82%, remaining_time=0:00:05.428680, arrival_time=2021-04-10 01:42:13.287515, cost_time=0:00:08.571544 2021-04-10 01:42:08,567 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.53ms, fps=3617 images/s, loss=0.2491, top1-acc=91.36%, top5-acc=99.81%, remaining_time=0:00:04.711476, arrival_time=2021-04-10 01:42:13.278788, cost_time=0:00:09.280156 2021-04-10 01:42:09,264 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.91ms, fps=3677 images/s, loss=0.2506, top1-acc=91.31%, top5-acc=99.82%, remaining_time=0:00:03.990784, arrival_time=2021-04-10 01:42:13.254930, cost_time=0:00:09.976891 2021-04-10 01:42:09,963 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=2.04ms, fps=3665 images/s, loss=0.2508, top1-acc=91.34%, top5-acc=99.82%, remaining_time=0:00:03.274004, arrival_time=2021-04-10 01:42:13.237333, cost_time=0:00:10.676158 2021-04-10 01:42:10,735 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=2.23ms, fps=3320 images/s, loss=0.2508, top1-acc=91.34%, top5-acc=99.83%, remaining_time=0:00:02.575728, arrival_time=2021-04-10 01:42:13.310639, cost_time=0:00:11.447674 2021-04-10 01:42:11,439 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.88ms, fps=3639 images/s, loss=0.2525, top1-acc=91.26%, top5-acc=99.82%, remaining_time=0:00:01.858506, arrival_time=2021-04-10 01:42:13.297471, cost_time=0:00:12.151784 2021-04-10 01:42:12,149 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.97ms, fps=3606 images/s, loss=0.2538, top1-acc=91.19%, top5-acc=99.81%, remaining_time=0:00:01.143312, arrival_time=2021-04-10 01:42:13.292765, cost_time=0:00:12.862227 2021-04-10 01:42:12,837 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.54ms, fps=3721 images/s, loss=0.2547, top1-acc=91.16%, top5-acc=99.81%, remaining_time=0:00:00.427920, arrival_time=2021-04-10 01:42:13.265833, cost_time=0:00:13.550765 2021-04-10 01:42:13,207 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=0.12ms, fps=3681 images/s, loss=0.2545, top1-acc=91.16%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:13.207788, cost_time=0:00:13.920661 2021-04-10 01:42:13,543 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=24.78ms, fps=7657 images/s, loss=0.4369, top1-acc=85.70%, top5-acc=99.53%, remaining_time=0:00:01.002990, arrival_time=2021-04-10 01:42:14.546175, cost_time=0:00:00.334333 2021-04-10 01:42:13,763 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=0.31ms, fps=11639 images/s, loss=0.4370, top1-acc=85.80%, top5-acc=99.39%, remaining_time=0:00:00.554720, arrival_time=2021-04-10 01:42:14.318293, cost_time=0:00:00.554717 2021-04-10 01:42:14,056 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=31.37ms, fps=8754 images/s, loss=0.4484, top1-acc=85.23%, top5-acc=99.39%, remaining_time=0:00:00.282540, arrival_time=2021-04-10 01:42:14.339136, cost_time=0:00:00.847622 2021-04-10 01:42:14,245 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.09ms, fps=12350 images/s, loss=0.4509, top1-acc=85.07%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:14.245085, cost_time=0:00:01.036245 2021-04-10 01:42:14,277 INFO : Epoch=0080 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:29:57.842760, arrival_time=2021-04-10 02:12:12.120491, cost_time=0:19:58.561865 2021-04-10 01:42:14,278 INFO : Train start, epoch=0081, lr=0.065451 2021-04-10 01:42:15,239 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.90ms, fps=2663 images/s, loss=0.2234, top1-acc=92.15%, top5-acc=99.92%, remaining_time=0:00:17.880180, arrival_time=2021-04-10 01:42:33.120015, cost_time=0:00:00.961295 2021-04-10 01:42:15,931 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.38ms, fps=3706 images/s, loss=0.2251, top1-acc=92.21%, top5-acc=99.90%, remaining_time=0:00:14.544112, arrival_time=2021-04-10 01:42:30.475382, cost_time=0:00:01.652747 2021-04-10 01:42:16,632 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=2.06ms, fps=3655 images/s, loss=0.2256, top1-acc=92.12%, top5-acc=99.90%, remaining_time=0:00:13.023862, arrival_time=2021-04-10 01:42:29.656030, cost_time=0:00:02.353696 2021-04-10 01:42:17,334 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.93ms, fps=3648 images/s, loss=0.2225, top1-acc=92.36%, top5-acc=99.91%, remaining_time=0:00:11.917776, arrival_time=2021-04-10 01:42:29.252176, cost_time=0:00:03.055840 2021-04-10 01:42:18,026 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.43ms, fps=3705 images/s, loss=0.2226, top1-acc=92.41%, top5-acc=99.89%, remaining_time=0:00:10.942700, arrival_time=2021-04-10 01:42:28.968719, cost_time=0:00:03.747502 2021-04-10 01:42:18,723 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.96ms, fps=3675 images/s, loss=0.2322, top1-acc=92.08%, top5-acc=99.88%, remaining_time=0:00:10.074472, arrival_time=2021-04-10 01:42:28.797561, cost_time=0:00:04.444618 2021-04-10 01:42:19,423 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=2.07ms, fps=3659 images/s, loss=0.2311, top1-acc=92.10%, top5-acc=99.85%, remaining_time=0:00:09.260496, arrival_time=2021-04-10 01:42:28.683762, cost_time=0:00:05.144753 2021-04-10 01:42:20,119 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.57ms, fps=3682 images/s, loss=0.2307, top1-acc=92.10%, top5-acc=99.84%, remaining_time=0:00:08.468812, arrival_time=2021-04-10 01:42:28.587802, cost_time=0:00:05.840521 2021-04-10 01:42:20,816 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.63ms, fps=3671 images/s, loss=0.2321, top1-acc=92.10%, top5-acc=99.83%, remaining_time=0:00:07.700582, arrival_time=2021-04-10 01:42:28.517448, cost_time=0:00:06.538233 2021-04-10 01:42:21,511 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.53ms, fps=3690 images/s, loss=0.2343, top1-acc=91.95%, top5-acc=99.83%, remaining_time=0:00:06.943584, arrival_time=2021-04-10 01:42:28.454938, cost_time=0:00:07.232885 2021-04-10 01:42:22,209 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.92ms, fps=3668 images/s, loss=0.2351, top1-acc=91.90%, top5-acc=99.83%, remaining_time=0:00:06.200686, arrival_time=2021-04-10 01:42:28.410371, cost_time=0:00:07.931162 2021-04-10 01:42:22,906 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.40ms, fps=3679 images/s, loss=0.2385, top1-acc=91.75%, top5-acc=99.83%, remaining_time=0:00:05.464172, arrival_time=2021-04-10 01:42:28.370247, cost_time=0:00:08.627600 2021-04-10 01:42:23,612 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.96ms, fps=3627 images/s, loss=0.2402, top1-acc=91.67%, top5-acc=99.84%, remaining_time=0:00:04.738734, arrival_time=2021-04-10 01:42:28.351232, cost_time=0:00:09.333872 2021-04-10 01:42:24,312 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=2.12ms, fps=3661 images/s, loss=0.2415, top1-acc=91.60%, top5-acc=99.83%, remaining_time=0:00:04.013576, arrival_time=2021-04-10 01:42:28.326064, cost_time=0:00:10.034008 2021-04-10 01:42:25,011 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.93ms, fps=3664 images/s, loss=0.2435, top1-acc=91.52%, top5-acc=99.82%, remaining_time=0:00:03.291484, arrival_time=2021-04-10 01:42:28.303041, cost_time=0:00:10.733085 2021-04-10 01:42:25,714 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=2.04ms, fps=3643 images/s, loss=0.2445, top1-acc=91.52%, top5-acc=99.82%, remaining_time=0:00:02.573172, arrival_time=2021-04-10 01:42:28.287946, cost_time=0:00:11.436252 2021-04-10 01:42:26,411 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.45ms, fps=3679 images/s, loss=0.2457, top1-acc=91.49%, top5-acc=99.82%, remaining_time=0:00:01.855568, arrival_time=2021-04-10 01:42:28.266723, cost_time=0:00:12.132641 2021-04-10 01:42:27,105 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.46ms, fps=3690 images/s, loss=0.2465, top1-acc=91.47%, top5-acc=99.82%, remaining_time=0:00:01.140176, arrival_time=2021-04-10 01:42:28.245755, cost_time=0:00:12.827020 2021-04-10 01:42:27,798 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.65ms, fps=3699 images/s, loss=0.2477, top1-acc=91.42%, top5-acc=99.82%, remaining_time=0:00:00.426942, arrival_time=2021-04-10 01:42:28.225237, cost_time=0:00:13.519811 2021-04-10 01:42:28,167 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=0.08ms, fps=3689 images/s, loss=0.2483, top1-acc=91.37%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:28.167326, cost_time=0:00:13.888864 2021-04-10 01:42:28,526 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=0.28ms, fps=7150 images/s, loss=0.7886, top1-acc=76.29%, top5-acc=97.97%, remaining_time=0:00:01.074150, arrival_time=2021-04-10 01:42:29.600536, cost_time=0:00:00.358052 2021-04-10 01:42:28,782 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=0.37ms, fps=10035 images/s, loss=0.7619, top1-acc=76.45%, top5-acc=98.14%, remaining_time=0:00:00.613620, arrival_time=2021-04-10 01:42:29.395573, cost_time=0:00:00.613624 2021-04-10 01:42:29,090 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=0.27ms, fps=8310 images/s, loss=0.7419, top1-acc=76.99%, top5-acc=98.19%, remaining_time=0:00:00.307380, arrival_time=2021-04-10 01:42:29.397838, cost_time=0:00:00.922129 2021-04-10 01:42:29,302 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.06ms, fps=10986 images/s, loss=0.7360, top1-acc=77.06%, top5-acc=98.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:29.302054, cost_time=0:00:01.133783 2021-04-10 01:42:29,328 INFO : Epoch=0081 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:29:42.962125, arrival_time=2021-04-10 02:12:12.290842, cost_time=0:20:13.612858 2021-04-10 01:42:29,329 INFO : Train start, epoch=0082, lr=0.064702 2021-04-10 01:42:30,190 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=2.08ms, fps=2973 images/s, loss=0.2484, top1-acc=91.13%, top5-acc=99.96%, remaining_time=0:00:16.016832, arrival_time=2021-04-10 01:42:46.207355, cost_time=0:00:00.861115 2021-04-10 01:42:30,893 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=2.68ms, fps=3647 images/s, loss=0.2482, top1-acc=91.25%, top5-acc=99.90%, remaining_time=0:00:13.759152, arrival_time=2021-04-10 01:42:44.652260, cost_time=0:00:01.563542 2021-04-10 01:42:31,595 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.90ms, fps=3651 images/s, loss=0.2432, top1-acc=91.30%, top5-acc=99.88%, remaining_time=0:00:12.536154, arrival_time=2021-04-10 01:42:44.131158, cost_time=0:00:02.265582 2021-04-10 01:42:32,287 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=2.12ms, fps=3700 images/s, loss=0.2373, top1-acc=91.58%, top5-acc=99.87%, remaining_time=0:00:11.536044, arrival_time=2021-04-10 01:42:43.823498, cost_time=0:00:02.957968 2021-04-10 01:42:32,989 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.68ms, fps=3651 images/s, loss=0.2404, top1-acc=91.70%, top5-acc=99.85%, remaining_time=0:00:10.686616, arrival_time=2021-04-10 01:42:43.675838, cost_time=0:00:03.659807 2021-04-10 01:42:33,708 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=17.11ms, fps=3565 images/s, loss=0.2420, top1-acc=91.64%, top5-acc=99.83%, remaining_time=0:00:09.924464, arrival_time=2021-04-10 01:42:43.632469, cost_time=0:00:04.378425 2021-04-10 01:42:34,408 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.54ms, fps=3658 images/s, loss=0.2399, top1-acc=91.74%, top5-acc=99.82%, remaining_time=0:00:09.142434, arrival_time=2021-04-10 01:42:43.551040, cost_time=0:00:05.079141 2021-04-10 01:42:35,106 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.53ms, fps=3671 images/s, loss=0.2428, top1-acc=91.62%, top5-acc=99.80%, remaining_time=0:00:08.376824, arrival_time=2021-04-10 01:42:43.483406, cost_time=0:00:05.777095 2021-04-10 01:42:35,800 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.65ms, fps=3692 images/s, loss=0.2414, top1-acc=91.67%, top5-acc=99.81%, remaining_time=0:00:07.621400, arrival_time=2021-04-10 01:42:43.421828, cost_time=0:00:06.471010 2021-04-10 01:42:36,497 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=2.18ms, fps=3674 images/s, loss=0.2400, top1-acc=91.71%, top5-acc=99.83%, remaining_time=0:00:06.881568, arrival_time=2021-04-10 01:42:43.379307, cost_time=0:00:07.168328 2021-04-10 01:42:37,199 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.56ms, fps=3653 images/s, loss=0.2381, top1-acc=91.75%, top5-acc=99.83%, remaining_time=0:00:06.152526, arrival_time=2021-04-10 01:42:43.351622, cost_time=0:00:07.869513 2021-04-10 01:42:37,902 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=2.00ms, fps=3643 images/s, loss=0.2372, top1-acc=91.76%, top5-acc=99.82%, remaining_time=0:00:05.429668, arrival_time=2021-04-10 01:42:43.332324, cost_time=0:00:08.573204 2021-04-10 01:42:38,596 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.46ms, fps=3691 images/s, loss=0.2384, top1-acc=91.69%, top5-acc=99.82%, remaining_time=0:00:04.704942, arrival_time=2021-04-10 01:42:43.301654, cost_time=0:00:09.267305 2021-04-10 01:42:39,286 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.47ms, fps=3716 images/s, loss=0.2392, top1-acc=91.67%, top5-acc=99.81%, remaining_time=0:00:03.982664, arrival_time=2021-04-10 01:42:43.268835, cost_time=0:00:09.956666 2021-04-10 01:42:39,989 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.88ms, fps=3643 images/s, loss=0.2407, top1-acc=91.63%, top5-acc=99.81%, remaining_time=0:00:03.269128, arrival_time=2021-04-10 01:42:43.258686, cost_time=0:00:10.660146 2021-04-10 01:42:40,720 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=13.18ms, fps=3505 images/s, loss=0.2426, top1-acc=91.54%, top5-acc=99.81%, remaining_time=0:00:02.562948, arrival_time=2021-04-10 01:42:43.283264, cost_time=0:00:11.390856 2021-04-10 01:42:41,419 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.63ms, fps=3663 images/s, loss=0.2432, top1-acc=91.53%, top5-acc=99.80%, remaining_time=0:00:01.849094, arrival_time=2021-04-10 01:42:43.268895, cost_time=0:00:12.090305 2021-04-10 01:42:42,115 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.72ms, fps=3686 images/s, loss=0.2441, top1-acc=91.48%, top5-acc=99.80%, remaining_time=0:00:01.136480, arrival_time=2021-04-10 01:42:43.251461, cost_time=0:00:12.785434 2021-04-10 01:42:42,817 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.97ms, fps=3649 images/s, loss=0.2459, top1-acc=91.41%, top5-acc=99.80%, remaining_time=0:00:00.425928, arrival_time=2021-04-10 01:42:43.243198, cost_time=0:00:13.487811 2021-04-10 01:42:43,194 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=0.08ms, fps=3611 images/s, loss=0.2460, top1-acc=91.42%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:43.194375, cost_time=0:00:13.864973 2021-04-10 01:42:43,533 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=0.36ms, fps=7568 images/s, loss=0.5174, top1-acc=83.40%, top5-acc=99.26%, remaining_time=0:00:01.014750, arrival_time=2021-04-10 01:42:44.548520, cost_time=0:00:00.338253 2021-04-10 01:42:43,748 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=0.42ms, fps=11977 images/s, loss=0.5275, top1-acc=83.30%, top5-acc=99.18%, remaining_time=0:00:00.552760, arrival_time=2021-04-10 01:42:44.300984, cost_time=0:00:00.552763 2021-04-10 01:42:43,978 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=0.19ms, fps=11138 images/s, loss=0.5430, top1-acc=83.09%, top5-acc=99.15%, remaining_time=0:00:00.261060, arrival_time=2021-04-10 01:42:44.239666, cost_time=0:00:00.783185 2021-04-10 01:42:44,218 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.08ms, fps=9704 images/s, loss=0.5316, top1-acc=82.98%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:44.218129, cost_time=0:00:01.022737 2021-04-10 01:42:44,259 INFO : Epoch=0082 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:29:27.903612, arrival_time=2021-04-10 02:12:12.162644, cost_time=0:20:28.543170 2021-04-10 01:42:44,259 INFO : Train start, epoch=0083, lr=0.063950 2021-04-10 01:42:45,170 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=0.36ms, fps=2812 images/s, loss=0.2231, top1-acc=92.50%, top5-acc=99.80%, remaining_time=0:00:16.934928, arrival_time=2021-04-10 01:43:02.105158, cost_time=0:00:00.910475 2021-04-10 01:42:45,869 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.86ms, fps=3665 images/s, loss=0.2210, top1-acc=92.56%, top5-acc=99.82%, remaining_time=0:00:14.162016, arrival_time=2021-04-10 01:43:00.031085, cost_time=0:00:01.609316 2021-04-10 01:42:46,568 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=2.18ms, fps=3662 images/s, loss=0.2202, top1-acc=92.63%, top5-acc=99.84%, remaining_time=0:00:12.775194, arrival_time=2021-04-10 01:42:59.343730, cost_time=0:00:02.308766 2021-04-10 01:42:47,265 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.64ms, fps=3678 images/s, loss=0.2203, top1-acc=92.48%, top5-acc=99.81%, remaining_time=0:00:11.720748, arrival_time=2021-04-10 01:42:58.985888, cost_time=0:00:03.005306 2021-04-10 01:42:47,962 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.45ms, fps=3675 images/s, loss=0.2254, top1-acc=92.23%, top5-acc=99.79%, remaining_time=0:00:10.811300, arrival_time=2021-04-10 01:42:58.773544, cost_time=0:00:03.702478 2021-04-10 01:42:48,659 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=2.15ms, fps=3674 images/s, loss=0.2248, top1-acc=92.26%, top5-acc=99.82%, remaining_time=0:00:09.972744, arrival_time=2021-04-10 01:42:58.632251, cost_time=0:00:04.399715 2021-04-10 01:42:49,354 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.84ms, fps=3689 images/s, loss=0.2274, top1-acc=92.14%, top5-acc=99.82%, remaining_time=0:00:09.169650, arrival_time=2021-04-10 01:42:58.523799, cost_time=0:00:05.094247 2021-04-10 01:42:50,056 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.99ms, fps=3650 images/s, loss=0.2287, top1-acc=92.12%, top5-acc=99.83%, remaining_time=0:00:08.405012, arrival_time=2021-04-10 01:42:58.461290, cost_time=0:00:05.796522 2021-04-10 01:42:50,750 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.46ms, fps=3689 images/s, loss=0.2302, top1-acc=92.12%, top5-acc=99.83%, remaining_time=0:00:07.644826, arrival_time=2021-04-10 01:42:58.395523, cost_time=0:00:06.490894 2021-04-10 01:42:51,451 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.55ms, fps=3658 images/s, loss=0.2325, top1-acc=92.00%, top5-acc=99.83%, remaining_time=0:00:06.903744, arrival_time=2021-04-10 01:42:58.355043, cost_time=0:00:07.191404 2021-04-10 01:42:52,146 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.87ms, fps=3688 images/s, loss=0.2332, top1-acc=92.00%, top5-acc=99.83%, remaining_time=0:00:06.165684, arrival_time=2021-04-10 01:42:58.311806, cost_time=0:00:07.886357 2021-04-10 01:42:52,844 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.57ms, fps=3666 images/s, loss=0.2352, top1-acc=91.94%, top5-acc=99.83%, remaining_time=0:00:05.437192, arrival_time=2021-04-10 01:42:58.282029, cost_time=0:00:08.585036 2021-04-10 01:42:53,561 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=2.60ms, fps=3576 images/s, loss=0.2365, top1-acc=91.92%, top5-acc=99.82%, remaining_time=0:00:04.722300, arrival_time=2021-04-10 01:42:58.283562, cost_time=0:00:09.301457 2021-04-10 01:42:54,279 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.64ms, fps=3566 images/s, loss=0.2373, top1-acc=91.91%, top5-acc=99.82%, remaining_time=0:00:04.007976, arrival_time=2021-04-10 01:42:58.287719, cost_time=0:00:10.019907 2021-04-10 01:42:54,973 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=2.02ms, fps=3692 images/s, loss=0.2390, top1-acc=91.85%, top5-acc=99.81%, remaining_time=0:00:03.285596, arrival_time=2021-04-10 01:42:58.259329, cost_time=0:00:10.713969 2021-04-10 01:42:55,666 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.84ms, fps=3700 images/s, loss=0.2393, top1-acc=91.80%, top5-acc=99.82%, remaining_time=0:00:02.566404, arrival_time=2021-04-10 01:42:58.232443, cost_time=0:00:11.406248 2021-04-10 01:42:56,368 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.50ms, fps=3648 images/s, loss=0.2394, top1-acc=91.81%, top5-acc=99.81%, remaining_time=0:00:01.851902, arrival_time=2021-04-10 01:42:58.220229, cost_time=0:00:12.108550 2021-04-10 01:42:57,071 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=2.27ms, fps=3643 images/s, loss=0.2407, top1-acc=91.76%, top5-acc=99.80%, remaining_time=0:00:01.138816, arrival_time=2021-04-10 01:42:58.210471, cost_time=0:00:12.811753 2021-04-10 01:42:57,773 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.34ms, fps=3650 images/s, loss=0.2421, top1-acc=91.71%, top5-acc=99.79%, remaining_time=0:00:00.426756, arrival_time=2021-04-10 01:42:58.200451, cost_time=0:00:13.513937 2021-04-10 01:42:58,143 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=0.08ms, fps=3678 images/s, loss=0.2425, top1-acc=91.70%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:58.143833, cost_time=0:00:13.884087 2021-04-10 01:42:58,429 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=2.35ms, fps=8984 images/s, loss=0.5971, top1-acc=80.62%, top5-acc=99.30%, remaining_time=0:00:00.854850, arrival_time=2021-04-10 01:42:59.284648, cost_time=0:00:00.284952 2021-04-10 01:42:58,654 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=2.02ms, fps=11425 images/s, loss=0.5768, top1-acc=81.50%, top5-acc=99.20%, remaining_time=0:00:00.509420, arrival_time=2021-04-10 01:42:59.163698, cost_time=0:00:00.509426 2021-04-10 01:42:58,904 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=0.28ms, fps=10256 images/s, loss=0.5666, top1-acc=81.74%, top5-acc=99.30%, remaining_time=0:00:00.253150, arrival_time=2021-04-10 01:42:59.157471, cost_time=0:00:00.759460 2021-04-10 01:42:59,116 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.07ms, fps=10979 images/s, loss=0.5731, top1-acc=82.04%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:59.116087, cost_time=0:00:00.971286 2021-04-10 01:42:59,142 INFO : Epoch=0083 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:29:12.782616, arrival_time=2021-04-10 02:12:11.925433, cost_time=0:20:43.426954 2021-04-10 01:42:59,143 INFO : Train start, epoch=0084, lr=0.063194 2021-04-10 01:43:00,018 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=3.83ms, fps=2926 images/s, loss=0.2255, top1-acc=92.23%, top5-acc=99.88%, remaining_time=0:00:16.275372, arrival_time=2021-04-10 01:43:16.293951, cost_time=0:00:00.875016 2021-04-10 01:43:00,714 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.35ms, fps=3681 images/s, loss=0.2450, top1-acc=91.68%, top5-acc=99.79%, remaining_time=0:00:13.824624, arrival_time=2021-04-10 01:43:14.539114, cost_time=0:00:01.570971 2021-04-10 01:43:01,412 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.46ms, fps=3669 images/s, loss=0.2336, top1-acc=92.08%, top5-acc=99.79%, remaining_time=0:00:12.555410, arrival_time=2021-04-10 01:43:13.968043, cost_time=0:00:02.269056 2021-04-10 01:43:02,116 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=2.05ms, fps=3642 images/s, loss=0.2377, top1-acc=91.78%, top5-acc=99.79%, remaining_time=0:00:11.592672, arrival_time=2021-04-10 01:43:13.708710, cost_time=0:00:02.972468 2021-04-10 01:43:02,817 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=2.11ms, fps=3652 images/s, loss=0.2392, top1-acc=91.76%, top5-acc=99.81%, remaining_time=0:00:10.728226, arrival_time=2021-04-10 01:43:13.545808, cost_time=0:00:03.674044 2021-04-10 01:43:03,516 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.49ms, fps=3667 images/s, loss=0.2342, top1-acc=91.93%, top5-acc=99.82%, remaining_time=0:00:09.911272, arrival_time=2021-04-10 01:43:13.427591, cost_time=0:00:04.372648 2021-04-10 01:43:04,218 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.62ms, fps=3649 images/s, loss=0.2381, top1-acc=91.75%, top5-acc=99.83%, remaining_time=0:00:09.135252, arrival_time=2021-04-10 01:43:13.354009, cost_time=0:00:05.075117 2021-04-10 01:43:04,916 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.46ms, fps=3670 images/s, loss=0.2376, top1-acc=91.70%, top5-acc=99.80%, remaining_time=0:00:08.371256, arrival_time=2021-04-10 01:43:13.288093, cost_time=0:00:05.773318 2021-04-10 01:43:05,611 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.43ms, fps=3690 images/s, loss=0.2372, top1-acc=91.75%, top5-acc=99.80%, remaining_time=0:00:07.617372, arrival_time=2021-04-10 01:43:13.228531, cost_time=0:00:06.467549 2021-04-10 01:43:06,303 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.39ms, fps=3703 images/s, loss=0.2386, top1-acc=91.71%, top5-acc=99.80%, remaining_time=0:00:06.873120, arrival_time=2021-04-10 01:43:13.176100, cost_time=0:00:07.159465 2021-04-10 01:43:07,009 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.55ms, fps=3628 images/s, loss=0.2404, top1-acc=91.62%, top5-acc=99.79%, remaining_time=0:00:06.149430, arrival_time=2021-04-10 01:43:13.158632, cost_time=0:00:07.865523 2021-04-10 01:43:07,718 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.90ms, fps=3615 images/s, loss=0.2393, top1-acc=91.68%, top5-acc=99.80%, remaining_time=0:00:05.430504, arrival_time=2021-04-10 01:43:13.148609, cost_time=0:00:08.574533 2021-04-10 01:43:08,414 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=2.29ms, fps=3677 images/s, loss=0.2400, top1-acc=91.64%, top5-acc=99.80%, remaining_time=0:00:04.706922, arrival_time=2021-04-10 01:43:13.121749, cost_time=0:00:09.271262 2021-04-10 01:43:09,126 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=2.12ms, fps=3599 images/s, loss=0.2387, top1-acc=91.71%, top5-acc=99.81%, remaining_time=0:00:03.993248, arrival_time=2021-04-10 01:43:13.120092, cost_time=0:00:09.983175 2021-04-10 01:43:09,820 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.97ms, fps=3696 images/s, loss=0.2390, top1-acc=91.70%, top5-acc=99.81%, remaining_time=0:00:03.274142, arrival_time=2021-04-10 01:43:13.094301, cost_time=0:00:10.676596 2021-04-10 01:43:10,524 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=2.24ms, fps=3638 images/s, loss=0.2401, top1-acc=91.66%, top5-acc=99.80%, remaining_time=0:00:02.560680, arrival_time=2021-04-10 01:43:13.085140, cost_time=0:00:11.380796 2021-04-10 01:43:11,247 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=14.07ms, fps=3545 images/s, loss=0.2414, top1-acc=91.61%, top5-acc=99.80%, remaining_time=0:00:01.851174, arrival_time=2021-04-10 01:43:13.098526, cost_time=0:00:12.103781 2021-04-10 01:43:11,945 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.42ms, fps=3673 images/s, loss=0.2428, top1-acc=91.53%, top5-acc=99.80%, remaining_time=0:00:01.137904, arrival_time=2021-04-10 01:43:13.083013, cost_time=0:00:12.801428 2021-04-10 01:43:12,643 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.49ms, fps=3670 images/s, loss=0.2427, top1-acc=91.53%, top5-acc=99.80%, remaining_time=0:00:00.426312, arrival_time=2021-04-10 01:43:13.069648, cost_time=0:00:13.499815 2021-04-10 01:43:13,022 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=0.12ms, fps=3587 images/s, loss=0.2427, top1-acc=91.54%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:13.022896, cost_time=0:00:13.879348 2021-04-10 01:43:13,343 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=2.77ms, fps=8037 images/s, loss=0.4592, top1-acc=85.43%, top5-acc=99.26%, remaining_time=0:00:00.955500, arrival_time=2021-04-10 01:43:14.298452, cost_time=0:00:00.318503 2021-04-10 01:43:13,552 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.53ms, fps=12266 images/s, loss=0.4593, top1-acc=85.33%, top5-acc=99.43%, remaining_time=0:00:00.527980, arrival_time=2021-04-10 01:43:14.080269, cost_time=0:00:00.527980 2021-04-10 01:43:13,809 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=26.99ms, fps=9959 images/s, loss=0.4575, top1-acc=85.57%, top5-acc=99.43%, remaining_time=0:00:00.261800, arrival_time=2021-04-10 01:43:14.071535, cost_time=0:00:00.785400 2021-04-10 01:43:14,015 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.08ms, fps=11297 images/s, loss=0.4645, top1-acc=85.61%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:14.015513, cost_time=0:00:00.991237 2021-04-10 01:43:14,042 INFO : Epoch=0084 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:28:57.689048, arrival_time=2021-04-10 02:12:11.731444, cost_time=0:20:58.326538 2021-04-10 01:43:14,042 INFO : Train start, epoch=0085, lr=0.062434 2021-04-10 01:43:14,960 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=0.27ms, fps=2791 images/s, loss=0.2318, top1-acc=92.07%, top5-acc=99.84%, remaining_time=0:00:17.058246, arrival_time=2021-04-10 01:43:32.018433, cost_time=0:00:00.917106 2021-04-10 01:43:15,659 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.96ms, fps=3662 images/s, loss=0.2495, top1-acc=91.25%, top5-acc=99.84%, remaining_time=0:00:14.225904, arrival_time=2021-04-10 01:43:29.885603, cost_time=0:00:01.616579 2021-04-10 01:43:16,356 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.85ms, fps=3678 images/s, loss=0.2516, top1-acc=91.41%, top5-acc=99.82%, remaining_time=0:00:12.798932, arrival_time=2021-04-10 01:43:29.155104, cost_time=0:00:02.313048 2021-04-10 01:43:17,058 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.87ms, fps=3650 images/s, loss=0.2423, top1-acc=91.70%, top5-acc=99.80%, remaining_time=0:00:11.758656, arrival_time=2021-04-10 01:43:28.816831, cost_time=0:00:03.015048 2021-04-10 01:43:17,753 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.50ms, fps=3685 images/s, loss=0.2417, top1-acc=91.72%, top5-acc=99.82%, remaining_time=0:00:10.834222, arrival_time=2021-04-10 01:43:28.587647, cost_time=0:00:03.710353 2021-04-10 01:43:18,450 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=2.19ms, fps=3677 images/s, loss=0.2369, top1-acc=91.83%, top5-acc=99.82%, remaining_time=0:00:09.989200, arrival_time=2021-04-10 01:43:28.439296, cost_time=0:00:04.407015 2021-04-10 01:43:19,147 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.40ms, fps=3675 images/s, loss=0.2396, top1-acc=91.75%, top5-acc=99.82%, remaining_time=0:00:09.187164, arrival_time=2021-04-10 01:43:28.334250, cost_time=0:00:05.104008 2021-04-10 01:43:19,864 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=2.21ms, fps=3569 images/s, loss=0.2406, top1-acc=91.67%, top5-acc=99.84%, remaining_time=0:00:08.441320, arrival_time=2021-04-10 01:43:28.306168, cost_time=0:00:05.821597 2021-04-10 01:43:20,565 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.92ms, fps=3655 images/s, loss=0.2398, top1-acc=91.71%, top5-acc=99.84%, remaining_time=0:00:07.682456, arrival_time=2021-04-10 01:43:28.248360, cost_time=0:00:06.522804 2021-04-10 01:43:21,269 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.48ms, fps=3644 images/s, loss=0.2386, top1-acc=91.75%, top5-acc=99.83%, remaining_time=0:00:06.936768, arrival_time=2021-04-10 01:43:28.205737, cost_time=0:00:07.225794 2021-04-10 01:43:21,967 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.55ms, fps=3669 images/s, loss=0.2391, top1-acc=91.71%, top5-acc=99.83%, remaining_time=0:00:06.195268, arrival_time=2021-04-10 01:43:28.162546, cost_time=0:00:07.924152 2021-04-10 01:43:22,667 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.89ms, fps=3661 images/s, loss=0.2391, top1-acc=91.72%, top5-acc=99.83%, remaining_time=0:00:05.461816, arrival_time=2021-04-10 01:43:28.128932, cost_time=0:00:08.623944 2021-04-10 01:43:23,362 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.40ms, fps=3687 images/s, loss=0.2396, top1-acc=91.69%, top5-acc=99.83%, remaining_time=0:00:04.731144, arrival_time=2021-04-10 01:43:28.093191, cost_time=0:00:09.318960 2021-04-10 01:43:24,068 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=2.16ms, fps=3625 images/s, loss=0.2399, top1-acc=91.65%, top5-acc=99.83%, remaining_time=0:00:04.010216, arrival_time=2021-04-10 01:43:28.079019, cost_time=0:00:10.025561 2021-04-10 01:43:24,763 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.49ms, fps=3691 images/s, loss=0.2398, top1-acc=91.62%, top5-acc=99.84%, remaining_time=0:00:03.287436, arrival_time=2021-04-10 01:43:28.050458, cost_time=0:00:10.719940 2021-04-10 01:43:25,462 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.42ms, fps=3662 images/s, loss=0.2410, top1-acc=91.59%, top5-acc=99.84%, remaining_time=0:00:02.569356, arrival_time=2021-04-10 01:43:28.032072, cost_time=0:00:11.419430 2021-04-10 01:43:26,164 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.44ms, fps=3654 images/s, loss=0.2417, top1-acc=91.58%, top5-acc=99.83%, remaining_time=0:00:01.853826, arrival_time=2021-04-10 01:43:28.018033, cost_time=0:00:12.121126 2021-04-10 01:43:26,866 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.87ms, fps=3649 images/s, loss=0.2434, top1-acc=91.54%, top5-acc=99.83%, remaining_time=0:00:01.139824, arrival_time=2021-04-10 01:43:28.006008, cost_time=0:00:12.823061 2021-04-10 01:43:27,567 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.75ms, fps=3654 images/s, loss=0.2446, top1-acc=91.51%, top5-acc=99.82%, remaining_time=0:00:00.427086, arrival_time=2021-04-10 01:43:27.994565, cost_time=0:00:13.524313 2021-04-10 01:43:27,938 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=0.09ms, fps=3674 images/s, loss=0.2438, top1-acc=91.54%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:27.938176, cost_time=0:00:13.895113 2021-04-10 01:43:28,282 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=0.20ms, fps=7455 images/s, loss=0.4135, top1-acc=86.41%, top5-acc=99.34%, remaining_time=0:00:01.030080, arrival_time=2021-04-10 01:43:29.312705, cost_time=0:00:00.343362 2021-04-10 01:43:28,493 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=0.39ms, fps=12175 images/s, loss=0.4031, top1-acc=86.62%, top5-acc=99.37%, remaining_time=0:00:00.554380, arrival_time=2021-04-10 01:43:29.047963, cost_time=0:00:00.554376 2021-04-10 01:43:28,689 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=9.34ms, fps=13117 images/s, loss=0.4045, top1-acc=86.58%, top5-acc=99.34%, remaining_time=0:00:00.250050, arrival_time=2021-04-10 01:43:28.939347, cost_time=0:00:00.750140 2021-04-10 01:43:28,883 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.08ms, fps=11971 images/s, loss=0.3941, top1-acc=86.65%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:28.883559, cost_time=0:00:00.944469 2021-04-10 01:43:28,912 INFO : Epoch=0085 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:28:42.559930, arrival_time=2021-04-10 02:12:11.472237, cost_time=0:21:13.196451 2021-04-10 01:43:28,912 INFO : Train start, epoch=0086, lr=0.061672 2021-04-10 01:43:29,798 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=0.51ms, fps=2890 images/s, loss=0.2179, top1-acc=92.58%, top5-acc=99.88%, remaining_time=0:00:16.476066, arrival_time=2021-04-10 01:43:46.274886, cost_time=0:00:00.885809 2021-04-10 01:43:30,492 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.40ms, fps=3695 images/s, loss=0.2193, top1-acc=92.50%, top5-acc=99.86%, remaining_time=0:00:13.897136, arrival_time=2021-04-10 01:43:44.389337, cost_time=0:00:01.579225 2021-04-10 01:43:31,189 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.85ms, fps=3676 images/s, loss=0.2197, top1-acc=92.54%, top5-acc=99.87%, remaining_time=0:00:12.594420, arrival_time=2021-04-10 01:43:43.783545, cost_time=0:00:02.276094 2021-04-10 01:43:31,889 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.99ms, fps=3660 images/s, loss=0.2180, top1-acc=92.61%, top5-acc=99.88%, remaining_time=0:00:11.607180, arrival_time=2021-04-10 01:43:43.496420, cost_time=0:00:02.976214 2021-04-10 01:43:32,588 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.73ms, fps=3665 images/s, loss=0.2248, top1-acc=92.41%, top5-acc=99.85%, remaining_time=0:00:10.731876, arrival_time=2021-04-10 01:43:43.320224, cost_time=0:00:03.675315 2021-04-10 01:43:33,288 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.91ms, fps=3660 images/s, loss=0.2267, top1-acc=92.29%, top5-acc=99.87%, remaining_time=0:00:09.917392, arrival_time=2021-04-10 01:43:43.205720, cost_time=0:00:04.375307 2021-04-10 01:43:33,985 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=2.06ms, fps=3677 images/s, loss=0.2296, top1-acc=92.17%, top5-acc=99.87%, remaining_time=0:00:09.129708, arrival_time=2021-04-10 01:43:43.114860, cost_time=0:00:05.072091 2021-04-10 01:43:34,692 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.65ms, fps=3623 images/s, loss=0.2309, top1-acc=92.09%, top5-acc=99.85%, remaining_time=0:00:08.380072, arrival_time=2021-04-10 01:43:43.072500, cost_time=0:00:05.779369 2021-04-10 01:43:35,394 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.37ms, fps=3649 images/s, loss=0.2320, top1-acc=92.02%, top5-acc=99.84%, remaining_time=0:00:07.633802, arrival_time=2021-04-10 01:43:43.028549, cost_time=0:00:06.481544 2021-04-10 01:43:36,095 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.62ms, fps=3657 images/s, loss=0.2350, top1-acc=91.91%, top5-acc=99.83%, remaining_time=0:00:06.895200, arrival_time=2021-04-10 01:43:42.990699, cost_time=0:00:07.182457 2021-04-10 01:43:36,788 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=2.06ms, fps=3698 images/s, loss=0.2350, top1-acc=91.92%, top5-acc=99.83%, remaining_time=0:00:06.157084, arrival_time=2021-04-10 01:43:42.945526, cost_time=0:00:07.875388 2021-04-10 01:43:37,484 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.89ms, fps=3682 images/s, loss=0.2345, top1-acc=91.91%, top5-acc=99.83%, remaining_time=0:00:05.428452, arrival_time=2021-04-10 01:43:42.912784, cost_time=0:00:08.571284 2021-04-10 01:43:38,185 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=2.09ms, fps=3653 images/s, loss=0.2362, top1-acc=91.81%, top5-acc=99.83%, remaining_time=0:00:04.707648, arrival_time=2021-04-10 01:43:42.893377, cost_time=0:00:09.272694 2021-04-10 01:43:38,909 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=17.72ms, fps=3541 images/s, loss=0.2364, top1-acc=91.82%, top5-acc=99.83%, remaining_time=0:00:03.998456, arrival_time=2021-04-10 01:43:42.907758, cost_time=0:00:09.996159 2021-04-10 01:43:39,604 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=0.26ms, fps=3687 images/s, loss=0.2371, top1-acc=91.79%, top5-acc=99.83%, remaining_time=0:00:03.278696, arrival_time=2021-04-10 01:43:42.883091, cost_time=0:00:10.691406 2021-04-10 01:43:40,312 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=2.84ms, fps=3619 images/s, loss=0.2365, top1-acc=91.80%, top5-acc=99.83%, remaining_time=0:00:02.564820, arrival_time=2021-04-10 01:43:42.877081, cost_time=0:00:11.399199 2021-04-10 01:43:41,009 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.50ms, fps=3673 images/s, loss=0.2366, top1-acc=91.80%, top5-acc=99.83%, remaining_time=0:00:01.850082, arrival_time=2021-04-10 01:43:42.859895, cost_time=0:00:12.096774 2021-04-10 01:43:41,715 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=2.19ms, fps=3629 images/s, loss=0.2376, top1-acc=91.76%, top5-acc=99.83%, remaining_time=0:00:01.138016, arrival_time=2021-04-10 01:43:42.853782, cost_time=0:00:12.802761 2021-04-10 01:43:42,421 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=2.02ms, fps=3633 images/s, loss=0.2377, top1-acc=91.79%, top5-acc=99.83%, remaining_time=0:00:00.426570, arrival_time=2021-04-10 01:43:42.847668, cost_time=0:00:13.508002 2021-04-10 01:43:42,803 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=0.11ms, fps=3564 images/s, loss=0.2390, top1-acc=91.79%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:42.803763, cost_time=0:00:13.890728 2021-04-10 01:43:43,142 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=0.20ms, fps=7587 images/s, loss=0.4229, top1-acc=85.66%, top5-acc=99.45%, remaining_time=0:00:01.012170, arrival_time=2021-04-10 01:43:44.154855, cost_time=0:00:00.337393 2021-04-10 01:43:43,375 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=0.19ms, fps=11030 images/s, loss=0.4212, top1-acc=86.19%, top5-acc=99.30%, remaining_time=0:00:00.569960, arrival_time=2021-04-10 01:43:43.945179, cost_time=0:00:00.569966 2021-04-10 01:43:43,651 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=0.36ms, fps=9275 images/s, loss=0.4183, top1-acc=86.47%, top5-acc=99.22%, remaining_time=0:00:00.282100, arrival_time=2021-04-10 01:43:43.933687, cost_time=0:00:00.846289 2021-04-10 01:43:43,859 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.08ms, fps=11166 images/s, loss=0.4235, top1-acc=86.44%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:43.859765, cost_time=0:00:01.054529 2021-04-10 01:43:43,891 INFO : Epoch=0086 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:28:27.581262, arrival_time=2021-04-10 02:12:11.472474, cost_time=0:21:28.175341 2021-04-10 01:43:43,891 INFO : Train start, epoch=0087, lr=0.060907 2021-04-10 01:43:44,793 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=3.13ms, fps=2841 images/s, loss=0.2497, top1-acc=91.41%, top5-acc=99.88%, remaining_time=0:00:16.759344, arrival_time=2021-04-10 01:44:01.552508, cost_time=0:00:00.901040 2021-04-10 01:43:45,484 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.48ms, fps=3704 images/s, loss=0.2403, top1-acc=91.54%, top5-acc=99.84%, remaining_time=0:00:14.016992, arrival_time=2021-04-10 01:43:59.501885, cost_time=0:00:01.592832 2021-04-10 01:43:46,176 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.50ms, fps=3703 images/s, loss=0.2337, top1-acc=91.65%, top5-acc=99.83%, remaining_time=0:00:12.641730, arrival_time=2021-04-10 01:43:58.818437, cost_time=0:00:02.284646 2021-04-10 01:43:46,867 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=2.04ms, fps=3711 images/s, loss=0.2295, top1-acc=91.83%, top5-acc=99.84%, remaining_time=0:00:11.602344, arrival_time=2021-04-10 01:43:58.469414, cost_time=0:00:02.974961 2021-04-10 01:43:47,561 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.50ms, fps=3689 images/s, loss=0.2278, top1-acc=92.05%, top5-acc=99.80%, remaining_time=0:00:10.714940, arrival_time=2021-04-10 01:43:58.276554, cost_time=0:00:03.669518 2021-04-10 01:43:48,261 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.55ms, fps=3662 images/s, loss=0.2323, top1-acc=91.93%, top5-acc=99.82%, remaining_time=0:00:09.903248, arrival_time=2021-04-10 01:43:58.164373, cost_time=0:00:04.369059 2021-04-10 01:43:48,957 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.54ms, fps=3678 images/s, loss=0.2374, top1-acc=91.79%, top5-acc=99.82%, remaining_time=0:00:09.117738, arrival_time=2021-04-10 01:43:58.075294, cost_time=0:00:05.065430 2021-04-10 01:43:49,655 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.74ms, fps=3674 images/s, loss=0.2368, top1-acc=91.80%, top5-acc=99.82%, remaining_time=0:00:08.356176, arrival_time=2021-04-10 01:43:58.011137, cost_time=0:00:05.762896 2021-04-10 01:43:50,353 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=2.19ms, fps=3666 images/s, loss=0.2362, top1-acc=91.78%, top5-acc=99.84%, remaining_time=0:00:07.610270, arrival_time=2021-04-10 01:43:57.964074, cost_time=0:00:06.461574 2021-04-10 01:43:51,056 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=2.18ms, fps=3649 images/s, loss=0.2354, top1-acc=91.83%, top5-acc=99.84%, remaining_time=0:00:06.877440, arrival_time=2021-04-10 01:43:57.933594, cost_time=0:00:07.164042 2021-04-10 01:43:51,758 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.73ms, fps=3648 images/s, loss=0.2371, top1-acc=91.81%, top5-acc=99.84%, remaining_time=0:00:06.150032, arrival_time=2021-04-10 01:43:57.908668, cost_time=0:00:07.866364 2021-04-10 01:43:52,455 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.39ms, fps=3676 images/s, loss=0.2364, top1-acc=91.80%, top5-acc=99.84%, remaining_time=0:00:05.423816, arrival_time=2021-04-10 01:43:57.879744, cost_time=0:00:08.563863 2021-04-10 01:43:53,151 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.95ms, fps=3682 images/s, loss=0.2361, top1-acc=91.83%, top5-acc=99.84%, remaining_time=0:00:04.700982, arrival_time=2021-04-10 01:43:57.852553, cost_time=0:00:09.259466 2021-04-10 01:43:53,853 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.99ms, fps=3653 images/s, loss=0.2368, top1-acc=91.81%, top5-acc=99.85%, remaining_time=0:00:03.984344, arrival_time=2021-04-10 01:43:57.837386, cost_time=0:00:09.960818 2021-04-10 01:43:54,562 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.43ms, fps=3614 images/s, loss=0.2386, top1-acc=91.74%, top5-acc=99.85%, remaining_time=0:00:03.272164, arrival_time=2021-04-10 01:43:57.834359, cost_time=0:00:10.670080 2021-04-10 01:43:55,264 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.99ms, fps=3650 images/s, loss=0.2385, top1-acc=91.69%, top5-acc=99.85%, remaining_time=0:00:02.558700, arrival_time=2021-04-10 01:43:57.822835, cost_time=0:00:11.371943 2021-04-10 01:43:55,966 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=2.17ms, fps=3648 images/s, loss=0.2381, top1-acc=91.72%, top5-acc=99.85%, remaining_time=0:00:01.846676, arrival_time=2021-04-10 01:43:57.813352, cost_time=0:00:12.074447 2021-04-10 01:43:56,671 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=2.56ms, fps=3639 images/s, loss=0.2383, top1-acc=91.72%, top5-acc=99.86%, remaining_time=0:00:01.135904, arrival_time=2021-04-10 01:43:57.806886, cost_time=0:00:12.778865 2021-04-10 01:43:57,379 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.54ms, fps=3621 images/s, loss=0.2387, top1-acc=91.67%, top5-acc=99.86%, remaining_time=0:00:00.425898, arrival_time=2021-04-10 01:43:57.804865, cost_time=0:00:13.486774 2021-04-10 01:43:57,754 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=0.12ms, fps=3629 images/s, loss=0.2395, top1-acc=91.66%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:57.754396, cost_time=0:00:13.862322 2021-04-10 01:43:58,054 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=4.72ms, fps=8554 images/s, loss=0.4174, top1-acc=85.78%, top5-acc=99.34%, remaining_time=0:00:00.897780, arrival_time=2021-04-10 01:43:58.952549, cost_time=0:00:00.299259 2021-04-10 01:43:58,268 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=0.37ms, fps=12013 images/s, loss=0.4465, top1-acc=85.31%, top5-acc=99.36%, remaining_time=0:00:00.512820, arrival_time=2021-04-10 01:43:58.781155, cost_time=0:00:00.512812 2021-04-10 01:43:58,478 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=0.18ms, fps=12236 images/s, loss=0.4445, top1-acc=85.38%, top5-acc=99.45%, remaining_time=0:00:00.240840, arrival_time=2021-04-10 01:43:58.718832, cost_time=0:00:00.722511 2021-04-10 01:43:58,704 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.08ms, fps=10261 images/s, loss=0.4421, top1-acc=85.44%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:58.704444, cost_time=0:00:00.948957 2021-04-10 01:43:58,735 INFO : Epoch=0087 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:28:12.427781, arrival_time=2021-04-10 02:12:11.163297, cost_time=0:21:43.019655 2021-04-10 01:43:58,736 INFO : Train start, epoch=0088, lr=0.060139 2021-04-10 01:43:59,657 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=2.69ms, fps=2779 images/s, loss=0.2428, top1-acc=91.37%, top5-acc=99.88%, remaining_time=0:00:17.134878, arrival_time=2021-04-10 01:44:16.792320, cost_time=0:00:00.921230 2021-04-10 01:44:00,351 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.83ms, fps=3689 images/s, loss=0.2472, top1-acc=91.00%, top5-acc=99.88%, remaining_time=0:00:14.217632, arrival_time=2021-04-10 01:44:14.569490, cost_time=0:00:01.615649 2021-04-10 01:44:01,051 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.55ms, fps=3661 images/s, loss=0.2437, top1-acc=91.25%, top5-acc=99.86%, remaining_time=0:00:12.811714, arrival_time=2021-04-10 01:44:13.863307, cost_time=0:00:02.315383 2021-04-10 01:44:01,749 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.95ms, fps=3672 images/s, loss=0.2341, top1-acc=91.68%, top5-acc=99.86%, remaining_time=0:00:11.750388, arrival_time=2021-04-10 01:44:13.499586, cost_time=0:00:03.012939 2021-04-10 01:44:02,448 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=2.07ms, fps=3663 images/s, loss=0.2343, top1-acc=91.72%, top5-acc=99.84%, remaining_time=0:00:10.840062, arrival_time=2021-04-10 01:44:13.288657, cost_time=0:00:03.712327 2021-04-10 01:44:03,150 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.93ms, fps=3652 images/s, loss=0.2332, top1-acc=91.73%, top5-acc=99.85%, remaining_time=0:00:10.004840, arrival_time=2021-04-10 01:44:13.154996, cost_time=0:00:04.413888 2021-04-10 01:44:03,842 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.37ms, fps=3703 images/s, loss=0.2345, top1-acc=91.72%, top5-acc=99.86%, remaining_time=0:00:09.190566, arrival_time=2021-04-10 01:44:13.032705, cost_time=0:00:05.105851 2021-04-10 01:44:04,542 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.91ms, fps=3658 images/s, loss=0.2347, top1-acc=91.76%, top5-acc=99.86%, remaining_time=0:00:08.419048, arrival_time=2021-04-10 01:44:12.961545, cost_time=0:00:05.806272 2021-04-10 01:44:05,243 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.80ms, fps=3658 images/s, loss=0.2347, top1-acc=91.76%, top5-acc=99.86%, remaining_time=0:00:07.663270, arrival_time=2021-04-10 01:44:12.906227, cost_time=0:00:06.506592 2021-04-10 01:44:05,948 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.85ms, fps=3633 images/s, loss=0.2340, top1-acc=91.80%, top5-acc=99.86%, remaining_time=0:00:06.923616, arrival_time=2021-04-10 01:44:12.871948, cost_time=0:00:07.212063 2021-04-10 01:44:06,649 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.36ms, fps=3657 images/s, loss=0.2330, top1-acc=91.82%, top5-acc=99.87%, remaining_time=0:00:06.186324, arrival_time=2021-04-10 01:44:12.835381, cost_time=0:00:07.912758 2021-04-10 01:44:07,336 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.49ms, fps=3728 images/s, loss=0.2331, top1-acc=91.86%, top5-acc=99.86%, remaining_time=0:00:05.446768, arrival_time=2021-04-10 01:44:12.783136, cost_time=0:00:08.600106 2021-04-10 01:44:08,037 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.91ms, fps=3657 images/s, loss=0.2316, top1-acc=91.94%, top5-acc=99.86%, remaining_time=0:00:04.721838, arrival_time=2021-04-10 01:44:12.758843, cost_time=0:00:09.300624 2021-04-10 01:44:08,749 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=2.15ms, fps=3602 images/s, loss=0.2333, top1-acc=91.88%, top5-acc=99.85%, remaining_time=0:00:04.004896, arrival_time=2021-04-10 01:44:12.753365, cost_time=0:00:10.012256 2021-04-10 01:44:09,450 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.41ms, fps=3658 images/s, loss=0.2345, top1-acc=91.82%, top5-acc=99.85%, remaining_time=0:00:03.285642, arrival_time=2021-04-10 01:44:12.736127, cost_time=0:00:10.714067 2021-04-10 01:44:10,148 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.50ms, fps=3670 images/s, loss=0.2355, top1-acc=91.76%, top5-acc=99.85%, remaining_time=0:00:02.567844, arrival_time=2021-04-10 01:44:12.716760, cost_time=0:00:11.412701 2021-04-10 01:44:10,844 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=2.19ms, fps=3681 images/s, loss=0.2359, top1-acc=91.76%, top5-acc=99.84%, remaining_time=0:00:01.851902, arrival_time=2021-04-10 01:44:12.696677, cost_time=0:00:12.108550 2021-04-10 01:44:11,560 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=2.19ms, fps=3581 images/s, loss=0.2370, top1-acc=91.74%, top5-acc=99.84%, remaining_time=0:00:01.139888, arrival_time=2021-04-10 01:44:12.700069, cost_time=0:00:12.823804 2021-04-10 01:44:12,261 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.98ms, fps=3655 images/s, loss=0.2383, top1-acc=91.72%, top5-acc=99.83%, remaining_time=0:00:00.427110, arrival_time=2021-04-10 01:44:12.688702, cost_time=0:00:13.525197 2021-04-10 01:44:12,640 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.42ms, fps=3604 images/s, loss=0.2390, top1-acc=91.71%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:12.640079, cost_time=0:00:13.903837 2021-04-10 01:44:12,962 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=0.29ms, fps=7985 images/s, loss=0.4567, top1-acc=85.51%, top5-acc=99.14%, remaining_time=0:00:00.961770, arrival_time=2021-04-10 01:44:13.923840, cost_time=0:00:00.320591 2021-04-10 01:44:13,176 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=0.29ms, fps=11952 images/s, loss=0.4388, top1-acc=86.00%, top5-acc=99.39%, remaining_time=0:00:00.535220, arrival_time=2021-04-10 01:44:13.711921, cost_time=0:00:00.535211 2021-04-10 01:44:13,373 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=0.45ms, fps=13023 images/s, loss=0.4418, top1-acc=85.85%, top5-acc=99.35%, remaining_time=0:00:00.244100, arrival_time=2021-04-10 01:44:13.617985, cost_time=0:00:00.732289 2021-04-10 01:44:13,558 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.07ms, fps=12586 images/s, loss=0.4479, top1-acc=85.62%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:13.558825, cost_time=0:00:00.917389 2021-04-10 01:44:13,585 INFO : Epoch=0088 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:27:57.288368, arrival_time=2021-04-10 02:12:10.873624, cost_time=0:21:57.869395 2021-04-10 01:44:13,585 INFO : Train start, epoch=0089, lr=0.059369 2021-04-10 01:44:14,474 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.43ms, fps=2883 images/s, loss=0.2132, top1-acc=92.50%, top5-acc=99.96%, remaining_time=0:00:16.516986, arrival_time=2021-04-10 01:44:30.990986, cost_time=0:00:00.888007 2021-04-10 01:44:15,173 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.54ms, fps=3660 images/s, loss=0.2267, top1-acc=92.05%, top5-acc=99.86%, remaining_time=0:00:13.973520, arrival_time=2021-04-10 01:44:29.147406, cost_time=0:00:01.587895 2021-04-10 01:44:15,869 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.52ms, fps=3685 images/s, loss=0.2157, top1-acc=92.33%, top5-acc=99.87%, remaining_time=0:00:12.633098, arrival_time=2021-04-10 01:44:28.502208, cost_time=0:00:02.283079 2021-04-10 01:44:16,570 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.92ms, fps=3652 images/s, loss=0.2131, top1-acc=92.49%, top5-acc=99.87%, remaining_time=0:00:11.640096, arrival_time=2021-04-10 01:44:28.210778, cost_time=0:00:02.984636 2021-04-10 01:44:17,266 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.99ms, fps=3682 images/s, loss=0.2145, top1-acc=92.51%, top5-acc=99.88%, remaining_time=0:00:10.746914, arrival_time=2021-04-10 01:44:28.013367, cost_time=0:00:03.680459 2021-04-10 01:44:17,964 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.52ms, fps=3668 images/s, loss=0.2152, top1-acc=92.50%, top5-acc=99.85%, remaining_time=0:00:09.925280, arrival_time=2021-04-10 01:44:27.890082, cost_time=0:00:04.378770 2021-04-10 01:44:18,663 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.45ms, fps=3668 images/s, loss=0.2188, top1-acc=92.37%, top5-acc=99.85%, remaining_time=0:00:09.139032, arrival_time=2021-04-10 01:44:27.802328, cost_time=0:00:05.077256 2021-04-10 01:44:19,368 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.66ms, fps=3633 images/s, loss=0.2237, top1-acc=92.18%, top5-acc=99.84%, remaining_time=0:00:08.384596, arrival_time=2021-04-10 01:44:27.753284, cost_time=0:00:05.782514 2021-04-10 01:44:20,064 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.83ms, fps=3684 images/s, loss=0.2245, top1-acc=92.17%, top5-acc=99.84%, remaining_time=0:00:07.629986, arrival_time=2021-04-10 01:44:27.694348, cost_time=0:00:06.478331 2021-04-10 01:44:20,762 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.51ms, fps=3672 images/s, loss=0.2239, top1-acc=92.20%, top5-acc=99.84%, remaining_time=0:00:06.889056, arrival_time=2021-04-10 01:44:27.651248, cost_time=0:00:07.176105 2021-04-10 01:44:21,463 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=2.90ms, fps=3652 images/s, loss=0.2244, top1-acc=92.18%, top5-acc=99.85%, remaining_time=0:00:06.158976, arrival_time=2021-04-10 01:44:27.622832, cost_time=0:00:07.877712 2021-04-10 01:44:22,162 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.54ms, fps=3669 images/s, loss=0.2253, top1-acc=92.16%, top5-acc=99.84%, remaining_time=0:00:05.431644, arrival_time=2021-04-10 01:44:27.593945, cost_time=0:00:08.576291 2021-04-10 01:44:22,861 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.41ms, fps=3665 images/s, loss=0.2252, top1-acc=92.17%, top5-acc=99.85%, remaining_time=0:00:04.708902, arrival_time=2021-04-10 01:44:27.570097, cost_time=0:00:09.275150 2021-04-10 01:44:23,562 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=2.02ms, fps=3656 images/s, loss=0.2261, top1-acc=92.13%, top5-acc=99.85%, remaining_time=0:00:03.990392, arrival_time=2021-04-10 01:44:27.552388, cost_time=0:00:09.975912 2021-04-10 01:44:24,258 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.56ms, fps=3681 images/s, loss=0.2265, top1-acc=92.13%, top5-acc=99.85%, remaining_time=0:00:03.272716, arrival_time=2021-04-10 01:44:27.530862, cost_time=0:00:10.671966 2021-04-10 01:44:24,958 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.91ms, fps=3659 images/s, loss=0.2270, top1-acc=92.10%, top5-acc=99.84%, remaining_time=0:00:02.558844, arrival_time=2021-04-10 01:44:27.517532, cost_time=0:00:11.372649 2021-04-10 01:44:25,660 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=2.23ms, fps=3654 images/s, loss=0.2289, top1-acc=92.03%, top5-acc=99.84%, remaining_time=0:00:01.846572, arrival_time=2021-04-10 01:44:27.506509, cost_time=0:00:12.073809 2021-04-10 01:44:26,360 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.78ms, fps=3658 images/s, loss=0.2303, top1-acc=91.99%, top5-acc=99.84%, remaining_time=0:00:01.135504, arrival_time=2021-04-10 01:44:27.495993, cost_time=0:00:12.774476 2021-04-10 01:44:27,064 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.19ms, fps=3638 images/s, loss=0.2317, top1-acc=91.91%, top5-acc=99.84%, remaining_time=0:00:00.425640, arrival_time=2021-04-10 01:44:27.490502, cost_time=0:00:13.478669 2021-04-10 01:44:27,449 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=0.11ms, fps=3544 images/s, loss=0.2323, top1-acc=91.91%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:27.449392, cost_time=0:00:13.863344 2021-04-10 01:44:27,769 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=2.25ms, fps=8036 images/s, loss=0.4573, top1-acc=84.61%, top5-acc=99.37%, remaining_time=0:00:00.955680, arrival_time=2021-04-10 01:44:28.725211, cost_time=0:00:00.318559 2021-04-10 01:44:28,016 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=0.40ms, fps=10373 images/s, loss=0.4481, top1-acc=85.27%, top5-acc=99.24%, remaining_time=0:00:00.565840, arrival_time=2021-04-10 01:44:28.582605, cost_time=0:00:00.565842 2021-04-10 01:44:28,278 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=22.44ms, fps=9818 images/s, loss=0.4447, top1-acc=85.22%, top5-acc=99.32%, remaining_time=0:00:00.275640, arrival_time=2021-04-10 01:44:28.553569, cost_time=0:00:00.826922 2021-04-10 01:44:28,544 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.08ms, fps=8738 images/s, loss=0.4294, top1-acc=85.39%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:28.544227, cost_time=0:00:01.093322 2021-04-10 01:44:28,571 INFO : Epoch=0089 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:27:42.325899, arrival_time=2021-04-10 02:12:10.897673, cost_time=0:22:12.855912 2021-04-10 01:44:28,572 INFO : Train start, epoch=0090, lr=0.058596 2021-04-10 01:44:29,467 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=0.26ms, fps=2860 images/s, loss=0.2143, top1-acc=93.05%, top5-acc=99.77%, remaining_time=0:00:16.648488, arrival_time=2021-04-10 01:44:46.116084, cost_time=0:00:00.895078 2021-04-10 01:44:30,168 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.57ms, fps=3656 images/s, loss=0.2180, top1-acc=92.68%, top5-acc=99.80%, remaining_time=0:00:14.043920, arrival_time=2021-04-10 01:44:44.212335, cost_time=0:00:01.595902 2021-04-10 01:44:30,879 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.90ms, fps=3605 images/s, loss=0.2192, top1-acc=92.57%, top5-acc=99.78%, remaining_time=0:00:12.762578, arrival_time=2021-04-10 01:44:43.641588, cost_time=0:00:02.306497 2021-04-10 01:44:31,577 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=2.18ms, fps=3668 images/s, loss=0.2205, top1-acc=92.44%, top5-acc=99.78%, remaining_time=0:00:11.719500, arrival_time=2021-04-10 01:44:43.297014, cost_time=0:00:03.004992 2021-04-10 01:44:32,277 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.96ms, fps=3662 images/s, loss=0.2201, top1-acc=92.43%, top5-acc=99.77%, remaining_time=0:00:10.817578, arrival_time=2021-04-10 01:44:43.094752, cost_time=0:00:03.704644 2021-04-10 01:44:32,977 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.85ms, fps=3661 images/s, loss=0.2254, top1-acc=92.34%, top5-acc=99.78%, remaining_time=0:00:09.983488, arrival_time=2021-04-10 01:44:42.960500, cost_time=0:00:04.404488 2021-04-10 01:44:33,680 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.58ms, fps=3645 images/s, loss=0.2231, top1-acc=92.41%, top5-acc=99.79%, remaining_time=0:00:09.193338, arrival_time=2021-04-10 01:44:42.873393, cost_time=0:00:05.107377 2021-04-10 01:44:34,392 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=2.07ms, fps=3599 images/s, loss=0.2240, top1-acc=92.34%, top5-acc=99.78%, remaining_time=0:00:08.438420, arrival_time=2021-04-10 01:44:42.830514, cost_time=0:00:05.819601 2021-04-10 01:44:35,096 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.95ms, fps=3639 images/s, loss=0.2253, top1-acc=92.33%, top5-acc=99.78%, remaining_time=0:00:07.683198, arrival_time=2021-04-10 01:44:42.779306, cost_time=0:00:06.523496 2021-04-10 01:44:35,787 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.41ms, fps=3705 images/s, loss=0.2256, top1-acc=92.26%, top5-acc=99.78%, remaining_time=0:00:06.926688, arrival_time=2021-04-10 01:44:42.714459, cost_time=0:00:07.215275 2021-04-10 01:44:36,487 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=2.15ms, fps=3662 images/s, loss=0.2259, top1-acc=92.26%, top5-acc=99.78%, remaining_time=0:00:06.187872, arrival_time=2021-04-10 01:44:42.675247, cost_time=0:00:07.914756 2021-04-10 01:44:37,197 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.45ms, fps=3611 images/s, loss=0.2259, top1-acc=92.23%, top5-acc=99.79%, remaining_time=0:00:05.462272, arrival_time=2021-04-10 01:44:42.659393, cost_time=0:00:08.624584 2021-04-10 01:44:37,888 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.57ms, fps=3706 images/s, loss=0.2260, top1-acc=92.19%, top5-acc=99.80%, remaining_time=0:00:04.729560, arrival_time=2021-04-10 01:44:42.617884, cost_time=0:00:09.315845 2021-04-10 01:44:38,588 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.37ms, fps=3659 images/s, loss=0.2268, top1-acc=92.18%, top5-acc=99.81%, remaining_time=0:00:04.006408, arrival_time=2021-04-10 01:44:42.594976, cost_time=0:00:10.015992 2021-04-10 01:44:39,283 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.94ms, fps=3686 images/s, loss=0.2275, top1-acc=92.17%, top5-acc=99.80%, remaining_time=0:00:03.284768, arrival_time=2021-04-10 01:44:42.568510, cost_time=0:00:10.711220 2021-04-10 01:44:39,979 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.43ms, fps=3685 images/s, loss=0.2273, top1-acc=92.17%, top5-acc=99.80%, remaining_time=0:00:02.566476, arrival_time=2021-04-10 01:44:42.545647, cost_time=0:00:11.406572 2021-04-10 01:44:40,695 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.55ms, fps=3575 images/s, loss=0.2279, top1-acc=92.17%, top5-acc=99.81%, remaining_time=0:00:01.854164, arrival_time=2021-04-10 01:44:42.550012, cost_time=0:00:12.123311 2021-04-10 01:44:41,391 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.79ms, fps=3683 images/s, loss=0.2286, top1-acc=92.16%, top5-acc=99.81%, remaining_time=0:00:01.139472, arrival_time=2021-04-10 01:44:42.531066, cost_time=0:00:12.819021 2021-04-10 01:44:42,099 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.89ms, fps=3617 images/s, loss=0.2290, top1-acc=92.14%, top5-acc=99.81%, remaining_time=0:00:00.427182, arrival_time=2021-04-10 01:44:42.527120, cost_time=0:00:13.527413 2021-04-10 01:44:42,475 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=0.10ms, fps=3628 images/s, loss=0.2301, top1-acc=92.11%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:42.475460, cost_time=0:00:13.902907 2021-04-10 01:44:42,831 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.31ms, fps=7212 images/s, loss=0.4477, top1-acc=86.33%, top5-acc=99.26%, remaining_time=0:00:01.064820, arrival_time=2021-04-10 01:44:43.896421, cost_time=0:00:00.354941 2021-04-10 01:44:43,062 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=2.58ms, fps=11108 images/s, loss=0.4284, top1-acc=86.72%, top5-acc=99.37%, remaining_time=0:00:00.585900, arrival_time=2021-04-10 01:44:43.648420, cost_time=0:00:00.585908 2021-04-10 01:44:43,356 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=0.29ms, fps=8714 images/s, loss=0.4337, top1-acc=86.55%, top5-acc=99.44%, remaining_time=0:00:00.293340, arrival_time=2021-04-10 01:44:43.650000, cost_time=0:00:00.880030 2021-04-10 01:44:43,582 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.09ms, fps=10313 images/s, loss=0.4222, top1-acc=86.83%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:43.582047, cost_time=0:00:01.105414 2021-04-10 01:44:43,624 INFO : Epoch=0090 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:27:27.444260, arrival_time=2021-04-10 02:12:11.069072, cost_time=0:22:27.908948 2021-04-10 01:44:43,625 INFO : Train start, epoch=0091, lr=0.057822 2021-04-10 01:44:44,509 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=4.14ms, fps=2897 images/s, loss=0.2130, top1-acc=92.85%, top5-acc=99.88%, remaining_time=0:00:16.436448, arrival_time=2021-04-10 01:45:00.945685, cost_time=0:00:00.883680 2021-04-10 01:44:45,207 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.73ms, fps=3670 images/s, loss=0.2312, top1-acc=91.93%, top5-acc=99.88%, remaining_time=0:00:13.919312, arrival_time=2021-04-10 01:44:59.126622, cost_time=0:00:01.581746 2021-04-10 01:44:45,907 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.92ms, fps=3659 images/s, loss=0.2302, top1-acc=91.90%, top5-acc=99.87%, remaining_time=0:00:12.626458, arrival_time=2021-04-10 01:44:58.533866, cost_time=0:00:02.281890 2021-04-10 01:44:46,606 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.42ms, fps=3663 images/s, loss=0.2254, top1-acc=92.15%, top5-acc=99.85%, remaining_time=0:00:11.626524, arrival_time=2021-04-10 01:44:58.233227, cost_time=0:00:02.981143 2021-04-10 01:44:47,307 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.91ms, fps=3654 images/s, loss=0.2224, top1-acc=92.26%, top5-acc=99.86%, remaining_time=0:00:10.752462, arrival_time=2021-04-10 01:44:58.060375, cost_time=0:00:03.682355 2021-04-10 01:44:48,010 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=2.09ms, fps=3646 images/s, loss=0.2221, top1-acc=92.29%, top5-acc=99.88%, remaining_time=0:00:09.939288, arrival_time=2021-04-10 01:44:57.949843, cost_time=0:00:04.384996 2021-04-10 01:44:48,721 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.92ms, fps=3606 images/s, loss=0.2259, top1-acc=92.15%, top5-acc=99.87%, remaining_time=0:00:09.171792, arrival_time=2021-04-10 01:44:57.892882, cost_time=0:00:05.095419 2021-04-10 01:44:49,421 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=2.24ms, fps=3657 images/s, loss=0.2270, top1-acc=92.07%, top5-acc=99.85%, remaining_time=0:00:08.404548, arrival_time=2021-04-10 01:44:57.826398, cost_time=0:00:05.796272 2021-04-10 01:44:50,128 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=2.15ms, fps=3628 images/s, loss=0.2266, top1-acc=92.04%, top5-acc=99.85%, remaining_time=0:00:07.658394, arrival_time=2021-04-10 01:44:57.786489, cost_time=0:00:06.502406 2021-04-10 01:44:50,837 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=2.15ms, fps=3615 images/s, loss=0.2252, top1-acc=92.08%, top5-acc=99.86%, remaining_time=0:00:06.922944, arrival_time=2021-04-10 01:44:57.760023, cost_time=0:00:07.211425 2021-04-10 01:44:51,585 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.87ms, fps=3424 images/s, loss=0.2247, top1-acc=92.11%, top5-acc=99.87%, remaining_time=0:00:06.223132, arrival_time=2021-04-10 01:44:57.808616, cost_time=0:00:07.959871 2021-04-10 01:44:52,291 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=2.00ms, fps=3628 images/s, loss=0.2249, top1-acc=92.09%, top5-acc=99.87%, remaining_time=0:00:05.488568, arrival_time=2021-04-10 01:44:57.780355, cost_time=0:00:08.666200 2021-04-10 01:44:52,988 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.44ms, fps=3678 images/s, loss=0.2257, top1-acc=92.14%, top5-acc=99.86%, remaining_time=0:00:04.753452, arrival_time=2021-04-10 01:44:57.741966, cost_time=0:00:09.362912 2021-04-10 01:44:53,687 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.63ms, fps=3666 images/s, loss=0.2243, top1-acc=92.21%, top5-acc=99.87%, remaining_time=0:00:04.024720, arrival_time=2021-04-10 01:44:57.712076, cost_time=0:00:10.061770 2021-04-10 01:44:54,388 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.64ms, fps=3653 images/s, loss=0.2231, top1-acc=92.29%, top5-acc=99.87%, remaining_time=0:00:03.300684, arrival_time=2021-04-10 01:44:57.689546, cost_time=0:00:10.763129 2021-04-10 01:44:55,087 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.63ms, fps=3670 images/s, loss=0.2232, top1-acc=92.26%, top5-acc=99.86%, remaining_time=0:00:02.578896, arrival_time=2021-04-10 01:44:57.666199, cost_time=0:00:11.461794 2021-04-10 01:44:55,786 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.66ms, fps=3665 images/s, loss=0.2248, top1-acc=92.20%, top5-acc=99.86%, remaining_time=0:00:01.859858, arrival_time=2021-04-10 01:44:57.646070, cost_time=0:00:12.160614 2021-04-10 01:44:56,484 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.54ms, fps=3667 images/s, loss=0.2262, top1-acc=92.14%, top5-acc=99.86%, remaining_time=0:00:01.143040, arrival_time=2021-04-10 01:44:57.627874, cost_time=0:00:12.859262 2021-04-10 01:44:57,193 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.73ms, fps=3615 images/s, loss=0.2268, top1-acc=92.12%, top5-acc=99.85%, remaining_time=0:00:00.428466, arrival_time=2021-04-10 01:44:57.621998, cost_time=0:00:13.568013 2021-04-10 01:44:57,570 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=0.16ms, fps=3614 images/s, loss=0.2267, top1-acc=92.12%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:57.570367, cost_time=0:00:13.944761 2021-04-10 01:44:57,882 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=10.14ms, fps=8240 images/s, loss=0.5333, top1-acc=82.11%, top5-acc=98.87%, remaining_time=0:00:00.931980, arrival_time=2021-04-10 01:44:58.814244, cost_time=0:00:00.310660 2021-04-10 01:44:58,124 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=0.27ms, fps=10573 images/s, loss=0.5356, top1-acc=82.66%, top5-acc=99.06%, remaining_time=0:00:00.553100, arrival_time=2021-04-10 01:44:58.677869, cost_time=0:00:00.553104 2021-04-10 01:44:58,354 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=2.26ms, fps=11179 images/s, loss=0.5363, top1-acc=82.80%, top5-acc=99.05%, remaining_time=0:00:00.260880, arrival_time=2021-04-10 01:44:58.615161, cost_time=0:00:00.782630 2021-04-10 01:44:58,562 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.07ms, fps=11155 images/s, loss=0.5397, top1-acc=82.74%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:58.562680, cost_time=0:00:00.991095 2021-04-10 01:44:58,589 INFO : Epoch=0091 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:27:12.452670, arrival_time=2021-04-10 02:12:11.041898, cost_time=0:22:42.873375 2021-04-10 01:44:58,589 INFO : Train start, epoch=0092, lr=0.057045 2021-04-10 01:44:59,500 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=4.14ms, fps=2810 images/s, loss=0.2341, top1-acc=91.76%, top5-acc=99.92%, remaining_time=0:00:16.944600, arrival_time=2021-04-10 01:45:16.445529, cost_time=0:00:00.911005 2021-04-10 01:45:00,199 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.51ms, fps=3668 images/s, loss=0.2218, top1-acc=92.29%, top5-acc=99.92%, remaining_time=0:00:14.162720, arrival_time=2021-04-10 01:45:14.362010, cost_time=0:00:01.609408 2021-04-10 01:45:00,895 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.43ms, fps=3680 images/s, loss=0.2206, top1-acc=92.25%, top5-acc=99.90%, remaining_time=0:00:12.756602, arrival_time=2021-04-10 01:45:13.651952, cost_time=0:00:02.305414 2021-04-10 01:45:01,592 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.94ms, fps=3674 images/s, loss=0.2244, top1-acc=92.10%, top5-acc=99.87%, remaining_time=0:00:11.710920, arrival_time=2021-04-10 01:45:13.303655, cost_time=0:00:03.002798 2021-04-10 01:45:02,293 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.52ms, fps=3653 images/s, loss=0.2246, top1-acc=91.97%, top5-acc=99.90%, remaining_time=0:00:10.815826, arrival_time=2021-04-10 01:45:13.109783, cost_time=0:00:03.704074 2021-04-10 01:45:02,996 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.38ms, fps=3648 images/s, loss=0.2180, top1-acc=92.19%, top5-acc=99.90%, remaining_time=0:00:09.987296, arrival_time=2021-04-10 01:45:12.983392, cost_time=0:00:04.406165 2021-04-10 01:45:03,689 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.45ms, fps=3696 images/s, loss=0.2192, top1-acc=92.16%, top5-acc=99.89%, remaining_time=0:00:09.178848, arrival_time=2021-04-10 01:45:12.868110, cost_time=0:00:05.099330 2021-04-10 01:45:04,396 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.89ms, fps=3621 images/s, loss=0.2213, top1-acc=92.18%, top5-acc=99.88%, remaining_time=0:00:08.419976, arrival_time=2021-04-10 01:45:12.816870, cost_time=0:00:05.806917 2021-04-10 01:45:05,103 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=2.25ms, fps=3628 images/s, loss=0.2215, top1-acc=92.18%, top5-acc=99.88%, remaining_time=0:00:07.671008, arrival_time=2021-04-10 01:45:12.774074, cost_time=0:00:06.513134 2021-04-10 01:45:05,808 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.47ms, fps=3631 images/s, loss=0.2220, top1-acc=92.16%, top5-acc=99.87%, remaining_time=0:00:06.930048, arrival_time=2021-04-10 01:45:12.738861, cost_time=0:00:07.218769 2021-04-10 01:45:06,508 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.97ms, fps=3662 images/s, loss=0.2223, top1-acc=92.13%, top5-acc=99.88%, remaining_time=0:00:06.190968, arrival_time=2021-04-10 01:45:12.699584, cost_time=0:00:07.918729 2021-04-10 01:45:07,205 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.44ms, fps=3678 images/s, loss=0.2213, top1-acc=92.19%, top5-acc=99.88%, remaining_time=0:00:05.456192, arrival_time=2021-04-10 01:45:12.661261, cost_time=0:00:08.615097 2021-04-10 01:45:07,904 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.46ms, fps=3663 images/s, loss=0.2230, top1-acc=92.15%, top5-acc=99.88%, remaining_time=0:00:04.728966, arrival_time=2021-04-10 01:45:12.633548, cost_time=0:00:09.314683 2021-04-10 01:45:08,599 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.51ms, fps=3688 images/s, loss=0.2264, top1-acc=92.02%, top5-acc=99.87%, remaining_time=0:00:04.003720, arrival_time=2021-04-10 01:45:12.603083, cost_time=0:00:10.009323 2021-04-10 01:45:09,297 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.43ms, fps=3669 images/s, loss=0.2265, top1-acc=92.02%, top5-acc=99.86%, remaining_time=0:00:03.283756, arrival_time=2021-04-10 01:45:12.581646, cost_time=0:00:10.707955 2021-04-10 01:45:10,006 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.86ms, fps=3618 images/s, loss=0.2251, top1-acc=92.11%, top5-acc=99.85%, remaining_time=0:00:02.568636, arrival_time=2021-04-10 01:45:12.574961, cost_time=0:00:11.416101 2021-04-10 01:45:10,705 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=2.13ms, fps=3668 images/s, loss=0.2244, top1-acc=92.13%, top5-acc=99.85%, remaining_time=0:00:01.852916, arrival_time=2021-04-10 01:45:12.558025, cost_time=0:00:12.115172 2021-04-10 01:45:11,421 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=2.23ms, fps=3577 images/s, loss=0.2239, top1-acc=92.14%, top5-acc=99.84%, remaining_time=0:00:01.140576, arrival_time=2021-04-10 01:45:12.561961, cost_time=0:00:12.831456 2021-04-10 01:45:12,123 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.77ms, fps=3649 images/s, loss=0.2233, top1-acc=92.14%, top5-acc=99.84%, remaining_time=0:00:00.427374, arrival_time=2021-04-10 01:45:12.550914, cost_time=0:00:13.533594 2021-04-10 01:45:12,505 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=0.16ms, fps=3572 images/s, loss=0.2244, top1-acc=92.10%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:12.505002, cost_time=0:00:13.914959 2021-04-10 01:45:12,848 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=0.42ms, fps=7503 images/s, loss=0.5246, top1-acc=83.12%, top5-acc=99.26%, remaining_time=0:00:01.023570, arrival_time=2021-04-10 01:45:13.871556, cost_time=0:00:00.341194 2021-04-10 01:45:13,091 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=0.45ms, fps=10544 images/s, loss=0.5177, top1-acc=83.89%, top5-acc=99.36%, remaining_time=0:00:00.584460, arrival_time=2021-04-10 01:45:13.675724, cost_time=0:00:00.584469 2021-04-10 01:45:13,401 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=0.27ms, fps=8259 images/s, loss=0.5178, top1-acc=83.89%, top5-acc=99.39%, remaining_time=0:00:00.298340, arrival_time=2021-04-10 01:45:13.700143, cost_time=0:00:00.895012 2021-04-10 01:45:13,634 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.11ms, fps=10002 images/s, loss=0.5374, top1-acc=84.05%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:13.634226, cost_time=0:00:01.127444 2021-04-10 01:45:13,682 INFO : Epoch=0092 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:26:57.612768, arrival_time=2021-04-10 02:12:11.295083, cost_time=0:22:57.966393 2021-04-10 01:45:13,683 INFO : Train start, epoch=0093, lr=0.056267 2021-04-10 01:45:14,608 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=0.47ms, fps=2767 images/s, loss=0.2449, top1-acc=91.68%, top5-acc=99.84%, remaining_time=0:00:17.206488, arrival_time=2021-04-10 01:45:31.815225, cost_time=0:00:00.925082 2021-04-10 01:45:15,303 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.89ms, fps=3685 images/s, loss=0.2262, top1-acc=92.34%, top5-acc=99.82%, remaining_time=0:00:14.258816, arrival_time=2021-04-10 01:45:29.562753, cost_time=0:00:01.620312 2021-04-10 01:45:16,005 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.92ms, fps=3650 images/s, loss=0.2326, top1-acc=91.93%, top5-acc=99.83%, remaining_time=0:00:12.848732, arrival_time=2021-04-10 01:45:28.854434, cost_time=0:00:02.322045 2021-04-10 01:45:16,702 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=2.01ms, fps=3675 images/s, loss=0.2207, top1-acc=92.37%, top5-acc=99.81%, remaining_time=0:00:11.774724, arrival_time=2021-04-10 01:45:28.477489, cost_time=0:00:03.019141 2021-04-10 01:45:17,396 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.47ms, fps=3692 images/s, loss=0.2224, top1-acc=92.25%, top5-acc=99.83%, remaining_time=0:00:10.841522, arrival_time=2021-04-10 01:45:28.238003, cost_time=0:00:03.712861 2021-04-10 01:45:18,092 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.84ms, fps=3680 images/s, loss=0.2213, top1-acc=92.32%, top5-acc=99.83%, remaining_time=0:00:09.993552, arrival_time=2021-04-10 01:45:28.086140, cost_time=0:00:04.408943 2021-04-10 01:45:18,785 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=2.37ms, fps=3699 images/s, loss=0.2225, top1-acc=92.21%, top5-acc=99.84%, remaining_time=0:00:09.182754, arrival_time=2021-04-10 01:45:27.967986, cost_time=0:00:05.101554 2021-04-10 01:45:19,495 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=2.18ms, fps=3608 images/s, loss=0.2220, top1-acc=92.30%, top5-acc=99.84%, remaining_time=0:00:08.426820, arrival_time=2021-04-10 01:45:27.922141, cost_time=0:00:05.811561 2021-04-10 01:45:20,193 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.61ms, fps=3670 images/s, loss=0.2227, top1-acc=92.30%, top5-acc=99.84%, remaining_time=0:00:07.667086, arrival_time=2021-04-10 01:45:27.860792, cost_time=0:00:06.509816 2021-04-10 01:45:20,895 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.57ms, fps=3654 images/s, loss=0.2241, top1-acc=92.25%, top5-acc=99.84%, remaining_time=0:00:06.923040, arrival_time=2021-04-10 01:45:27.818196, cost_time=0:00:07.211475 2021-04-10 01:45:21,599 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.62ms, fps=3642 images/s, loss=0.2231, top1-acc=92.28%, top5-acc=99.84%, remaining_time=0:00:06.188130, arrival_time=2021-04-10 01:45:27.787107, cost_time=0:00:07.915026 2021-04-10 01:45:22,298 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.53ms, fps=3667 images/s, loss=0.2232, top1-acc=92.25%, top5-acc=99.85%, remaining_time=0:00:05.455736, arrival_time=2021-04-10 01:45:27.753719, cost_time=0:00:08.614287 2021-04-10 01:45:22,995 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.75ms, fps=3675 images/s, loss=0.2240, top1-acc=92.25%, top5-acc=99.85%, remaining_time=0:00:04.727382, arrival_time=2021-04-10 01:45:27.722509, cost_time=0:00:09.311505 2021-04-10 01:45:23,696 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.37ms, fps=3653 images/s, loss=0.2246, top1-acc=92.21%, top5-acc=99.84%, remaining_time=0:00:04.005064, arrival_time=2021-04-10 01:45:27.701430, cost_time=0:00:10.012634 2021-04-10 01:45:24,399 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.49ms, fps=3659 images/s, loss=0.2248, top1-acc=92.22%, top5-acc=99.85%, remaining_time=0:00:03.286240, arrival_time=2021-04-10 01:45:27.685801, cost_time=0:00:10.715925 2021-04-10 01:45:25,101 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=2.00ms, fps=3648 images/s, loss=0.2252, top1-acc=92.20%, top5-acc=99.84%, remaining_time=0:00:02.569068, arrival_time=2021-04-10 01:45:27.670772, cost_time=0:00:11.418034 2021-04-10 01:45:25,804 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.57ms, fps=3646 images/s, loss=0.2255, top1-acc=92.18%, top5-acc=99.85%, remaining_time=0:00:01.853748, arrival_time=2021-04-10 01:45:27.658268, cost_time=0:00:12.120719 2021-04-10 01:45:26,504 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.85ms, fps=3662 images/s, loss=0.2269, top1-acc=92.15%, top5-acc=99.84%, remaining_time=0:00:01.139616, arrival_time=2021-04-10 01:45:27.643878, cost_time=0:00:12.820606 2021-04-10 01:45:27,203 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.36ms, fps=3662 images/s, loss=0.2261, top1-acc=92.21%, top5-acc=99.84%, remaining_time=0:00:00.426954, arrival_time=2021-04-10 01:45:27.630838, cost_time=0:00:13.520207 2021-04-10 01:45:27,589 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=0.20ms, fps=3538 images/s, loss=0.2266, top1-acc=92.21%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:27.589029, cost_time=0:00:13.905262 2021-04-10 01:45:27,976 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.43ms, fps=6633 images/s, loss=0.4557, top1-acc=85.66%, top5-acc=99.30%, remaining_time=0:00:01.157820, arrival_time=2021-04-10 01:45:29.134459, cost_time=0:00:00.385938 2021-04-10 01:45:28,189 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=0.38ms, fps=12055 images/s, loss=0.4395, top1-acc=86.21%, top5-acc=99.28%, remaining_time=0:00:00.598780, arrival_time=2021-04-10 01:45:28.788233, cost_time=0:00:00.598772 2021-04-10 01:45:28,416 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=0.28ms, fps=11308 images/s, loss=0.4381, top1-acc=86.21%, top5-acc=99.36%, remaining_time=0:00:00.275220, arrival_time=2021-04-10 01:45:28.691592, cost_time=0:00:00.825673 2021-04-10 01:45:28,617 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.07ms, fps=11573 images/s, loss=0.4268, top1-acc=86.45%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:28.617253, cost_time=0:00:01.026621 2021-04-10 01:45:28,644 INFO : Epoch=0093 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:26:42.616361, arrival_time=2021-04-10 02:12:11.260448, cost_time=0:23:12.928227 2021-04-10 01:45:28,644 INFO : Train start, epoch=0094, lr=0.055487 2021-04-10 01:45:29,522 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=0.37ms, fps=2917 images/s, loss=0.2089, top1-acc=92.70%, top5-acc=99.96%, remaining_time=0:00:16.325592, arrival_time=2021-04-10 01:45:45.848095, cost_time=0:00:00.877715 2021-04-10 01:45:30,216 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=2.08ms, fps=3689 images/s, loss=0.2008, top1-acc=92.87%, top5-acc=99.90%, remaining_time=0:00:13.833248, arrival_time=2021-04-10 01:45:44.050005, cost_time=0:00:01.571959 2021-04-10 01:45:30,912 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.59ms, fps=3685 images/s, loss=0.2045, top1-acc=92.76%, top5-acc=99.90%, remaining_time=0:00:12.544952, arrival_time=2021-04-10 01:45:43.456961, cost_time=0:00:02.267171 2021-04-10 01:45:31,603 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.68ms, fps=3704 images/s, loss=0.2055, top1-acc=92.73%, top5-acc=99.90%, remaining_time=0:00:11.539788, arrival_time=2021-04-10 01:45:43.143520, cost_time=0:00:02.958938 2021-04-10 01:45:32,296 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=2.23ms, fps=3696 images/s, loss=0.2080, top1-acc=92.59%, top5-acc=99.87%, remaining_time=0:00:10.663840, arrival_time=2021-04-10 01:45:42.960671, cost_time=0:00:03.652005 2021-04-10 01:45:32,988 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.38ms, fps=3705 images/s, loss=0.2129, top1-acc=92.43%, top5-acc=99.88%, remaining_time=0:00:09.845176, arrival_time=2021-04-10 01:45:42.833477, cost_time=0:00:04.343451 2021-04-10 01:45:33,694 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=2.07ms, fps=3628 images/s, loss=0.2162, top1-acc=92.39%, top5-acc=99.86%, remaining_time=0:00:09.089388, arrival_time=2021-04-10 01:45:42.783910, cost_time=0:00:05.049691 2021-04-10 01:45:34,397 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.88ms, fps=3644 images/s, loss=0.2178, top1-acc=92.32%, top5-acc=99.86%, remaining_time=0:00:08.341444, arrival_time=2021-04-10 01:45:42.739145, cost_time=0:00:05.752751 2021-04-10 01:45:35,095 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.43ms, fps=3675 images/s, loss=0.2192, top1-acc=92.31%, top5-acc=99.86%, remaining_time=0:00:07.596808, arrival_time=2021-04-10 01:45:42.691803, cost_time=0:00:06.450147 2021-04-10 01:45:35,793 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.82ms, fps=3670 images/s, loss=0.2164, top1-acc=92.42%, top5-acc=99.87%, remaining_time=0:00:06.862368, arrival_time=2021-04-10 01:45:42.655582, cost_time=0:00:07.148267 2021-04-10 01:45:36,502 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=2.18ms, fps=3616 images/s, loss=0.2150, top1-acc=92.49%, top5-acc=99.87%, remaining_time=0:00:06.142808, arrival_time=2021-04-10 01:45:42.644792, cost_time=0:00:07.857123 2021-04-10 01:45:37,203 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=2.44ms, fps=3652 images/s, loss=0.2158, top1-acc=92.50%, top5-acc=99.87%, remaining_time=0:00:05.420548, arrival_time=2021-04-10 01:45:42.624269, cost_time=0:00:08.558763 2021-04-10 01:45:37,910 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=2.20ms, fps=3628 images/s, loss=0.2173, top1-acc=92.41%, top5-acc=99.87%, remaining_time=0:00:04.703886, arrival_time=2021-04-10 01:45:42.613885, cost_time=0:00:09.265208 2021-04-10 01:45:38,609 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=2.66ms, fps=3664 images/s, loss=0.2178, top1-acc=92.39%, top5-acc=99.87%, remaining_time=0:00:03.985744, arrival_time=2021-04-10 01:45:42.594940, cost_time=0:00:09.964324 2021-04-10 01:45:39,311 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.42ms, fps=3647 images/s, loss=0.2183, top1-acc=92.39%, top5-acc=99.88%, remaining_time=0:00:03.271198, arrival_time=2021-04-10 01:45:42.582975, cost_time=0:00:10.666977 2021-04-10 01:45:40,004 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.65ms, fps=3700 images/s, loss=0.2194, top1-acc=92.37%, top5-acc=99.86%, remaining_time=0:00:02.555856, arrival_time=2021-04-10 01:45:42.559988, cost_time=0:00:11.359293 2021-04-10 01:45:40,713 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=2.09ms, fps=3611 images/s, loss=0.2191, top1-acc=92.37%, top5-acc=99.86%, remaining_time=0:00:01.845844, arrival_time=2021-04-10 01:45:42.559732, cost_time=0:00:12.068954 2021-04-10 01:45:41,433 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.43ms, fps=3561 images/s, loss=0.2207, top1-acc=92.31%, top5-acc=99.86%, remaining_time=0:00:01.136768, arrival_time=2021-04-10 01:45:42.570175, cost_time=0:00:12.788600 2021-04-10 01:45:42,133 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.61ms, fps=3661 images/s, loss=0.2233, top1-acc=92.20%, top5-acc=99.86%, remaining_time=0:00:00.425946, arrival_time=2021-04-10 01:45:42.559081, cost_time=0:00:13.488310 2021-04-10 01:45:42,535 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=0.12ms, fps=3384 images/s, loss=0.2238, top1-acc=92.19%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:42.535636, cost_time=0:00:13.890670 2021-04-10 01:45:42,874 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=12.93ms, fps=7721 images/s, loss=0.5426, top1-acc=83.63%, top5-acc=99.41%, remaining_time=0:00:00.994590, arrival_time=2021-04-10 01:45:43.868477, cost_time=0:00:00.331531 2021-04-10 01:45:43,108 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=0.47ms, fps=10966 images/s, loss=0.5262, top1-acc=83.67%, top5-acc=99.61%, remaining_time=0:00:00.571340, arrival_time=2021-04-10 01:45:43.679733, cost_time=0:00:00.571334 2021-04-10 01:45:43,366 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=25.34ms, fps=9950 images/s, loss=0.5192, top1-acc=83.74%, top5-acc=99.57%, remaining_time=0:00:00.276460, arrival_time=2021-04-10 01:45:43.642844, cost_time=0:00:00.829390 2021-04-10 01:45:43,576 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.07ms, fps=11064 images/s, loss=0.5149, top1-acc=84.00%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:43.576540, cost_time=0:00:01.039614 2021-04-10 01:45:43,606 INFO : Epoch=0094 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:26:27.621678, arrival_time=2021-04-10 02:12:11.228497, cost_time=0:23:27.890967 2021-04-10 01:45:43,607 INFO : Train start, epoch=0095, lr=0.054705 2021-04-10 01:45:44,579 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=2.01ms, fps=2633 images/s, loss=0.2280, top1-acc=91.95%, top5-acc=99.80%, remaining_time=0:00:18.085152, arrival_time=2021-04-10 01:46:02.664916, cost_time=0:00:00.972315 2021-04-10 01:45:45,278 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.38ms, fps=3666 images/s, loss=0.2205, top1-acc=92.32%, top5-acc=99.73%, remaining_time=0:00:14.704800, arrival_time=2021-04-10 01:45:59.983291, cost_time=0:00:01.671005 2021-04-10 01:45:45,975 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.55ms, fps=3674 images/s, loss=0.2180, top1-acc=92.53%, top5-acc=99.71%, remaining_time=0:00:13.104704, arrival_time=2021-04-10 01:45:59.080478, cost_time=0:00:02.368321 2021-04-10 01:45:46,672 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.45ms, fps=3677 images/s, loss=0.2132, top1-acc=92.69%, top5-acc=99.76%, remaining_time=0:00:11.953032, arrival_time=2021-04-10 01:45:58.625371, cost_time=0:00:03.064890 2021-04-10 01:45:47,387 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=16.40ms, fps=3583 images/s, loss=0.2096, top1-acc=92.84%, top5-acc=99.79%, remaining_time=0:00:11.037016, arrival_time=2021-04-10 01:45:58.424299, cost_time=0:00:03.779783 2021-04-10 01:45:48,090 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.38ms, fps=3646 images/s, loss=0.2103, top1-acc=92.78%, top5-acc=99.79%, remaining_time=0:00:10.160424, arrival_time=2021-04-10 01:45:58.250425, cost_time=0:00:04.482549 2021-04-10 01:45:48,789 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.69ms, fps=3664 images/s, loss=0.2090, top1-acc=92.81%, top5-acc=99.81%, remaining_time=0:00:09.326898, arrival_time=2021-04-10 01:45:58.115988, cost_time=0:00:05.181595 2021-04-10 01:45:49,486 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.38ms, fps=3675 images/s, loss=0.2090, top1-acc=92.81%, top5-acc=99.83%, remaining_time=0:00:08.524260, arrival_time=2021-04-10 01:45:58.010593, cost_time=0:00:05.878794 2021-04-10 01:45:50,185 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.46ms, fps=3665 images/s, loss=0.2103, top1-acc=92.79%, top5-acc=99.83%, remaining_time=0:00:07.747434, arrival_time=2021-04-10 01:45:57.932924, cost_time=0:00:06.578004 2021-04-10 01:45:50,899 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.53ms, fps=3588 images/s, loss=0.2126, top1-acc=92.71%, top5-acc=99.82%, remaining_time=0:00:07.000416, arrival_time=2021-04-10 01:45:57.900091, cost_time=0:00:07.292066 2021-04-10 01:45:51,597 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.55ms, fps=3676 images/s, loss=0.2165, top1-acc=92.55%, top5-acc=99.83%, remaining_time=0:00:06.246266, arrival_time=2021-04-10 01:45:57.843284, cost_time=0:00:07.989385 2021-04-10 01:45:52,298 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.54ms, fps=3651 images/s, loss=0.2161, top1-acc=92.59%, top5-acc=99.84%, remaining_time=0:00:05.504528, arrival_time=2021-04-10 01:45:57.803389, cost_time=0:00:08.691397 2021-04-10 01:45:52,991 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.45ms, fps=3699 images/s, loss=0.2166, top1-acc=92.58%, top5-acc=99.83%, remaining_time=0:00:04.764144, arrival_time=2021-04-10 01:45:57.755564, cost_time=0:00:09.383970 2021-04-10 01:45:53,683 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.52ms, fps=3705 images/s, loss=0.2171, top1-acc=92.58%, top5-acc=99.84%, remaining_time=0:00:04.030096, arrival_time=2021-04-10 01:45:57.712983, cost_time=0:00:10.075278 2021-04-10 01:45:54,389 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.91ms, fps=3626 images/s, loss=0.2174, top1-acc=92.55%, top5-acc=99.84%, remaining_time=0:00:03.306526, arrival_time=2021-04-10 01:45:57.696142, cost_time=0:00:10.782132 2021-04-10 01:45:55,096 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=2.81ms, fps=3626 images/s, loss=0.2195, top1-acc=92.50%, top5-acc=99.84%, remaining_time=0:00:02.584944, arrival_time=2021-04-10 01:45:57.681197, cost_time=0:00:11.488654 2021-04-10 01:45:55,792 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.45ms, fps=3682 images/s, loss=0.2212, top1-acc=92.46%, top5-acc=99.84%, remaining_time=0:00:01.863550, arrival_time=2021-04-10 01:45:57.655794, cost_time=0:00:12.184780 2021-04-10 01:45:56,489 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.87ms, fps=3676 images/s, loss=0.2223, top1-acc=92.43%, top5-acc=99.84%, remaining_time=0:00:01.145040, arrival_time=2021-04-10 01:45:57.634206, cost_time=0:00:12.881715 2021-04-10 01:45:57,197 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.54ms, fps=3615 images/s, loss=0.2237, top1-acc=92.36%, top5-acc=99.84%, remaining_time=0:00:00.429168, arrival_time=2021-04-10 01:45:57.626935, cost_time=0:00:13.590231 2021-04-10 01:45:57,580 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=0.08ms, fps=3558 images/s, loss=0.2250, top1-acc=92.33%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:57.580598, cost_time=0:00:13.973112 2021-04-10 01:45:57,947 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=0.27ms, fps=7010 images/s, loss=0.5388, top1-acc=82.89%, top5-acc=99.41%, remaining_time=0:00:01.095510, arrival_time=2021-04-10 01:45:59.042873, cost_time=0:00:00.365169 2021-04-10 01:45:58,142 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=0.26ms, fps=13141 images/s, loss=0.5485, top1-acc=82.58%, top5-acc=99.32%, remaining_time=0:00:00.560420, arrival_time=2021-04-10 01:45:58.703040, cost_time=0:00:00.560418 2021-04-10 01:45:58,320 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=3.69ms, fps=14469 images/s, loss=0.5546, top1-acc=82.51%, top5-acc=99.41%, remaining_time=0:00:00.245950, arrival_time=2021-04-10 01:45:58.565977, cost_time=0:00:00.737838 2021-04-10 01:45:58,516 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.06ms, fps=11859 images/s, loss=0.5617, top1-acc=82.50%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:58.516069, cost_time=0:00:00.933928 2021-04-10 01:45:58,542 INFO : Epoch=0095 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:26:12.597810, arrival_time=2021-04-10 02:12:11.140221, cost_time=0:23:42.826556 2021-04-10 01:45:58,543 INFO : Train start, epoch=0096, lr=0.053923 2021-04-10 01:45:59,455 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=0.50ms, fps=2806 images/s, loss=0.2513, top1-acc=91.29%, top5-acc=99.69%, remaining_time=0:00:16.970082, arrival_time=2021-04-10 01:46:16.425629, cost_time=0:00:00.912374 2021-04-10 01:46:00,178 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=10.17ms, fps=3547 images/s, loss=0.2369, top1-acc=91.86%, top5-acc=99.82%, remaining_time=0:00:14.385888, arrival_time=2021-04-10 01:46:14.563860, cost_time=0:00:01.634762 2021-04-10 01:46:00,903 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.57ms, fps=3533 images/s, loss=0.2309, top1-acc=92.03%, top5-acc=99.83%, remaining_time=0:00:13.059054, arrival_time=2021-04-10 01:46:13.962287, cost_time=0:00:02.360067 2021-04-10 01:46:01,603 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.58ms, fps=3658 images/s, loss=0.2238, top1-acc=92.22%, top5-acc=99.85%, remaining_time=0:00:11.935560, arrival_time=2021-04-10 01:46:13.539138, cost_time=0:00:03.060408 2021-04-10 01:46:02,306 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.57ms, fps=3645 images/s, loss=0.2222, top1-acc=92.17%, top5-acc=99.85%, remaining_time=0:00:10.989128, arrival_time=2021-04-10 01:46:13.295641, cost_time=0:00:03.763386 2021-04-10 01:46:03,003 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.41ms, fps=3674 images/s, loss=0.2177, top1-acc=92.36%, top5-acc=99.87%, remaining_time=0:00:10.110784, arrival_time=2021-04-10 01:46:13.114539, cost_time=0:00:04.460627 2021-04-10 01:46:03,697 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.78ms, fps=3694 images/s, loss=0.2173, top1-acc=92.37%, top5-acc=99.87%, remaining_time=0:00:09.277254, arrival_time=2021-04-10 01:46:12.974418, cost_time=0:00:05.154013 2021-04-10 01:46:04,393 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.42ms, fps=3680 images/s, loss=0.2183, top1-acc=92.32%, top5-acc=99.87%, remaining_time=0:00:08.482500, arrival_time=2021-04-10 01:46:12.875785, cost_time=0:00:05.850017 2021-04-10 01:46:05,090 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.64ms, fps=3675 images/s, loss=0.2186, top1-acc=92.31%, top5-acc=99.86%, remaining_time=0:00:07.711394, arrival_time=2021-04-10 01:46:12.802064, cost_time=0:00:06.547424 2021-04-10 01:46:05,790 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.51ms, fps=3662 images/s, loss=0.2174, top1-acc=92.34%, top5-acc=99.87%, remaining_time=0:00:06.957408, arrival_time=2021-04-10 01:46:12.747855, cost_time=0:00:07.247264 2021-04-10 01:46:06,490 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=2.14ms, fps=3662 images/s, loss=0.2172, top1-acc=92.36%, top5-acc=99.87%, remaining_time=0:00:06.213070, arrival_time=2021-04-10 01:46:12.703328, cost_time=0:00:07.946973 2021-04-10 01:46:07,193 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.91ms, fps=3648 images/s, loss=0.2180, top1-acc=92.33%, top5-acc=99.87%, remaining_time=0:00:05.478384, arrival_time=2021-04-10 01:46:12.671595, cost_time=0:00:08.650032 2021-04-10 01:46:07,893 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.91ms, fps=3663 images/s, loss=0.2183, top1-acc=92.34%, top5-acc=99.87%, remaining_time=0:00:04.746720, arrival_time=2021-04-10 01:46:12.639652, cost_time=0:00:09.349538 2021-04-10 01:46:08,590 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.66ms, fps=3675 images/s, loss=0.2173, top1-acc=92.37%, top5-acc=99.87%, remaining_time=0:00:04.018896, arrival_time=2021-04-10 01:46:12.609316, cost_time=0:00:10.047229 2021-04-10 01:46:09,291 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.97ms, fps=3657 images/s, loss=0.2169, top1-acc=92.36%, top5-acc=99.87%, remaining_time=0:00:03.295992, arrival_time=2021-04-10 01:46:12.586968, cost_time=0:00:10.747803 2021-04-10 01:46:09,988 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.65ms, fps=3673 images/s, loss=0.2188, top1-acc=92.31%, top5-acc=99.87%, remaining_time=0:00:02.575224, arrival_time=2021-04-10 01:46:12.563855, cost_time=0:00:11.445421 2021-04-10 01:46:10,691 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=2.14ms, fps=3648 images/s, loss=0.2188, top1-acc=92.31%, top5-acc=99.86%, remaining_time=0:00:01.857908, arrival_time=2021-04-10 01:46:12.548955, cost_time=0:00:12.147855 2021-04-10 01:46:11,399 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=4.20ms, fps=3615 images/s, loss=0.2193, top1-acc=92.30%, top5-acc=99.86%, remaining_time=0:00:01.142800, arrival_time=2021-04-10 01:46:12.542488, cost_time=0:00:12.856524 2021-04-10 01:46:12,138 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.25ms, fps=3470 images/s, loss=0.2199, top1-acc=92.30%, top5-acc=99.86%, remaining_time=0:00:00.429312, arrival_time=2021-04-10 01:46:12.567417, cost_time=0:00:13.594901 2021-04-10 01:46:12,516 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=0.10ms, fps=3604 images/s, loss=0.2206, top1-acc=92.28%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:12.516075, cost_time=0:00:13.972891 2021-04-10 01:46:12,874 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=2.82ms, fps=7183 images/s, loss=0.8432, top1-acc=77.81%, top5-acc=98.98%, remaining_time=0:00:01.069230, arrival_time=2021-04-10 01:46:13.943358, cost_time=0:00:00.356409 2021-04-10 01:46:13,078 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=0.41ms, fps=12530 images/s, loss=0.8603, top1-acc=77.19%, top5-acc=98.67%, remaining_time=0:00:00.561200, arrival_time=2021-04-10 01:46:13.640122, cost_time=0:00:00.561191 2021-04-10 01:46:13,341 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=27.09ms, fps=9787 images/s, loss=0.8605, top1-acc=77.17%, top5-acc=98.84%, remaining_time=0:00:00.274410, arrival_time=2021-04-10 01:46:13.615353, cost_time=0:00:00.823230 2021-04-10 01:46:13,563 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.08ms, fps=10476 images/s, loss=0.8304, top1-acc=77.18%, top5-acc=98.90%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:13.563064, cost_time=0:00:01.045403 2021-04-10 01:46:13,589 INFO : Epoch=0096 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:25:57.696504, arrival_time=2021-04-10 02:12:11.286093, cost_time=0:23:57.873732 2021-04-10 01:46:13,590 INFO : Train start, epoch=0097, lr=0.053140 2021-04-10 01:46:14,474 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.61ms, fps=2896 images/s, loss=0.2168, top1-acc=92.66%, top5-acc=99.80%, remaining_time=0:00:16.443888, arrival_time=2021-04-10 01:46:30.918277, cost_time=0:00:00.884078 2021-04-10 01:46:15,205 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.47ms, fps=3502 images/s, loss=0.2050, top1-acc=93.18%, top5-acc=99.79%, remaining_time=0:00:14.216928, arrival_time=2021-04-10 01:46:29.422772, cost_time=0:00:01.615568 2021-04-10 01:46:15,910 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.76ms, fps=3635 images/s, loss=0.2025, top1-acc=93.16%, top5-acc=99.82%, remaining_time=0:00:12.838938, arrival_time=2021-04-10 01:46:28.749565, cost_time=0:00:02.320304 2021-04-10 01:46:16,610 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.79ms, fps=3663 images/s, loss=0.2011, top1-acc=93.16%, top5-acc=99.83%, remaining_time=0:00:11.776752, arrival_time=2021-04-10 01:46:28.386742, cost_time=0:00:03.019662 2021-04-10 01:46:17,305 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=2.12ms, fps=3684 images/s, loss=0.2014, top1-acc=93.27%, top5-acc=99.85%, remaining_time=0:00:10.847946, arrival_time=2021-04-10 01:46:28.153333, cost_time=0:00:03.715060 2021-04-10 01:46:18,006 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.85ms, fps=3653 images/s, loss=0.2022, top1-acc=93.26%, top5-acc=99.84%, remaining_time=0:00:10.010416, arrival_time=2021-04-10 01:46:28.017067, cost_time=0:00:04.416333 2021-04-10 01:46:18,705 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.46ms, fps=3665 images/s, loss=0.2038, top1-acc=93.16%, top5-acc=99.85%, remaining_time=0:00:09.207576, arrival_time=2021-04-10 01:46:27.913192, cost_time=0:00:05.115316 2021-04-10 01:46:19,408 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.87ms, fps=3647 images/s, loss=0.2032, top1-acc=93.13%, top5-acc=99.86%, remaining_time=0:00:08.435752, arrival_time=2021-04-10 01:46:27.843902, cost_time=0:00:05.817792 2021-04-10 01:46:20,120 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=2.29ms, fps=3600 images/s, loss=0.2023, top1-acc=93.14%, top5-acc=99.87%, remaining_time=0:00:07.690300, arrival_time=2021-04-10 01:46:27.810276, cost_time=0:00:06.529473 2021-04-10 01:46:20,826 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=2.20ms, fps=3628 images/s, loss=0.2028, top1-acc=93.12%, top5-acc=99.87%, remaining_time=0:00:06.946560, arrival_time=2021-04-10 01:46:27.772824, cost_time=0:00:07.235971 2021-04-10 01:46:21,520 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=2.12ms, fps=3693 images/s, loss=0.2043, top1-acc=93.05%, top5-acc=99.86%, remaining_time=0:00:06.199568, arrival_time=2021-04-10 01:46:27.719576, cost_time=0:00:07.929676 2021-04-10 01:46:22,222 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.95ms, fps=3646 images/s, loss=0.2040, top1-acc=93.06%, top5-acc=99.86%, remaining_time=0:00:05.467136, arrival_time=2021-04-10 01:46:27.689982, cost_time=0:00:08.632377 2021-04-10 01:46:22,927 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.61ms, fps=3638 images/s, loss=0.2074, top1-acc=92.94%, top5-acc=99.84%, remaining_time=0:00:04.740318, arrival_time=2021-04-10 01:46:27.667539, cost_time=0:00:09.336940 2021-04-10 01:46:23,659 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.94ms, fps=3499 images/s, loss=0.2087, top1-acc=92.88%, top5-acc=99.85%, remaining_time=0:00:04.027632, arrival_time=2021-04-10 01:46:27.687124, cost_time=0:00:10.069064 2021-04-10 01:46:24,366 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.61ms, fps=3625 images/s, loss=0.2089, top1-acc=92.84%, top5-acc=99.85%, remaining_time=0:00:03.304640, arrival_time=2021-04-10 01:46:27.670971, cost_time=0:00:10.776036 2021-04-10 01:46:25,062 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.36ms, fps=3683 images/s, loss=0.2096, top1-acc=92.82%, top5-acc=99.86%, remaining_time=0:00:02.581128, arrival_time=2021-04-10 01:46:27.643226, cost_time=0:00:11.471664 2021-04-10 01:46:25,762 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.52ms, fps=3657 images/s, loss=0.2100, top1-acc=92.79%, top5-acc=99.86%, remaining_time=0:00:01.861678, arrival_time=2021-04-10 01:46:27.624549, cost_time=0:00:12.172554 2021-04-10 01:46:26,459 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.40ms, fps=3676 images/s, loss=0.2113, top1-acc=92.74%, top5-acc=99.85%, remaining_time=0:00:01.143968, arrival_time=2021-04-10 01:46:27.603797, cost_time=0:00:12.869562 2021-04-10 01:46:27,161 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.26ms, fps=3651 images/s, loss=0.2131, top1-acc=92.68%, top5-acc=99.85%, remaining_time=0:00:00.428562, arrival_time=2021-04-10 01:46:27.590113, cost_time=0:00:13.571196 2021-04-10 01:46:27,537 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=0.08ms, fps=3619 images/s, loss=0.2132, top1-acc=92.68%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:27.537868, cost_time=0:00:13.947608 2021-04-10 01:46:27,851 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=2.81ms, fps=8178 images/s, loss=0.5190, top1-acc=83.44%, top5-acc=99.73%, remaining_time=0:00:00.939030, arrival_time=2021-04-10 01:46:28.790953, cost_time=0:00:00.313014 2021-04-10 01:46:28,085 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=15.43ms, fps=10983 images/s, loss=0.5170, top1-acc=83.48%, top5-acc=99.59%, remaining_time=0:00:00.546620, arrival_time=2021-04-10 01:46:28.632083, cost_time=0:00:00.546625 2021-04-10 01:46:28,315 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=12.41ms, fps=11149 images/s, loss=0.5244, top1-acc=83.36%, top5-acc=99.54%, remaining_time=0:00:00.258850, arrival_time=2021-04-10 01:46:28.574391, cost_time=0:00:00.776551 2021-04-10 01:46:28,522 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.05ms, fps=11258 images/s, loss=0.5160, top1-acc=83.61%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:28.522214, cost_time=0:00:00.983378 2021-04-10 01:46:28,549 INFO : Epoch=0097 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:25:42.699495, arrival_time=2021-04-10 02:12:11.248823, cost_time=0:24:12.833468 2021-04-10 01:46:28,549 INFO : Train start, epoch=0098, lr=0.052355 2021-04-10 01:46:29,499 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=0.37ms, fps=2696 images/s, loss=0.2324, top1-acc=91.76%, top5-acc=99.92%, remaining_time=0:00:17.663490, arrival_time=2021-04-10 01:46:47.163217, cost_time=0:00:00.949651 2021-04-10 01:46:30,195 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=4.10ms, fps=3683 images/s, loss=0.2184, top1-acc=92.25%, top5-acc=99.90%, remaining_time=0:00:14.479520, arrival_time=2021-04-10 01:46:44.674990, cost_time=0:00:01.645391 2021-04-10 01:46:30,890 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.60ms, fps=3684 images/s, loss=0.2087, top1-acc=92.66%, top5-acc=99.86%, remaining_time=0:00:12.952814, arrival_time=2021-04-10 01:46:43.843703, cost_time=0:00:02.340869 2021-04-10 01:46:31,583 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.43ms, fps=3701 images/s, loss=0.2056, top1-acc=92.83%, top5-acc=99.89%, remaining_time=0:00:11.828856, arrival_time=2021-04-10 01:46:43.411959, cost_time=0:00:03.033033 2021-04-10 01:46:32,282 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.86ms, fps=3665 images/s, loss=0.2083, top1-acc=92.70%, top5-acc=99.89%, remaining_time=0:00:10.897440, arrival_time=2021-04-10 01:46:43.179463, cost_time=0:00:03.731989 2021-04-10 01:46:32,979 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.86ms, fps=3671 images/s, loss=0.2070, top1-acc=92.74%, top5-acc=99.88%, remaining_time=0:00:10.040880, arrival_time=2021-04-10 01:46:43.020767, cost_time=0:00:04.429814 2021-04-10 01:46:33,676 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=2.06ms, fps=3680 images/s, loss=0.2109, top1-acc=92.59%, top5-acc=99.88%, remaining_time=0:00:09.226854, arrival_time=2021-04-10 01:46:42.902922, cost_time=0:00:05.125997 2021-04-10 01:46:34,378 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.98ms, fps=3649 images/s, loss=0.2129, top1-acc=92.50%, top5-acc=99.88%, remaining_time=0:00:08.450832, arrival_time=2021-04-10 01:46:42.829214, cost_time=0:00:05.828154 2021-04-10 01:46:35,079 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.94ms, fps=3658 images/s, loss=0.2121, top1-acc=92.57%, top5-acc=99.87%, remaining_time=0:00:07.689558, arrival_time=2021-04-10 01:46:42.768529, cost_time=0:00:06.528889 2021-04-10 01:46:35,782 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=2.18ms, fps=3644 images/s, loss=0.2129, top1-acc=92.53%, top5-acc=99.86%, remaining_time=0:00:06.942624, arrival_time=2021-04-10 01:46:42.724735, cost_time=0:00:07.231927 2021-04-10 01:46:36,477 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.59ms, fps=3686 images/s, loss=0.2118, top1-acc=92.58%, top5-acc=99.85%, remaining_time=0:00:06.197762, arrival_time=2021-04-10 01:46:42.675122, cost_time=0:00:07.927322 2021-04-10 01:46:37,177 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.94ms, fps=3660 images/s, loss=0.2138, top1-acc=92.52%, top5-acc=99.86%, remaining_time=0:00:05.463944, arrival_time=2021-04-10 01:46:42.641374, cost_time=0:00:08.627222 2021-04-10 01:46:37,873 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.43ms, fps=3681 images/s, loss=0.2135, top1-acc=92.51%, top5-acc=99.86%, remaining_time=0:00:04.733520, arrival_time=2021-04-10 01:46:42.607224, cost_time=0:00:09.323655 2021-04-10 01:46:38,578 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=2.05ms, fps=3638 images/s, loss=0.2128, top1-acc=92.54%, top5-acc=99.86%, remaining_time=0:00:04.011112, arrival_time=2021-04-10 01:46:42.589007, cost_time=0:00:10.027727 2021-04-10 01:46:39,281 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.77ms, fps=3641 images/s, loss=0.2133, top1-acc=92.53%, top5-acc=99.87%, remaining_time=0:00:03.291024, arrival_time=2021-04-10 01:46:42.572788, cost_time=0:00:10.731671 2021-04-10 01:46:39,983 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=2.04ms, fps=3649 images/s, loss=0.2143, top1-acc=92.55%, top5-acc=99.87%, remaining_time=0:00:02.572596, arrival_time=2021-04-10 01:46:42.556379, cost_time=0:00:11.433763 2021-04-10 01:46:40,688 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.67ms, fps=3635 images/s, loss=0.2140, top1-acc=92.57%, top5-acc=99.87%, remaining_time=0:00:01.856452, arrival_time=2021-04-10 01:46:42.544943, cost_time=0:00:12.138375 2021-04-10 01:46:41,389 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.97ms, fps=3656 images/s, loss=0.2145, top1-acc=92.55%, top5-acc=99.87%, remaining_time=0:00:01.141264, arrival_time=2021-04-10 01:46:42.530606, cost_time=0:00:12.839254 2021-04-10 01:46:42,089 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.73ms, fps=3659 images/s, loss=0.2156, top1-acc=92.53%, top5-acc=99.87%, remaining_time=0:00:00.427560, arrival_time=2021-04-10 01:46:42.517034, cost_time=0:00:13.539458 2021-04-10 01:46:42,474 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=0.11ms, fps=3540 images/s, loss=0.2166, top1-acc=92.50%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:42.474083, cost_time=0:00:13.924003 2021-04-10 01:46:42,788 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=0.48ms, fps=8194 images/s, loss=0.5694, top1-acc=83.55%, top5-acc=99.10%, remaining_time=0:00:00.937200, arrival_time=2021-04-10 01:46:43.725375, cost_time=0:00:00.312397 2021-04-10 01:46:43,039 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=0.38ms, fps=10221 images/s, loss=0.5475, top1-acc=83.71%, top5-acc=99.26%, remaining_time=0:00:00.563640, arrival_time=2021-04-10 01:46:43.602962, cost_time=0:00:00.563643 2021-04-10 01:46:43,304 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=0.31ms, fps=9671 images/s, loss=0.5465, top1-acc=83.74%, top5-acc=99.17%, remaining_time=0:00:00.276280, arrival_time=2021-04-10 01:46:43.580816, cost_time=0:00:00.828830 2021-04-10 01:46:43,503 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.05ms, fps=11682 images/s, loss=0.5341, top1-acc=83.97%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:43.503574, cost_time=0:00:01.027955 2021-04-10 01:46:43,530 INFO : Epoch=0098 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:25:27.725196, arrival_time=2021-04-10 02:12:11.255407, cost_time=0:24:27.814355 2021-04-10 01:46:43,530 INFO : Train start, epoch=0099, lr=0.051571 2021-04-10 01:46:44,505 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=0.29ms, fps=2627 images/s, loss=0.2093, top1-acc=92.54%, top5-acc=99.88%, remaining_time=0:00:18.124212, arrival_time=2021-04-10 01:47:02.629604, cost_time=0:00:00.974421 2021-04-10 01:46:45,206 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=2.38ms, fps=3657 images/s, loss=0.2207, top1-acc=92.21%, top5-acc=99.86%, remaining_time=0:00:14.740000, arrival_time=2021-04-10 01:46:59.945962, cost_time=0:00:01.674994 2021-04-10 01:46:45,914 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.47ms, fps=3616 images/s, loss=0.2093, top1-acc=92.60%, top5-acc=99.86%, remaining_time=0:00:13.190526, arrival_time=2021-04-10 01:46:59.105264, cost_time=0:00:02.383825 2021-04-10 01:46:46,639 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.32ms, fps=3536 images/s, loss=0.2061, top1-acc=92.77%, top5-acc=99.89%, remaining_time=0:00:12.122136, arrival_time=2021-04-10 01:46:58.761319, cost_time=0:00:03.108256 2021-04-10 01:46:47,339 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.84ms, fps=3657 images/s, loss=0.2057, top1-acc=92.68%, top5-acc=99.89%, remaining_time=0:00:11.121112, arrival_time=2021-04-10 01:46:58.460682, cost_time=0:00:03.808605 2021-04-10 01:46:48,033 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=2.18ms, fps=3694 images/s, loss=0.2023, top1-acc=92.87%, top5-acc=99.90%, remaining_time=0:00:10.204896, arrival_time=2021-04-10 01:46:58.238014, cost_time=0:00:04.502144 2021-04-10 01:46:48,726 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.77ms, fps=3695 images/s, loss=0.2023, top1-acc=92.90%, top5-acc=99.91%, remaining_time=0:00:09.351972, arrival_time=2021-04-10 01:46:58.078449, cost_time=0:00:05.195555 2021-04-10 01:46:49,418 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.85ms, fps=3702 images/s, loss=0.2021, top1-acc=92.94%, top5-acc=99.89%, remaining_time=0:00:08.536672, arrival_time=2021-04-10 01:46:57.955043, cost_time=0:00:05.887400 2021-04-10 01:46:50,115 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.94ms, fps=3675 images/s, loss=0.2047, top1-acc=92.83%, top5-acc=99.88%, remaining_time=0:00:07.755066, arrival_time=2021-04-10 01:46:57.870573, cost_time=0:00:06.584517 2021-04-10 01:46:50,818 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.59ms, fps=3644 images/s, loss=0.2050, top1-acc=92.82%, top5-acc=99.88%, remaining_time=0:00:06.996192, arrival_time=2021-04-10 01:46:57.814968, cost_time=0:00:07.287710 2021-04-10 01:46:51,519 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=2.04ms, fps=3657 images/s, loss=0.2048, top1-acc=92.82%, top5-acc=99.88%, remaining_time=0:00:06.245578, arrival_time=2021-04-10 01:46:57.765040, cost_time=0:00:07.988524 2021-04-10 01:46:52,213 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.71ms, fps=3691 images/s, loss=0.2048, top1-acc=92.81%, top5-acc=99.88%, remaining_time=0:00:05.498980, arrival_time=2021-04-10 01:46:57.712524, cost_time=0:00:08.682567 2021-04-10 01:46:52,910 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.64ms, fps=3677 images/s, loss=0.2046, top1-acc=92.78%, top5-acc=99.89%, remaining_time=0:00:04.761834, arrival_time=2021-04-10 01:46:57.672202, cost_time=0:00:09.379405 2021-04-10 01:46:53,613 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.93ms, fps=3641 images/s, loss=0.2073, top1-acc=92.69%, top5-acc=99.88%, remaining_time=0:00:04.033176, arrival_time=2021-04-10 01:46:57.647102, cost_time=0:00:10.082960 2021-04-10 01:46:54,315 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.90ms, fps=3653 images/s, loss=0.2076, top1-acc=92.65%, top5-acc=99.87%, remaining_time=0:00:03.307170, arrival_time=2021-04-10 01:46:57.622484, cost_time=0:00:10.784301 2021-04-10 01:46:55,009 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.97ms, fps=3692 images/s, loss=0.2088, top1-acc=92.64%, top5-acc=99.87%, remaining_time=0:00:02.582640, arrival_time=2021-04-10 01:46:57.591964, cost_time=0:00:11.478378 2021-04-10 01:46:55,705 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.90ms, fps=3678 images/s, loss=0.2097, top1-acc=92.61%, top5-acc=99.87%, remaining_time=0:00:01.862042, arrival_time=2021-04-10 01:46:57.567791, cost_time=0:00:12.174823 2021-04-10 01:46:56,402 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=2.00ms, fps=3677 images/s, loss=0.2100, top1-acc=92.59%, top5-acc=99.87%, remaining_time=0:00:01.144128, arrival_time=2021-04-10 01:46:57.546558, cost_time=0:00:12.871458 2021-04-10 01:46:57,093 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.25ms, fps=3709 images/s, loss=0.2094, top1-acc=92.64%, top5-acc=99.87%, remaining_time=0:00:00.428280, arrival_time=2021-04-10 01:46:57.521405, cost_time=0:00:13.562198 2021-04-10 01:46:57,467 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=0.11ms, fps=3637 images/s, loss=0.2095, top1-acc=92.63%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:57.467411, cost_time=0:00:13.936492 2021-04-10 01:46:57,788 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=10.72ms, fps=8002 images/s, loss=0.4850, top1-acc=84.80%, top5-acc=99.45%, remaining_time=0:00:00.959670, arrival_time=2021-04-10 01:46:58.748026, cost_time=0:00:00.319894 2021-04-10 01:46:58,006 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=0.27ms, fps=11794 images/s, loss=0.4720, top1-acc=84.80%, top5-acc=99.41%, remaining_time=0:00:00.537420, arrival_time=2021-04-10 01:46:58.543412, cost_time=0:00:00.537425 2021-04-10 01:46:58,241 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=48.86ms, fps=10881 images/s, loss=0.4639, top1-acc=85.09%, top5-acc=99.53%, remaining_time=0:00:00.257810, arrival_time=2021-04-10 01:46:58.499704, cost_time=0:00:00.773428 2021-04-10 01:46:58,477 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.07ms, fps=9865 images/s, loss=0.4576, top1-acc=85.42%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:58.477480, cost_time=0:00:01.009073 2021-04-10 01:46:58,513 INFO : Epoch=0099 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:25:12.753255, arrival_time=2021-04-10 02:12:11.266859, cost_time=0:24:42.797708 2021-04-10 01:46:58,514 INFO : Train start, epoch=0100, lr=0.050785 2021-04-10 01:46:59,456 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=3.15ms, fps=2718 images/s, loss=0.2079, top1-acc=93.01%, top5-acc=99.96%, remaining_time=0:00:17.521572, arrival_time=2021-04-10 01:47:16.978302, cost_time=0:00:00.942019 2021-04-10 01:47:00,158 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=2.17ms, fps=3652 images/s, loss=0.2116, top1-acc=92.60%, top5-acc=99.96%, remaining_time=0:00:14.462096, arrival_time=2021-04-10 01:47:14.620214, cost_time=0:00:01.643424 2021-04-10 01:47:00,857 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.39ms, fps=3662 images/s, loss=0.2117, top1-acc=92.66%, top5-acc=99.95%, remaining_time=0:00:12.964600, arrival_time=2021-04-10 01:47:13.822292, cost_time=0:00:02.343002 2021-04-10 01:47:01,555 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.96ms, fps=3672 images/s, loss=0.2026, top1-acc=92.99%, top5-acc=99.95%, remaining_time=0:00:11.858496, arrival_time=2021-04-10 01:47:13.413839, cost_time=0:00:03.040651 2021-04-10 01:47:02,251 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.36ms, fps=3682 images/s, loss=0.2024, top1-acc=93.12%, top5-acc=99.91%, remaining_time=0:00:10.910142, arrival_time=2021-04-10 01:47:13.161234, cost_time=0:00:03.736327 2021-04-10 01:47:02,942 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.72ms, fps=3704 images/s, loss=0.2046, top1-acc=93.05%, top5-acc=99.92%, remaining_time=0:00:10.036800, arrival_time=2021-04-10 01:47:12.979630, cost_time=0:00:04.428022 2021-04-10 01:47:03,644 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.47ms, fps=3653 images/s, loss=0.2064, top1-acc=92.89%, top5-acc=99.91%, remaining_time=0:00:09.233154, arrival_time=2021-04-10 01:47:12.877438, cost_time=0:00:05.129545 2021-04-10 01:47:04,347 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.67ms, fps=3643 images/s, loss=0.2046, top1-acc=92.93%, top5-acc=99.89%, remaining_time=0:00:08.457560, arrival_time=2021-04-10 01:47:12.805132, cost_time=0:00:05.832827 2021-04-10 01:47:05,049 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.58ms, fps=3652 images/s, loss=0.2064, top1-acc=92.82%, top5-acc=99.89%, remaining_time=0:00:07.695918, arrival_time=2021-04-10 01:47:12.744889, cost_time=0:00:06.534239 2021-04-10 01:47:05,747 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.94ms, fps=3668 images/s, loss=0.2072, top1-acc=92.78%, top5-acc=99.87%, remaining_time=0:00:06.943392, arrival_time=2021-04-10 01:47:12.690839, cost_time=0:00:07.232708 2021-04-10 01:47:06,451 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.31ms, fps=3639 images/s, loss=0.2092, top1-acc=92.69%, top5-acc=99.88%, remaining_time=0:00:06.205072, arrival_time=2021-04-10 01:47:12.656489, cost_time=0:00:07.936687 2021-04-10 01:47:07,150 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.44ms, fps=3667 images/s, loss=0.2093, top1-acc=92.68%, top5-acc=99.88%, remaining_time=0:00:05.468960, arrival_time=2021-04-10 01:47:12.618964, cost_time=0:00:08.635260 2021-04-10 01:47:07,844 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.91ms, fps=3691 images/s, loss=0.2094, top1-acc=92.68%, top5-acc=99.88%, remaining_time=0:00:04.736424, arrival_time=2021-04-10 01:47:12.580484, cost_time=0:00:09.329322 2021-04-10 01:47:08,545 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.87ms, fps=3651 images/s, loss=0.2098, top1-acc=92.68%, top5-acc=99.87%, remaining_time=0:00:04.012456, arrival_time=2021-04-10 01:47:12.558333, cost_time=0:00:10.031135 2021-04-10 01:47:09,252 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.50ms, fps=3626 images/s, loss=0.2094, top1-acc=92.71%, top5-acc=99.87%, remaining_time=0:00:03.292910, arrival_time=2021-04-10 01:47:12.545576, cost_time=0:00:10.737811 2021-04-10 01:47:09,949 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.55ms, fps=3675 images/s, loss=0.2093, top1-acc=92.68%, top5-acc=99.87%, remaining_time=0:00:02.572920, arrival_time=2021-04-10 01:47:12.522825, cost_time=0:00:11.435199 2021-04-10 01:47:10,644 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.47ms, fps=3688 images/s, loss=0.2101, top1-acc=92.62%, top5-acc=99.87%, remaining_time=0:00:01.855126, arrival_time=2021-04-10 01:47:12.499564, cost_time=0:00:12.129748 2021-04-10 01:47:11,333 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.40ms, fps=3717 images/s, loss=0.2095, top1-acc=92.65%, top5-acc=99.87%, remaining_time=0:00:01.139456, arrival_time=2021-04-10 01:47:12.473056, cost_time=0:00:12.818860 2021-04-10 01:47:12,041 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.74ms, fps=3619 images/s, loss=0.2098, top1-acc=92.66%, top5-acc=99.87%, remaining_time=0:00:00.427164, arrival_time=2021-04-10 01:47:12.468677, cost_time=0:00:13.526826 2021-04-10 01:47:12,413 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=0.08ms, fps=3665 images/s, loss=0.2104, top1-acc=92.66%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:12.412968, cost_time=0:00:13.898289 2021-04-10 01:47:12,801 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=28.24ms, fps=6610 images/s, loss=0.4090, top1-acc=86.52%, top5-acc=99.37%, remaining_time=0:00:01.161750, arrival_time=2021-04-10 01:47:13.962977, cost_time=0:00:00.387247 2021-04-10 01:47:13,076 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=0.20ms, fps=9856 images/s, loss=0.3994, top1-acc=87.17%, top5-acc=99.45%, remaining_time=0:00:00.662580, arrival_time=2021-04-10 01:47:13.739244, cost_time=0:00:00.662575 2021-04-10 01:47:13,375 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=0.33ms, fps=8583 images/s, loss=0.3982, top1-acc=87.28%, top5-acc=99.52%, remaining_time=0:00:00.320550, arrival_time=2021-04-10 01:47:13.696165, cost_time=0:00:00.961643 2021-04-10 01:47:13,578 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.07ms, fps=11446 images/s, loss=0.3947, top1-acc=87.38%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:13.578719, cost_time=0:00:01.164796 2021-04-10 01:47:13,605 INFO : Epoch=0100 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:24:57.889600, arrival_time=2021-04-10 02:12:11.495071, cost_time=0:24:57.889606 2021-04-10 01:47:13,606 INFO : Train start, epoch=0101, lr=0.050000 2021-04-10 01:47:14,483 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=2.04ms, fps=2918 images/s, loss=0.2145, top1-acc=92.23%, top5-acc=99.96%, remaining_time=0:00:16.319082, arrival_time=2021-04-10 01:47:30.802685, cost_time=0:00:00.877370 2021-04-10 01:47:15,185 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.88ms, fps=3653 images/s, loss=0.2021, top1-acc=92.77%, top5-acc=99.96%, remaining_time=0:00:13.893440, arrival_time=2021-04-10 01:47:29.078480, cost_time=0:00:01.578810 2021-04-10 01:47:15,890 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=2.69ms, fps=3633 images/s, loss=0.2059, top1-acc=92.66%, top5-acc=99.93%, remaining_time=0:00:12.637912, arrival_time=2021-04-10 01:47:28.528110, cost_time=0:00:02.283961 2021-04-10 01:47:16,606 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=2.13ms, fps=3582 images/s, loss=0.2069, top1-acc=92.74%, top5-acc=99.91%, remaining_time=0:00:11.701716, arrival_time=2021-04-10 01:47:28.308371, cost_time=0:00:03.000433 2021-04-10 01:47:17,307 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.88ms, fps=3657 images/s, loss=0.2059, top1-acc=92.75%, top5-acc=99.91%, remaining_time=0:00:10.806774, arrival_time=2021-04-10 01:47:28.113924, cost_time=0:00:03.700959 2021-04-10 01:47:17,998 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.53ms, fps=3705 images/s, loss=0.2055, top1-acc=92.75%, top5-acc=99.90%, remaining_time=0:00:09.955880, arrival_time=2021-04-10 01:47:27.954395, cost_time=0:00:04.392301 2021-04-10 01:47:18,700 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.94ms, fps=3651 images/s, loss=0.2031, top1-acc=92.81%, top5-acc=99.89%, remaining_time=0:00:09.169146, arrival_time=2021-04-10 01:47:27.869364, cost_time=0:00:05.093984 2021-04-10 01:47:19,399 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.88ms, fps=3667 images/s, loss=0.2021, top1-acc=92.91%, top5-acc=99.89%, remaining_time=0:00:08.399328, arrival_time=2021-04-10 01:47:27.798247, cost_time=0:00:05.792644 2021-04-10 01:47:20,094 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.59ms, fps=3682 images/s, loss=0.2025, top1-acc=92.90%, top5-acc=99.89%, remaining_time=0:00:07.642070, arrival_time=2021-04-10 01:47:27.736864, cost_time=0:00:06.488587 2021-04-10 01:47:20,793 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=2.11ms, fps=3667 images/s, loss=0.2020, top1-acc=92.93%, top5-acc=99.89%, remaining_time=0:00:06.899712, arrival_time=2021-04-10 01:47:27.693293, cost_time=0:00:07.187248 2021-04-10 01:47:21,490 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.57ms, fps=3678 images/s, loss=0.2033, top1-acc=92.86%, top5-acc=99.89%, remaining_time=0:00:06.163878, arrival_time=2021-04-10 01:47:27.654155, cost_time=0:00:07.884081 2021-04-10 01:47:22,184 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.62ms, fps=3690 images/s, loss=0.2026, top1-acc=92.89%, top5-acc=99.90%, remaining_time=0:00:05.432936, arrival_time=2021-04-10 01:47:27.617625, cost_time=0:00:08.578322 2021-04-10 01:47:22,880 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.90ms, fps=3682 images/s, loss=0.2029, top1-acc=92.92%, top5-acc=99.89%, remaining_time=0:00:04.708572, arrival_time=2021-04-10 01:47:27.589278, cost_time=0:00:09.274517 2021-04-10 01:47:23,580 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=2.21ms, fps=3661 images/s, loss=0.2037, top1-acc=92.88%, top5-acc=99.89%, remaining_time=0:00:03.989664, arrival_time=2021-04-10 01:47:27.570208, cost_time=0:00:09.974199 2021-04-10 01:47:24,283 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=2.04ms, fps=3648 images/s, loss=0.2047, top1-acc=92.86%, top5-acc=99.90%, remaining_time=0:00:03.274188, arrival_time=2021-04-10 01:47:27.557168, cost_time=0:00:10.676747 2021-04-10 01:47:24,982 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.85ms, fps=3664 images/s, loss=0.2064, top1-acc=92.80%, top5-acc=99.90%, remaining_time=0:00:02.559600, arrival_time=2021-04-10 01:47:27.541814, cost_time=0:00:11.376027 2021-04-10 01:47:25,674 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.87ms, fps=3701 images/s, loss=0.2066, top1-acc=92.80%, top5-acc=99.89%, remaining_time=0:00:01.845714, arrival_time=2021-04-10 01:47:27.520125, cost_time=0:00:12.068138 2021-04-10 01:47:26,370 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.59ms, fps=3681 images/s, loss=0.2082, top1-acc=92.72%, top5-acc=99.88%, remaining_time=0:00:01.134592, arrival_time=2021-04-10 01:47:27.504941, cost_time=0:00:12.764159 2021-04-10 01:47:27,066 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.68ms, fps=3679 images/s, loss=0.2083, top1-acc=92.71%, top5-acc=99.87%, remaining_time=0:00:00.425064, arrival_time=2021-04-10 01:47:27.491649, cost_time=0:00:13.460336 2021-04-10 01:47:27,447 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=0.08ms, fps=3578 images/s, loss=0.2096, top1-acc=92.68%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:27.447303, cost_time=0:00:13.841038 2021-04-10 01:47:27,803 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=23.17ms, fps=7202 images/s, loss=0.4950, top1-acc=83.91%, top5-acc=99.30%, remaining_time=0:00:01.066380, arrival_time=2021-04-10 01:47:28.870308, cost_time=0:00:00.355459 2021-04-10 01:47:28,035 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=0.29ms, fps=11068 images/s, loss=0.4933, top1-acc=84.08%, top5-acc=99.10%, remaining_time=0:00:00.587280, arrival_time=2021-04-10 01:47:28.622996, cost_time=0:00:00.587273 2021-04-10 01:47:28,305 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=32.09ms, fps=9517 images/s, loss=0.4948, top1-acc=84.18%, top5-acc=99.18%, remaining_time=0:00:00.285580, arrival_time=2021-04-10 01:47:28.590778, cost_time=0:00:00.856740 2021-04-10 01:47:28,471 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.10ms, fps=14016 images/s, loss=0.4817, top1-acc=84.48%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:28.471152, cost_time=0:00:01.022730 2021-04-10 01:47:28,508 INFO : Epoch=0101 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:24:42.836355, arrival_time=2021-04-10 02:12:11.344835, cost_time=0:25:12.792600 2021-04-10 01:47:28,509 INFO : Train start, epoch=0102, lr=0.049215 2021-04-10 01:47:29,419 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=2.78ms, fps=2815 images/s, loss=0.2091, top1-acc=92.70%, top5-acc=99.92%, remaining_time=0:00:16.917630, arrival_time=2021-04-10 01:47:46.336887, cost_time=0:00:00.909553 2021-04-10 01:47:30,117 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=2.03ms, fps=3670 images/s, loss=0.1980, top1-acc=92.91%, top5-acc=99.94%, remaining_time=0:00:14.145824, arrival_time=2021-04-10 01:47:44.263051, cost_time=0:00:01.607477 2021-04-10 01:47:30,815 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.96ms, fps=3670 images/s, loss=0.1947, top1-acc=93.09%, top5-acc=99.96%, remaining_time=0:00:12.757930, arrival_time=2021-04-10 01:47:43.573279, cost_time=0:00:02.305639 2021-04-10 01:47:31,512 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.55ms, fps=3673 images/s, loss=0.1964, top1-acc=93.11%, top5-acc=99.91%, remaining_time=0:00:11.711544, arrival_time=2021-04-10 01:47:43.224261, cost_time=0:00:03.002970 2021-04-10 01:47:32,209 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.57ms, fps=3675 images/s, loss=0.1999, top1-acc=92.93%, top5-acc=99.89%, remaining_time=0:00:10.804292, arrival_time=2021-04-10 01:47:43.014141, cost_time=0:00:03.700098 2021-04-10 01:47:32,913 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=2.07ms, fps=3643 images/s, loss=0.2018, top1-acc=92.80%, top5-acc=99.90%, remaining_time=0:00:09.980904, arrival_time=2021-04-10 01:47:42.893958, cost_time=0:00:04.403342 2021-04-10 01:47:33,612 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.85ms, fps=3661 images/s, loss=0.2000, top1-acc=92.91%, top5-acc=99.91%, remaining_time=0:00:09.185400, arrival_time=2021-04-10 01:47:42.798100, cost_time=0:00:05.102999 2021-04-10 01:47:34,310 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.40ms, fps=3669 images/s, loss=0.2025, top1-acc=92.79%, top5-acc=99.91%, remaining_time=0:00:08.411624, arrival_time=2021-04-10 01:47:42.722452, cost_time=0:00:05.801083 2021-04-10 01:47:35,007 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.50ms, fps=3678 images/s, loss=0.2036, top1-acc=92.76%, top5-acc=99.90%, remaining_time=0:00:07.652882, arrival_time=2021-04-10 01:47:42.660357, cost_time=0:00:06.497750 2021-04-10 01:47:35,704 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.46ms, fps=3674 images/s, loss=0.2066, top1-acc=92.69%, top5-acc=99.90%, remaining_time=0:00:06.907200, arrival_time=2021-04-10 01:47:42.612025, cost_time=0:00:07.194982 2021-04-10 01:47:36,399 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.66ms, fps=3688 images/s, loss=0.2071, top1-acc=92.71%, top5-acc=99.90%, remaining_time=0:00:06.168436, arrival_time=2021-04-10 01:47:42.568063, cost_time=0:00:07.889901 2021-04-10 01:47:37,098 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.51ms, fps=3664 images/s, loss=0.2068, top1-acc=92.73%, top5-acc=99.89%, remaining_time=0:00:05.439700, arrival_time=2021-04-10 01:47:42.538429, cost_time=0:00:08.588995 2021-04-10 01:47:37,796 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.59ms, fps=3674 images/s, loss=0.2070, top1-acc=92.70%, top5-acc=99.89%, remaining_time=0:00:04.714644, arrival_time=2021-04-10 01:47:42.510705, cost_time=0:00:09.286355 2021-04-10 01:47:38,495 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=2.26ms, fps=3664 images/s, loss=0.2086, top1-acc=92.65%, top5-acc=99.87%, remaining_time=0:00:03.994144, arrival_time=2021-04-10 01:47:42.489271, cost_time=0:00:09.985374 2021-04-10 01:47:39,196 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=2.31ms, fps=3654 images/s, loss=0.2085, top1-acc=92.67%, top5-acc=99.87%, remaining_time=0:00:03.277224, arrival_time=2021-04-10 01:47:42.473669, cost_time=0:00:10.686569 2021-04-10 01:47:39,892 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.40ms, fps=3681 images/s, loss=0.2084, top1-acc=92.65%, top5-acc=99.88%, remaining_time=0:00:02.561148, arrival_time=2021-04-10 01:47:42.453794, cost_time=0:00:11.382894 2021-04-10 01:47:40,587 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.46ms, fps=3689 images/s, loss=0.2076, top1-acc=92.69%, top5-acc=99.88%, remaining_time=0:00:01.847118, arrival_time=2021-04-10 01:47:42.434244, cost_time=0:00:12.077373 2021-04-10 01:47:41,281 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=2.20ms, fps=3691 images/s, loss=0.2072, top1-acc=92.72%, top5-acc=99.88%, remaining_time=0:00:01.135248, arrival_time=2021-04-10 01:47:42.416451, cost_time=0:00:12.771486 2021-04-10 01:47:41,978 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.29ms, fps=3674 images/s, loss=0.2075, top1-acc=92.69%, top5-acc=99.88%, remaining_time=0:00:00.425328, arrival_time=2021-04-10 01:47:42.403680, cost_time=0:00:13.468640 2021-04-10 01:47:42,354 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.26ms, fps=3619 images/s, loss=0.2085, top1-acc=92.65%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:42.354644, cost_time=0:00:13.844866 2021-04-10 01:47:42,688 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=2.03ms, fps=7706 images/s, loss=0.4553, top1-acc=84.84%, top5-acc=99.37%, remaining_time=0:00:00.996630, arrival_time=2021-04-10 01:47:43.684620, cost_time=0:00:00.332211 2021-04-10 01:47:42,927 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=2.97ms, fps=10724 images/s, loss=0.4447, top1-acc=85.76%, top5-acc=99.36%, remaining_time=0:00:00.571400, arrival_time=2021-04-10 01:47:43.498575, cost_time=0:00:00.571401 2021-04-10 01:47:43,181 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=13.80ms, fps=10086 images/s, loss=0.4628, top1-acc=85.23%, top5-acc=99.30%, remaining_time=0:00:00.275230, arrival_time=2021-04-10 01:47:43.456654, cost_time=0:00:00.825676 2021-04-10 01:47:43,409 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.08ms, fps=10201 images/s, loss=0.4643, top1-acc=85.30%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:43.409226, cost_time=0:00:01.053456 2021-04-10 01:47:43,446 INFO : Epoch=0102 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:24:27.819696, arrival_time=2021-04-10 02:12:11.266233, cost_time=0:25:27.730655 2021-04-10 01:47:43,447 INFO : Train start, epoch=0103, lr=0.048429 2021-04-10 01:47:44,404 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=0.25ms, fps=2676 images/s, loss=0.2281, top1-acc=92.11%, top5-acc=99.88%, remaining_time=0:00:17.794434, arrival_time=2021-04-10 01:48:02.198700, cost_time=0:00:00.956687 2021-04-10 01:47:45,098 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=2.20ms, fps=3689 images/s, loss=0.2120, top1-acc=92.81%, top5-acc=99.88%, remaining_time=0:00:14.531088, arrival_time=2021-04-10 01:47:59.629942, cost_time=0:00:01.651263 2021-04-10 01:47:45,805 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=2.23ms, fps=3626 images/s, loss=0.2065, top1-acc=92.93%, top5-acc=99.88%, remaining_time=0:00:13.046604, arrival_time=2021-04-10 01:47:58.852013, cost_time=0:00:02.357833 2021-04-10 01:47:46,504 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=2.28ms, fps=3664 images/s, loss=0.2026, top1-acc=93.06%, top5-acc=99.89%, remaining_time=0:00:11.922924, arrival_time=2021-04-10 01:47:58.427664, cost_time=0:00:03.057155 2021-04-10 01:47:47,209 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.40ms, fps=3639 images/s, loss=0.1973, top1-acc=93.12%, top5-acc=99.91%, remaining_time=0:00:10.984018, arrival_time=2021-04-10 01:47:58.193213, cost_time=0:00:03.761663 2021-04-10 01:47:47,907 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.70ms, fps=3671 images/s, loss=0.1963, top1-acc=93.13%, top5-acc=99.91%, remaining_time=0:00:10.107928, arrival_time=2021-04-10 01:47:58.014891, cost_time=0:00:04.459379 2021-04-10 01:47:48,608 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.99ms, fps=3653 images/s, loss=0.1954, top1-acc=93.21%, top5-acc=99.91%, remaining_time=0:00:09.289476, arrival_time=2021-04-10 01:47:57.897832, cost_time=0:00:05.160820 2021-04-10 01:47:49,308 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.41ms, fps=3658 images/s, loss=0.1958, top1-acc=93.26%, top5-acc=99.89%, remaining_time=0:00:08.498508, arrival_time=2021-04-10 01:47:57.807163, cost_time=0:00:05.861041 2021-04-10 01:47:50,005 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.48ms, fps=3677 images/s, loss=0.1966, top1-acc=93.21%, top5-acc=99.89%, remaining_time=0:00:07.723584, arrival_time=2021-04-10 01:47:57.728942, cost_time=0:00:06.557778 2021-04-10 01:47:50,706 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.63ms, fps=3656 images/s, loss=0.1977, top1-acc=93.16%, top5-acc=99.89%, remaining_time=0:00:06.968352, arrival_time=2021-04-10 01:47:57.674542, cost_time=0:00:07.258651 2021-04-10 01:47:51,409 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=2.08ms, fps=3641 images/s, loss=0.1987, top1-acc=93.14%, top5-acc=99.89%, remaining_time=0:00:06.225024, arrival_time=2021-04-10 01:47:57.634829, cost_time=0:00:07.962258 2021-04-10 01:47:52,124 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.86ms, fps=3585 images/s, loss=0.1998, top1-acc=93.06%, top5-acc=99.88%, remaining_time=0:00:05.495256, arrival_time=2021-04-10 01:47:57.619606, cost_time=0:00:08.676667 2021-04-10 01:47:52,829 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.89ms, fps=3632 images/s, loss=0.2000, top1-acc=93.04%, top5-acc=99.88%, remaining_time=0:00:04.763286, arrival_time=2021-04-10 01:47:57.593141, cost_time=0:00:09.382276 2021-04-10 01:47:53,524 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.80ms, fps=3691 images/s, loss=0.2006, top1-acc=93.02%, top5-acc=99.87%, remaining_time=0:00:04.030600, arrival_time=2021-04-10 01:47:57.554673, cost_time=0:00:10.076477 2021-04-10 01:47:54,221 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=2.04ms, fps=3676 images/s, loss=0.2010, top1-acc=92.99%, top5-acc=99.88%, remaining_time=0:00:03.303858, arrival_time=2021-04-10 01:47:57.524836, cost_time=0:00:10.773443 2021-04-10 01:47:54,928 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=2.38ms, fps=3621 images/s, loss=0.2013, top1-acc=92.96%, top5-acc=99.88%, remaining_time=0:00:02.583180, arrival_time=2021-04-10 01:47:57.511513, cost_time=0:00:11.480747 2021-04-10 01:47:55,636 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=2.11ms, fps=3620 images/s, loss=0.2026, top1-acc=92.94%, top5-acc=99.88%, remaining_time=0:00:01.864122, arrival_time=2021-04-10 01:47:57.500159, cost_time=0:00:12.188455 2021-04-10 01:47:56,336 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.91ms, fps=3660 images/s, loss=0.2035, top1-acc=92.90%, top5-acc=99.88%, remaining_time=0:00:01.145648, arrival_time=2021-04-10 01:47:57.481757, cost_time=0:00:12.888524 2021-04-10 01:47:57,037 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.60ms, fps=3655 images/s, loss=0.2046, top1-acc=92.87%, top5-acc=99.87%, remaining_time=0:00:00.429144, arrival_time=2021-04-10 01:47:57.466178, cost_time=0:00:13.589497 2021-04-10 01:47:57,407 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=0.08ms, fps=3680 images/s, loss=0.2048, top1-acc=92.86%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:57.407049, cost_time=0:00:13.959481 2021-04-10 01:47:57,767 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=0.32ms, fps=7130 images/s, loss=0.5094, top1-acc=85.20%, top5-acc=99.10%, remaining_time=0:00:01.077090, arrival_time=2021-04-10 01:47:58.844690, cost_time=0:00:00.359029 2021-04-10 01:47:58,017 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=2.35ms, fps=10276 images/s, loss=0.4955, top1-acc=85.00%, top5-acc=99.16%, remaining_time=0:00:00.608540, arrival_time=2021-04-10 01:47:58.625797, cost_time=0:00:00.608536 2021-04-10 01:47:58,206 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=0.54ms, fps=13544 images/s, loss=0.5046, top1-acc=84.41%, top5-acc=99.23%, remaining_time=0:00:00.266090, arrival_time=2021-04-10 01:47:58.472988, cost_time=0:00:00.798280 2021-04-10 01:47:58,401 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.06ms, fps=11947 images/s, loss=0.5115, top1-acc=84.53%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:58.401535, cost_time=0:00:00.992989 2021-04-10 01:47:58,428 INFO : Epoch=0103 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:24:12.846018, arrival_time=2021-04-10 02:12:11.274618, cost_time=0:25:42.712734 2021-04-10 01:47:58,429 INFO : Train start, epoch=0104, lr=0.047645 2021-04-10 01:47:59,365 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=0.51ms, fps=2736 images/s, loss=0.1921, top1-acc=93.28%, top5-acc=100.00%, remaining_time=0:00:17.405694, arrival_time=2021-04-10 01:48:16.770838, cost_time=0:00:00.935793 2021-04-10 01:48:00,077 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=4.61ms, fps=3599 images/s, loss=0.1908, top1-acc=93.46%, top5-acc=99.92%, remaining_time=0:00:14.498880, arrival_time=2021-04-10 01:48:14.575902, cost_time=0:00:01.647607 2021-04-10 01:48:00,770 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.44ms, fps=3694 images/s, loss=0.1927, top1-acc=93.42%, top5-acc=99.92%, remaining_time=0:00:12.954640, arrival_time=2021-04-10 01:48:13.725374, cost_time=0:00:02.341211 2021-04-10 01:48:01,474 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.47ms, fps=3642 images/s, loss=0.1885, top1-acc=93.63%, top5-acc=99.92%, remaining_time=0:00:11.875656, arrival_time=2021-04-10 01:48:13.350084, cost_time=0:00:03.045049 2021-04-10 01:48:02,173 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.44ms, fps=3665 images/s, loss=0.1909, top1-acc=93.55%, top5-acc=99.91%, remaining_time=0:00:10.932772, arrival_time=2021-04-10 01:48:13.106265, cost_time=0:00:03.744084 2021-04-10 01:48:02,892 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.59ms, fps=3564 images/s, loss=0.1938, top1-acc=93.48%, top5-acc=99.90%, remaining_time=0:00:10.116224, arrival_time=2021-04-10 01:48:13.008648, cost_time=0:00:04.463022 2021-04-10 01:48:03,585 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.98ms, fps=3695 images/s, loss=0.1934, top1-acc=93.49%, top5-acc=99.90%, remaining_time=0:00:09.281664, arrival_time=2021-04-10 01:48:12.867516, cost_time=0:00:05.156469 2021-04-10 01:48:04,282 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.57ms, fps=3676 images/s, loss=0.1927, top1-acc=93.48%, top5-acc=99.89%, remaining_time=0:00:08.487372, arrival_time=2021-04-10 01:48:12.770238, cost_time=0:00:05.853383 2021-04-10 01:48:04,982 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.94ms, fps=3661 images/s, loss=0.1940, top1-acc=93.45%, top5-acc=99.89%, remaining_time=0:00:07.718602, arrival_time=2021-04-10 01:48:12.701471, cost_time=0:00:06.553496 2021-04-10 01:48:05,684 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=2.63ms, fps=3653 images/s, loss=0.1937, top1-acc=93.44%, top5-acc=99.89%, remaining_time=0:00:06.964512, arrival_time=2021-04-10 01:48:12.648693, cost_time=0:00:07.254737 2021-04-10 01:48:06,384 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.57ms, fps=3662 images/s, loss=0.1937, top1-acc=93.47%, top5-acc=99.89%, remaining_time=0:00:06.218918, arrival_time=2021-04-10 01:48:12.602817, cost_time=0:00:07.954476 2021-04-10 01:48:07,082 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.38ms, fps=3669 images/s, loss=0.1952, top1-acc=93.36%, top5-acc=99.88%, remaining_time=0:00:05.480208, arrival_time=2021-04-10 01:48:12.562599, cost_time=0:00:08.653015 2021-04-10 01:48:07,785 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.90ms, fps=3643 images/s, loss=0.1962, top1-acc=93.29%, top5-acc=99.87%, remaining_time=0:00:04.750152, arrival_time=2021-04-10 01:48:12.535803, cost_time=0:00:09.356320 2021-04-10 01:48:08,481 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.97ms, fps=3685 images/s, loss=0.1979, top1-acc=93.24%, top5-acc=99.87%, remaining_time=0:00:04.020576, arrival_time=2021-04-10 01:48:12.501533, cost_time=0:00:10.051427 2021-04-10 01:48:09,177 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.91ms, fps=3677 images/s, loss=0.1982, top1-acc=93.21%, top5-acc=99.87%, remaining_time=0:00:03.296222, arrival_time=2021-04-10 01:48:12.474153, cost_time=0:00:10.748599 2021-04-10 01:48:09,880 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.81ms, fps=3647 images/s, loss=0.1984, top1-acc=93.23%, top5-acc=99.88%, remaining_time=0:00:02.576448, arrival_time=2021-04-10 01:48:12.456723, cost_time=0:00:11.450936 2021-04-10 01:48:10,581 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.94ms, fps=3651 images/s, loss=0.1986, top1-acc=93.21%, top5-acc=99.87%, remaining_time=0:00:01.858610, arrival_time=2021-04-10 01:48:12.440512, cost_time=0:00:12.152523 2021-04-10 01:48:11,281 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.42ms, fps=3661 images/s, loss=0.1984, top1-acc=93.21%, top5-acc=99.88%, remaining_time=0:00:01.142432, arrival_time=2021-04-10 01:48:12.424238, cost_time=0:00:12.852314 2021-04-10 01:48:11,982 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.32ms, fps=3655 images/s, loss=0.1998, top1-acc=93.14%, top5-acc=99.88%, remaining_time=0:00:00.428004, arrival_time=2021-04-10 01:48:12.410876, cost_time=0:00:13.553526 2021-04-10 01:48:12,355 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=0.08ms, fps=3650 images/s, loss=0.2003, top1-acc=93.11%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:12.355874, cost_time=0:00:13.926495 2021-04-10 01:48:12,721 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.41ms, fps=7027 images/s, loss=0.5134, top1-acc=84.84%, top5-acc=99.18%, remaining_time=0:00:01.092930, arrival_time=2021-04-10 01:48:13.814655, cost_time=0:00:00.364310 2021-04-10 01:48:12,940 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=0.43ms, fps=11724 images/s, loss=0.4825, top1-acc=85.45%, top5-acc=99.18%, remaining_time=0:00:00.583140, arrival_time=2021-04-10 01:48:13.523717, cost_time=0:00:00.583143 2021-04-10 01:48:13,228 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=0.22ms, fps=8914 images/s, loss=0.4778, top1-acc=85.82%, top5-acc=99.11%, remaining_time=0:00:00.290270, arrival_time=2021-04-10 01:48:13.518604, cost_time=0:00:00.870805 2021-04-10 01:48:13,473 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.11ms, fps=9498 images/s, loss=0.4656, top1-acc=85.79%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:13.473218, cost_time=0:00:01.115848 2021-04-10 01:48:13,503 INFO : Epoch=0104 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:23:57.958176, arrival_time=2021-04-10 02:12:11.462099, cost_time=0:25:57.788028 2021-04-10 01:48:13,504 INFO : Train start, epoch=0105, lr=0.046860 2021-04-10 01:48:14,423 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=2.98ms, fps=2788 images/s, loss=0.1943, top1-acc=93.36%, top5-acc=99.84%, remaining_time=0:00:17.079450, arrival_time=2021-04-10 01:48:31.502815, cost_time=0:00:00.918250 2021-04-10 01:48:15,127 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=2.23ms, fps=3641 images/s, loss=0.1881, top1-acc=93.85%, top5-acc=99.88%, remaining_time=0:00:14.273776, arrival_time=2021-04-10 01:48:29.401008, cost_time=0:00:01.622022 2021-04-10 01:48:15,826 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=2.00ms, fps=3663 images/s, loss=0.1864, top1-acc=93.93%, top5-acc=99.88%, remaining_time=0:00:12.846906, arrival_time=2021-04-10 01:48:28.673756, cost_time=0:00:02.321742 2021-04-10 01:48:16,529 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=2.47ms, fps=3647 images/s, loss=0.1827, top1-acc=93.97%, top5-acc=99.89%, remaining_time=0:00:11.794536, arrival_time=2021-04-10 01:48:28.323982, cost_time=0:00:03.024250 2021-04-10 01:48:17,255 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=2.62ms, fps=3532 images/s, loss=0.1831, top1-acc=93.92%, top5-acc=99.87%, remaining_time=0:00:10.950000, arrival_time=2021-04-10 01:48:28.205098, cost_time=0:00:03.749982 2021-04-10 01:48:17,985 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=3.00ms, fps=3507 images/s, loss=0.1785, top1-acc=94.06%, top5-acc=99.89%, remaining_time=0:00:10.155936, arrival_time=2021-04-10 01:48:28.141731, cost_time=0:00:04.480581 2021-04-10 01:48:18,703 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.92ms, fps=3569 images/s, loss=0.1773, top1-acc=94.05%, top5-acc=99.90%, remaining_time=0:00:09.357642, arrival_time=2021-04-10 01:48:28.061386, cost_time=0:00:05.198682 2021-04-10 01:48:19,405 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=2.06ms, fps=3652 images/s, loss=0.1770, top1-acc=94.00%, top5-acc=99.89%, remaining_time=0:00:08.555116, arrival_time=2021-04-10 01:48:27.960303, cost_time=0:00:05.900043 2021-04-10 01:48:20,105 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.90ms, fps=3661 images/s, loss=0.1776, top1-acc=93.98%, top5-acc=99.89%, remaining_time=0:00:07.773192, arrival_time=2021-04-10 01:48:27.878329, cost_time=0:00:06.599871 2021-04-10 01:48:20,809 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.95ms, fps=3639 images/s, loss=0.1812, top1-acc=93.85%, top5-acc=99.88%, remaining_time=0:00:07.012128, arrival_time=2021-04-10 01:48:27.821516, cost_time=0:00:07.304323 2021-04-10 01:48:21,506 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.79ms, fps=3675 images/s, loss=0.1839, top1-acc=93.74%, top5-acc=99.88%, remaining_time=0:00:06.255554, arrival_time=2021-04-10 01:48:27.761903, cost_time=0:00:08.001297 2021-04-10 01:48:22,198 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.80ms, fps=3701 images/s, loss=0.1862, top1-acc=93.66%, top5-acc=99.87%, remaining_time=0:00:05.505820, arrival_time=2021-04-10 01:48:27.704387, cost_time=0:00:08.693423 2021-04-10 01:48:22,894 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.56ms, fps=3680 images/s, loss=0.1858, top1-acc=93.65%, top5-acc=99.87%, remaining_time=0:00:04.767048, arrival_time=2021-04-10 01:48:27.661775, cost_time=0:00:09.389676 2021-04-10 01:48:23,592 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.58ms, fps=3673 images/s, loss=0.1883, top1-acc=93.54%, top5-acc=99.86%, remaining_time=0:00:04.034856, arrival_time=2021-04-10 01:48:27.627324, cost_time=0:00:10.087110 2021-04-10 01:48:24,298 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=2.00ms, fps=3632 images/s, loss=0.1908, top1-acc=93.44%, top5-acc=99.86%, remaining_time=0:00:03.309884, arrival_time=2021-04-10 01:48:27.608078, cost_time=0:00:10.793130 2021-04-10 01:48:24,984 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.62ms, fps=3733 images/s, loss=0.1938, top1-acc=93.34%, top5-acc=99.86%, remaining_time=0:00:02.582856, arrival_time=2021-04-10 01:48:27.567353, cost_time=0:00:11.479397 2021-04-10 01:48:25,681 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.94ms, fps=3674 images/s, loss=0.1944, top1-acc=93.34%, top5-acc=99.85%, remaining_time=0:00:01.862354, arrival_time=2021-04-10 01:48:27.544261, cost_time=0:00:12.176852 2021-04-10 01:48:26,374 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.60ms, fps=3702 images/s, loss=0.1952, top1-acc=93.32%, top5-acc=99.86%, remaining_time=0:00:01.143904, arrival_time=2021-04-10 01:48:27.517903, cost_time=0:00:12.868860 2021-04-10 01:48:27,078 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.62ms, fps=3639 images/s, loss=0.1964, top1-acc=93.29%, top5-acc=99.86%, remaining_time=0:00:00.428622, arrival_time=2021-04-10 01:48:27.506620, cost_time=0:00:13.572949 2021-04-10 01:48:27,450 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=0.07ms, fps=3659 images/s, loss=0.1965, top1-acc=93.29%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:27.450064, cost_time=0:00:13.945026 2021-04-10 01:48:27,790 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=10.78ms, fps=7553 images/s, loss=0.4002, top1-acc=87.42%, top5-acc=99.34%, remaining_time=0:00:01.016820, arrival_time=2021-04-10 01:48:28.806871, cost_time=0:00:00.338937 2021-04-10 01:48:28,020 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=0.22ms, fps=11135 images/s, loss=0.4043, top1-acc=87.05%, top5-acc=99.39%, remaining_time=0:00:00.569200, arrival_time=2021-04-10 01:48:28.589504, cost_time=0:00:00.569207 2021-04-10 01:48:28,265 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=26.90ms, fps=10454 images/s, loss=0.4166, top1-acc=86.55%, top5-acc=99.40%, remaining_time=0:00:00.271480, arrival_time=2021-04-10 01:48:28.537060, cost_time=0:00:00.814441 2021-04-10 01:48:28,494 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.07ms, fps=10156 images/s, loss=0.4138, top1-acc=86.48%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:28.494408, cost_time=0:00:01.043328 2021-04-10 01:48:28,521 INFO : Epoch=0105 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:23:43.014405, arrival_time=2021-04-10 02:12:11.535620, cost_time=0:26:12.805351 2021-04-10 01:48:28,521 INFO : Train start, epoch=0106, lr=0.046077 2021-04-10 01:48:29,450 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=2.85ms, fps=2757 images/s, loss=0.2106, top1-acc=92.89%, top5-acc=99.77%, remaining_time=0:00:17.271588, arrival_time=2021-04-10 01:48:46.722156, cost_time=0:00:00.928580 2021-04-10 01:48:30,144 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.59ms, fps=3694 images/s, loss=0.1935, top1-acc=93.42%, top5-acc=99.88%, remaining_time=0:00:14.274832, arrival_time=2021-04-10 01:48:44.418970, cost_time=0:00:01.622141 2021-04-10 01:48:30,837 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.89ms, fps=3693 images/s, loss=0.1917, top1-acc=93.40%, top5-acc=99.92%, remaining_time=0:00:12.814702, arrival_time=2021-04-10 01:48:43.652601, cost_time=0:00:02.315920 2021-04-10 01:48:31,537 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.87ms, fps=3665 images/s, loss=0.1850, top1-acc=93.54%, top5-acc=99.93%, remaining_time=0:00:11.758968, arrival_time=2021-04-10 01:48:43.296043, cost_time=0:00:03.015117 2021-04-10 01:48:32,240 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.88ms, fps=3645 images/s, loss=0.1844, top1-acc=93.61%, top5-acc=99.92%, remaining_time=0:00:10.856560, arrival_time=2021-04-10 01:48:43.096525, cost_time=0:00:03.718000 2021-04-10 01:48:32,934 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.42ms, fps=3687 images/s, loss=0.1836, top1-acc=93.64%, top5-acc=99.93%, remaining_time=0:00:10.002664, arrival_time=2021-04-10 01:48:42.937542, cost_time=0:00:04.412960 2021-04-10 01:48:33,628 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=2.16ms, fps=3694 images/s, loss=0.1856, top1-acc=93.58%, top5-acc=99.91%, remaining_time=0:00:09.191574, arrival_time=2021-04-10 01:48:42.820015, cost_time=0:00:05.106407 2021-04-10 01:48:34,328 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.55ms, fps=3662 images/s, loss=0.1860, top1-acc=93.61%, top5-acc=99.92%, remaining_time=0:00:08.419048, arrival_time=2021-04-10 01:48:42.747180, cost_time=0:00:05.806212 2021-04-10 01:48:35,029 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.87ms, fps=3654 images/s, loss=0.1860, top1-acc=93.57%, top5-acc=99.91%, remaining_time=0:00:07.664118, arrival_time=2021-04-10 01:48:42.693359, cost_time=0:00:06.507272 2021-04-10 01:48:35,726 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.46ms, fps=3673 images/s, loss=0.1847, top1-acc=93.60%, top5-acc=99.91%, remaining_time=0:00:06.916512, arrival_time=2021-04-10 01:48:42.643169, cost_time=0:00:07.204742 2021-04-10 01:48:36,418 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.34ms, fps=3702 images/s, loss=0.1888, top1-acc=93.44%, top5-acc=99.90%, remaining_time=0:00:06.173682, arrival_time=2021-04-10 01:48:42.592178, cost_time=0:00:07.896578 2021-04-10 01:48:37,120 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.88ms, fps=3649 images/s, loss=0.1905, top1-acc=93.36%, top5-acc=99.88%, remaining_time=0:00:05.445780, arrival_time=2021-04-10 01:48:42.566351, cost_time=0:00:08.598569 2021-04-10 01:48:37,817 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.38ms, fps=3675 images/s, loss=0.1893, top1-acc=93.43%, top5-acc=99.89%, remaining_time=0:00:04.719462, arrival_time=2021-04-10 01:48:42.537242, cost_time=0:00:09.295846 2021-04-10 01:48:38,526 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.89ms, fps=3615 images/s, loss=0.1893, top1-acc=93.42%, top5-acc=99.90%, remaining_time=0:00:04.001760, arrival_time=2021-04-10 01:48:42.528117, cost_time=0:00:10.004442 2021-04-10 01:48:39,232 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=2.09ms, fps=3631 images/s, loss=0.1896, top1-acc=93.41%, top5-acc=99.90%, remaining_time=0:00:03.284400, arrival_time=2021-04-10 01:48:42.516341, cost_time=0:00:10.709958 2021-04-10 01:48:39,935 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.92ms, fps=3641 images/s, loss=0.1903, top1-acc=93.38%, top5-acc=99.90%, remaining_time=0:00:02.568060, arrival_time=2021-04-10 01:48:42.503618, cost_time=0:00:11.413558 2021-04-10 01:48:40,642 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=2.06ms, fps=3623 images/s, loss=0.1893, top1-acc=93.42%, top5-acc=99.90%, remaining_time=0:00:01.853774, arrival_time=2021-04-10 01:48:42.496651, cost_time=0:00:12.120770 2021-04-10 01:48:41,354 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=2.12ms, fps=3599 images/s, loss=0.1904, top1-acc=93.41%, top5-acc=99.90%, remaining_time=0:00:01.140704, arrival_time=2021-04-10 01:48:42.495626, cost_time=0:00:12.833005 2021-04-10 01:48:42,056 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.50ms, fps=3653 images/s, loss=0.1921, top1-acc=93.34%, top5-acc=99.89%, remaining_time=0:00:00.427398, arrival_time=2021-04-10 01:48:42.483592, cost_time=0:00:13.534209 2021-04-10 01:48:42,433 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=0.09ms, fps=3615 images/s, loss=0.1940, top1-acc=93.28%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:42.432969, cost_time=0:00:13.911049 2021-04-10 01:48:42,711 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=12.63ms, fps=9237 images/s, loss=0.5621, top1-acc=82.66%, top5-acc=99.37%, remaining_time=0:00:00.831420, arrival_time=2021-04-10 01:48:43.542555, cost_time=0:00:00.277137 2021-04-10 01:48:42,935 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=0.19ms, fps=11429 images/s, loss=0.5858, top1-acc=81.84%, top5-acc=99.28%, remaining_time=0:00:00.501460, arrival_time=2021-04-10 01:48:43.436923, cost_time=0:00:00.501457 2021-04-10 01:48:43,192 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=15.45ms, fps=9957 images/s, loss=0.5745, top1-acc=81.97%, top5-acc=99.35%, remaining_time=0:00:00.252960, arrival_time=2021-04-10 01:48:43.445890, cost_time=0:00:00.758887 2021-04-10 01:48:43,453 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.08ms, fps=8931 images/s, loss=0.5604, top1-acc=82.30%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:43.453106, cost_time=0:00:01.019124 2021-04-10 01:48:43,479 INFO : Epoch=0106 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:23:28.016882, arrival_time=2021-04-10 02:12:11.496482, cost_time=0:26:27.763744 2021-04-10 01:48:43,480 INFO : Train start, epoch=0107, lr=0.045295 2021-04-10 01:48:44,467 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=0.52ms, fps=2595 images/s, loss=0.2122, top1-acc=92.93%, top5-acc=99.80%, remaining_time=0:00:18.351690, arrival_time=2021-04-10 01:49:02.818647, cost_time=0:00:00.986650 2021-04-10 01:48:45,174 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.40ms, fps=3622 images/s, loss=0.2109, top1-acc=92.93%, top5-acc=99.80%, remaining_time=0:00:14.909312, arrival_time=2021-04-10 01:49:00.083892, cost_time=0:00:01.694250 2021-04-10 01:48:45,872 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.76ms, fps=3673 images/s, loss=0.1977, top1-acc=93.50%, top5-acc=99.83%, remaining_time=0:00:13.234184, arrival_time=2021-04-10 01:48:59.106260, cost_time=0:00:02.391707 2021-04-10 01:48:46,569 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.87ms, fps=3672 images/s, loss=0.1931, top1-acc=93.47%, top5-acc=99.86%, remaining_time=0:00:12.049128, arrival_time=2021-04-10 01:48:58.619001, cost_time=0:00:03.089527 2021-04-10 01:48:47,274 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.37ms, fps=3634 images/s, loss=0.1955, top1-acc=93.30%, top5-acc=99.87%, remaining_time=0:00:11.080086, arrival_time=2021-04-10 01:48:58.354942, cost_time=0:00:03.794573 2021-04-10 01:48:48,007 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=2.55ms, fps=3499 images/s, loss=0.1980, top1-acc=93.14%, top5-acc=99.90%, remaining_time=0:00:10.260520, arrival_time=2021-04-10 01:48:58.267560, cost_time=0:00:04.526673 2021-04-10 01:48:48,705 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=2.17ms, fps=3667 images/s, loss=0.1980, top1-acc=93.11%, top5-acc=99.89%, remaining_time=0:00:09.405774, arrival_time=2021-04-10 01:48:58.111508, cost_time=0:00:05.225399 2021-04-10 01:48:49,400 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.38ms, fps=3690 images/s, loss=0.1987, top1-acc=93.00%, top5-acc=99.88%, remaining_time=0:00:08.583652, arrival_time=2021-04-10 01:48:57.983712, cost_time=0:00:05.919775 2021-04-10 01:48:50,097 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.92ms, fps=3672 images/s, loss=0.1983, top1-acc=92.99%, top5-acc=99.88%, remaining_time=0:00:07.793650, arrival_time=2021-04-10 01:48:57.891193, cost_time=0:00:06.617264 2021-04-10 01:48:50,799 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.41ms, fps=3651 images/s, loss=0.1977, top1-acc=93.04%, top5-acc=99.88%, remaining_time=0:00:07.026144, arrival_time=2021-04-10 01:48:57.825460, cost_time=0:00:07.318912 2021-04-10 01:48:51,495 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=2.11ms, fps=3679 images/s, loss=0.1973, top1-acc=93.05%, top5-acc=99.87%, remaining_time=0:00:06.266648, arrival_time=2021-04-10 01:48:57.762464, cost_time=0:00:08.015494 2021-04-10 01:48:52,198 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.80ms, fps=3645 images/s, loss=0.1970, top1-acc=93.06%, top5-acc=99.87%, remaining_time=0:00:05.521704, arrival_time=2021-04-10 01:48:57.720456, cost_time=0:00:08.718468 2021-04-10 01:48:52,890 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.43ms, fps=3704 images/s, loss=0.1980, top1-acc=93.02%, top5-acc=99.87%, remaining_time=0:00:04.777410, arrival_time=2021-04-10 01:48:57.667892, cost_time=0:00:09.409989 2021-04-10 01:48:53,587 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=2.16ms, fps=3677 images/s, loss=0.1986, top1-acc=93.01%, top5-acc=99.86%, remaining_time=0:00:04.042808, arrival_time=2021-04-10 01:48:57.630182, cost_time=0:00:10.107013 2021-04-10 01:48:54,293 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.47ms, fps=3629 images/s, loss=0.1991, top1-acc=92.99%, top5-acc=99.86%, remaining_time=0:00:03.316002, arrival_time=2021-04-10 01:48:57.609396, cost_time=0:00:10.813060 2021-04-10 01:48:54,989 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.41ms, fps=3680 images/s, loss=0.1998, top1-acc=92.98%, top5-acc=99.87%, remaining_time=0:00:02.589588, arrival_time=2021-04-10 01:48:57.579274, cost_time=0:00:11.509359 2021-04-10 01:48:55,683 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.47ms, fps=3691 images/s, loss=0.1997, top1-acc=92.99%, top5-acc=99.87%, remaining_time=0:00:01.866410, arrival_time=2021-04-10 01:48:57.550225, cost_time=0:00:12.203530 2021-04-10 01:48:56,381 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.41ms, fps=3671 images/s, loss=0.1993, top1-acc=93.02%, top5-acc=99.87%, remaining_time=0:00:01.146768, arrival_time=2021-04-10 01:48:57.528358, cost_time=0:00:12.901211 2021-04-10 01:48:57,076 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.41ms, fps=3685 images/s, loss=0.1987, top1-acc=93.06%, top5-acc=99.87%, remaining_time=0:00:00.429366, arrival_time=2021-04-10 01:48:57.506191, cost_time=0:00:13.596534 2021-04-10 01:48:57,452 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=0.08ms, fps=3623 images/s, loss=0.1985, top1-acc=93.05%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:57.452643, cost_time=0:00:13.972375 2021-04-10 01:48:57,752 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=2.19ms, fps=8578 images/s, loss=0.4166, top1-acc=87.03%, top5-acc=99.45%, remaining_time=0:00:00.895260, arrival_time=2021-04-10 01:48:58.647297, cost_time=0:00:00.298415 2021-04-10 01:48:57,979 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=0.40ms, fps=11290 images/s, loss=0.4027, top1-acc=87.21%, top5-acc=99.49%, remaining_time=0:00:00.525600, arrival_time=2021-04-10 01:48:58.504797, cost_time=0:00:00.525609 2021-04-10 01:48:58,225 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=15.25ms, fps=10431 images/s, loss=0.4151, top1-acc=86.95%, top5-acc=99.52%, remaining_time=0:00:00.257120, arrival_time=2021-04-10 01:48:58.482155, cost_time=0:00:00.771367 2021-04-10 01:48:58,449 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.09ms, fps=10369 images/s, loss=0.4109, top1-acc=87.35%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:58.449271, cost_time=0:00:00.995668 2021-04-10 01:48:58,495 INFO : Epoch=0107 complete, best val top1-acc=87.51%, top5-acc=99.37% (epoch=77), remaining_time=0:23:13.069692, arrival_time=2021-04-10 02:12:11.564634, cost_time=0:26:42.779057 2021-04-10 01:48:58,495 INFO : Train start, epoch=0108, lr=0.044513 2021-04-10 01:48:59,425 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=0.52ms, fps=2754 images/s, loss=0.1830, top1-acc=93.52%, top5-acc=100.00%, remaining_time=0:00:17.289816, arrival_time=2021-04-10 01:49:16.715446, cost_time=0:00:00.929565 2021-04-10 01:49:00,132 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.57ms, fps=3626 images/s, loss=0.1847, top1-acc=93.44%, top5-acc=99.92%, remaining_time=0:00:14.397856, arrival_time=2021-04-10 01:49:14.530003, cost_time=0:00:01.636129 2021-04-10 01:49:00,833 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=2.19ms, fps=3653 images/s, loss=0.1795, top1-acc=93.80%, top5-acc=99.93%, remaining_time=0:00:12.933724, arrival_time=2021-04-10 01:49:13.767199, cost_time=0:00:02.337416 2021-04-10 01:49:01,553 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.80ms, fps=3557 images/s, loss=0.1754, top1-acc=93.86%, top5-acc=99.93%, remaining_time=0:00:11.924484, arrival_time=2021-04-10 01:49:13.478077, cost_time=0:00:03.057574 2021-04-10 01:49:02,253 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.87ms, fps=3658 images/s, loss=0.1741, top1-acc=93.82%, top5-acc=99.95%, remaining_time=0:00:10.972630, arrival_time=2021-04-10 01:49:13.226445, cost_time=0:00:03.757746 2021-04-10 01:49:02,951 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=2.24ms, fps=3674 images/s, loss=0.1753, top1-acc=93.77%, top5-acc=99.95%, remaining_time=0:00:10.098136, arrival_time=2021-04-10 01:49:13.049375, cost_time=0:00:04.455068 2021-04-10 01:49:03,667 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=2.57ms, fps=3577 images/s, loss=0.1787, top1-acc=93.66%, top5-acc=99.96%, remaining_time=0:00:09.308880, arrival_time=2021-04-10 01:49:12.976557, cost_time=0:00:05.171584 2021-04-10 01:49:04,377 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=2.05ms, fps=3654 images/s, loss=0.1783, top1-acc=93.71%, top5-acc=99.95%, remaining_time=0:00:08.528204, arrival_time=2021-04-10 01:49:12.905831, cost_time=0:00:05.881528 2021-04-10 01:49:05,071 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.59ms, fps=3693 images/s, loss=0.1796, top1-acc=93.66%, top5-acc=99.93%, remaining_time=0:00:07.744360, arrival_time=2021-04-10 01:49:12.815781, cost_time=0:00:06.575385 2021-04-10 01:49:05,768 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.96ms, fps=3673 images/s, loss=0.1779, top1-acc=93.70%, top5-acc=99.94%, remaining_time=0:00:06.981792, arrival_time=2021-04-10 01:49:12.750589, cost_time=0:00:07.272748 2021-04-10 01:49:06,468 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.99ms, fps=3661 images/s, loss=0.1793, top1-acc=93.66%, top5-acc=99.92%, remaining_time=0:00:06.233022, arrival_time=2021-04-10 01:49:12.701602, cost_time=0:00:07.972467 2021-04-10 01:49:07,154 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.40ms, fps=3734 images/s, loss=0.1791, top1-acc=93.71%, top5-acc=99.92%, remaining_time=0:00:05.483932, arrival_time=2021-04-10 01:49:12.638737, cost_time=0:00:08.658785 2021-04-10 01:49:07,853 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.93ms, fps=3668 images/s, loss=0.1816, top1-acc=93.64%, top5-acc=99.92%, remaining_time=0:00:04.750482, arrival_time=2021-04-10 01:49:12.603776, cost_time=0:00:09.357057 2021-04-10 01:49:08,553 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.57ms, fps=3660 images/s, loss=0.1834, top1-acc=93.55%, top5-acc=99.91%, remaining_time=0:00:04.022984, arrival_time=2021-04-10 01:49:12.576542, cost_time=0:00:10.057474 2021-04-10 01:49:09,246 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.64ms, fps=3695 images/s, loss=0.1846, top1-acc=93.49%, top5-acc=99.91%, remaining_time=0:00:03.296912, arrival_time=2021-04-10 01:49:12.543827, cost_time=0:00:10.750863 2021-04-10 01:49:09,941 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=2.05ms, fps=3692 images/s, loss=0.1835, top1-acc=93.54%, top5-acc=99.91%, remaining_time=0:00:02.575044, arrival_time=2021-04-10 01:49:12.516071, cost_time=0:00:11.444709 2021-04-10 01:49:10,639 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.57ms, fps=3669 images/s, loss=0.1862, top1-acc=93.46%, top5-acc=99.90%, remaining_time=0:00:01.857258, arrival_time=2021-04-10 01:49:12.496891, cost_time=0:00:12.143547 2021-04-10 01:49:11,336 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.55ms, fps=3675 images/s, loss=0.1891, top1-acc=93.37%, top5-acc=99.90%, remaining_time=0:00:01.141392, arrival_time=2021-04-10 01:49:12.478142, cost_time=0:00:12.840683 2021-04-10 01:49:12,039 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.32ms, fps=3647 images/s, loss=0.1911, top1-acc=93.32%, top5-acc=99.89%, remaining_time=0:00:00.427680, arrival_time=2021-04-10 01:49:12.466989, cost_time=0:00:13.543291 2021-04-10 01:49:12,421 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=0.10ms, fps=3568 images/s, loss=0.1919, top1-acc=93.29%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:12.420967, cost_time=0:00:13.924911 2021-04-10 01:49:12,721 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=22.74ms, fps=8563 images/s, loss=0.3781, top1-acc=87.89%, top5-acc=99.53%, remaining_time=0:00:00.896910, arrival_time=2021-04-10 01:49:13.618405, cost_time=0:00:00.298966 2021-04-10 01:49:12,925 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=0.20ms, fps=12571 images/s, loss=0.3702, top1-acc=88.03%, top5-acc=99.43%, remaining_time=0:00:00.503380, arrival_time=2021-04-10 01:49:13.429185, cost_time=0:00:00.503376 2021-04-10 01:49:13,149 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=2.50ms, fps=11462 images/s, loss=0.3938, top1-acc=87.66%, top5-acc=99.43%, remaining_time=0:00:00.242390, arrival_time=2021-04-10 01:49:13.392004, cost_time=0:00:00.727177 2021-04-10 01:49:13,360 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.10ms, fps=11024 images/s, loss=0.3850, top1-acc=87.85%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:13.360520, cost_time=0:00:00.938117 2021-04-10 01:49:13,412 INFO : Epoch=0108 complete, best val top1-acc=87.85%, top5-acc=99.45% (epoch=108), remaining_time=0:22:58.037456, arrival_time=2021-04-10 02:12:11.449468, cost_time=0:26:57.696137 2021-04-10 01:49:13,412 INFO : Train start, epoch=0109, lr=0.043733 2021-04-10 01:49:14,326 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=0.51ms, fps=2804 images/s, loss=0.1963, top1-acc=93.12%, top5-acc=99.96%, remaining_time=0:00:16.983288, arrival_time=2021-04-10 01:49:31.309388, cost_time=0:00:00.913078 2021-04-10 01:49:15,028 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.37ms, fps=3645 images/s, loss=0.1826, top1-acc=93.69%, top5-acc=99.94%, remaining_time=0:00:14.219568, arrival_time=2021-04-10 01:49:29.248457, cost_time=0:00:01.615863 2021-04-10 01:49:15,760 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.94ms, fps=3499 images/s, loss=0.1829, top1-acc=93.65%, top5-acc=99.92%, remaining_time=0:00:12.991492, arrival_time=2021-04-10 01:49:28.752366, cost_time=0:00:02.347856 2021-04-10 01:49:16,456 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.45ms, fps=3684 images/s, loss=0.1815, top1-acc=93.79%, top5-acc=99.91%, remaining_time=0:00:11.868168, arrival_time=2021-04-10 01:49:28.324310, cost_time=0:00:03.043114 2021-04-10 01:49:17,154 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.45ms, fps=3667 images/s, loss=0.1794, top1-acc=93.80%, top5-acc=99.91%, remaining_time=0:00:10.925764, arrival_time=2021-04-10 01:49:28.080510, cost_time=0:00:03.741717 2021-04-10 01:49:17,849 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.50ms, fps=3685 images/s, loss=0.1799, top1-acc=93.79%, top5-acc=99.90%, remaining_time=0:00:10.056928, arrival_time=2021-04-10 01:49:27.906865, cost_time=0:00:04.436910 2021-04-10 01:49:18,593 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.96ms, fps=3444 images/s, loss=0.1827, top1-acc=93.66%, top5-acc=99.89%, remaining_time=0:00:09.325008, arrival_time=2021-04-10 01:49:27.918617, cost_time=0:00:05.180535 2021-04-10 01:49:19,300 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=2.11ms, fps=3626 images/s, loss=0.1814, top1-acc=93.66%, top5-acc=99.90%, remaining_time=0:00:08.536208, arrival_time=2021-04-10 01:49:27.836392, cost_time=0:00:05.887071 2021-04-10 01:49:20,016 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.96ms, fps=3578 images/s, loss=0.1830, top1-acc=93.62%, top5-acc=99.91%, remaining_time=0:00:07.777114, arrival_time=2021-04-10 01:49:27.793360, cost_time=0:00:06.603173 2021-04-10 01:49:20,719 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.56ms, fps=3642 images/s, loss=0.1838, top1-acc=93.63%, top5-acc=99.91%, remaining_time=0:00:07.014528, arrival_time=2021-04-10 01:49:27.734403, cost_time=0:00:07.306750 2021-04-10 01:49:21,414 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.60ms, fps=3691 images/s, loss=0.1829, top1-acc=93.65%, top5-acc=99.92%, remaining_time=0:00:06.255296, arrival_time=2021-04-10 01:49:27.669281, cost_time=0:00:08.000961 2021-04-10 01:49:22,128 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=2.25ms, fps=3586 images/s, loss=0.1827, top1-acc=93.64%, top5-acc=99.92%, remaining_time=0:00:05.519576, arrival_time=2021-04-10 01:49:27.647972, cost_time=0:00:08.715148 2021-04-10 01:49:22,848 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=2.42ms, fps=3558 images/s, loss=0.1834, top1-acc=93.58%, top5-acc=99.92%, remaining_time=0:00:04.790412, arrival_time=2021-04-10 01:49:27.639199, cost_time=0:00:09.435673 2021-04-10 01:49:23,547 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.90ms, fps=3665 images/s, loss=0.1848, top1-acc=93.53%, top5-acc=99.92%, remaining_time=0:00:04.053896, arrival_time=2021-04-10 01:49:27.601746, cost_time=0:00:10.134784 2021-04-10 01:49:24,267 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=2.08ms, fps=3562 images/s, loss=0.1863, top1-acc=93.47%, top5-acc=99.91%, remaining_time=0:00:03.328606, arrival_time=2021-04-10 01:49:27.595840, cost_time=0:00:10.854115 2021-04-10 01:49:24,961 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=2.78ms, fps=3691 images/s, loss=0.1862, top1-acc=93.46%, top5-acc=99.91%, remaining_time=0:00:02.598372, arrival_time=2021-04-10 01:49:27.559820, cost_time=0:00:11.548335 2021-04-10 01:49:25,663 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.99ms, fps=3651 images/s, loss=0.1877, top1-acc=93.39%, top5-acc=99.91%, remaining_time=0:00:01.873534, arrival_time=2021-04-10 01:49:27.536735, cost_time=0:00:12.250101 2021-04-10 01:49:26,363 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.37ms, fps=3662 images/s, loss=0.1883, top1-acc=93.38%, top5-acc=99.90%, remaining_time=0:00:01.151088, arrival_time=2021-04-10 01:49:27.514020, cost_time=0:00:12.949682 2021-04-10 01:49:27,076 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.89ms, fps=3592 images/s, loss=0.1887, top1-acc=93.36%, top5-acc=99.90%, remaining_time=0:00:00.431472, arrival_time=2021-04-10 01:49:27.507853, cost_time=0:00:13.663345 2021-04-10 01:49:27,449 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=0.08ms, fps=3654 images/s, loss=0.1887, top1-acc=93.36%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:27.448994, cost_time=0:00:14.035982 2021-04-10 01:49:27,751 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=0.31ms, fps=8511 images/s, loss=0.5229, top1-acc=84.41%, top5-acc=99.41%, remaining_time=0:00:00.902310, arrival_time=2021-04-10 01:49:28.653572, cost_time=0:00:00.300766 2021-04-10 01:49:28,001 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=0.18ms, fps=10271 images/s, loss=0.5148, top1-acc=84.63%, top5-acc=99.32%, remaining_time=0:00:00.550740, arrival_time=2021-04-10 01:49:28.551892, cost_time=0:00:00.550741 2021-04-10 01:49:28,270 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=0.19ms, fps=9526 images/s, loss=0.5059, top1-acc=84.97%, top5-acc=99.43%, remaining_time=0:00:00.273330, arrival_time=2021-04-10 01:49:28.543682, cost_time=0:00:00.819998 2021-04-10 01:49:28,454 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.08ms, fps=12637 images/s, loss=0.4965, top1-acc=85.11%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:28.454259, cost_time=0:00:01.003933 2021-04-10 01:49:28,483 INFO : Epoch=0109 complete, best val top1-acc=87.85%, top5-acc=99.45% (epoch=108), remaining_time=0:22:43.135956, arrival_time=2021-04-10 02:12:11.619071, cost_time=0:27:12.767252 2021-04-10 01:49:28,483 INFO : Train start, epoch=0110, lr=0.042955 2021-04-10 01:49:29,413 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=0.48ms, fps=2753 images/s, loss=0.1831, top1-acc=93.55%, top5-acc=99.80%, remaining_time=0:00:17.295954, arrival_time=2021-04-10 01:49:46.709654, cost_time=0:00:00.929886 2021-04-10 01:49:30,109 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.99ms, fps=3684 images/s, loss=0.1717, top1-acc=93.95%, top5-acc=99.90%, remaining_time=0:00:14.301936, arrival_time=2021-04-10 01:49:44.410988, cost_time=0:00:01.625221 2021-04-10 01:49:30,812 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.88ms, fps=3640 images/s, loss=0.1776, top1-acc=93.71%, top5-acc=99.92%, remaining_time=0:00:12.887576, arrival_time=2021-04-10 01:49:43.700474, cost_time=0:00:02.329074 2021-04-10 01:49:31,504 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.75ms, fps=3704 images/s, loss=0.1782, top1-acc=93.73%, top5-acc=99.94%, remaining_time=0:00:11.780496, arrival_time=2021-04-10 01:49:43.284951, cost_time=0:00:03.020632 2021-04-10 01:49:32,202 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=2.09ms, fps=3668 images/s, loss=0.1750, top1-acc=93.92%, top5-acc=99.95%, remaining_time=0:00:10.859188, arrival_time=2021-04-10 01:49:43.061950, cost_time=0:00:03.718905 2021-04-10 01:49:32,905 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.40ms, fps=3647 images/s, loss=0.1777, top1-acc=93.77%, top5-acc=99.95%, remaining_time=0:00:10.021840, arrival_time=2021-04-10 01:49:42.927083, cost_time=0:00:04.421420 2021-04-10 01:49:33,598 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=2.01ms, fps=3693 images/s, loss=0.1825, top1-acc=93.63%, top5-acc=99.92%, remaining_time=0:00:09.206946, arrival_time=2021-04-10 01:49:42.805774, cost_time=0:00:05.114940 2021-04-10 01:49:34,299 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=2.00ms, fps=3657 images/s, loss=0.1830, top1-acc=93.62%, top5-acc=99.91%, remaining_time=0:00:08.432736, arrival_time=2021-04-10 01:49:42.732286, cost_time=0:00:05.815653 2021-04-10 01:49:35,005 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=2.08ms, fps=3632 images/s, loss=0.1827, top1-acc=93.70%, top5-acc=99.90%, remaining_time=0:00:07.680442, arrival_time=2021-04-10 01:49:42.685652, cost_time=0:00:06.521163 2021-04-10 01:49:35,698 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.55ms, fps=3696 images/s, loss=0.1833, top1-acc=93.67%, top5-acc=99.90%, remaining_time=0:00:06.926208, arrival_time=2021-04-10 01:49:42.624794, cost_time=0:00:07.214753 2021-04-10 01:49:36,396 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=2.65ms, fps=3673 images/s, loss=0.1821, top1-acc=93.70%, top5-acc=99.90%, remaining_time=0:00:06.185894, arrival_time=2021-04-10 01:49:42.582079, cost_time=0:00:07.912206 2021-04-10 01:49:37,091 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=2.11ms, fps=3684 images/s, loss=0.1827, top1-acc=93.64%, top5-acc=99.89%, remaining_time=0:00:05.451632, arrival_time=2021-04-10 01:49:42.543387, cost_time=0:00:08.607872 2021-04-10 01:49:37,792 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=2.05ms, fps=3657 images/s, loss=0.1827, top1-acc=93.67%, top5-acc=99.89%, remaining_time=0:00:04.725864, arrival_time=2021-04-10 01:49:42.518176, cost_time=0:00:09.308488 2021-04-10 01:49:38,495 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=2.03ms, fps=3645 images/s, loss=0.1830, top1-acc=93.66%, top5-acc=99.89%, remaining_time=0:00:04.004504, arrival_time=2021-04-10 01:49:42.499718, cost_time=0:00:10.011231 2021-04-10 01:49:39,193 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.62ms, fps=3668 images/s, loss=0.1832, top1-acc=93.64%, top5-acc=99.89%, remaining_time=0:00:03.284400, arrival_time=2021-04-10 01:49:42.478326, cost_time=0:00:10.710058 2021-04-10 01:49:39,899 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.86ms, fps=3633 images/s, loss=0.1843, top1-acc=93.61%, top5-acc=99.89%, remaining_time=0:00:02.568456, arrival_time=2021-04-10 01:49:42.467659, cost_time=0:00:11.415340 2021-04-10 01:49:40,599 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.43ms, fps=3661 images/s, loss=0.1832, top1-acc=93.65%, top5-acc=99.90%, remaining_time=0:00:01.852916, arrival_time=2021-04-10 01:49:42.451976, cost_time=0:00:12.115147 2021-04-10 01:49:41,292 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.35ms, fps=3697 images/s, loss=0.1837, top1-acc=93.62%, top5-acc=99.90%, remaining_time=0:00:01.138512, arrival_time=2021-04-10 01:49:42.430645, cost_time=0:00:12.808315 2021-04-10 01:49:41,987 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.29ms, fps=3686 images/s, loss=0.1843, top1-acc=93.64%, top5-acc=99.90%, remaining_time=0:00:00.426414, arrival_time=2021-04-10 01:49:42.413369, cost_time=0:00:13.503139 2021-04-10 01:49:42,361 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.30ms, fps=3640 images/s, loss=0.1841, top1-acc=93.65%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:42.361112, cost_time=0:00:13.877222 2021-04-10 01:49:42,683 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=11.03ms, fps=7974 images/s, loss=0.4022, top1-acc=87.58%, top5-acc=99.37%, remaining_time=0:00:00.963060, arrival_time=2021-04-10 01:49:43.646331, cost_time=0:00:00.321018 2021-04-10 01:49:42,918 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=0.29ms, fps=10921 images/s, loss=0.4224, top1-acc=86.76%, top5-acc=99.45%, remaining_time=0:00:00.555940, arrival_time=2021-04-10 01:49:43.474112, cost_time=0:00:00.555944 2021-04-10 01:49:43,142 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.80ms, fps=11447 images/s, loss=0.4248, top1-acc=86.64%, top5-acc=99.49%, remaining_time=0:00:00.260020, arrival_time=2021-04-10 01:49:43.402261, cost_time=0:00:00.780056 2021-04-10 01:49:43,317 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.05ms, fps=13244 images/s, loss=0.4420, top1-acc=86.57%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:43.317726, cost_time=0:00:00.955558 2021-04-10 01:49:43,344 INFO : Epoch=0110 complete, best val top1-acc=87.85%, top5-acc=99.45% (epoch=108), remaining_time=0:22:28.059600, arrival_time=2021-04-10 02:12:11.403868, cost_time=0:27:27.628420 2021-04-10 01:49:43,344 INFO : Train start, epoch=0111, lr=0.042178 2021-04-10 01:49:44,218 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=2.32ms, fps=2930 images/s, loss=0.1767, top1-acc=93.91%, top5-acc=99.92%, remaining_time=0:00:16.250262, arrival_time=2021-04-10 01:50:00.468845, cost_time=0:00:00.873673 2021-04-10 01:49:44,937 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=17.06ms, fps=3565 images/s, loss=0.1704, top1-acc=94.18%, top5-acc=99.90%, remaining_time=0:00:14.012064, arrival_time=2021-04-10 01:49:58.949254, cost_time=0:00:01.592276 2021-04-10 01:49:45,643 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.86ms, fps=3629 images/s, loss=0.1699, top1-acc=94.13%, top5-acc=99.93%, remaining_time=0:00:12.716928, arrival_time=2021-04-10 01:49:58.360078, cost_time=0:00:02.298248 2021-04-10 01:49:46,343 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.89ms, fps=3659 images/s, loss=0.1722, top1-acc=94.04%, top5-acc=99.90%, remaining_time=0:00:11.693760, arrival_time=2021-04-10 01:49:58.037033, cost_time=0:00:02.998413 2021-04-10 01:49:47,040 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=2.11ms, fps=3676 images/s, loss=0.1759, top1-acc=93.80%, top5-acc=99.88%, remaining_time=0:00:10.790276, arrival_time=2021-04-10 01:49:57.830426, cost_time=0:00:03.695284 2021-04-10 01:49:47,741 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=2.18ms, fps=3653 images/s, loss=0.1782, top1-acc=93.74%, top5-acc=99.88%, remaining_time=0:00:09.965536, arrival_time=2021-04-10 01:49:57.707034, cost_time=0:00:04.396588 2021-04-10 01:49:48,436 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.47ms, fps=3688 images/s, loss=0.1786, top1-acc=93.73%, top5-acc=99.89%, remaining_time=0:00:09.164358, arrival_time=2021-04-10 01:49:57.600573, cost_time=0:00:05.091325 2021-04-10 01:49:49,157 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.74ms, fps=3555 images/s, loss=0.1794, top1-acc=93.73%, top5-acc=99.89%, remaining_time=0:00:08.427284, arrival_time=2021-04-10 01:49:57.584329, cost_time=0:00:05.811935 2021-04-10 01:49:49,851 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=2.20ms, fps=3692 images/s, loss=0.1818, top1-acc=93.68%, top5-acc=99.90%, remaining_time=0:00:07.662952, arrival_time=2021-04-10 01:49:57.514159, cost_time=0:00:06.506264 2021-04-10 01:49:50,557 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.65ms, fps=3653 images/s, loss=0.1839, top1-acc=93.62%, top5-acc=99.89%, remaining_time=0:00:06.919296, arrival_time=2021-04-10 01:49:57.476918, cost_time=0:00:07.207612 2021-04-10 01:49:51,263 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=2.14ms, fps=3633 images/s, loss=0.1856, top1-acc=93.56%, top5-acc=99.89%, remaining_time=0:00:06.190882, arrival_time=2021-04-10 01:49:57.454369, cost_time=0:00:07.918546 2021-04-10 01:49:51,961 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.84ms, fps=3669 images/s, loss=0.1853, top1-acc=93.54%, top5-acc=99.89%, remaining_time=0:00:05.457256, arrival_time=2021-04-10 01:49:57.418901, cost_time=0:00:08.616731 2021-04-10 01:49:52,662 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.99ms, fps=3655 images/s, loss=0.1863, top1-acc=93.48%, top5-acc=99.89%, remaining_time=0:00:04.730550, arrival_time=2021-04-10 01:49:57.393351, cost_time=0:00:09.317781 2021-04-10 01:49:53,366 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.56ms, fps=3643 images/s, loss=0.1872, top1-acc=93.46%, top5-acc=99.89%, remaining_time=0:00:04.008480, arrival_time=2021-04-10 01:49:57.374649, cost_time=0:00:10.021259 2021-04-10 01:49:54,072 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.66ms, fps=3631 images/s, loss=0.1873, top1-acc=93.41%, top5-acc=99.90%, remaining_time=0:00:03.289552, arrival_time=2021-04-10 01:49:57.361495, cost_time=0:00:10.726866 2021-04-10 01:49:54,778 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.89ms, fps=3629 images/s, loss=0.1873, top1-acc=93.40%, top5-acc=99.89%, remaining_time=0:00:02.572488, arrival_time=2021-04-10 01:49:57.350759, cost_time=0:00:11.433356 2021-04-10 01:49:55,481 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.63ms, fps=3646 images/s, loss=0.1886, top1-acc=93.38%, top5-acc=99.89%, remaining_time=0:00:01.856114, arrival_time=2021-04-10 01:49:57.337099, cost_time=0:00:12.136075 2021-04-10 01:49:56,175 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.90ms, fps=3687 images/s, loss=0.1891, top1-acc=93.37%, top5-acc=99.89%, remaining_time=0:00:01.140528, arrival_time=2021-04-10 01:49:57.316430, cost_time=0:00:12.830947 2021-04-10 01:49:56,878 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.45ms, fps=3646 images/s, loss=0.1894, top1-acc=93.37%, top5-acc=99.89%, remaining_time=0:00:00.427380, arrival_time=2021-04-10 01:49:57.306046, cost_time=0:00:13.533761 2021-04-10 01:49:57,253 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=0.08ms, fps=3635 images/s, loss=0.1910, top1-acc=93.35%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:57.253340, cost_time=0:00:13.908489 2021-04-10 01:49:57,580 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=50.99ms, fps=7853 images/s, loss=0.4465, top1-acc=86.09%, top5-acc=99.45%, remaining_time=0:00:00.977910, arrival_time=2021-04-10 01:49:58.558189, cost_time=0:00:00.325970 2021-04-10 01:49:57,803 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=6.91ms, fps=11478 images/s, loss=0.4528, top1-acc=85.80%, top5-acc=99.45%, remaining_time=0:00:00.549500, arrival_time=2021-04-10 01:49:58.353300, cost_time=0:00:00.549493 2021-04-10 01:49:58,044 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=9.04ms, fps=10656 images/s, loss=0.4605, top1-acc=85.73%, top5-acc=99.37%, remaining_time=0:00:00.263400, arrival_time=2021-04-10 01:49:58.308024, cost_time=0:00:00.790200 2021-04-10 01:49:58,237 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.06ms, fps=12044 images/s, loss=0.4557, top1-acc=85.65%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:58.237837, cost_time=0:00:00.983597 2021-04-10 01:49:58,292 INFO : Epoch=0111 complete, best val top1-acc=87.85%, top5-acc=99.45% (epoch=108), remaining_time=0:22:13.056952, arrival_time=2021-04-10 02:12:11.349479, cost_time=0:27:42.576641 2021-04-10 01:49:58,293 INFO : Train start, epoch=0112, lr=0.041404 2021-04-10 01:49:59,216 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=0.36ms, fps=2773 images/s, loss=0.2177, top1-acc=92.62%, top5-acc=99.88%, remaining_time=0:00:17.170590, arrival_time=2021-04-10 01:50:16.387054, cost_time=0:00:00.923154 2021-04-10 01:49:59,924 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=2.69ms, fps=3619 images/s, loss=0.1971, top1-acc=93.36%, top5-acc=99.88%, remaining_time=0:00:14.353680, arrival_time=2021-04-10 01:50:14.278085, cost_time=0:00:01.631095 2021-04-10 01:50:00,629 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.91ms, fps=3633 images/s, loss=0.1939, top1-acc=93.41%, top5-acc=99.88%, remaining_time=0:00:12.927084, arrival_time=2021-04-10 01:50:13.556578, cost_time=0:00:02.336226 2021-04-10 01:50:01,327 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.61ms, fps=3672 images/s, loss=0.1858, top1-acc=93.78%, top5-acc=99.89%, remaining_time=0:00:11.831508, arrival_time=2021-04-10 01:50:13.158524, cost_time=0:00:03.033705 2021-04-10 01:50:02,028 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.75ms, fps=3652 images/s, loss=0.1803, top1-acc=93.96%, top5-acc=99.89%, remaining_time=0:00:10.906930, arrival_time=2021-04-10 01:50:12.935515, cost_time=0:00:03.735270 2021-04-10 01:50:02,728 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.88ms, fps=3658 images/s, loss=0.1817, top1-acc=93.90%, top5-acc=99.87%, remaining_time=0:00:10.053936, arrival_time=2021-04-10 01:50:12.782837, cost_time=0:00:04.435587 2021-04-10 01:50:03,421 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.97ms, fps=3698 images/s, loss=0.1822, top1-acc=93.90%, top5-acc=99.88%, remaining_time=0:00:09.231012, arrival_time=2021-04-10 01:50:12.652695, cost_time=0:00:05.128354 2021-04-10 01:50:04,116 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.50ms, fps=3689 images/s, loss=0.1844, top1-acc=93.82%, top5-acc=99.89%, remaining_time=0:00:08.443176, arrival_time=2021-04-10 01:50:12.559325, cost_time=0:00:05.822886 2021-04-10 01:50:04,834 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.93ms, fps=3565 images/s, loss=0.1850, top1-acc=93.74%, top5-acc=99.90%, remaining_time=0:00:07.704186, arrival_time=2021-04-10 01:50:12.538757, cost_time=0:00:06.541304 2021-04-10 01:50:05,533 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.34ms, fps=3667 images/s, loss=0.1878, top1-acc=93.64%, top5-acc=99.89%, remaining_time=0:00:06.950208, arrival_time=2021-04-10 01:50:12.483272, cost_time=0:00:07.239777 2021-04-10 01:50:06,231 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.43ms, fps=3670 images/s, loss=0.1877, top1-acc=93.64%, top5-acc=99.89%, remaining_time=0:00:06.205932, arrival_time=2021-04-10 01:50:12.437158, cost_time=0:00:07.937816 2021-04-10 01:50:06,936 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.92ms, fps=3634 images/s, loss=0.1867, top1-acc=93.65%, top5-acc=99.89%, remaining_time=0:00:05.473900, arrival_time=2021-04-10 01:50:12.410257, cost_time=0:00:08.643024 2021-04-10 01:50:07,637 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=2.18ms, fps=3654 images/s, loss=0.1866, top1-acc=93.65%, top5-acc=99.89%, remaining_time=0:00:04.743948, arrival_time=2021-04-10 01:50:12.381455, cost_time=0:00:09.344194 2021-04-10 01:50:08,333 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.84ms, fps=3683 images/s, loss=0.1858, top1-acc=93.66%, top5-acc=99.89%, remaining_time=0:00:04.015984, arrival_time=2021-04-10 01:50:12.349168, cost_time=0:00:10.039931 2021-04-10 01:50:09,024 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.44ms, fps=3703 images/s, loss=0.1859, top1-acc=93.65%, top5-acc=99.89%, remaining_time=0:00:03.291024, arrival_time=2021-04-10 01:50:12.315911, cost_time=0:00:10.731617 2021-04-10 01:50:09,729 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=2.07ms, fps=3636 images/s, loss=0.1868, top1-acc=93.60%, top5-acc=99.89%, remaining_time=0:00:02.573136, arrival_time=2021-04-10 01:50:12.302630, cost_time=0:00:11.436086 2021-04-10 01:50:10,421 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.46ms, fps=3704 images/s, loss=0.1867, top1-acc=93.59%, top5-acc=99.89%, remaining_time=0:00:01.854866, arrival_time=2021-04-10 01:50:12.276191, cost_time=0:00:12.128001 2021-04-10 01:50:11,119 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.40ms, fps=3669 images/s, loss=0.1861, top1-acc=93.60%, top5-acc=99.89%, remaining_time=0:00:01.140128, arrival_time=2021-04-10 01:50:12.259766, cost_time=0:00:12.826366 2021-04-10 01:50:11,815 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.35ms, fps=3683 images/s, loss=0.1854, top1-acc=93.61%, top5-acc=99.89%, remaining_time=0:00:00.427002, arrival_time=2021-04-10 01:50:12.242099, cost_time=0:00:13.521822 2021-04-10 01:50:12,188 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=0.08ms, fps=3646 images/s, loss=0.1858, top1-acc=93.60%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:12.188565, cost_time=0:00:13.895305 2021-04-10 01:50:12,577 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=35.29ms, fps=6610 images/s, loss=0.3971, top1-acc=86.84%, top5-acc=99.57%, remaining_time=0:00:01.161810, arrival_time=2021-04-10 01:50:13.738740, cost_time=0:00:00.387271 2021-04-10 01:50:12,815 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=0.47ms, fps=10764 images/s, loss=0.4066, top1-acc=86.48%, top5-acc=99.59%, remaining_time=0:00:00.625880, arrival_time=2021-04-10 01:50:13.441258, cost_time=0:00:00.625870 2021-04-10 01:50:13,091 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=38.58ms, fps=9292 images/s, loss=0.3899, top1-acc=87.17%, top5-acc=99.60%, remaining_time=0:00:00.300590, arrival_time=2021-04-10 01:50:13.391834, cost_time=0:00:00.901757 2021-04-10 01:50:13,272 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.08ms, fps=12832 images/s, loss=0.3978, top1-acc=87.26%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:13.272354, cost_time=0:00:01.082878 2021-04-10 01:50:13,299 INFO : Epoch=0112 complete, best val top1-acc=87.85%, top5-acc=99.45% (epoch=108), remaining_time=0:21:58.101488, arrival_time=2021-04-10 02:12:11.401090, cost_time=0:27:57.583748 2021-04-10 01:50:13,300 INFO : Train start, epoch=0113, lr=0.040631 2021-04-10 01:50:14,207 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=0.25ms, fps=2822 images/s, loss=0.1829, top1-acc=93.95%, top5-acc=99.96%, remaining_time=0:00:16.875594, arrival_time=2021-04-10 01:50:31.083149, cost_time=0:00:00.907289 2021-04-10 01:50:14,898 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.54ms, fps=3709 images/s, loss=0.1809, top1-acc=94.10%, top5-acc=99.90%, remaining_time=0:00:14.062048, arrival_time=2021-04-10 01:50:28.960325, cost_time=0:00:01.597961 2021-04-10 01:50:15,615 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=2.13ms, fps=3570 images/s, loss=0.1791, top1-acc=94.06%, top5-acc=99.92%, remaining_time=0:00:12.812544, arrival_time=2021-04-10 01:50:28.428367, cost_time=0:00:02.315509 2021-04-10 01:50:16,316 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.34ms, fps=3656 images/s, loss=0.1743, top1-acc=94.24%, top5-acc=99.93%, remaining_time=0:00:11.763336, arrival_time=2021-04-10 01:50:28.079881, cost_time=0:00:03.016230 2021-04-10 01:50:17,027 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.53ms, fps=3601 images/s, loss=0.1728, top1-acc=94.23%, top5-acc=99.92%, remaining_time=0:00:10.884592, arrival_time=2021-04-10 01:50:27.912478, cost_time=0:00:03.727621 2021-04-10 01:50:17,716 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.46ms, fps=3721 images/s, loss=0.1718, top1-acc=94.16%, top5-acc=99.92%, remaining_time=0:00:10.009736, arrival_time=2021-04-10 01:50:27.726125, cost_time=0:00:04.416071 2021-04-10 01:50:18,418 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=2.81ms, fps=3648 images/s, loss=0.1729, top1-acc=94.06%, top5-acc=99.91%, remaining_time=0:00:09.213246, arrival_time=2021-04-10 01:50:27.632047, cost_time=0:00:05.118472 2021-04-10 01:50:19,121 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.55ms, fps=3647 images/s, loss=0.1732, top1-acc=94.03%, top5-acc=99.91%, remaining_time=0:00:08.441088, arrival_time=2021-04-10 01:50:27.562930, cost_time=0:00:05.821438 2021-04-10 01:50:19,844 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.39ms, fps=3547 images/s, loss=0.1751, top1-acc=93.96%, top5-acc=99.90%, remaining_time=0:00:07.707578, arrival_time=2021-04-10 01:50:27.552225, cost_time=0:00:06.544136 2021-04-10 01:50:20,537 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.44ms, fps=3697 images/s, loss=0.1773, top1-acc=93.91%, top5-acc=99.89%, remaining_time=0:00:06.948096, arrival_time=2021-04-10 01:50:27.486016, cost_time=0:00:07.237584 2021-04-10 01:50:21,234 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.60ms, fps=3681 images/s, loss=0.1770, top1-acc=93.91%, top5-acc=99.89%, remaining_time=0:00:06.202750, arrival_time=2021-04-10 01:50:27.436851, cost_time=0:00:07.933740 2021-04-10 01:50:21,932 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.53ms, fps=3668 images/s, loss=0.1774, top1-acc=93.89%, top5-acc=99.89%, remaining_time=0:00:05.467136, arrival_time=2021-04-10 01:50:27.399700, cost_time=0:00:08.632269 2021-04-10 01:50:22,636 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.88ms, fps=3643 images/s, loss=0.1797, top1-acc=93.80%, top5-acc=99.89%, remaining_time=0:00:04.739460, arrival_time=2021-04-10 01:50:27.375356, cost_time=0:00:09.335340 2021-04-10 01:50:23,332 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.55ms, fps=3679 images/s, loss=0.1813, top1-acc=93.75%, top5-acc=99.89%, remaining_time=0:00:04.012904, arrival_time=2021-04-10 01:50:27.345538, cost_time=0:00:10.032290 2021-04-10 01:50:24,035 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=2.03ms, fps=3647 images/s, loss=0.1822, top1-acc=93.73%, top5-acc=99.90%, remaining_time=0:00:03.292036, arrival_time=2021-04-10 01:50:27.327284, cost_time=0:00:10.734941 2021-04-10 01:50:24,741 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.54ms, fps=3631 images/s, loss=0.1821, top1-acc=93.74%, top5-acc=99.90%, remaining_time=0:00:02.574144, arrival_time=2021-04-10 01:50:27.315170, cost_time=0:00:11.440607 2021-04-10 01:50:25,441 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.63ms, fps=3660 images/s, loss=0.1824, top1-acc=93.72%, top5-acc=99.90%, remaining_time=0:00:01.856842, arrival_time=2021-04-10 01:50:27.298002, cost_time=0:00:12.140840 2021-04-10 01:50:26,144 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.75ms, fps=3645 images/s, loss=0.1823, top1-acc=93.70%, top5-acc=99.91%, remaining_time=0:00:01.141680, arrival_time=2021-04-10 01:50:27.285845, cost_time=0:00:12.843845 2021-04-10 01:50:26,846 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.68ms, fps=3647 images/s, loss=0.1825, top1-acc=93.68%, top5-acc=99.91%, remaining_time=0:00:00.427782, arrival_time=2021-04-10 01:50:27.274500, cost_time=0:00:13.546358 2021-04-10 01:50:27,223 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=0.11ms, fps=3611 images/s, loss=0.1828, top1-acc=93.64%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:27.223894, cost_time=0:00:13.923619 2021-04-10 01:50:27,541 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=2.28ms, fps=8091 images/s, loss=0.4163, top1-acc=87.15%, top5-acc=99.61%, remaining_time=0:00:00.949200, arrival_time=2021-04-10 01:50:28.490618, cost_time=0:00:00.316404 2021-04-10 01:50:27,763 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=0.29ms, fps=11552 images/s, loss=0.4363, top1-acc=86.82%, top5-acc=99.41%, remaining_time=0:00:00.538460, arrival_time=2021-04-10 01:50:28.301931, cost_time=0:00:00.538456 2021-04-10 01:50:28,009 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=0.18ms, fps=10440 images/s, loss=0.4481, top1-acc=86.38%, top5-acc=99.44%, remaining_time=0:00:00.261380, arrival_time=2021-04-10 01:50:28.270476, cost_time=0:00:00.784127 2021-04-10 01:50:28,216 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.09ms, fps=11202 images/s, loss=0.4454, top1-acc=86.29%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:28.216590, cost_time=0:00:00.991558 2021-04-10 01:50:28,243 INFO : Epoch=0113 complete, best val top1-acc=87.85%, top5-acc=99.45% (epoch=108), remaining_time=0:21:43.096266, arrival_time=2021-04-10 02:12:11.339474, cost_time=0:28:12.527354 2021-04-10 01:50:28,243 INFO : Train start, epoch=0114, lr=0.039861 2021-04-10 01:50:29,115 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.75ms, fps=2939 images/s, loss=0.1792, top1-acc=93.91%, top5-acc=99.92%, remaining_time=0:00:16.202460, arrival_time=2021-04-10 01:50:45.317451, cost_time=0:00:00.871096 2021-04-10 01:50:29,816 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=2.02ms, fps=3650 images/s, loss=0.1742, top1-acc=93.93%, top5-acc=99.88%, remaining_time=0:00:13.842048, arrival_time=2021-04-10 01:50:43.658853, cost_time=0:00:01.572952 2021-04-10 01:50:30,523 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.55ms, fps=3627 images/s, loss=0.1748, top1-acc=93.95%, top5-acc=99.87%, remaining_time=0:00:12.611352, arrival_time=2021-04-10 01:50:43.134352, cost_time=0:00:02.279156 2021-04-10 01:50:31,217 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.91ms, fps=3689 images/s, loss=0.1728, top1-acc=94.10%, top5-acc=99.88%, remaining_time=0:00:11.596572, arrival_time=2021-04-10 01:50:42.813954, cost_time=0:00:02.973486 2021-04-10 01:50:31,923 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=2.14ms, fps=3629 images/s, loss=0.1721, top1-acc=94.14%, top5-acc=99.90%, remaining_time=0:00:10.744140, arrival_time=2021-04-10 01:50:42.667481, cost_time=0:00:03.679489 2021-04-10 01:50:32,618 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.81ms, fps=3683 images/s, loss=0.1688, top1-acc=94.22%, top5-acc=99.91%, remaining_time=0:00:09.916440, arrival_time=2021-04-10 01:50:42.535249, cost_time=0:00:04.374910 2021-04-10 01:50:33,322 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.45ms, fps=3639 images/s, loss=0.1685, top1-acc=94.18%, top5-acc=99.91%, remaining_time=0:00:09.142056, arrival_time=2021-04-10 01:50:42.464838, cost_time=0:00:05.078893 2021-04-10 01:50:34,019 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.50ms, fps=3679 images/s, loss=0.1669, top1-acc=94.24%, top5-acc=99.92%, remaining_time=0:00:08.374272, arrival_time=2021-04-10 01:50:42.393615, cost_time=0:00:05.775340 2021-04-10 01:50:34,722 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.73ms, fps=3648 images/s, loss=0.1660, top1-acc=94.28%, top5-acc=99.92%, remaining_time=0:00:07.629456, arrival_time=2021-04-10 01:50:42.351369, cost_time=0:00:06.477839 2021-04-10 01:50:35,440 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.93ms, fps=3569 images/s, loss=0.1668, top1-acc=94.25%, top5-acc=99.93%, remaining_time=0:00:06.908256, arrival_time=2021-04-10 01:50:42.348227, cost_time=0:00:07.196058 2021-04-10 01:50:36,145 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.44ms, fps=3633 images/s, loss=0.1682, top1-acc=94.22%, top5-acc=99.93%, remaining_time=0:00:06.177380, arrival_time=2021-04-10 01:50:42.322665, cost_time=0:00:07.901273 2021-04-10 01:50:36,863 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=2.36ms, fps=3570 images/s, loss=0.1701, top1-acc=94.16%, top5-acc=99.92%, remaining_time=0:00:05.458852, arrival_time=2021-04-10 01:50:42.322087, cost_time=0:00:08.619231 2021-04-10 01:50:37,594 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.76ms, fps=3504 images/s, loss=0.1717, top1-acc=94.06%, top5-acc=99.92%, remaining_time=0:00:04.747248, arrival_time=2021-04-10 01:50:42.341938, cost_time=0:00:09.350673 2021-04-10 01:50:38,289 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.42ms, fps=3688 images/s, loss=0.1719, top1-acc=94.02%, top5-acc=99.91%, remaining_time=0:00:04.018280, arrival_time=2021-04-10 01:50:42.307841, cost_time=0:00:10.045694 2021-04-10 01:50:38,995 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.98ms, fps=3629 images/s, loss=0.1728, top1-acc=93.99%, top5-acc=99.91%, remaining_time=0:00:03.297142, arrival_time=2021-04-10 01:50:42.292672, cost_time=0:00:10.751540 2021-04-10 01:50:39,693 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.50ms, fps=3673 images/s, loss=0.1743, top1-acc=93.94%, top5-acc=99.91%, remaining_time=0:00:02.576088, arrival_time=2021-04-10 01:50:42.269224, cost_time=0:00:11.449225 2021-04-10 01:50:40,390 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.64ms, fps=3676 images/s, loss=0.1755, top1-acc=93.91%, top5-acc=99.91%, remaining_time=0:00:01.857674, arrival_time=2021-04-10 01:50:42.247917, cost_time=0:00:12.146301 2021-04-10 01:50:41,090 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.46ms, fps=3660 images/s, loss=0.1760, top1-acc=93.88%, top5-acc=99.92%, remaining_time=0:00:01.141904, arrival_time=2021-04-10 01:50:42.232260, cost_time=0:00:12.846464 2021-04-10 01:50:41,795 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.41ms, fps=3635 images/s, loss=0.1766, top1-acc=93.85%, top5-acc=99.92%, remaining_time=0:00:00.427938, arrival_time=2021-04-10 01:50:42.223194, cost_time=0:00:13.551328 2021-04-10 01:50:42,167 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=0.08ms, fps=3659 images/s, loss=0.1775, top1-acc=93.83%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:42.167454, cost_time=0:00:13.923606 2021-04-10 01:50:42,486 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.38ms, fps=8059 images/s, loss=0.5093, top1-acc=84.18%, top5-acc=99.37%, remaining_time=0:00:00.952950, arrival_time=2021-04-10 01:50:43.439040, cost_time=0:00:00.317646 2021-04-10 01:50:42,691 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=0.41ms, fps=12472 images/s, loss=0.5188, top1-acc=84.34%, top5-acc=99.22%, remaining_time=0:00:00.523240, arrival_time=2021-04-10 01:50:43.214973, cost_time=0:00:00.523244 2021-04-10 01:50:42,965 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=0.18ms, fps=9357 images/s, loss=0.5354, top1-acc=83.98%, top5-acc=99.24%, remaining_time=0:00:00.265770, arrival_time=2021-04-10 01:50:43.231522, cost_time=0:00:00.797310 2021-04-10 01:50:43,125 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.06ms, fps=14577 images/s, loss=0.5359, top1-acc=83.93%, top5-acc=99.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:43.125221, cost_time=0:00:00.956794 2021-04-10 01:50:43,151 INFO : Epoch=0114 complete, best val top1-acc=87.85%, top5-acc=99.45% (epoch=108), remaining_time=0:21:28.065430, arrival_time=2021-04-10 02:12:11.216804, cost_time=0:28:27.435515 2021-04-10 01:50:43,151 INFO : Train start, epoch=0115, lr=0.039093 2021-04-10 01:50:44,086 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=0.37ms, fps=2739 images/s, loss=0.1794, top1-acc=94.10%, top5-acc=99.92%, remaining_time=0:00:17.381700, arrival_time=2021-04-10 01:51:01.468324, cost_time=0:00:00.934502 2021-04-10 01:50:44,788 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.92ms, fps=3651 images/s, loss=0.1799, top1-acc=93.96%, top5-acc=99.92%, remaining_time=0:00:14.398912, arrival_time=2021-04-10 01:50:59.187314, cost_time=0:00:01.636243 2021-04-10 01:50:45,488 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.96ms, fps=3659 images/s, loss=0.1766, top1-acc=94.11%, top5-acc=99.91%, remaining_time=0:00:12.929242, arrival_time=2021-04-10 01:50:58.417964, cost_time=0:00:02.336620 2021-04-10 01:50:46,190 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.86ms, fps=3651 images/s, loss=0.1724, top1-acc=94.26%, top5-acc=99.91%, remaining_time=0:00:11.849916, arrival_time=2021-04-10 01:50:58.040441, cost_time=0:00:03.038433 2021-04-10 01:50:46,891 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=2.66ms, fps=3654 images/s, loss=0.1748, top1-acc=94.13%, top5-acc=99.91%, remaining_time=0:00:10.919632, arrival_time=2021-04-10 01:50:57.811446, cost_time=0:00:03.739616 2021-04-10 01:50:47,593 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.55ms, fps=3653 images/s, loss=0.1723, top1-acc=94.21%, top5-acc=99.90%, remaining_time=0:00:10.067536, arrival_time=2021-04-10 01:50:57.661220, cost_time=0:00:04.441561 2021-04-10 01:50:48,295 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.54ms, fps=3654 images/s, loss=0.1722, top1-acc=94.17%, top5-acc=99.92%, remaining_time=0:00:09.257220, arrival_time=2021-04-10 01:50:57.552314, cost_time=0:00:05.142871 2021-04-10 01:50:49,001 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=3.06ms, fps=3628 images/s, loss=0.1730, top1-acc=94.15%, top5-acc=99.92%, remaining_time=0:00:08.481456, arrival_time=2021-04-10 01:50:57.482967, cost_time=0:00:05.849306 2021-04-10 01:50:49,699 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.43ms, fps=3672 images/s, loss=0.1729, top1-acc=94.15%, top5-acc=99.93%, remaining_time=0:00:07.711288, arrival_time=2021-04-10 01:50:57.410749, cost_time=0:00:06.547338 2021-04-10 01:50:50,435 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=2.84ms, fps=3480 images/s, loss=0.1733, top1-acc=94.11%, top5-acc=99.94%, remaining_time=0:00:06.992256, arrival_time=2021-04-10 01:50:57.427948, cost_time=0:00:07.283558 2021-04-10 01:50:51,136 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=2.15ms, fps=3657 images/s, loss=0.1736, top1-acc=94.11%, top5-acc=99.93%, remaining_time=0:00:06.242224, arrival_time=2021-04-10 01:50:57.378487, cost_time=0:00:07.984192 2021-04-10 01:50:51,831 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=2.14ms, fps=3685 images/s, loss=0.1738, top1-acc=94.11%, top5-acc=99.92%, remaining_time=0:00:05.496928, arrival_time=2021-04-10 01:50:57.328407, cost_time=0:00:08.679366 2021-04-10 01:50:52,529 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.88ms, fps=3674 images/s, loss=0.1736, top1-acc=94.10%, top5-acc=99.92%, remaining_time=0:00:04.760448, arrival_time=2021-04-10 01:50:57.289326, cost_time=0:00:09.376654 2021-04-10 01:50:53,226 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.94ms, fps=3675 images/s, loss=0.1737, top1-acc=94.08%, top5-acc=99.91%, remaining_time=0:00:04.029648, arrival_time=2021-04-10 01:50:57.255906, cost_time=0:00:10.074148 2021-04-10 01:50:53,926 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=2.08ms, fps=3658 images/s, loss=0.1735, top1-acc=94.10%, top5-acc=99.91%, remaining_time=0:00:03.304226, arrival_time=2021-04-10 01:50:57.230996, cost_time=0:00:10.774630 2021-04-10 01:50:54,632 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.90ms, fps=3630 images/s, loss=0.1761, top1-acc=93.98%, top5-acc=99.91%, remaining_time=0:00:02.583108, arrival_time=2021-04-10 01:50:57.215776, cost_time=0:00:11.480496 2021-04-10 01:50:55,333 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=2.09ms, fps=3659 images/s, loss=0.1778, top1-acc=93.87%, top5-acc=99.91%, remaining_time=0:00:01.862952, arrival_time=2021-04-10 01:50:57.195917, cost_time=0:00:12.180871 2021-04-10 01:50:56,033 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.55ms, fps=3657 images/s, loss=0.1789, top1-acc=93.79%, top5-acc=99.91%, remaining_time=0:00:01.145040, arrival_time=2021-04-10 01:50:57.178858, cost_time=0:00:12.881759 2021-04-10 01:50:56,729 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.42ms, fps=3681 images/s, loss=0.1777, top1-acc=93.85%, top5-acc=99.91%, remaining_time=0:00:00.428766, arrival_time=2021-04-10 01:50:57.158511, cost_time=0:00:13.577612 2021-04-10 01:50:57,107 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.64ms, fps=3605 images/s, loss=0.1785, top1-acc=93.84%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:57.107567, cost_time=0:00:13.955469 2021-04-10 01:50:57,466 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=0.30ms, fps=7165 images/s, loss=0.5230, top1-acc=84.26%, top5-acc=99.26%, remaining_time=0:00:01.071810, arrival_time=2021-04-10 01:50:58.538111, cost_time=0:00:00.357266 2021-04-10 01:50:57,717 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=0.36ms, fps=10217 images/s, loss=0.5080, top1-acc=84.80%, top5-acc=99.24%, remaining_time=0:00:00.608280, arrival_time=2021-04-10 01:50:58.325658, cost_time=0:00:00.608279 2021-04-10 01:50:57,937 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=0.19ms, fps=11641 images/s, loss=0.5191, top1-acc=84.36%, top5-acc=99.32%, remaining_time=0:00:00.276260, arrival_time=2021-04-10 01:50:58.214046, cost_time=0:00:00.828789 2021-04-10 01:50:58,193 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.09ms, fps=9081 images/s, loss=0.4979, top1-acc=84.69%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:58.193692, cost_time=0:00:01.084576 2021-04-10 01:50:58,231 INFO : Epoch=0115 complete, best val top1-acc=87.85%, top5-acc=99.45% (epoch=108), remaining_time=0:21:13.163320, arrival_time=2021-04-10 02:12:11.394331, cost_time=0:28:42.515133 2021-04-10 01:50:58,232 INFO : Train start, epoch=0116, lr=0.038328 2021-04-10 01:50:59,111 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=0.26ms, fps=2910 images/s, loss=0.1738, top1-acc=94.22%, top5-acc=99.96%, remaining_time=0:00:16.362048, arrival_time=2021-04-10 01:51:15.473877, cost_time=0:00:00.879678 2021-04-10 01:50:59,808 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.47ms, fps=3678 images/s, loss=0.1840, top1-acc=93.59%, top5-acc=99.92%, remaining_time=0:00:13.871264, arrival_time=2021-04-10 01:51:13.679665, cost_time=0:00:01.576283 2021-04-10 01:51:00,514 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=2.21ms, fps=3629 images/s, loss=0.1729, top1-acc=93.96%, top5-acc=99.92%, remaining_time=0:00:12.627786, arrival_time=2021-04-10 01:51:13.142035, cost_time=0:00:02.282133 2021-04-10 01:51:01,203 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.90ms, fps=3715 images/s, loss=0.1782, top1-acc=93.86%, top5-acc=99.91%, remaining_time=0:00:11.589864, arrival_time=2021-04-10 01:51:12.793780, cost_time=0:00:02.971760 2021-04-10 01:51:01,903 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.42ms, fps=3664 images/s, loss=0.1789, top1-acc=93.73%, top5-acc=99.92%, remaining_time=0:00:10.719028, arrival_time=2021-04-10 01:51:12.622082, cost_time=0:00:03.670909 2021-04-10 01:51:02,597 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=2.08ms, fps=3690 images/s, loss=0.1770, top1-acc=93.80%, top5-acc=99.93%, remaining_time=0:00:09.894272, arrival_time=2021-04-10 01:51:12.491486, cost_time=0:00:04.365093 2021-04-10 01:51:03,293 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.62ms, fps=3678 images/s, loss=0.1766, top1-acc=93.87%, top5-acc=99.92%, remaining_time=0:00:09.110682, arrival_time=2021-04-10 01:51:12.404320, cost_time=0:00:05.061504 2021-04-10 01:51:03,993 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.53ms, fps=3660 images/s, loss=0.1772, top1-acc=93.87%, top5-acc=99.91%, remaining_time=0:00:08.353972, arrival_time=2021-04-10 01:51:12.347557, cost_time=0:00:05.761380 2021-04-10 01:51:04,689 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.55ms, fps=3680 images/s, loss=0.1774, top1-acc=93.88%, top5-acc=99.91%, remaining_time=0:00:07.605606, arrival_time=2021-04-10 01:51:12.295343, cost_time=0:00:06.457610 2021-04-10 01:51:05,393 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.54ms, fps=3643 images/s, loss=0.1769, top1-acc=93.87%, top5-acc=99.90%, remaining_time=0:00:06.874368, arrival_time=2021-04-10 01:51:12.267362, cost_time=0:00:07.160791 2021-04-10 01:51:06,094 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.55ms, fps=3655 images/s, loss=0.1761, top1-acc=93.93%, top5-acc=99.90%, remaining_time=0:00:06.146592, arrival_time=2021-04-10 01:51:12.240631, cost_time=0:00:07.861920 2021-04-10 01:51:06,794 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.95ms, fps=3661 images/s, loss=0.1780, top1-acc=93.84%, top5-acc=99.90%, remaining_time=0:00:05.422372, arrival_time=2021-04-10 01:51:12.216307, cost_time=0:00:08.561670 2021-04-10 01:51:07,500 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.46ms, fps=3628 images/s, loss=0.1772, top1-acc=93.84%, top5-acc=99.90%, remaining_time=0:00:04.705338, arrival_time=2021-04-10 01:51:12.205631, cost_time=0:00:09.268103 2021-04-10 01:51:08,202 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.78ms, fps=3650 images/s, loss=0.1781, top1-acc=93.77%, top5-acc=99.90%, remaining_time=0:00:03.988096, arrival_time=2021-04-10 01:51:12.190486, cost_time=0:00:09.970188 2021-04-10 01:51:08,900 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.67ms, fps=3670 images/s, loss=0.1766, top1-acc=93.85%, top5-acc=99.90%, remaining_time=0:00:03.271612, arrival_time=2021-04-10 01:51:12.172090, cost_time=0:00:10.668341 2021-04-10 01:51:09,593 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.45ms, fps=3695 images/s, loss=0.1770, top1-acc=93.84%, top5-acc=99.91%, remaining_time=0:00:02.556360, arrival_time=2021-04-10 01:51:12.150072, cost_time=0:00:11.361554 2021-04-10 01:51:10,290 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.80ms, fps=3679 images/s, loss=0.1759, top1-acc=93.88%, top5-acc=99.91%, remaining_time=0:00:01.844154, arrival_time=2021-04-10 01:51:12.134296, cost_time=0:00:12.057943 2021-04-10 01:51:10,983 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.49ms, fps=3697 images/s, loss=0.1754, top1-acc=93.89%, top5-acc=99.91%, remaining_time=0:00:01.133424, arrival_time=2021-04-10 01:51:12.116656, cost_time=0:00:12.751052 2021-04-10 01:51:11,676 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.34ms, fps=3694 images/s, loss=0.1751, top1-acc=93.91%, top5-acc=99.91%, remaining_time=0:00:00.424566, arrival_time=2021-04-10 01:51:12.101272, cost_time=0:00:13.444587 2021-04-10 01:51:12,047 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=0.08ms, fps=3667 images/s, loss=0.1752, top1-acc=93.90%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:12.047922, cost_time=0:00:13.815821 2021-04-10 01:51:12,366 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=26.14ms, fps=8080 images/s, loss=0.4716, top1-acc=85.35%, top5-acc=99.41%, remaining_time=0:00:00.950400, arrival_time=2021-04-10 01:51:13.316284, cost_time=0:00:00.316798 2021-04-10 01:51:12,575 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=2.12ms, fps=12281 images/s, loss=0.4673, top1-acc=85.76%, top5-acc=99.45%, remaining_time=0:00:00.526020, arrival_time=2021-04-10 01:51:13.100976, cost_time=0:00:00.526013 2021-04-10 01:51:12,850 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=26.29ms, fps=9319 images/s, loss=0.4603, top1-acc=86.12%, top5-acc=99.47%, remaining_time=0:00:00.267020, arrival_time=2021-04-10 01:51:13.117075, cost_time=0:00:00.801069 2021-04-10 01:51:13,035 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.08ms, fps=12518 images/s, loss=0.4507, top1-acc=86.21%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:13.035857, cost_time=0:00:00.986903 2021-04-10 01:51:13,083 INFO : Epoch=0116 complete, best val top1-acc=87.85%, top5-acc=99.45% (epoch=108), remaining_time=0:20:58.093956, arrival_time=2021-04-10 02:12:11.177699, cost_time=0:28:57.367843 2021-04-10 01:51:13,084 INFO : Train start, epoch=0117, lr=0.037566 2021-04-10 01:51:13,946 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.56ms, fps=2970 images/s, loss=0.1627, top1-acc=94.53%, top5-acc=99.96%, remaining_time=0:00:16.031154, arrival_time=2021-04-10 01:51:29.977990, cost_time=0:00:00.861890 2021-04-10 01:51:14,653 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.75ms, fps=3624 images/s, loss=0.1717, top1-acc=94.04%, top5-acc=99.88%, remaining_time=0:00:13.806320, arrival_time=2021-04-10 01:51:28.460141, cost_time=0:00:01.568898 2021-04-10 01:51:15,351 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.45ms, fps=3676 images/s, loss=0.1626, top1-acc=94.35%, top5-acc=99.90%, remaining_time=0:00:12.538312, arrival_time=2021-04-10 01:51:27.889226, cost_time=0:00:02.265967 2021-04-10 01:51:16,062 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.97ms, fps=3601 images/s, loss=0.1603, top1-acc=94.43%, top5-acc=99.88%, remaining_time=0:00:11.612172, arrival_time=2021-04-10 01:51:27.674587, cost_time=0:00:02.977470 2021-04-10 01:51:16,784 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=2.07ms, fps=3551 images/s, loss=0.1593, top1-acc=94.43%, top5-acc=99.89%, remaining_time=0:00:10.800934, arrival_time=2021-04-10 01:51:27.585000, cost_time=0:00:03.698952 2021-04-10 01:51:17,505 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.45ms, fps=3554 images/s, loss=0.1579, top1-acc=94.51%, top5-acc=99.89%, remaining_time=0:00:10.019392, arrival_time=2021-04-10 01:51:27.524661, cost_time=0:00:04.420342 2021-04-10 01:51:18,207 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.49ms, fps=3652 images/s, loss=0.1578, top1-acc=94.54%, top5-acc=99.91%, remaining_time=0:00:09.219420, arrival_time=2021-04-10 01:51:27.426505, cost_time=0:00:05.121903 2021-04-10 01:51:18,918 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=2.26ms, fps=3613 images/s, loss=0.1581, top1-acc=94.54%, top5-acc=99.91%, remaining_time=0:00:08.455936, arrival_time=2021-04-10 01:51:27.374505, cost_time=0:00:05.831658 2021-04-10 01:51:19,630 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=2.15ms, fps=3600 images/s, loss=0.1574, top1-acc=94.59%, top5-acc=99.91%, remaining_time=0:00:07.709062, arrival_time=2021-04-10 01:51:27.339427, cost_time=0:00:06.545400 2021-04-10 01:51:20,358 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=16.99ms, fps=3520 images/s, loss=0.1604, top1-acc=94.46%, top5-acc=99.91%, remaining_time=0:00:06.982368, arrival_time=2021-04-10 01:51:27.340608, cost_time=0:00:07.273316 2021-04-10 01:51:21,067 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.44ms, fps=3611 images/s, loss=0.1626, top1-acc=94.36%, top5-acc=99.91%, remaining_time=0:00:06.241192, arrival_time=2021-04-10 01:51:27.309052, cost_time=0:00:07.982915 2021-04-10 01:51:21,771 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=2.12ms, fps=3641 images/s, loss=0.1640, top1-acc=94.30%, top5-acc=99.91%, remaining_time=0:00:05.501488, arrival_time=2021-04-10 01:51:27.272930, cost_time=0:00:08.686565 2021-04-10 01:51:22,459 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=2.26ms, fps=3725 images/s, loss=0.1655, top1-acc=94.24%, top5-acc=99.91%, remaining_time=0:00:04.759260, arrival_time=2021-04-10 01:51:27.218546, cost_time=0:00:09.374333 2021-04-10 01:51:23,163 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=2.04ms, fps=3636 images/s, loss=0.1669, top1-acc=94.18%, top5-acc=99.92%, remaining_time=0:00:04.031608, arrival_time=2021-04-10 01:51:27.195551, cost_time=0:00:10.079056 2021-04-10 01:51:23,861 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.90ms, fps=3672 images/s, loss=0.1685, top1-acc=94.13%, top5-acc=99.91%, remaining_time=0:00:03.304824, arrival_time=2021-04-10 01:51:27.166287, cost_time=0:00:10.776601 2021-04-10 01:51:24,565 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.99ms, fps=3637 images/s, loss=0.1685, top1-acc=94.13%, top5-acc=99.92%, remaining_time=0:00:02.583180, arrival_time=2021-04-10 01:51:27.149001, cost_time=0:00:11.480791 2021-04-10 01:51:25,261 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.58ms, fps=3685 images/s, loss=0.1691, top1-acc=94.11%, top5-acc=99.92%, remaining_time=0:00:01.862250, arrival_time=2021-04-10 01:51:27.123432, cost_time=0:00:12.176296 2021-04-10 01:51:25,958 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=2.13ms, fps=3672 images/s, loss=0.1704, top1-acc=94.06%, top5-acc=99.92%, remaining_time=0:00:01.144352, arrival_time=2021-04-10 01:51:27.103215, cost_time=0:00:12.873974 2021-04-10 01:51:26,653 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.30ms, fps=3686 images/s, loss=0.1709, top1-acc=94.07%, top5-acc=99.91%, remaining_time=0:00:00.428490, arrival_time=2021-04-10 01:51:27.082334, cost_time=0:00:13.568826 2021-04-10 01:51:27,027 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=0.09ms, fps=3643 images/s, loss=0.1710, top1-acc=94.09%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:27.027709, cost_time=0:00:13.942837 2021-04-10 01:51:27,325 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=5.13ms, fps=8621 images/s, loss=0.4204, top1-acc=86.95%, top5-acc=99.41%, remaining_time=0:00:00.890850, arrival_time=2021-04-10 01:51:28.216550, cost_time=0:00:00.296946 2021-04-10 01:51:27,548 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=0.31ms, fps=11533 images/s, loss=0.4103, top1-acc=87.32%, top5-acc=99.57%, remaining_time=0:00:00.519280, arrival_time=2021-04-10 01:51:28.067350, cost_time=0:00:00.519270 2021-04-10 01:51:27,792 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=20.83ms, fps=10500 images/s, loss=0.4045, top1-acc=87.57%, top5-acc=99.54%, remaining_time=0:00:00.254520, arrival_time=2021-04-10 01:51:28.046943, cost_time=0:00:00.763562 2021-04-10 01:51:27,957 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.05ms, fps=14116 images/s, loss=0.3932, top1-acc=87.63%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:27.957448, cost_time=0:00:00.928564 2021-04-10 01:51:27,995 INFO : Epoch=0117 complete, best val top1-acc=87.85%, top5-acc=99.45% (epoch=108), remaining_time=0:20:43.069918, arrival_time=2021-04-10 02:12:11.065034, cost_time=0:29:12.279254 2021-04-10 01:51:27,995 INFO : Train start, epoch=0118, lr=0.036806 2021-04-10 01:51:28,857 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.45ms, fps=2973 images/s, loss=0.1824, top1-acc=93.48%, top5-acc=99.80%, remaining_time=0:00:16.017762, arrival_time=2021-04-10 01:51:44.874757, cost_time=0:00:00.861166 2021-04-10 01:51:29,557 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=6.27ms, fps=3660 images/s, loss=0.1686, top1-acc=94.20%, top5-acc=99.86%, remaining_time=0:00:13.736448, arrival_time=2021-04-10 01:51:43.293382, cost_time=0:00:01.560966 2021-04-10 01:51:30,266 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.87ms, fps=3612 images/s, loss=0.1617, top1-acc=94.40%, top5-acc=99.86%, remaining_time=0:00:12.564042, arrival_time=2021-04-10 01:51:42.830523, cost_time=0:00:02.270602 2021-04-10 01:51:30,970 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=2.19ms, fps=3641 images/s, loss=0.1619, top1-acc=94.36%, top5-acc=99.84%, remaining_time=0:00:11.599536, arrival_time=2021-04-10 01:51:42.569692, cost_time=0:00:02.974256 2021-04-10 01:51:31,673 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.41ms, fps=3642 images/s, loss=0.1644, top1-acc=94.31%, top5-acc=99.86%, remaining_time=0:00:10.739322, arrival_time=2021-04-10 01:51:42.413038, cost_time=0:00:03.677831 2021-04-10 01:51:32,376 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=2.20ms, fps=3645 images/s, loss=0.1610, top1-acc=94.48%, top5-acc=99.88%, remaining_time=0:00:09.929904, arrival_time=2021-04-10 01:51:42.306609, cost_time=0:00:04.380823 2021-04-10 01:51:33,073 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.93ms, fps=3678 images/s, loss=0.1620, top1-acc=94.37%, top5-acc=99.89%, remaining_time=0:00:09.139536, arrival_time=2021-04-10 01:51:42.212904, cost_time=0:00:05.077490 2021-04-10 01:51:33,770 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.94ms, fps=3674 images/s, loss=0.1644, top1-acc=94.26%, top5-acc=99.90%, remaining_time=0:00:08.373576, arrival_time=2021-04-10 01:51:42.144470, cost_time=0:00:05.774860 2021-04-10 01:51:34,477 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.98ms, fps=3626 images/s, loss=0.1638, top1-acc=94.31%, top5-acc=99.90%, remaining_time=0:00:07.634014, arrival_time=2021-04-10 01:51:42.111615, cost_time=0:00:06.481719 2021-04-10 01:51:35,178 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.38ms, fps=3653 images/s, loss=0.1652, top1-acc=94.28%, top5-acc=99.91%, remaining_time=0:00:06.895776, arrival_time=2021-04-10 01:51:42.074692, cost_time=0:00:07.183057 2021-04-10 01:51:35,884 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.97ms, fps=3634 images/s, loss=0.1652, top1-acc=94.24%, top5-acc=99.91%, remaining_time=0:00:06.167060, arrival_time=2021-04-10 01:51:42.051101, cost_time=0:00:07.888076 2021-04-10 01:51:36,578 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.40ms, fps=3690 images/s, loss=0.1649, top1-acc=94.21%, top5-acc=99.92%, remaining_time=0:00:05.435672, arrival_time=2021-04-10 01:51:42.014208, cost_time=0:00:08.582656 2021-04-10 01:51:37,283 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.93ms, fps=3634 images/s, loss=0.1648, top1-acc=94.22%, top5-acc=99.93%, remaining_time=0:00:04.715304, arrival_time=2021-04-10 01:51:41.998854, cost_time=0:00:09.287737 2021-04-10 01:51:37,984 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.94ms, fps=3655 images/s, loss=0.1644, top1-acc=94.24%, top5-acc=99.93%, remaining_time=0:00:03.995376, arrival_time=2021-04-10 01:51:41.979769, cost_time=0:00:09.988502 2021-04-10 01:51:38,682 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.43ms, fps=3671 images/s, loss=0.1659, top1-acc=94.20%, top5-acc=99.92%, remaining_time=0:00:03.277224, arrival_time=2021-04-10 01:51:41.959633, cost_time=0:00:10.686534 2021-04-10 01:51:39,378 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.48ms, fps=3681 images/s, loss=0.1666, top1-acc=94.18%, top5-acc=99.92%, remaining_time=0:00:02.561076, arrival_time=2021-04-10 01:51:41.939506, cost_time=0:00:11.382616 2021-04-10 01:51:40,075 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.91ms, fps=3677 images/s, loss=0.1672, top1-acc=94.14%, top5-acc=99.92%, remaining_time=0:00:01.847430, arrival_time=2021-04-10 01:51:41.922593, cost_time=0:00:12.079299 2021-04-10 01:51:40,780 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=2.28ms, fps=3631 images/s, loss=0.1664, top1-acc=94.16%, top5-acc=99.93%, remaining_time=0:00:01.136448, arrival_time=2021-04-10 01:51:41.917358, cost_time=0:00:12.785002 2021-04-10 01:51:41,480 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.69ms, fps=3663 images/s, loss=0.1665, top1-acc=94.16%, top5-acc=99.93%, remaining_time=0:00:00.425826, arrival_time=2021-04-10 01:51:41.906220, cost_time=0:00:13.484540 2021-04-10 01:51:41,856 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=0.07ms, fps=3619 images/s, loss=0.1669, top1-acc=94.17%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:41.856664, cost_time=0:00:13.860859 2021-04-10 01:51:42,181 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=0.19ms, fps=7902 images/s, loss=0.4815, top1-acc=85.62%, top5-acc=99.53%, remaining_time=0:00:00.971850, arrival_time=2021-04-10 01:51:43.153484, cost_time=0:00:00.323954 2021-04-10 01:51:42,406 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=0.34ms, fps=11407 images/s, loss=0.4821, top1-acc=85.33%, top5-acc=99.55%, remaining_time=0:00:00.548680, arrival_time=2021-04-10 01:51:42.955098, cost_time=0:00:00.548682 2021-04-10 01:51:42,641 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=0.28ms, fps=10914 images/s, loss=0.4735, top1-acc=85.38%, top5-acc=99.60%, remaining_time=0:00:00.261240, arrival_time=2021-04-10 01:51:42.902796, cost_time=0:00:00.783714 2021-04-10 01:51:42,824 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.06ms, fps=12735 images/s, loss=0.4665, top1-acc=85.59%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:42.824328, cost_time=0:00:00.966644 2021-04-10 01:51:42,851 INFO : Epoch=0118 complete, best val top1-acc=87.85%, top5-acc=99.45% (epoch=108), remaining_time=0:20:28.009450, arrival_time=2021-04-10 02:12:10.860894, cost_time=0:29:27.135589 2021-04-10 01:51:42,852 INFO : Train start, epoch=0119, lr=0.036050 2021-04-10 01:51:43,827 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=0.26ms, fps=2624 images/s, loss=0.1662, top1-acc=93.55%, top5-acc=100.00%, remaining_time=0:00:18.149508, arrival_time=2021-04-10 01:52:01.977395, cost_time=0:00:00.975776 2021-04-10 01:51:44,560 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=2.11ms, fps=3499 images/s, loss=0.1730, top1-acc=93.52%, top5-acc=100.00%, remaining_time=0:00:15.028288, arrival_time=2021-04-10 01:51:59.588477, cost_time=0:00:01.707762 2021-04-10 01:51:45,264 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=2.20ms, fps=3639 images/s, loss=0.1741, top1-acc=93.57%, top5-acc=99.96%, remaining_time=0:00:13.348060, arrival_time=2021-04-10 01:51:58.612538, cost_time=0:00:02.412309 2021-04-10 01:51:45,967 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=2.01ms, fps=3643 images/s, loss=0.1686, top1-acc=93.87%, top5-acc=99.96%, remaining_time=0:00:12.150840, arrival_time=2021-04-10 01:51:58.118610, cost_time=0:00:03.115606 2021-04-10 01:51:46,669 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.41ms, fps=3653 images/s, loss=0.1666, top1-acc=93.95%, top5-acc=99.96%, remaining_time=0:00:11.145786, arrival_time=2021-04-10 01:51:57.815098, cost_time=0:00:03.817050 2021-04-10 01:51:47,378 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.90ms, fps=3614 images/s, loss=0.1659, top1-acc=93.99%, top5-acc=99.97%, remaining_time=0:00:10.259568, arrival_time=2021-04-10 01:51:57.638163, cost_time=0:00:04.526259 2021-04-10 01:51:48,082 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=2.16ms, fps=3642 images/s, loss=0.1655, top1-acc=93.97%, top5-acc=99.96%, remaining_time=0:00:09.413964, arrival_time=2021-04-10 01:51:57.496125, cost_time=0:00:05.229995 2021-04-10 01:51:48,833 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=2.15ms, fps=3408 images/s, loss=0.1649, top1-acc=94.02%, top5-acc=99.96%, remaining_time=0:00:08.673552, arrival_time=2021-04-10 01:51:57.507384, cost_time=0:00:05.981723 2021-04-10 01:51:49,536 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=2.10ms, fps=3648 images/s, loss=0.1661, top1-acc=94.03%, top5-acc=99.94%, remaining_time=0:00:07.872090, arrival_time=2021-04-10 01:51:57.408242, cost_time=0:00:06.683869 2021-04-10 01:51:50,246 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.64ms, fps=3606 images/s, loss=0.1657, top1-acc=94.05%, top5-acc=99.93%, remaining_time=0:00:07.098912, arrival_time=2021-04-10 01:51:57.345803, cost_time=0:00:07.394686 2021-04-10 01:51:50,953 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=2.30ms, fps=3628 images/s, loss=0.1673, top1-acc=93.99%, top5-acc=99.94%, remaining_time=0:00:06.333470, arrival_time=2021-04-10 01:51:57.286550, cost_time=0:00:08.100912 2021-04-10 01:51:51,652 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=3.10ms, fps=3663 images/s, loss=0.1659, top1-acc=94.05%, top5-acc=99.93%, remaining_time=0:00:05.573536, arrival_time=2021-04-10 01:51:57.226084, cost_time=0:00:08.800279 2021-04-10 01:51:52,350 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.47ms, fps=3673 images/s, loss=0.1668, top1-acc=94.06%, top5-acc=99.93%, remaining_time=0:00:04.822092, arrival_time=2021-04-10 01:51:57.172307, cost_time=0:00:09.498095 2021-04-10 01:51:53,043 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.58ms, fps=3694 images/s, loss=0.1665, top1-acc=94.09%, top5-acc=99.93%, remaining_time=0:00:04.076632, arrival_time=2021-04-10 01:51:57.120339, cost_time=0:00:10.191558 2021-04-10 01:51:53,742 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.47ms, fps=3667 images/s, loss=0.1675, top1-acc=94.06%, top5-acc=99.93%, remaining_time=0:00:03.339646, arrival_time=2021-04-10 01:51:57.082128, cost_time=0:00:10.890205 2021-04-10 01:51:54,456 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=2.51ms, fps=3591 images/s, loss=0.1675, top1-acc=94.11%, top5-acc=99.93%, remaining_time=0:00:02.610864, arrival_time=2021-04-10 01:51:57.066867, cost_time=0:00:11.603896 2021-04-10 01:51:55,149 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.44ms, fps=3695 images/s, loss=0.1669, top1-acc=94.14%, top5-acc=99.94%, remaining_time=0:00:01.880736, arrival_time=2021-04-10 01:51:57.029983, cost_time=0:00:12.297138 2021-04-10 01:51:55,849 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=2.09ms, fps=3662 images/s, loss=0.1672, top1-acc=94.12%, top5-acc=99.94%, remaining_time=0:00:01.155248, arrival_time=2021-04-10 01:51:57.004144, cost_time=0:00:12.996622 2021-04-10 01:51:56,548 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.84ms, fps=3665 images/s, loss=0.1670, top1-acc=94.13%, top5-acc=99.94%, remaining_time=0:00:00.432504, arrival_time=2021-04-10 01:51:56.980630, cost_time=0:00:13.696017 2021-04-10 01:51:56,918 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=0.07ms, fps=3673 images/s, loss=0.1674, top1-acc=94.10%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:56.918761, cost_time=0:00:14.066662 2021-04-10 01:51:57,237 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.39ms, fps=8057 images/s, loss=0.3247, top1-acc=89.30%, top5-acc=99.77%, remaining_time=0:00:00.953190, arrival_time=2021-04-10 01:51:58.190680, cost_time=0:00:00.317728 2021-04-10 01:51:57,460 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=0.40ms, fps=11507 images/s, loss=0.3221, top1-acc=89.41%, top5-acc=99.69%, remaining_time=0:00:00.540620, arrival_time=2021-04-10 01:51:58.001145, cost_time=0:00:00.540618 2021-04-10 01:51:57,703 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=0.55ms, fps=10558 images/s, loss=0.3315, top1-acc=89.08%, top5-acc=99.67%, remaining_time=0:00:00.261320, arrival_time=2021-04-10 01:51:57.965172, cost_time=0:00:00.783967 2021-04-10 01:51:57,914 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.07ms, fps=11033 images/s, loss=0.3386, top1-acc=88.92%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:57.914711, cost_time=0:00:00.994954 2021-04-10 01:51:58,049 INFO : Epoch=0119 complete, best val top1-acc=88.92%, top5-acc=99.64% (epoch=119), remaining_time=0:20:13.184709, arrival_time=2021-04-10 02:12:11.233752, cost_time=0:29:42.333117 2021-04-10 01:51:58,050 INFO : Train start, epoch=0120, lr=0.035298 2021-04-10 01:51:58,958 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=3.02ms, fps=2819 images/s, loss=0.1570, top1-acc=94.69%, top5-acc=99.88%, remaining_time=0:00:16.888614, arrival_time=2021-04-10 01:52:15.846899, cost_time=0:00:00.907989 2021-04-10 01:51:59,650 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=2.19ms, fps=3699 images/s, loss=0.1586, top1-acc=94.69%, top5-acc=99.90%, remaining_time=0:00:14.084224, arrival_time=2021-04-10 01:52:13.735036, cost_time=0:00:01.600479 2021-04-10 01:52:00,361 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=2.65ms, fps=3605 images/s, loss=0.1504, top1-acc=94.90%, top5-acc=99.93%, remaining_time=0:00:12.788142, arrival_time=2021-04-10 01:52:13.149670, cost_time=0:00:02.311099 2021-04-10 01:52:01,080 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.36ms, fps=3564 images/s, loss=0.1451, top1-acc=95.18%, top5-acc=99.94%, remaining_time=0:00:11.817312, arrival_time=2021-04-10 01:52:12.897758, cost_time=0:00:03.030085 2021-04-10 01:52:01,779 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=2.14ms, fps=3667 images/s, loss=0.1452, top1-acc=95.15%, top5-acc=99.94%, remaining_time=0:00:10.888096, arrival_time=2021-04-10 01:52:12.667342, cost_time=0:00:03.728788 2021-04-10 01:52:02,475 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.43ms, fps=3683 images/s, loss=0.1466, top1-acc=95.15%, top5-acc=99.92%, remaining_time=0:00:10.029592, arrival_time=2021-04-10 01:52:12.504742, cost_time=0:00:04.424800 2021-04-10 01:52:03,183 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=2.26ms, fps=3619 images/s, loss=0.1470, top1-acc=95.12%, top5-acc=99.92%, remaining_time=0:00:09.238698, arrival_time=2021-04-10 01:52:12.421796, cost_time=0:00:05.132644 2021-04-10 01:52:03,883 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.45ms, fps=3657 images/s, loss=0.1466, top1-acc=95.09%, top5-acc=99.93%, remaining_time=0:00:08.458488, arrival_time=2021-04-10 01:52:12.342290, cost_time=0:00:05.833445 2021-04-10 01:52:04,593 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.75ms, fps=3612 images/s, loss=0.1475, top1-acc=95.04%, top5-acc=99.92%, remaining_time=0:00:07.705988, arrival_time=2021-04-10 01:52:12.299150, cost_time=0:00:06.542814 2021-04-10 01:52:05,295 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.58ms, fps=3651 images/s, loss=0.1476, top1-acc=95.00%, top5-acc=99.92%, remaining_time=0:00:06.954720, arrival_time=2021-04-10 01:52:12.249632, cost_time=0:00:07.244534 2021-04-10 01:52:05,997 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=2.18ms, fps=3646 images/s, loss=0.1485, top1-acc=94.94%, top5-acc=99.93%, remaining_time=0:00:06.213328, arrival_time=2021-04-10 01:52:12.211183, cost_time=0:00:07.947301 2021-04-10 01:52:06,698 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=2.23ms, fps=3656 images/s, loss=0.1505, top1-acc=94.82%, top5-acc=99.92%, remaining_time=0:00:05.477396, arrival_time=2021-04-10 01:52:12.176274, cost_time=0:00:08.648488 2021-04-10 01:52:07,400 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.63ms, fps=3651 images/s, loss=0.1509, top1-acc=94.81%, top5-acc=99.92%, remaining_time=0:00:04.747182, arrival_time=2021-04-10 01:52:12.148022, cost_time=0:00:09.350540 2021-04-10 01:52:08,092 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.63ms, fps=3705 images/s, loss=0.1522, top1-acc=94.77%, top5-acc=99.92%, remaining_time=0:00:04.016768, arrival_time=2021-04-10 01:52:12.109066, cost_time=0:00:10.041903 2021-04-10 01:52:08,786 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.89ms, fps=3690 images/s, loss=0.1537, top1-acc=94.74%, top5-acc=99.92%, remaining_time=0:00:03.292450, arrival_time=2021-04-10 01:52:12.079090, cost_time=0:00:10.736301 2021-04-10 01:52:09,487 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.34ms, fps=3656 images/s, loss=0.1535, top1-acc=94.76%, top5-acc=99.93%, remaining_time=0:00:02.573352, arrival_time=2021-04-10 01:52:12.060969, cost_time=0:00:11.437167 2021-04-10 01:52:10,190 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.85ms, fps=3645 images/s, loss=0.1544, top1-acc=94.72%, top5-acc=99.93%, remaining_time=0:00:01.856764, arrival_time=2021-04-10 01:52:12.047487, cost_time=0:00:12.140415 2021-04-10 01:52:10,889 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=2.02ms, fps=3666 images/s, loss=0.1561, top1-acc=94.64%, top5-acc=99.93%, remaining_time=0:00:01.141264, arrival_time=2021-04-10 01:52:12.030773, cost_time=0:00:12.839166 2021-04-10 01:52:11,586 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.51ms, fps=3674 images/s, loss=0.1578, top1-acc=94.58%, top5-acc=99.92%, remaining_time=0:00:00.427470, arrival_time=2021-04-10 01:52:12.014370, cost_time=0:00:13.536541 2021-04-10 01:52:11,968 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=0.11ms, fps=3572 images/s, loss=0.1581, top1-acc=94.56%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:11.968194, cost_time=0:00:13.917890 2021-04-10 01:52:12,316 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=0.44ms, fps=7367 images/s, loss=0.5079, top1-acc=85.47%, top5-acc=99.18%, remaining_time=0:00:01.042410, arrival_time=2021-04-10 01:52:13.359228, cost_time=0:00:00.347472 2021-04-10 01:52:12,547 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=0.44ms, fps=11138 images/s, loss=0.5048, top1-acc=85.64%, top5-acc=99.30%, remaining_time=0:00:00.577800, arrival_time=2021-04-10 01:52:13.124952, cost_time=0:00:00.577798 2021-04-10 01:52:12,794 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=0.39ms, fps=10389 images/s, loss=0.4979, top1-acc=85.52%, top5-acc=99.19%, remaining_time=0:00:00.274980, arrival_time=2021-04-10 01:52:13.069258, cost_time=0:00:00.824932 2021-04-10 01:52:13,006 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.10ms, fps=10972 images/s, loss=0.4946, top1-acc=85.71%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:13.006196, cost_time=0:00:01.036848 2021-04-10 01:52:13,037 INFO : Epoch=0120 complete, best val top1-acc=88.92%, top5-acc=99.64% (epoch=119), remaining_time=0:19:58.214240, arrival_time=2021-04-10 02:12:11.251492, cost_time=0:29:57.321363 2021-04-10 01:52:13,038 INFO : Train start, epoch=0121, lr=0.034549 2021-04-10 01:52:13,934 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=0.26ms, fps=2856 images/s, loss=0.1722, top1-acc=93.83%, top5-acc=99.80%, remaining_time=0:00:16.672296, arrival_time=2021-04-10 01:52:30.606947, cost_time=0:00:00.896356 2021-04-10 01:52:14,634 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.50ms, fps=3662 images/s, loss=0.1643, top1-acc=94.37%, top5-acc=99.88%, remaining_time=0:00:14.043568, arrival_time=2021-04-10 01:52:28.677733, cost_time=0:00:01.595867 2021-04-10 01:52:15,330 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.96ms, fps=3677 images/s, loss=0.1600, top1-acc=94.44%, top5-acc=99.90%, remaining_time=0:00:12.684724, arrival_time=2021-04-10 01:52:28.015445, cost_time=0:00:02.292425 2021-04-10 01:52:16,031 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.98ms, fps=3657 images/s, loss=0.1573, top1-acc=94.54%, top5-acc=99.89%, remaining_time=0:00:11.671764, arrival_time=2021-04-10 01:52:27.702819, cost_time=0:00:02.992769 2021-04-10 01:52:16,722 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.85ms, fps=3705 images/s, loss=0.1540, top1-acc=94.58%, top5-acc=99.90%, remaining_time=0:00:10.757426, arrival_time=2021-04-10 01:52:27.479855, cost_time=0:00:03.684047 2021-04-10 01:52:17,423 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=2.12ms, fps=3655 images/s, loss=0.1539, top1-acc=94.57%, top5-acc=99.91%, remaining_time=0:00:09.939424, arrival_time=2021-04-10 01:52:27.362798, cost_time=0:00:04.385015 2021-04-10 01:52:18,123 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.89ms, fps=3661 images/s, loss=0.1516, top1-acc=94.64%, top5-acc=99.92%, remaining_time=0:00:09.152892, arrival_time=2021-04-10 01:52:27.276317, cost_time=0:00:05.084972 2021-04-10 01:52:18,855 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=2.11ms, fps=3499 images/s, loss=0.1535, top1-acc=94.56%, top5-acc=99.92%, remaining_time=0:00:08.435288, arrival_time=2021-04-10 01:52:27.291121, cost_time=0:00:05.817470 2021-04-10 01:52:19,556 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.60ms, fps=3657 images/s, loss=0.1523, top1-acc=94.64%, top5-acc=99.91%, remaining_time=0:00:07.676838, arrival_time=2021-04-10 01:52:27.233393, cost_time=0:00:06.518047 2021-04-10 01:52:20,261 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.52ms, fps=3638 images/s, loss=0.1523, top1-acc=94.61%, top5-acc=99.92%, remaining_time=0:00:06.933888, arrival_time=2021-04-10 01:52:27.195017, cost_time=0:00:07.222798 2021-04-10 01:52:20,968 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.87ms, fps=3625 images/s, loss=0.1538, top1-acc=94.56%, top5-acc=99.91%, remaining_time=0:00:06.199482, arrival_time=2021-04-10 01:52:27.167525, cost_time=0:00:07.929581 2021-04-10 01:52:21,670 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.85ms, fps=3646 images/s, loss=0.1547, top1-acc=94.53%, top5-acc=99.92%, remaining_time=0:00:05.467288, arrival_time=2021-04-10 01:52:27.138215, cost_time=0:00:08.632580 2021-04-10 01:52:22,378 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.45ms, fps=3621 images/s, loss=0.1555, top1-acc=94.47%, top5-acc=99.92%, remaining_time=0:00:04.741902, arrival_time=2021-04-10 01:52:27.120470, cost_time=0:00:09.340171 2021-04-10 01:52:23,071 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.52ms, fps=3699 images/s, loss=0.1574, top1-acc=94.43%, top5-acc=99.92%, remaining_time=0:00:04.013128, arrival_time=2021-04-10 01:52:27.084293, cost_time=0:00:10.032820 2021-04-10 01:52:23,775 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=2.32ms, fps=3640 images/s, loss=0.1580, top1-acc=94.39%, top5-acc=99.92%, remaining_time=0:00:03.292634, arrival_time=2021-04-10 01:52:27.067897, cost_time=0:00:10.736807 2021-04-10 01:52:24,466 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.70ms, fps=3708 images/s, loss=0.1591, top1-acc=94.38%, top5-acc=99.92%, remaining_time=0:00:02.571300, arrival_time=2021-04-10 01:52:27.037634, cost_time=0:00:11.428004 2021-04-10 01:52:25,164 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.65ms, fps=3671 images/s, loss=0.1608, top1-acc=94.32%, top5-acc=99.92%, remaining_time=0:00:01.854554, arrival_time=2021-04-10 01:52:27.019087, cost_time=0:00:12.125929 2021-04-10 01:52:25,870 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.50ms, fps=3628 images/s, loss=0.1617, top1-acc=94.30%, top5-acc=99.92%, remaining_time=0:00:01.140672, arrival_time=2021-04-10 01:52:27.011569, cost_time=0:00:12.832583 2021-04-10 01:52:26,574 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=2.16ms, fps=3642 images/s, loss=0.1627, top1-acc=94.25%, top5-acc=99.92%, remaining_time=0:00:00.427446, arrival_time=2021-04-10 01:52:27.001653, cost_time=0:00:13.535862 2021-04-10 01:52:26,955 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=0.10ms, fps=3569 images/s, loss=0.1636, top1-acc=94.22%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:26.955845, cost_time=0:00:13.917511 2021-04-10 01:52:27,342 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.20ms, fps=6653 images/s, loss=0.3825, top1-acc=87.73%, top5-acc=99.10%, remaining_time=0:00:01.154280, arrival_time=2021-04-10 01:52:28.496673, cost_time=0:00:00.384755 2021-04-10 01:52:27,551 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=0.19ms, fps=12276 images/s, loss=0.3986, top1-acc=87.85%, top5-acc=99.12%, remaining_time=0:00:00.594000, arrival_time=2021-04-10 01:52:28.145572, cost_time=0:00:00.594009 2021-04-10 01:52:27,730 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=0.31ms, fps=14340 images/s, loss=0.4055, top1-acc=87.76%, top5-acc=99.28%, remaining_time=0:00:00.257690, arrival_time=2021-04-10 01:52:27.988250, cost_time=0:00:00.773064 2021-04-10 01:52:27,965 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.06ms, fps=9890 images/s, loss=0.3940, top1-acc=87.80%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:27.965506, cost_time=0:00:01.007998 2021-04-10 01:52:27,994 INFO : Epoch=0121 complete, best val top1-acc=88.92%, top5-acc=99.64% (epoch=119), remaining_time=0:19:43.223053, arrival_time=2021-04-10 02:12:11.217249, cost_time=0:30:12.278336 2021-04-10 01:52:27,994 INFO : Train start, epoch=0122, lr=0.033804 2021-04-10 01:52:28,881 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=2.21ms, fps=2888 images/s, loss=0.1641, top1-acc=94.18%, top5-acc=99.96%, remaining_time=0:00:16.486296, arrival_time=2021-04-10 01:52:45.367556, cost_time=0:00:00.886365 2021-04-10 01:52:29,575 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.85ms, fps=3689 images/s, loss=0.1601, top1-acc=94.39%, top5-acc=99.96%, remaining_time=0:00:13.910688, arrival_time=2021-04-10 01:52:43.486381, cost_time=0:00:01.580760 2021-04-10 01:52:30,280 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=2.07ms, fps=3637 images/s, loss=0.1553, top1-acc=94.69%, top5-acc=99.95%, remaining_time=0:00:12.644884, arrival_time=2021-04-10 01:52:42.925029, cost_time=0:00:02.285217 2021-04-10 01:52:30,984 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=2.16ms, fps=3635 images/s, loss=0.1532, top1-acc=94.67%, top5-acc=99.93%, remaining_time=0:00:11.660688, arrival_time=2021-04-10 01:52:42.645543, cost_time=0:00:02.989918 2021-04-10 01:52:31,686 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.97ms, fps=3649 images/s, loss=0.1520, top1-acc=94.73%, top5-acc=99.92%, remaining_time=0:00:10.780640, arrival_time=2021-04-10 01:52:42.467567, cost_time=0:00:03.691997 2021-04-10 01:52:32,385 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.54ms, fps=3669 images/s, loss=0.1504, top1-acc=94.77%, top5-acc=99.93%, remaining_time=0:00:09.951528, arrival_time=2021-04-10 01:52:42.336779, cost_time=0:00:04.390365 2021-04-10 01:52:33,090 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=3.12ms, fps=3633 images/s, loss=0.1532, top1-acc=94.69%, top5-acc=99.93%, remaining_time=0:00:09.171666, arrival_time=2021-04-10 01:52:42.262112, cost_time=0:00:05.095384 2021-04-10 01:52:33,801 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.98ms, fps=3603 images/s, loss=0.1550, top1-acc=94.58%, top5-acc=99.93%, remaining_time=0:00:08.419744, arrival_time=2021-04-10 01:52:42.221453, cost_time=0:00:05.806756 2021-04-10 01:52:34,503 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=2.13ms, fps=3650 images/s, loss=0.1537, top1-acc=94.61%, top5-acc=99.93%, remaining_time=0:00:07.665920, arrival_time=2021-04-10 01:52:42.169775, cost_time=0:00:06.508821 2021-04-10 01:52:35,208 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.86ms, fps=3635 images/s, loss=0.1538, top1-acc=94.57%, top5-acc=99.94%, remaining_time=0:00:06.925440, arrival_time=2021-04-10 01:52:42.134355, cost_time=0:00:07.213959 2021-04-10 01:52:35,911 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.98ms, fps=3649 images/s, loss=0.1553, top1-acc=94.53%, top5-acc=99.94%, remaining_time=0:00:06.188904, arrival_time=2021-04-10 01:52:42.100061, cost_time=0:00:07.916080 2021-04-10 01:52:36,608 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.58ms, fps=3676 images/s, loss=0.1563, top1-acc=94.51%, top5-acc=99.93%, remaining_time=0:00:05.455052, arrival_time=2021-04-10 01:52:42.063225, cost_time=0:00:08.613285 2021-04-10 01:52:37,306 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.43ms, fps=3670 images/s, loss=0.1557, top1-acc=94.56%, top5-acc=99.93%, remaining_time=0:00:04.727250, arrival_time=2021-04-10 01:52:42.033568, cost_time=0:00:09.311309 2021-04-10 01:52:38,006 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.85ms, fps=3659 images/s, loss=0.1559, top1-acc=94.53%, top5-acc=99.93%, remaining_time=0:00:04.004672, arrival_time=2021-04-10 01:52:42.011338, cost_time=0:00:10.011737 2021-04-10 01:52:38,710 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.83ms, fps=3642 images/s, loss=0.1557, top1-acc=94.54%, top5-acc=99.93%, remaining_time=0:00:03.286010, arrival_time=2021-04-10 01:52:41.996192, cost_time=0:00:10.715209 2021-04-10 01:52:39,404 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.91ms, fps=3691 images/s, loss=0.1568, top1-acc=94.49%, top5-acc=99.93%, remaining_time=0:00:02.567124, arrival_time=2021-04-10 01:52:41.971474, cost_time=0:00:11.409387 2021-04-10 01:52:40,095 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.52ms, fps=3705 images/s, loss=0.1595, top1-acc=94.40%, top5-acc=99.93%, remaining_time=0:00:01.850732, arrival_time=2021-04-10 01:52:41.946511, cost_time=0:00:12.100895 2021-04-10 01:52:40,808 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=2.19ms, fps=3597 images/s, loss=0.1592, top1-acc=94.43%, top5-acc=99.93%, remaining_time=0:00:01.138928, arrival_time=2021-04-10 01:52:41.946925, cost_time=0:00:12.812943 2021-04-10 01:52:41,519 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.34ms, fps=3602 images/s, loss=0.1591, top1-acc=94.41%, top5-acc=99.94%, remaining_time=0:00:00.427104, arrival_time=2021-04-10 01:52:41.946885, cost_time=0:00:13.524890 2021-04-10 01:52:41,895 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=0.08ms, fps=3627 images/s, loss=0.1596, top1-acc=94.35%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:41.895093, cost_time=0:00:13.900208 2021-04-10 01:52:42,199 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=3.69ms, fps=8449 images/s, loss=0.4272, top1-acc=86.72%, top5-acc=99.22%, remaining_time=0:00:00.909000, arrival_time=2021-04-10 01:52:43.108190, cost_time=0:00:00.302997 2021-04-10 01:52:42,421 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=0.27ms, fps=11533 images/s, loss=0.4033, top1-acc=87.44%, top5-acc=99.39%, remaining_time=0:00:00.525440, arrival_time=2021-04-10 01:52:42.947016, cost_time=0:00:00.525435 2021-04-10 01:52:42,689 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=0.27ms, fps=9565 images/s, loss=0.3998, top1-acc=87.84%, top5-acc=99.41%, remaining_time=0:00:00.264480, arrival_time=2021-04-10 01:52:42.954072, cost_time=0:00:00.793428 2021-04-10 01:52:42,901 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.06ms, fps=10978 images/s, loss=0.3988, top1-acc=87.90%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:42.901277, cost_time=0:00:01.005159 2021-04-10 01:52:42,934 INFO : Epoch=0122 complete, best val top1-acc=88.92%, top5-acc=99.64% (epoch=119), remaining_time=0:19:28.221522, arrival_time=2021-04-10 02:12:11.155693, cost_time=0:30:27.218308 2021-04-10 01:52:42,934 INFO : Train start, epoch=0123, lr=0.033063 2021-04-10 01:52:43,824 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.92ms, fps=2877 images/s, loss=0.1540, top1-acc=94.96%, top5-acc=99.92%, remaining_time=0:00:16.552512, arrival_time=2021-04-10 01:53:00.377308, cost_time=0:00:00.889917 2021-04-10 01:52:44,520 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.86ms, fps=3683 images/s, loss=0.1572, top1-acc=94.77%, top5-acc=99.92%, remaining_time=0:00:13.951168, arrival_time=2021-04-10 01:52:58.471455, cost_time=0:00:01.585353 2021-04-10 01:52:45,217 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.55ms, fps=3676 images/s, loss=0.1571, top1-acc=94.66%, top5-acc=99.90%, remaining_time=0:00:12.629280, arrival_time=2021-04-10 01:52:57.846608, cost_time=0:00:02.282400 2021-04-10 01:52:45,918 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.91ms, fps=3653 images/s, loss=0.1596, top1-acc=94.63%, top5-acc=99.91%, remaining_time=0:00:11.636508, arrival_time=2021-04-10 01:52:57.555135, cost_time=0:00:02.983704 2021-04-10 01:52:46,648 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.58ms, fps=3509 images/s, loss=0.1598, top1-acc=94.59%, top5-acc=99.89%, remaining_time=0:00:10.844296, arrival_time=2021-04-10 01:52:57.493016, cost_time=0:00:03.713797 2021-04-10 01:52:47,347 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.53ms, fps=3668 images/s, loss=0.1580, top1-acc=94.64%, top5-acc=99.90%, remaining_time=0:00:10.001032, arrival_time=2021-04-10 01:52:57.348157, cost_time=0:00:04.412244 2021-04-10 01:52:48,047 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=2.18ms, fps=3656 images/s, loss=0.1578, top1-acc=94.60%, top5-acc=99.91%, remaining_time=0:00:09.203166, arrival_time=2021-04-10 01:52:57.251035, cost_time=0:00:05.112893 2021-04-10 01:52:48,752 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.41ms, fps=3636 images/s, loss=0.1588, top1-acc=94.58%, top5-acc=99.91%, remaining_time=0:00:08.435636, arrival_time=2021-04-10 01:52:57.188345, cost_time=0:00:05.817670 2021-04-10 01:52:49,501 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.86ms, fps=3425 images/s, loss=0.1591, top1-acc=94.52%, top5-acc=99.90%, remaining_time=0:00:07.733336, arrival_time=2021-04-10 01:52:57.234384, cost_time=0:00:06.566021 2021-04-10 01:52:50,209 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.59ms, fps=3615 images/s, loss=0.1588, top1-acc=94.55%, top5-acc=99.91%, remaining_time=0:00:06.983904, arrival_time=2021-04-10 01:52:57.193717, cost_time=0:00:07.274855 2021-04-10 01:52:50,914 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.63ms, fps=3637 images/s, loss=0.1603, top1-acc=94.47%, top5-acc=99.91%, remaining_time=0:00:06.238354, arrival_time=2021-04-10 01:52:57.152633, cost_time=0:00:07.979307 2021-04-10 01:52:51,612 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.46ms, fps=3671 images/s, loss=0.1619, top1-acc=94.43%, top5-acc=99.91%, remaining_time=0:00:05.495560, arrival_time=2021-04-10 01:52:57.107684, cost_time=0:00:08.677226 2021-04-10 01:52:52,320 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=2.07ms, fps=3617 images/s, loss=0.1607, top1-acc=94.46%, top5-acc=99.92%, remaining_time=0:00:04.764936, arrival_time=2021-04-10 01:52:57.085422, cost_time=0:00:09.385520 2021-04-10 01:52:53,029 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=2.18ms, fps=3614 images/s, loss=0.1603, top1-acc=94.46%, top5-acc=99.92%, remaining_time=0:00:04.037768, arrival_time=2021-04-10 01:52:57.067121, cost_time=0:00:10.094399 2021-04-10 01:52:53,738 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.96ms, fps=3614 images/s, loss=0.1614, top1-acc=94.37%, top5-acc=99.92%, remaining_time=0:00:03.313012, arrival_time=2021-04-10 01:52:57.051236, cost_time=0:00:10.803303 2021-04-10 01:52:54,435 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=2.10ms, fps=3676 images/s, loss=0.1610, top1-acc=94.39%, top5-acc=99.92%, remaining_time=0:00:02.587536, arrival_time=2021-04-10 01:52:57.022774, cost_time=0:00:11.500198 2021-04-10 01:52:55,133 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=2.64ms, fps=3668 images/s, loss=0.1597, top1-acc=94.46%, top5-acc=99.93%, remaining_time=0:00:01.865708, arrival_time=2021-04-10 01:52:56.999521, cost_time=0:00:12.198886 2021-04-10 01:52:55,839 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=2.13ms, fps=3629 images/s, loss=0.1609, top1-acc=94.41%, top5-acc=99.93%, remaining_time=0:00:01.147104, arrival_time=2021-04-10 01:52:56.986937, cost_time=0:00:12.904865 2021-04-10 01:52:56,540 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.42ms, fps=3654 images/s, loss=0.1613, top1-acc=94.38%, top5-acc=99.93%, remaining_time=0:00:00.429666, arrival_time=2021-04-10 01:52:56.970615, cost_time=0:00:13.606060 2021-04-10 01:52:56,914 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.26ms, fps=3644 images/s, loss=0.1620, top1-acc=94.38%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:56.914552, cost_time=0:00:13.979675 2021-04-10 01:52:57,264 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=57.77ms, fps=7333 images/s, loss=0.3618, top1-acc=88.01%, top5-acc=99.49%, remaining_time=0:00:01.047300, arrival_time=2021-04-10 01:52:58.312018, cost_time=0:00:00.349099 2021-04-10 01:52:57,493 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=0.39ms, fps=11235 images/s, loss=0.3523, top1-acc=88.50%, top5-acc=99.49%, remaining_time=0:00:00.577280, arrival_time=2021-04-10 01:52:58.070225, cost_time=0:00:00.577281 2021-04-10 01:52:57,738 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=27.53ms, fps=10466 images/s, loss=0.3538, top1-acc=88.59%, top5-acc=99.45%, remaining_time=0:00:00.274110, arrival_time=2021-04-10 01:52:58.012222, cost_time=0:00:00.822335 2021-04-10 01:52:57,953 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.06ms, fps=10796 images/s, loss=0.3593, top1-acc=88.55%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:57.953608, cost_time=0:00:01.038003 2021-04-10 01:52:57,987 INFO : Epoch=0123 complete, best val top1-acc=88.92%, top5-acc=99.64% (epoch=119), remaining_time=0:19:13.291678, arrival_time=2021-04-10 02:12:11.278682, cost_time=0:30:42.271107 2021-04-10 01:52:57,988 INFO : Train start, epoch=0124, lr=0.032326 2021-04-10 01:52:58,878 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=0.27ms, fps=2874 images/s, loss=0.1560, top1-acc=94.73%, top5-acc=99.92%, remaining_time=0:00:16.566648, arrival_time=2021-04-10 01:53:15.445469, cost_time=0:00:00.890684 2021-04-10 01:52:59,580 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.67ms, fps=3652 images/s, loss=0.1568, top1-acc=94.75%, top5-acc=99.92%, remaining_time=0:00:14.010832, arrival_time=2021-04-10 01:53:13.591108, cost_time=0:00:01.592145 2021-04-10 01:53:00,276 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.75ms, fps=3682 images/s, loss=0.1509, top1-acc=94.80%, top5-acc=99.91%, remaining_time=0:00:12.660156, arrival_time=2021-04-10 01:53:12.936292, cost_time=0:00:02.287993 2021-04-10 01:53:00,976 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.38ms, fps=3661 images/s, loss=0.1488, top1-acc=94.86%, top5-acc=99.92%, remaining_time=0:00:11.652732, arrival_time=2021-04-10 01:53:12.628747, cost_time=0:00:02.987863 2021-04-10 01:53:01,672 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.64ms, fps=3677 images/s, loss=0.1434, top1-acc=95.04%, top5-acc=99.93%, remaining_time=0:00:10.759032, arrival_time=2021-04-10 01:53:12.431783, cost_time=0:00:03.684607 2021-04-10 01:53:02,373 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.91ms, fps=3655 images/s, loss=0.1419, top1-acc=95.09%, top5-acc=99.93%, remaining_time=0:00:09.940512, arrival_time=2021-04-10 01:53:12.314120, cost_time=0:00:04.385516 2021-04-10 01:53:03,068 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.52ms, fps=3687 images/s, loss=0.1428, top1-acc=95.07%, top5-acc=99.93%, remaining_time=0:00:09.144450, arrival_time=2021-04-10 01:53:12.212799, cost_time=0:00:05.080254 2021-04-10 01:53:03,758 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.43ms, fps=3712 images/s, loss=0.1471, top1-acc=94.84%, top5-acc=99.94%, remaining_time=0:00:08.366964, arrival_time=2021-04-10 01:53:12.125563, cost_time=0:00:05.770310 2021-04-10 01:53:04,455 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.42ms, fps=3678 images/s, loss=0.1487, top1-acc=94.80%, top5-acc=99.93%, remaining_time=0:00:07.617054, arrival_time=2021-04-10 01:53:12.072464, cost_time=0:00:06.467312 2021-04-10 01:53:05,157 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.94ms, fps=3651 images/s, loss=0.1514, top1-acc=94.69%, top5-acc=99.94%, remaining_time=0:00:06.882144, arrival_time=2021-04-10 01:53:12.039299, cost_time=0:00:07.168900 2021-04-10 01:53:05,864 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.86ms, fps=3621 images/s, loss=0.1528, top1-acc=94.66%, top5-acc=99.94%, remaining_time=0:00:06.158202, arrival_time=2021-04-10 01:53:12.023065, cost_time=0:00:07.876728 2021-04-10 01:53:06,563 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.58ms, fps=3670 images/s, loss=0.1522, top1-acc=94.64%, top5-acc=99.94%, remaining_time=0:00:05.430732, arrival_time=2021-04-10 01:53:11.993774, cost_time=0:00:08.574857 2021-04-10 01:53:07,253 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.54ms, fps=3711 images/s, loss=0.1533, top1-acc=94.60%, top5-acc=99.94%, remaining_time=0:00:04.703952, arrival_time=2021-04-10 01:53:11.957361, cost_time=0:00:09.265314 2021-04-10 01:53:07,952 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.58ms, fps=3663 images/s, loss=0.1539, top1-acc=94.60%, top5-acc=99.94%, remaining_time=0:00:03.985856, arrival_time=2021-04-10 01:53:11.938668, cost_time=0:00:09.964628 2021-04-10 01:53:08,646 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.54ms, fps=3696 images/s, loss=0.1545, top1-acc=94.56%, top5-acc=99.94%, remaining_time=0:00:03.268438, arrival_time=2021-04-10 01:53:11.914512, cost_time=0:00:10.657963 2021-04-10 01:53:09,340 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.58ms, fps=3687 images/s, loss=0.1551, top1-acc=94.56%, top5-acc=99.93%, remaining_time=0:00:02.554380, arrival_time=2021-04-10 01:53:11.895266, cost_time=0:00:11.352789 2021-04-10 01:53:10,040 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.92ms, fps=3664 images/s, loss=0.1555, top1-acc=94.57%, top5-acc=99.94%, remaining_time=0:00:01.843244, arrival_time=2021-04-10 01:53:11.883459, cost_time=0:00:12.051953 2021-04-10 01:53:10,752 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.67ms, fps=3598 images/s, loss=0.1562, top1-acc=94.56%, top5-acc=99.93%, remaining_time=0:00:01.134608, arrival_time=2021-04-10 01:53:11.886998, cost_time=0:00:12.764296 2021-04-10 01:53:11,459 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.64ms, fps=3625 images/s, loss=0.1565, top1-acc=94.54%, top5-acc=99.93%, remaining_time=0:00:00.425400, arrival_time=2021-04-10 01:53:11.884646, cost_time=0:00:13.471007 2021-04-10 01:53:11,838 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=0.09ms, fps=3595 images/s, loss=0.1567, top1-acc=94.53%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:11.838268, cost_time=0:00:13.850169 2021-04-10 01:53:12,139 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=6.83ms, fps=8553 images/s, loss=0.3565, top1-acc=88.32%, top5-acc=99.73%, remaining_time=0:00:00.897750, arrival_time=2021-04-10 01:53:13.036650, cost_time=0:00:00.299253 2021-04-10 01:53:12,381 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=0.46ms, fps=10607 images/s, loss=0.3339, top1-acc=88.98%, top5-acc=99.69%, remaining_time=0:00:00.541620, arrival_time=2021-04-10 01:53:12.922613, cost_time=0:00:00.541621 2021-04-10 01:53:12,672 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=0.17ms, fps=8783 images/s, loss=0.3436, top1-acc=88.67%, top5-acc=99.69%, remaining_time=0:00:00.277850, arrival_time=2021-04-10 01:53:12.950749, cost_time=0:00:00.833556 2021-04-10 01:53:12,897 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.07ms, fps=10339 images/s, loss=0.3474, top1-acc=88.65%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:12.897641, cost_time=0:00:01.058297 2021-04-10 01:53:12,926 INFO : Epoch=0124 complete, best val top1-acc=88.92%, top5-acc=99.64% (epoch=119), remaining_time=0:18:58.290228, arrival_time=2021-04-10 02:12:11.216430, cost_time=0:30:57.210339 2021-04-10 01:53:12,926 INFO : Train start, epoch=0125, lr=0.031594 2021-04-10 01:53:13,898 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=0.26ms, fps=2634 images/s, loss=0.1451, top1-acc=95.16%, top5-acc=100.00%, remaining_time=0:00:18.074178, arrival_time=2021-04-10 01:53:31.972833, cost_time=0:00:00.971732 2021-04-10 01:53:14,590 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.57ms, fps=3702 images/s, loss=0.1454, top1-acc=95.16%, top5-acc=99.98%, remaining_time=0:00:14.640912, arrival_time=2021-04-10 01:53:29.231557, cost_time=0:00:01.663732 2021-04-10 01:53:15,292 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.88ms, fps=3651 images/s, loss=0.1416, top1-acc=95.17%, top5-acc=99.95%, remaining_time=0:00:13.088270, arrival_time=2021-04-10 01:53:28.380582, cost_time=0:00:02.365356 2021-04-10 01:53:15,998 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=2.60ms, fps=3630 images/s, loss=0.1391, top1-acc=95.15%, top5-acc=99.95%, remaining_time=0:00:11.977524, arrival_time=2021-04-10 01:53:27.975642, cost_time=0:00:03.071147 2021-04-10 01:53:16,709 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.92ms, fps=3602 images/s, loss=0.1399, top1-acc=95.09%, top5-acc=99.95%, remaining_time=0:00:11.044900, arrival_time=2021-04-10 01:53:27.754344, cost_time=0:00:03.782482 2021-04-10 01:53:17,410 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.88ms, fps=3652 images/s, loss=0.1393, top1-acc=95.10%, top5-acc=99.93%, remaining_time=0:00:10.163688, arrival_time=2021-04-10 01:53:27.574556, cost_time=0:00:04.483955 2021-04-10 01:53:18,108 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.59ms, fps=3672 images/s, loss=0.1389, top1-acc=95.11%, top5-acc=99.93%, remaining_time=0:00:09.326898, arrival_time=2021-04-10 01:53:27.435435, cost_time=0:00:05.181585 2021-04-10 01:53:18,807 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=2.00ms, fps=3667 images/s, loss=0.1391, top1-acc=95.12%, top5-acc=99.93%, remaining_time=0:00:08.526232, arrival_time=2021-04-10 01:53:27.333393, cost_time=0:00:05.880155 2021-04-10 01:53:19,507 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.46ms, fps=3661 images/s, loss=0.1377, top1-acc=95.17%, top5-acc=99.94%, remaining_time=0:00:07.749872, arrival_time=2021-04-10 01:53:27.257116, cost_time=0:00:06.580111 2021-04-10 01:53:20,246 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.60ms, fps=3466 images/s, loss=0.1375, top1-acc=95.17%, top5-acc=99.93%, remaining_time=0:00:07.026816, arrival_time=2021-04-10 01:53:27.273303, cost_time=0:00:07.319555 2021-04-10 01:53:20,951 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.94ms, fps=3632 images/s, loss=0.1385, top1-acc=95.11%, top5-acc=99.93%, remaining_time=0:00:06.273958, arrival_time=2021-04-10 01:53:27.225797, cost_time=0:00:08.024776 2021-04-10 01:53:21,648 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.92ms, fps=3679 images/s, loss=0.1396, top1-acc=95.05%, top5-acc=99.93%, remaining_time=0:00:05.523604, arrival_time=2021-04-10 01:53:27.172070, cost_time=0:00:08.721483 2021-04-10 01:53:22,348 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.64ms, fps=3660 images/s, loss=0.1403, top1-acc=95.03%, top5-acc=99.94%, remaining_time=0:00:04.783284, arrival_time=2021-04-10 01:53:27.132019, cost_time=0:00:09.421606 2021-04-10 01:53:23,050 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.59ms, fps=3651 images/s, loss=0.1420, top1-acc=94.97%, top5-acc=99.94%, remaining_time=0:00:04.049416, arrival_time=2021-04-10 01:53:27.099934, cost_time=0:00:10.123585 2021-04-10 01:53:23,760 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=2.06ms, fps=3609 images/s, loss=0.1440, top1-acc=94.91%, top5-acc=99.94%, remaining_time=0:00:03.322258, arrival_time=2021-04-10 01:53:27.082733, cost_time=0:00:10.833390 2021-04-10 01:53:24,464 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.56ms, fps=3642 images/s, loss=0.1449, top1-acc=94.91%, top5-acc=99.93%, remaining_time=0:00:02.595852, arrival_time=2021-04-10 01:53:27.059936, cost_time=0:00:11.537165 2021-04-10 01:53:25,178 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.61ms, fps=3586 images/s, loss=0.1458, top1-acc=94.90%, top5-acc=99.93%, remaining_time=0:00:01.873742, arrival_time=2021-04-10 01:53:27.052198, cost_time=0:00:12.251440 2021-04-10 01:53:25,870 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.53ms, fps=3702 images/s, loss=0.1470, top1-acc=94.87%, top5-acc=99.93%, remaining_time=0:00:01.150544, arrival_time=2021-04-10 01:53:27.021320, cost_time=0:00:12.943680 2021-04-10 01:53:26,571 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.44ms, fps=3659 images/s, loss=0.1478, top1-acc=94.84%, top5-acc=99.94%, remaining_time=0:00:00.430866, arrival_time=2021-04-10 01:53:27.001842, cost_time=0:00:13.644049 2021-04-10 01:53:26,950 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=0.10ms, fps=3589 images/s, loss=0.1479, top1-acc=94.85%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:26.950335, cost_time=0:00:14.023425 2021-04-10 01:53:27,250 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=0.43ms, fps=8558 images/s, loss=0.5231, top1-acc=84.41%, top5-acc=99.14%, remaining_time=0:00:00.897330, arrival_time=2021-04-10 01:53:28.147781, cost_time=0:00:00.299108 2021-04-10 01:53:27,461 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=2.54ms, fps=12153 images/s, loss=0.5118, top1-acc=84.75%, top5-acc=99.32%, remaining_time=0:00:00.510180, arrival_time=2021-04-10 01:53:27.971845, cost_time=0:00:00.510178 2021-04-10 01:53:27,702 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=0.38ms, fps=10679 images/s, loss=0.5166, top1-acc=84.73%, top5-acc=99.23%, remaining_time=0:00:00.250230, arrival_time=2021-04-10 01:53:27.952300, cost_time=0:00:00.750702 2021-04-10 01:53:27,884 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.08ms, fps=12760 images/s, loss=0.5107, top1-acc=84.55%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:27.884338, cost_time=0:00:00.933033 2021-04-10 01:53:27,914 INFO : Epoch=0125 complete, best val top1-acc=88.92%, top5-acc=99.64% (epoch=119), remaining_time=0:18:43.318875, arrival_time=2021-04-10 02:12:11.232841, cost_time=0:31:12.198102 2021-04-10 01:53:27,914 INFO : Train start, epoch=0126, lr=0.030866 2021-04-10 01:53:28,821 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=2.06ms, fps=2824 images/s, loss=0.1565, top1-acc=94.80%, top5-acc=99.96%, remaining_time=0:00:16.859784, arrival_time=2021-04-10 01:53:45.680896, cost_time=0:00:00.906435 2021-04-10 01:53:29,524 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.89ms, fps=3641 images/s, loss=0.1485, top1-acc=95.10%, top5-acc=99.98%, remaining_time=0:00:14.168000, arrival_time=2021-04-10 01:53:43.692746, cost_time=0:00:01.610000 2021-04-10 01:53:30,226 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=2.75ms, fps=3651 images/s, loss=0.1439, top1-acc=95.30%, top5-acc=99.97%, remaining_time=0:00:12.791960, arrival_time=2021-04-10 01:53:43.018567, cost_time=0:00:02.311802 2021-04-10 01:53:30,931 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=2.13ms, fps=3634 images/s, loss=0.1429, top1-acc=95.18%, top5-acc=99.98%, remaining_time=0:00:11.766924, arrival_time=2021-04-10 01:53:42.698754, cost_time=0:00:03.017151 2021-04-10 01:53:31,637 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.88ms, fps=3633 images/s, loss=0.1441, top1-acc=95.22%, top5-acc=99.97%, remaining_time=0:00:10.868970, arrival_time=2021-04-10 01:53:42.505947, cost_time=0:00:03.722262 2021-04-10 01:53:32,344 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.48ms, fps=3622 images/s, loss=0.1451, top1-acc=95.12%, top5-acc=99.97%, remaining_time=0:00:10.040608, arrival_time=2021-04-10 01:53:42.385052, cost_time=0:00:04.429682 2021-04-10 01:53:33,046 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=2.03ms, fps=3649 images/s, loss=0.1457, top1-acc=95.07%, top5-acc=99.98%, remaining_time=0:00:09.237312, arrival_time=2021-04-10 01:53:42.283899, cost_time=0:00:05.131857 2021-04-10 01:53:33,744 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=2.08ms, fps=3670 images/s, loss=0.1441, top1-acc=95.14%, top5-acc=99.98%, remaining_time=0:00:08.453616, arrival_time=2021-04-10 01:53:42.198473, cost_time=0:00:05.830091 2021-04-10 01:53:34,443 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=2.85ms, fps=3666 images/s, loss=0.1447, top1-acc=95.13%, top5-acc=99.96%, remaining_time=0:00:07.689876, arrival_time=2021-04-10 01:53:42.133696, cost_time=0:00:06.529152 2021-04-10 01:53:35,138 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.41ms, fps=3691 images/s, loss=0.1448, top1-acc=95.16%, top5-acc=99.96%, remaining_time=0:00:06.934272, arrival_time=2021-04-10 01:53:42.072335, cost_time=0:00:07.223194 2021-04-10 01:53:35,849 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=2.10ms, fps=3603 images/s, loss=0.1442, top1-acc=95.15%, top5-acc=99.95%, remaining_time=0:00:06.203352, arrival_time=2021-04-10 01:53:42.052638, cost_time=0:00:07.934560 2021-04-10 01:53:36,558 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.70ms, fps=3614 images/s, loss=0.1433, top1-acc=95.15%, top5-acc=99.95%, remaining_time=0:00:05.474128, arrival_time=2021-04-10 01:53:42.032258, cost_time=0:00:08.643413 2021-04-10 01:53:37,245 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.71ms, fps=3728 images/s, loss=0.1427, top1-acc=95.15%, top5-acc=99.95%, remaining_time=0:00:04.737084, arrival_time=2021-04-10 01:53:41.982360, cost_time=0:00:09.330614 2021-04-10 01:53:37,963 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.87ms, fps=3566 images/s, loss=0.1431, top1-acc=95.16%, top5-acc=99.94%, remaining_time=0:00:04.019512, arrival_time=2021-04-10 01:53:41.983154, cost_time=0:00:10.048807 2021-04-10 01:53:38,660 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.41ms, fps=3677 images/s, loss=0.1437, top1-acc=95.13%, top5-acc=99.95%, remaining_time=0:00:03.295394, arrival_time=2021-04-10 01:53:41.955952, cost_time=0:00:10.745886 2021-04-10 01:53:39,370 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.53ms, fps=3608 images/s, loss=0.1428, top1-acc=95.16%, top5-acc=99.95%, remaining_time=0:00:02.577528, arrival_time=2021-04-10 01:53:41.947942, cost_time=0:00:11.455748 2021-04-10 01:53:40,067 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.93ms, fps=3673 images/s, loss=0.1431, top1-acc=95.16%, top5-acc=99.95%, remaining_time=0:00:01.858740, arrival_time=2021-04-10 01:53:41.926671, cost_time=0:00:12.153218 2021-04-10 01:53:40,766 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=2.16ms, fps=3669 images/s, loss=0.1448, top1-acc=95.10%, top5-acc=99.95%, remaining_time=0:00:01.142352, arrival_time=2021-04-10 01:53:41.908711, cost_time=0:00:12.851527 2021-04-10 01:53:41,463 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.34ms, fps=3677 images/s, loss=0.1449, top1-acc=95.07%, top5-acc=99.95%, remaining_time=0:00:00.427848, arrival_time=2021-04-10 01:53:41.891053, cost_time=0:00:13.548546 2021-04-10 01:53:41,836 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.25ms, fps=3644 images/s, loss=0.1458, top1-acc=95.03%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:41.836825, cost_time=0:00:13.922133 2021-04-10 01:53:42,166 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=2.59ms, fps=7808 images/s, loss=0.3319, top1-acc=89.57%, top5-acc=99.65%, remaining_time=0:00:00.983520, arrival_time=2021-04-10 01:53:43.149637, cost_time=0:00:00.327844 2021-04-10 01:53:42,399 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=0.23ms, fps=10974 images/s, loss=0.3364, top1-acc=89.63%, top5-acc=99.67%, remaining_time=0:00:00.561620, arrival_time=2021-04-10 01:53:42.961485, cost_time=0:00:00.561625 2021-04-10 01:53:42,661 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=0.40ms, fps=9796 images/s, loss=0.3461, top1-acc=89.18%, top5-acc=99.67%, remaining_time=0:00:00.274440, arrival_time=2021-04-10 01:53:42.936140, cost_time=0:00:00.823323 2021-04-10 01:53:42,891 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.07ms, fps=10111 images/s, loss=0.3585, top1-acc=89.00%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:42.891745, cost_time=0:00:01.053512 2021-04-10 01:53:42,943 INFO : Epoch=0126 complete, best val top1-acc=89.00%, top5-acc=99.69% (epoch=126), remaining_time=0:18:28.371778, arrival_time=2021-04-10 02:12:11.315239, cost_time=0:31:27.227584 2021-04-10 01:53:42,944 INFO : Train start, epoch=0127, lr=0.030143 2021-04-10 01:53:43,865 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.97ms, fps=2780 images/s, loss=0.1395, top1-acc=95.31%, top5-acc=100.00%, remaining_time=0:00:17.129856, arrival_time=2021-04-10 01:54:00.995024, cost_time=0:00:00.920962 2021-04-10 01:53:44,567 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=2.00ms, fps=3647 images/s, loss=0.1430, top1-acc=95.43%, top5-acc=99.96%, remaining_time=0:00:14.285568, arrival_time=2021-04-10 01:53:58.853261, cost_time=0:00:01.623363 2021-04-10 01:53:45,268 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.94ms, fps=3656 images/s, loss=0.1448, top1-acc=95.27%, top5-acc=99.95%, remaining_time=0:00:12.861182, arrival_time=2021-04-10 01:53:58.129762, cost_time=0:00:02.324316 2021-04-10 01:53:45,976 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.40ms, fps=3618 images/s, loss=0.1425, top1-acc=95.18%, top5-acc=99.96%, remaining_time=0:00:11.826672, arrival_time=2021-04-10 01:53:57.803509, cost_time=0:00:03.032463 2021-04-10 01:53:46,681 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=2.10ms, fps=3636 images/s, loss=0.1435, top1-acc=95.17%, top5-acc=99.95%, remaining_time=0:00:10.913354, arrival_time=2021-04-10 01:53:57.595045, cost_time=0:00:03.737450 2021-04-10 01:53:47,381 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.85ms, fps=3664 images/s, loss=0.1432, top1-acc=95.18%, top5-acc=99.95%, remaining_time=0:00:10.056384, arrival_time=2021-04-10 01:53:57.437294, cost_time=0:00:04.436611 2021-04-10 01:53:48,083 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.97ms, fps=3647 images/s, loss=0.1422, top1-acc=95.18%, top5-acc=99.96%, remaining_time=0:00:09.250416, arrival_time=2021-04-10 01:53:57.333779, cost_time=0:00:05.139150 2021-04-10 01:53:48,789 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.54ms, fps=3630 images/s, loss=0.1403, top1-acc=95.26%, top5-acc=99.96%, remaining_time=0:00:08.474960, arrival_time=2021-04-10 01:53:57.264166, cost_time=0:00:05.844827 2021-04-10 01:53:49,500 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=2.14ms, fps=3603 images/s, loss=0.1408, top1-acc=95.24%, top5-acc=99.95%, remaining_time=0:00:07.721888, arrival_time=2021-04-10 01:53:57.222549, cost_time=0:00:06.556321 2021-04-10 01:53:50,219 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=2.68ms, fps=3565 images/s, loss=0.1413, top1-acc=95.19%, top5-acc=99.95%, remaining_time=0:00:06.984288, arrival_time=2021-04-10 01:53:57.203801, cost_time=0:00:07.275258 2021-04-10 01:53:50,958 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.84ms, fps=3466 images/s, loss=0.1406, top1-acc=95.16%, top5-acc=99.94%, remaining_time=0:00:06.265788, arrival_time=2021-04-10 01:53:57.224570, cost_time=0:00:08.014411 2021-04-10 01:53:51,654 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=2.07ms, fps=3687 images/s, loss=0.1413, top1-acc=95.13%, top5-acc=99.94%, remaining_time=0:00:05.516156, arrival_time=2021-04-10 01:53:57.170183, cost_time=0:00:08.709674 2021-04-10 01:53:52,379 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=18.60ms, fps=3534 images/s, loss=0.1401, top1-acc=95.18%, top5-acc=99.95%, remaining_time=0:00:04.790016, arrival_time=2021-04-10 01:53:57.169176, cost_time=0:00:09.434887 2021-04-10 01:53:53,083 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.44ms, fps=3639 images/s, loss=0.1397, top1-acc=95.21%, top5-acc=99.95%, remaining_time=0:00:04.055632, arrival_time=2021-04-10 01:53:57.139029, cost_time=0:00:10.139034 2021-04-10 01:53:53,806 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.55ms, fps=3544 images/s, loss=0.1396, top1-acc=95.20%, top5-acc=99.95%, remaining_time=0:00:03.331090, arrival_time=2021-04-10 01:53:57.137709, cost_time=0:00:10.862265 2021-04-10 01:53:54,505 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.61ms, fps=3669 images/s, loss=0.1400, top1-acc=95.19%, top5-acc=99.96%, remaining_time=0:00:02.601180, arrival_time=2021-04-10 01:53:57.106226, cost_time=0:00:11.560821 2021-04-10 01:53:55,195 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.64ms, fps=3713 images/s, loss=0.1412, top1-acc=95.13%, top5-acc=99.96%, remaining_time=0:00:01.873664, arrival_time=2021-04-10 01:53:57.068692, cost_time=0:00:12.250821 2021-04-10 01:53:55,898 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.85ms, fps=3641 images/s, loss=0.1414, top1-acc=95.12%, top5-acc=99.95%, remaining_time=0:00:01.151488, arrival_time=2021-04-10 01:53:57.050083, cost_time=0:00:12.954301 2021-04-10 01:53:56,600 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.28ms, fps=3650 images/s, loss=0.1422, top1-acc=95.10%, top5-acc=99.95%, remaining_time=0:00:00.431250, arrival_time=2021-04-10 01:53:57.031906, cost_time=0:00:13.656227 2021-04-10 01:53:56,985 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.68ms, fps=3541 images/s, loss=0.1428, top1-acc=95.08%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:56.985570, cost_time=0:00:14.041302 2021-04-10 01:53:57,326 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=0.29ms, fps=7547 images/s, loss=0.4876, top1-acc=85.39%, top5-acc=99.49%, remaining_time=0:00:01.017570, arrival_time=2021-04-10 01:53:58.343942, cost_time=0:00:00.339187 2021-04-10 01:53:57,555 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=3.05ms, fps=11202 images/s, loss=0.4736, top1-acc=86.00%, top5-acc=99.57%, remaining_time=0:00:00.568160, arrival_time=2021-04-10 01:53:58.123510, cost_time=0:00:00.568158 2021-04-10 01:53:57,814 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=0.47ms, fps=9889 images/s, loss=0.4634, top1-acc=86.63%, top5-acc=99.52%, remaining_time=0:00:00.275830, arrival_time=2021-04-10 01:53:58.090521, cost_time=0:00:00.827497 2021-04-10 01:53:58,046 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.07ms, fps=10033 images/s, loss=0.4579, top1-acc=86.41%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:58.046451, cost_time=0:00:01.059220 2021-04-10 01:53:58,073 INFO : Epoch=0127 complete, best val top1-acc=89.00%, top5-acc=99.69% (epoch=126), remaining_time=0:18:13.481381, arrival_time=2021-04-10 02:12:11.555279, cost_time=0:31:42.358030 2021-04-10 01:53:58,074 INFO : Train start, epoch=0128, lr=0.029424 2021-04-10 01:53:59,012 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=0.27ms, fps=2730 images/s, loss=0.1274, top1-acc=95.70%, top5-acc=99.92%, remaining_time=0:00:17.439732, arrival_time=2021-04-10 01:54:16.452110, cost_time=0:00:00.937623 2021-04-10 01:53:59,710 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.98ms, fps=3669 images/s, loss=0.1273, top1-acc=95.66%, top5-acc=99.90%, remaining_time=0:00:14.396976, arrival_time=2021-04-10 01:54:14.107662, cost_time=0:00:01.636023 2021-04-10 01:54:00,411 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.49ms, fps=3657 images/s, loss=0.1289, top1-acc=95.76%, top5-acc=99.92%, remaining_time=0:00:12.928578, arrival_time=2021-04-10 01:54:13.339820, cost_time=0:00:02.336493 2021-04-10 01:54:01,116 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=2.74ms, fps=3636 images/s, loss=0.1320, top1-acc=95.48%, top5-acc=99.94%, remaining_time=0:00:11.860836, arrival_time=2021-04-10 01:54:12.976895, cost_time=0:00:03.041229 2021-04-10 01:54:01,838 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=4.45ms, fps=3550 images/s, loss=0.1332, top1-acc=95.35%, top5-acc=99.92%, remaining_time=0:00:10.988836, arrival_time=2021-04-10 01:54:12.826845, cost_time=0:00:03.763282 2021-04-10 01:54:02,550 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=3.03ms, fps=3597 images/s, loss=0.1326, top1-acc=95.40%, top5-acc=99.93%, remaining_time=0:00:10.144648, arrival_time=2021-04-10 01:54:12.695018, cost_time=0:00:04.475580 2021-04-10 01:54:03,243 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.55ms, fps=3695 images/s, loss=0.1347, top1-acc=95.31%, top5-acc=99.93%, remaining_time=0:00:09.304470, arrival_time=2021-04-10 01:54:12.548281, cost_time=0:00:05.169133 2021-04-10 01:54:03,937 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.78ms, fps=3692 images/s, loss=0.1360, top1-acc=95.24%, top5-acc=99.93%, remaining_time=0:00:08.501408, arrival_time=2021-04-10 01:54:12.439143, cost_time=0:00:05.863033 2021-04-10 01:54:04,639 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.79ms, fps=3651 images/s, loss=0.1360, top1-acc=95.26%, top5-acc=99.93%, remaining_time=0:00:07.731746, arrival_time=2021-04-10 01:54:12.371174, cost_time=0:00:06.564671 2021-04-10 01:54:05,336 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.86ms, fps=3676 images/s, loss=0.1370, top1-acc=95.20%, top5-acc=99.94%, remaining_time=0:00:06.971136, arrival_time=2021-04-10 01:54:12.307430, cost_time=0:00:07.261630 2021-04-10 01:54:06,027 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=2.32ms, fps=3708 images/s, loss=0.1370, top1-acc=95.21%, top5-acc=99.95%, remaining_time=0:00:06.217370, arrival_time=2021-04-10 01:54:12.244661, cost_time=0:00:07.952493 2021-04-10 01:54:06,736 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.93ms, fps=3612 images/s, loss=0.1384, top1-acc=95.19%, top5-acc=99.95%, remaining_time=0:00:05.485908, arrival_time=2021-04-10 01:54:12.222589, cost_time=0:00:08.661973 2021-04-10 01:54:07,434 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.91ms, fps=3673 images/s, loss=0.1404, top1-acc=95.13%, top5-acc=99.95%, remaining_time=0:00:04.751736, arrival_time=2021-04-10 01:54:12.185899, cost_time=0:00:09.359467 2021-04-10 01:54:08,128 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.87ms, fps=3690 images/s, loss=0.1421, top1-acc=95.06%, top5-acc=99.95%, remaining_time=0:00:04.021472, arrival_time=2021-04-10 01:54:12.149824, cost_time=0:00:10.053690 2021-04-10 01:54:08,827 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.54ms, fps=3663 images/s, loss=0.1424, top1-acc=95.02%, top5-acc=99.95%, remaining_time=0:00:03.297602, arrival_time=2021-04-10 01:54:12.125392, cost_time=0:00:10.753012 2021-04-10 01:54:09,521 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.47ms, fps=3694 images/s, loss=0.1416, top1-acc=95.04%, top5-acc=99.94%, remaining_time=0:00:02.575512, arrival_time=2021-04-10 01:54:12.096857, cost_time=0:00:11.446683 2021-04-10 01:54:10,215 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.49ms, fps=3690 images/s, loss=0.1423, top1-acc=94.98%, top5-acc=99.94%, remaining_time=0:00:01.856842, arrival_time=2021-04-10 01:54:12.072365, cost_time=0:00:12.140861 2021-04-10 01:54:10,917 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.43ms, fps=3682 images/s, loss=0.1420, top1-acc=95.00%, top5-acc=99.94%, remaining_time=0:00:01.141504, arrival_time=2021-04-10 01:54:12.058394, cost_time=0:00:12.841888 2021-04-10 01:54:11,617 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.55ms, fps=3657 images/s, loss=0.1424, top1-acc=95.00%, top5-acc=99.94%, remaining_time=0:00:00.427674, arrival_time=2021-04-10 01:54:12.045478, cost_time=0:00:13.543076 2021-04-10 01:54:11,991 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=0.08ms, fps=3645 images/s, loss=0.1430, top1-acc=94.98%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:11.991524, cost_time=0:00:13.916834 2021-04-10 01:54:12,275 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=2.27ms, fps=9056 images/s, loss=0.3552, top1-acc=88.44%, top5-acc=99.73%, remaining_time=0:00:00.848040, arrival_time=2021-04-10 01:54:13.123336, cost_time=0:00:00.282681 2021-04-10 01:54:12,483 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=17.76ms, fps=12312 images/s, loss=0.3444, top1-acc=89.12%, top5-acc=99.59%, remaining_time=0:00:00.490980, arrival_time=2021-04-10 01:54:12.974593, cost_time=0:00:00.490983 2021-04-10 01:54:12,737 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=0.40ms, fps=10111 images/s, loss=0.3392, top1-acc=89.39%, top5-acc=99.61%, remaining_time=0:00:00.248220, arrival_time=2021-04-10 01:54:12.985500, cost_time=0:00:00.744653 2021-04-10 01:54:12,927 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.09ms, fps=12215 images/s, loss=0.3410, top1-acc=89.22%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:12.927764, cost_time=0:00:00.935035 2021-04-10 01:54:12,979 INFO : Epoch=0128 complete, best val top1-acc=89.22%, top5-acc=99.58% (epoch=128), remaining_time=0:17:58.460856, arrival_time=2021-04-10 02:12:11.440421, cost_time=0:31:57.263689 2021-04-10 01:54:12,980 INFO : Train start, epoch=0129, lr=0.028711 2021-04-10 01:54:13,863 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.40ms, fps=2899 images/s, loss=0.1302, top1-acc=95.27%, top5-acc=100.00%, remaining_time=0:00:16.423242, arrival_time=2021-04-10 01:54:30.286524, cost_time=0:00:00.882974 2021-04-10 01:54:14,561 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.94ms, fps=3671 images/s, loss=0.1344, top1-acc=95.04%, top5-acc=100.00%, remaining_time=0:00:13.910336, arrival_time=2021-04-10 01:54:28.471503, cost_time=0:00:01.580718 2021-04-10 01:54:15,253 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.45ms, fps=3701 images/s, loss=0.1401, top1-acc=94.97%, top5-acc=99.95%, remaining_time=0:00:12.578484, arrival_time=2021-04-10 01:54:27.832003, cost_time=0:00:02.273231 2021-04-10 01:54:15,957 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=2.03ms, fps=3641 images/s, loss=0.1400, top1-acc=95.05%, top5-acc=99.96%, remaining_time=0:00:11.609520, arrival_time=2021-04-10 01:54:27.566789, cost_time=0:00:02.976818 2021-04-10 01:54:16,651 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.43ms, fps=3691 images/s, loss=0.1383, top1-acc=95.12%, top5-acc=99.96%, remaining_time=0:00:10.719904, arrival_time=2021-04-10 01:54:27.371391, cost_time=0:00:03.671197 2021-04-10 01:54:17,352 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.45ms, fps=3657 images/s, loss=0.1390, top1-acc=95.08%, top5-acc=99.96%, remaining_time=0:00:09.909232, arrival_time=2021-04-10 01:54:27.261338, cost_time=0:00:04.371726 2021-04-10 01:54:18,055 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=2.17ms, fps=3642 images/s, loss=0.1373, top1-acc=95.20%, top5-acc=99.97%, remaining_time=0:00:09.135630, arrival_time=2021-04-10 01:54:27.191310, cost_time=0:00:05.075340 2021-04-10 01:54:18,753 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.77ms, fps=3672 images/s, loss=0.1387, top1-acc=95.16%, top5-acc=99.96%, remaining_time=0:00:08.371140, arrival_time=2021-04-10 01:54:27.124705, cost_time=0:00:05.773184 2021-04-10 01:54:19,446 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.37ms, fps=3700 images/s, loss=0.1384, top1-acc=95.20%, top5-acc=99.96%, remaining_time=0:00:07.615146, arrival_time=2021-04-10 01:54:27.061126, cost_time=0:00:06.465690 2021-04-10 01:54:20,139 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.82ms, fps=3695 images/s, loss=0.1376, top1-acc=95.21%, top5-acc=99.96%, remaining_time=0:00:06.872640, arrival_time=2021-04-10 01:54:27.011923, cost_time=0:00:07.158996 2021-04-10 01:54:20,869 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=2.19ms, fps=3510 images/s, loss=0.1369, top1-acc=95.26%, top5-acc=99.96%, remaining_time=0:00:06.167576, arrival_time=2021-04-10 01:54:27.036741, cost_time=0:00:07.888783 2021-04-10 01:54:21,598 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.83ms, fps=3517 images/s, loss=0.1385, top1-acc=95.19%, top5-acc=99.96%, remaining_time=0:00:05.457636, arrival_time=2021-04-10 01:54:27.055510, cost_time=0:00:08.617292 2021-04-10 01:54:22,305 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.45ms, fps=3625 images/s, loss=0.1383, top1-acc=95.19%, top5-acc=99.96%, remaining_time=0:00:04.734048, arrival_time=2021-04-10 01:54:27.039072, cost_time=0:00:09.324658 2021-04-10 01:54:23,015 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.90ms, fps=3607 images/s, loss=0.1371, top1-acc=95.26%, top5-acc=99.96%, remaining_time=0:00:04.013968, arrival_time=2021-04-10 01:54:27.029193, cost_time=0:00:10.034938 2021-04-10 01:54:23,729 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=5.57ms, fps=3591 images/s, loss=0.1369, top1-acc=95.26%, top5-acc=99.96%, remaining_time=0:00:03.296130, arrival_time=2021-04-10 01:54:27.025400, cost_time=0:00:10.748203 2021-04-10 01:54:24,453 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=2.10ms, fps=3547 images/s, loss=0.1366, top1-acc=95.29%, top5-acc=99.96%, remaining_time=0:00:02.581380, arrival_time=2021-04-10 01:54:27.034514, cost_time=0:00:11.472844 2021-04-10 01:54:25,180 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.70ms, fps=3525 images/s, loss=0.1382, top1-acc=95.27%, top5-acc=99.95%, remaining_time=0:00:01.865812, arrival_time=2021-04-10 01:54:27.045826, cost_time=0:00:12.199559 2021-04-10 01:54:25,877 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.79ms, fps=3677 images/s, loss=0.1378, top1-acc=95.28%, top5-acc=99.96%, remaining_time=0:00:01.146368, arrival_time=2021-04-10 01:54:27.023652, cost_time=0:00:12.896684 2021-04-10 01:54:26,575 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.78ms, fps=3669 images/s, loss=0.1383, top1-acc=95.25%, top5-acc=99.96%, remaining_time=0:00:00.429330, arrival_time=2021-04-10 01:54:27.005171, cost_time=0:00:13.595537 2021-04-10 01:54:26,953 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.77ms, fps=3606 images/s, loss=0.1383, top1-acc=95.25%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:26.953511, cost_time=0:00:13.973076 2021-04-10 01:54:27,323 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=0.41ms, fps=6961 images/s, loss=0.3613, top1-acc=88.75%, top5-acc=99.61%, remaining_time=0:00:01.103340, arrival_time=2021-04-10 01:54:28.426435, cost_time=0:00:00.367776 2021-04-10 01:54:27,545 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=0.42ms, fps=11546 images/s, loss=0.3596, top1-acc=88.95%, top5-acc=99.71%, remaining_time=0:00:00.590040, arrival_time=2021-04-10 01:54:28.135384, cost_time=0:00:00.590034 2021-04-10 01:54:27,779 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=2.59ms, fps=10965 images/s, loss=0.3539, top1-acc=89.04%, top5-acc=99.67%, remaining_time=0:00:00.274660, arrival_time=2021-04-10 01:54:28.053943, cost_time=0:00:00.823992 2021-04-10 01:54:28,054 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.12ms, fps=8456 images/s, loss=0.3356, top1-acc=89.39%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:28.054079, cost_time=0:00:01.098830 2021-04-10 01:54:28,104 INFO : Epoch=0129 complete, best val top1-acc=89.39%, top5-acc=99.67% (epoch=129), remaining_time=0:17:43.562676, arrival_time=2021-04-10 02:12:11.667125, cost_time=0:32:12.388583 2021-04-10 01:54:28,105 INFO : Train start, epoch=0130, lr=0.028003 2021-04-10 01:54:29,053 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=0.41ms, fps=2699 images/s, loss=0.1232, top1-acc=95.39%, top5-acc=100.00%, remaining_time=0:00:17.639682, arrival_time=2021-04-10 01:54:46.693356, cost_time=0:00:00.948368 2021-04-10 01:54:29,759 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.69ms, fps=3631 images/s, loss=0.1246, top1-acc=95.64%, top5-acc=100.00%, remaining_time=0:00:14.556608, arrival_time=2021-04-10 01:54:44.315952, cost_time=0:00:01.654159 2021-04-10 01:54:30,458 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.94ms, fps=3665 images/s, loss=0.1255, top1-acc=95.68%, top5-acc=99.99%, remaining_time=0:00:13.020874, arrival_time=2021-04-10 01:54:43.479401, cost_time=0:00:02.353157 2021-04-10 01:54:31,162 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=2.22ms, fps=3641 images/s, loss=0.1234, top1-acc=95.69%, top5-acc=99.99%, remaining_time=0:00:11.922924, arrival_time=2021-04-10 01:54:43.085296, cost_time=0:00:03.057157 2021-04-10 01:54:31,864 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=3.10ms, fps=3649 images/s, loss=0.1250, top1-acc=95.67%, top5-acc=99.98%, remaining_time=0:00:10.976864, arrival_time=2021-04-10 01:54:42.841401, cost_time=0:00:03.759217 2021-04-10 01:54:32,573 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.88ms, fps=3615 images/s, loss=0.1284, top1-acc=95.61%, top5-acc=99.97%, remaining_time=0:00:10.127920, arrival_time=2021-04-10 01:54:42.701339, cost_time=0:00:04.468182 2021-04-10 01:54:33,271 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.99ms, fps=3670 images/s, loss=0.1286, top1-acc=95.62%, top5-acc=99.98%, remaining_time=0:00:09.299304, arrival_time=2021-04-10 01:54:42.570774, cost_time=0:00:05.166248 2021-04-10 01:54:33,973 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.82ms, fps=3650 images/s, loss=0.1276, top1-acc=95.66%, top5-acc=99.98%, remaining_time=0:00:08.508948, arrival_time=2021-04-10 01:54:42.482528, cost_time=0:00:05.868255 2021-04-10 01:54:34,666 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=2.31ms, fps=3698 images/s, loss=0.1288, top1-acc=95.64%, top5-acc=99.97%, remaining_time=0:00:07.727930, arrival_time=2021-04-10 01:54:42.394615, cost_time=0:00:06.561472 2021-04-10 01:54:35,365 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=2.18ms, fps=3667 images/s, loss=0.1303, top1-acc=95.57%, top5-acc=99.96%, remaining_time=0:00:06.969696, arrival_time=2021-04-10 01:54:42.335121, cost_time=0:00:07.260089 2021-04-10 01:54:36,078 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=2.01ms, fps=3594 images/s, loss=0.1299, top1-acc=95.56%, top5-acc=99.97%, remaining_time=0:00:06.233710, arrival_time=2021-04-10 01:54:42.312285, cost_time=0:00:07.973336 2021-04-10 01:54:36,783 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.87ms, fps=3634 images/s, loss=0.1295, top1-acc=95.57%, top5-acc=99.97%, remaining_time=0:00:05.496320, arrival_time=2021-04-10 01:54:42.280035, cost_time=0:00:08.678456 2021-04-10 01:54:37,478 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.77ms, fps=3687 images/s, loss=0.1310, top1-acc=95.49%, top5-acc=99.97%, remaining_time=0:00:04.758798, arrival_time=2021-04-10 01:54:42.237458, cost_time=0:00:09.373453 2021-04-10 01:54:38,184 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.57ms, fps=3632 images/s, loss=0.1309, top1-acc=95.48%, top5-acc=99.97%, remaining_time=0:00:04.031552, arrival_time=2021-04-10 01:54:42.215698, cost_time=0:00:10.078888 2021-04-10 01:54:38,884 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.90ms, fps=3660 images/s, loss=0.1313, top1-acc=95.48%, top5-acc=99.97%, remaining_time=0:00:03.305514, arrival_time=2021-04-10 01:54:42.189930, cost_time=0:00:10.778909 2021-04-10 01:54:39,589 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=2.13ms, fps=3637 images/s, loss=0.1320, top1-acc=95.46%, top5-acc=99.97%, remaining_time=0:00:02.583900, arrival_time=2021-04-10 01:54:42.173036, cost_time=0:00:11.483944 2021-04-10 01:54:40,283 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.39ms, fps=3690 images/s, loss=0.1338, top1-acc=95.37%, top5-acc=99.97%, remaining_time=0:00:01.862536, arrival_time=2021-04-10 01:54:42.145889, cost_time=0:00:12.178136 2021-04-10 01:54:40,983 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.46ms, fps=3661 images/s, loss=0.1351, top1-acc=95.33%, top5-acc=99.97%, remaining_time=0:00:01.144720, arrival_time=2021-04-10 01:54:42.128024, cost_time=0:00:12.878029 2021-04-10 01:54:41,676 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.43ms, fps=3698 images/s, loss=0.1353, top1-acc=95.33%, top5-acc=99.97%, remaining_time=0:00:00.428556, arrival_time=2021-04-10 01:54:42.104732, cost_time=0:00:13.571008 2021-04-10 01:54:42,050 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.42ms, fps=3636 images/s, loss=0.1350, top1-acc=95.34%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:42.050629, cost_time=0:00:13.945479 2021-04-10 01:54:42,381 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.20ms, fps=7751 images/s, loss=0.3341, top1-acc=89.88%, top5-acc=99.73%, remaining_time=0:00:00.990840, arrival_time=2021-04-10 01:54:43.372741, cost_time=0:00:00.330281 2021-04-10 01:54:42,633 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=0.41ms, fps=10199 images/s, loss=0.3454, top1-acc=89.32%, top5-acc=99.65%, remaining_time=0:00:00.581840, arrival_time=2021-04-10 01:54:43.215257, cost_time=0:00:00.581832 2021-04-10 01:54:42,882 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=0.43ms, fps=10308 images/s, loss=0.3603, top1-acc=88.96%, top5-acc=99.65%, remaining_time=0:00:00.276890, arrival_time=2021-04-10 01:54:43.159121, cost_time=0:00:00.830657 2021-04-10 01:54:43,067 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.07ms, fps=12590 images/s, loss=0.3659, top1-acc=88.96%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:43.066953, cost_time=0:00:01.015400 2021-04-10 01:54:43,109 INFO : Epoch=0130 complete, best val top1-acc=89.39%, top5-acc=99.67% (epoch=129), remaining_time=0:17:28.596500, arrival_time=2021-04-10 02:12:11.705937, cost_time=0:32:27.393541 2021-04-10 01:54:43,110 INFO : Train start, epoch=0131, lr=0.027300 2021-04-10 01:54:43,971 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=1.92ms, fps=2972 images/s, loss=0.1366, top1-acc=95.20%, top5-acc=100.00%, remaining_time=0:00:16.020924, arrival_time=2021-04-10 01:54:59.992801, cost_time=0:00:00.861344 2021-04-10 01:54:44,672 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=2.24ms, fps=3656 images/s, loss=0.1335, top1-acc=95.33%, top5-acc=99.96%, remaining_time=0:00:13.745248, arrival_time=2021-04-10 01:54:58.417929, cost_time=0:00:01.561953 2021-04-10 01:54:45,380 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.84ms, fps=3622 images/s, loss=0.1310, top1-acc=95.44%, top5-acc=99.97%, remaining_time=0:00:12.559394, arrival_time=2021-04-10 01:54:57.939775, cost_time=0:00:02.269781 2021-04-10 01:54:46,078 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.95ms, fps=3672 images/s, loss=0.1286, top1-acc=95.50%, top5-acc=99.97%, remaining_time=0:00:11.573640, arrival_time=2021-04-10 01:54:57.651863, cost_time=0:00:02.967601 2021-04-10 01:54:46,776 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=2.73ms, fps=3667 images/s, loss=0.1270, top1-acc=95.52%, top5-acc=99.97%, remaining_time=0:00:10.705742, arrival_time=2021-04-10 01:54:57.482670, cost_time=0:00:03.666332 2021-04-10 01:54:47,489 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=2.13ms, fps=3601 images/s, loss=0.1275, top1-acc=95.42%, top5-acc=99.97%, remaining_time=0:00:09.924056, arrival_time=2021-04-10 01:54:57.412995, cost_time=0:00:04.378258 2021-04-10 01:54:48,228 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.41ms, fps=3466 images/s, loss=0.1278, top1-acc=95.47%, top5-acc=99.96%, remaining_time=0:00:09.212112, arrival_time=2021-04-10 01:54:57.440523, cost_time=0:00:05.117810 2021-04-10 01:54:48,922 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=2.21ms, fps=3690 images/s, loss=0.1269, top1-acc=95.48%, top5-acc=99.96%, remaining_time=0:00:08.427632, arrival_time=2021-04-10 01:54:57.350454, cost_time=0:00:05.812185 2021-04-10 01:54:49,610 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.65ms, fps=3729 images/s, loss=0.1259, top1-acc=95.52%, top5-acc=99.96%, remaining_time=0:00:07.654896, arrival_time=2021-04-10 01:54:57.264976, cost_time=0:00:06.499425 2021-04-10 01:54:50,304 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=2.66ms, fps=3688 images/s, loss=0.1275, top1-acc=95.46%, top5-acc=99.96%, remaining_time=0:00:06.906528, arrival_time=2021-04-10 01:54:57.211450, cost_time=0:00:07.194344 2021-04-10 01:54:51,013 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.92ms, fps=3614 images/s, loss=0.1281, top1-acc=95.48%, top5-acc=99.97%, remaining_time=0:00:06.178842, arrival_time=2021-04-10 01:54:57.192661, cost_time=0:00:07.903191 2021-04-10 01:54:51,720 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=3.07ms, fps=3630 images/s, loss=0.1283, top1-acc=95.48%, top5-acc=99.97%, remaining_time=0:00:05.452468, arrival_time=2021-04-10 01:54:57.172847, cost_time=0:00:08.609156 2021-04-10 01:54:52,420 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.50ms, fps=3662 images/s, loss=0.1292, top1-acc=95.44%, top5-acc=99.97%, remaining_time=0:00:04.726656, arrival_time=2021-04-10 01:54:57.147267, cost_time=0:00:09.310068 2021-04-10 01:54:53,118 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.95ms, fps=3673 images/s, loss=0.1287, top1-acc=95.50%, top5-acc=99.96%, remaining_time=0:00:04.002992, arrival_time=2021-04-10 01:54:57.121183, cost_time=0:00:10.007494 2021-04-10 01:54:53,823 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=2.05ms, fps=3632 images/s, loss=0.1292, top1-acc=95.52%, top5-acc=99.96%, remaining_time=0:00:03.285366, arrival_time=2021-04-10 01:54:57.109130, cost_time=0:00:10.713185 2021-04-10 01:54:54,550 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=2.12ms, fps=3528 images/s, loss=0.1295, top1-acc=95.51%, top5-acc=99.96%, remaining_time=0:00:02.573820, arrival_time=2021-04-10 01:54:57.123799, cost_time=0:00:11.439273 2021-04-10 01:54:55,249 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.65ms, fps=3664 images/s, loss=0.1298, top1-acc=95.48%, top5-acc=99.96%, remaining_time=0:00:01.856530, arrival_time=2021-04-10 01:54:57.105964, cost_time=0:00:12.138897 2021-04-10 01:54:55,946 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.73ms, fps=3673 images/s, loss=0.1302, top1-acc=95.46%, top5-acc=99.96%, remaining_time=0:00:01.140992, arrival_time=2021-04-10 01:54:57.087802, cost_time=0:00:12.836184 2021-04-10 01:54:56,641 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.26ms, fps=3690 images/s, loss=0.1312, top1-acc=95.42%, top5-acc=99.96%, remaining_time=0:00:00.427284, arrival_time=2021-04-10 01:54:57.068413, cost_time=0:00:13.530587 2021-04-10 01:54:57,015 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=0.07ms, fps=3640 images/s, loss=0.1318, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:57.015162, cost_time=0:00:13.904633 2021-04-10 01:54:57,347 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=8.23ms, fps=7729 images/s, loss=0.3283, top1-acc=89.69%, top5-acc=99.77%, remaining_time=0:00:00.993600, arrival_time=2021-04-10 01:54:58.341060, cost_time=0:00:00.331204 2021-04-10 01:54:57,574 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=0.20ms, fps=11329 images/s, loss=0.3248, top1-acc=89.86%, top5-acc=99.71%, remaining_time=0:00:00.557740, arrival_time=2021-04-10 01:54:58.131700, cost_time=0:00:00.557733 2021-04-10 01:54:57,843 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=0.40ms, fps=9515 images/s, loss=0.3294, top1-acc=89.32%, top5-acc=99.62%, remaining_time=0:00:00.275770, arrival_time=2021-04-10 01:54:58.119291, cost_time=0:00:00.827303 2021-04-10 01:54:58,057 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.11ms, fps=10847 images/s, loss=0.3299, top1-acc=89.39%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:58.057871, cost_time=0:00:01.041660 2021-04-10 01:54:58,102 INFO : Epoch=0131 complete, best val top1-acc=89.39%, top5-acc=99.67% (epoch=129), remaining_time=0:17:13.623381, arrival_time=2021-04-10 02:12:11.725661, cost_time=0:32:42.386411 2021-04-10 01:54:58,102 INFO : Train start, epoch=0132, lr=0.026604 2021-04-10 01:54:59,004 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=4.91ms, fps=2842 images/s, loss=0.1247, top1-acc=95.78%, top5-acc=100.00%, remaining_time=0:00:16.756554, arrival_time=2021-04-10 01:55:15.760611, cost_time=0:00:00.900888 2021-04-10 01:54:59,702 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.64ms, fps=3670 images/s, loss=0.1434, top1-acc=95.21%, top5-acc=99.96%, remaining_time=0:00:14.073488, arrival_time=2021-04-10 01:55:13.775820, cost_time=0:00:01.599254 2021-04-10 01:55:00,405 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.73ms, fps=3646 images/s, loss=0.1454, top1-acc=95.09%, top5-acc=99.97%, remaining_time=0:00:12.737512, arrival_time=2021-04-10 01:55:13.142576, cost_time=0:00:02.301962 2021-04-10 01:55:01,104 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.97ms, fps=3665 images/s, loss=0.1431, top1-acc=95.15%, top5-acc=99.97%, remaining_time=0:00:11.704212, arrival_time=2021-04-10 01:55:12.808341, cost_time=0:00:03.001095 2021-04-10 01:55:01,804 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=4.36ms, fps=3658 images/s, loss=0.1434, top1-acc=95.12%, top5-acc=99.96%, remaining_time=0:00:10.807942, arrival_time=2021-04-10 01:55:12.612344, cost_time=0:00:03.701347 2021-04-10 01:55:02,512 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.70ms, fps=3621 images/s, loss=0.1438, top1-acc=95.16%, top5-acc=99.95%, remaining_time=0:00:09.993552, arrival_time=2021-04-10 01:55:12.505558, cost_time=0:00:04.408900 2021-04-10 01:55:03,210 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.50ms, fps=3666 images/s, loss=0.1405, top1-acc=95.23%, top5-acc=99.96%, remaining_time=0:00:09.193968, arrival_time=2021-04-10 01:55:12.404750, cost_time=0:00:05.107761 2021-04-10 01:55:03,906 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=2.21ms, fps=3683 images/s, loss=0.1411, top1-acc=95.19%, top5-acc=99.96%, remaining_time=0:00:08.414640, arrival_time=2021-04-10 01:55:12.320990, cost_time=0:00:05.803163 2021-04-10 01:55:04,612 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=2.30ms, fps=3630 images/s, loss=0.1391, top1-acc=95.22%, top5-acc=99.96%, remaining_time=0:00:07.666450, arrival_time=2021-04-10 01:55:12.278737, cost_time=0:00:06.509206 2021-04-10 01:55:05,327 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.82ms, fps=3583 images/s, loss=0.1378, top1-acc=95.23%, top5-acc=99.96%, remaining_time=0:00:06.935424, arrival_time=2021-04-10 01:55:12.263014, cost_time=0:00:07.224392 2021-04-10 01:55:06,032 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.89ms, fps=3636 images/s, loss=0.1370, top1-acc=95.28%, top5-acc=99.96%, remaining_time=0:00:06.199396, arrival_time=2021-04-10 01:55:12.231863, cost_time=0:00:07.929414 2021-04-10 01:55:06,735 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=2.03ms, fps=3643 images/s, loss=0.1358, top1-acc=95.34%, top5-acc=99.97%, remaining_time=0:00:05.467364, arrival_time=2021-04-10 01:55:12.203164, cost_time=0:00:08.632630 2021-04-10 01:55:07,455 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=2.01ms, fps=3563 images/s, loss=0.1348, top1-acc=95.38%, top5-acc=99.97%, remaining_time=0:00:04.747908, arrival_time=2021-04-10 01:55:12.202916, cost_time=0:00:09.351986 2021-04-10 01:55:08,174 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.91ms, fps=3560 images/s, loss=0.1354, top1-acc=95.33%, top5-acc=99.97%, remaining_time=0:00:04.028584, arrival_time=2021-04-10 01:55:12.203153, cost_time=0:00:10.071452 2021-04-10 01:55:08,874 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.92ms, fps=3664 images/s, loss=0.1353, top1-acc=95.30%, top5-acc=99.96%, remaining_time=0:00:03.303030, arrival_time=2021-04-10 01:55:12.177015, cost_time=0:00:10.770760 2021-04-10 01:55:09,571 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=2.04ms, fps=3674 images/s, loss=0.1355, top1-acc=95.31%, top5-acc=99.97%, remaining_time=0:00:02.580444, arrival_time=2021-04-10 01:55:12.152155, cost_time=0:00:11.468645 2021-04-10 01:55:10,288 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=2.17ms, fps=3574 images/s, loss=0.1352, top1-acc=95.33%, top5-acc=99.96%, remaining_time=0:00:01.863654, arrival_time=2021-04-10 01:55:12.152248, cost_time=0:00:12.185468 2021-04-10 01:55:10,989 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=2.92ms, fps=3655 images/s, loss=0.1354, top1-acc=95.34%, top5-acc=99.96%, remaining_time=0:00:01.145472, arrival_time=2021-04-10 01:55:12.135276, cost_time=0:00:12.886603 2021-04-10 01:55:11,697 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.73ms, fps=3620 images/s, loss=0.1349, top1-acc=95.35%, top5-acc=99.96%, remaining_time=0:00:00.429306, arrival_time=2021-04-10 01:55:12.127030, cost_time=0:00:13.594667 2021-04-10 01:55:12,076 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=0.07ms, fps=3596 images/s, loss=0.1358, top1-acc=95.34%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:12.076579, cost_time=0:00:13.973365 2021-04-10 01:55:12,413 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=0.23ms, fps=7625 images/s, loss=0.3388, top1-acc=89.69%, top5-acc=99.61%, remaining_time=0:00:01.007130, arrival_time=2021-04-10 01:55:13.420933, cost_time=0:00:00.335714 2021-04-10 01:55:12,652 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=0.28ms, fps=10734 images/s, loss=0.3583, top1-acc=88.98%, top5-acc=99.51%, remaining_time=0:00:00.574580, arrival_time=2021-04-10 01:55:13.227237, cost_time=0:00:00.574574 2021-04-10 01:55:12,932 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=0.38ms, fps=9177 images/s, loss=0.3481, top1-acc=89.09%, top5-acc=99.58%, remaining_time=0:00:00.284620, arrival_time=2021-04-10 01:55:13.216598, cost_time=0:00:00.853854 2021-04-10 01:55:13,236 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.20ms, fps=7627 images/s, loss=0.3547, top1-acc=88.84%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:13.236638, cost_time=0:00:01.158512 2021-04-10 01:55:13,269 INFO : Epoch=0132 complete, best val top1-acc=89.39%, top5-acc=99.67% (epoch=129), remaining_time=0:16:58.739552, arrival_time=2021-04-10 02:12:12.008740, cost_time=0:32:57.553306 2021-04-10 01:55:13,269 INFO : Train start, epoch=0133, lr=0.025912 2021-04-10 01:55:14,176 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.46ms, fps=2825 images/s, loss=0.1203, top1-acc=95.82%, top5-acc=99.92%, remaining_time=0:00:16.857924, arrival_time=2021-04-10 01:55:31.034316, cost_time=0:00:00.906337 2021-04-10 01:55:14,875 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.53ms, fps=3662 images/s, loss=0.1270, top1-acc=95.66%, top5-acc=99.90%, remaining_time=0:00:14.131216, arrival_time=2021-04-10 01:55:29.007092, cost_time=0:00:01.605814 2021-04-10 01:55:15,575 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.58ms, fps=3663 images/s, loss=0.1240, top1-acc=95.77%, top5-acc=99.93%, remaining_time=0:00:12.754776, arrival_time=2021-04-10 01:55:28.329910, cost_time=0:00:02.305078 2021-04-10 01:55:16,275 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=3.30ms, fps=3658 images/s, loss=0.1240, top1-acc=95.78%, top5-acc=99.94%, remaining_time=0:00:11.720436, arrival_time=2021-04-10 01:55:27.995784, cost_time=0:00:03.005252 2021-04-10 01:55:16,979 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=2.17ms, fps=3641 images/s, loss=0.1248, top1-acc=95.65%, top5-acc=99.94%, remaining_time=0:00:10.829696, arrival_time=2021-04-10 01:55:27.808654, cost_time=0:00:03.708816 2021-04-10 01:55:17,676 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.68ms, fps=3675 images/s, loss=0.1247, top1-acc=95.66%, top5-acc=99.94%, remaining_time=0:00:09.986752, arrival_time=2021-04-10 01:55:27.662811, cost_time=0:00:04.405940 2021-04-10 01:55:18,376 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=2.18ms, fps=3661 images/s, loss=0.1244, top1-acc=95.70%, top5-acc=99.94%, remaining_time=0:00:09.190440, arrival_time=2021-04-10 01:55:27.566458, cost_time=0:00:05.105797 2021-04-10 01:55:19,078 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=2.57ms, fps=3648 images/s, loss=0.1239, top1-acc=95.69%, top5-acc=99.95%, remaining_time=0:00:08.422412, arrival_time=2021-04-10 01:55:27.501042, cost_time=0:00:05.808525 2021-04-10 01:55:19,782 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.67ms, fps=3644 images/s, loss=0.1237, top1-acc=95.72%, top5-acc=99.95%, remaining_time=0:00:07.669736, arrival_time=2021-04-10 01:55:27.451892, cost_time=0:00:06.512013 2021-04-10 01:55:20,478 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.47ms, fps=3682 images/s, loss=0.1239, top1-acc=95.70%, top5-acc=99.95%, remaining_time=0:00:06.919680, arrival_time=2021-04-10 01:55:27.397712, cost_time=0:00:07.207963 2021-04-10 01:55:21,175 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.93ms, fps=3675 images/s, loss=0.1235, top1-acc=95.71%, top5-acc=99.95%, remaining_time=0:00:06.180218, arrival_time=2021-04-10 01:55:27.355216, cost_time=0:00:07.904939 2021-04-10 01:55:21,880 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.89ms, fps=3631 images/s, loss=0.1233, top1-acc=95.75%, top5-acc=99.95%, remaining_time=0:00:05.453304, arrival_time=2021-04-10 01:55:27.334002, cost_time=0:00:08.610472 2021-04-10 01:55:22,594 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.47ms, fps=3592 images/s, loss=0.1229, top1-acc=95.77%, top5-acc=99.94%, remaining_time=0:00:04.733784, arrival_time=2021-04-10 01:55:27.327974, cost_time=0:00:09.324095 2021-04-10 01:55:23,303 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=2.08ms, fps=3612 images/s, loss=0.1248, top1-acc=95.73%, top5-acc=99.94%, remaining_time=0:00:04.013352, arrival_time=2021-04-10 01:55:27.316934, cost_time=0:00:10.033365 2021-04-10 01:55:24,006 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=2.19ms, fps=3646 images/s, loss=0.1253, top1-acc=95.72%, top5-acc=99.95%, remaining_time=0:00:03.292496, arrival_time=2021-04-10 01:55:27.299181, cost_time=0:00:10.736461 2021-04-10 01:55:24,721 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=9.00ms, fps=3586 images/s, loss=0.1263, top1-acc=95.68%, top5-acc=99.95%, remaining_time=0:00:02.576520, arrival_time=2021-04-10 01:55:27.298019, cost_time=0:00:11.451195 2021-04-10 01:55:25,427 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.44ms, fps=3629 images/s, loss=0.1265, top1-acc=95.67%, top5-acc=99.95%, remaining_time=0:00:01.859416, arrival_time=2021-04-10 01:55:27.287217, cost_time=0:00:12.157731 2021-04-10 01:55:26,124 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=2.18ms, fps=3680 images/s, loss=0.1273, top1-acc=95.66%, top5-acc=99.95%, remaining_time=0:00:01.142560, arrival_time=2021-04-10 01:55:27.266527, cost_time=0:00:12.853753 2021-04-10 01:55:26,820 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.24ms, fps=3678 images/s, loss=0.1278, top1-acc=95.66%, top5-acc=99.95%, remaining_time=0:00:00.427914, arrival_time=2021-04-10 01:55:27.248591, cost_time=0:00:13.550623 2021-04-10 01:55:27,196 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.42ms, fps=3624 images/s, loss=0.1276, top1-acc=95.67%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:27.196417, cost_time=0:00:13.926282 2021-04-10 01:55:27,498 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=22.73ms, fps=8521 images/s, loss=0.3546, top1-acc=89.57%, top5-acc=99.49%, remaining_time=0:00:00.901230, arrival_time=2021-04-10 01:55:28.399246, cost_time=0:00:00.300407 2021-04-10 01:55:27,758 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=0.38ms, fps=9850 images/s, loss=0.3691, top1-acc=89.14%, top5-acc=99.45%, remaining_time=0:00:00.560820, arrival_time=2021-04-10 01:55:28.319238, cost_time=0:00:00.560825 2021-04-10 01:55:28,005 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=2.34ms, fps=10407 images/s, loss=0.3737, top1-acc=88.88%, top5-acc=99.37%, remaining_time=0:00:00.269090, arrival_time=2021-04-10 01:55:28.274009, cost_time=0:00:00.807272 2021-04-10 01:55:28,257 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.10ms, fps=9229 images/s, loss=0.3748, top1-acc=88.89%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:28.256918, cost_time=0:00:01.059247 2021-04-10 01:55:28,311 INFO : Epoch=0133 complete, best val top1-acc=89.39%, top5-acc=99.67% (epoch=129), remaining_time=0:16:43.788573, arrival_time=2021-04-10 02:12:12.099776, cost_time=0:33:12.595256 2021-04-10 01:55:28,312 INFO : Train start, epoch=0134, lr=0.025227 2021-04-10 01:55:29,227 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=0.35ms, fps=2799 images/s, loss=0.1325, top1-acc=95.31%, top5-acc=99.96%, remaining_time=0:00:17.014164, arrival_time=2021-04-10 01:55:46.241468, cost_time=0:00:00.914745 2021-04-10 01:55:29,927 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.70ms, fps=3660 images/s, loss=0.1190, top1-acc=95.88%, top5-acc=99.92%, remaining_time=0:00:14.209008, arrival_time=2021-04-10 01:55:44.136271, cost_time=0:00:01.614669 2021-04-10 01:55:30,630 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=2.57ms, fps=3642 images/s, loss=0.1256, top1-acc=95.78%, top5-acc=99.92%, remaining_time=0:00:12.826322, arrival_time=2021-04-10 01:55:43.456908, cost_time=0:00:02.318024 2021-04-10 01:55:31,330 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.89ms, fps=3658 images/s, loss=0.1280, top1-acc=95.62%, top5-acc=99.94%, remaining_time=0:00:11.771292, arrival_time=2021-04-10 01:55:43.102118, cost_time=0:00:03.018270 2021-04-10 01:55:32,028 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.44ms, fps=3672 images/s, loss=0.1270, top1-acc=95.69%, top5-acc=99.95%, remaining_time=0:00:10.849990, arrival_time=2021-04-10 01:55:42.878296, cost_time=0:00:03.715744 2021-04-10 01:55:32,729 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.89ms, fps=3655 images/s, loss=0.1277, top1-acc=95.70%, top5-acc=99.95%, remaining_time=0:00:10.010824, arrival_time=2021-04-10 01:55:42.739902, cost_time=0:00:04.416522 2021-04-10 01:55:33,438 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=2.04ms, fps=3613 images/s, loss=0.1267, top1-acc=95.71%, top5-acc=99.96%, remaining_time=0:00:09.225972, arrival_time=2021-04-10 01:55:42.664237, cost_time=0:00:05.125555 2021-04-10 01:55:34,154 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.86ms, fps=3576 images/s, loss=0.1260, top1-acc=95.74%, top5-acc=99.95%, remaining_time=0:00:08.471364, arrival_time=2021-04-10 01:55:42.626259, cost_time=0:00:05.842323 2021-04-10 01:55:34,853 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.58ms, fps=3668 images/s, loss=0.1259, top1-acc=95.71%, top5-acc=99.96%, remaining_time=0:00:07.703338, arrival_time=2021-04-10 01:55:42.556650, cost_time=0:00:06.540583 2021-04-10 01:55:35,555 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.99ms, fps=3648 images/s, loss=0.1253, top1-acc=95.68%, top5-acc=99.96%, remaining_time=0:00:06.953472, arrival_time=2021-04-10 01:55:42.509280, cost_time=0:00:07.243247 2021-04-10 01:55:36,254 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.37ms, fps=3666 images/s, loss=0.1247, top1-acc=95.69%, top5-acc=99.96%, remaining_time=0:00:06.209114, arrival_time=2021-04-10 01:55:42.463642, cost_time=0:00:07.941876 2021-04-10 01:55:36,949 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.39ms, fps=3685 images/s, loss=0.1249, top1-acc=95.68%, top5-acc=99.96%, remaining_time=0:00:05.470176, arrival_time=2021-04-10 01:55:42.419922, cost_time=0:00:08.637176 2021-04-10 01:55:37,647 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.54ms, fps=3674 images/s, loss=0.1263, top1-acc=95.62%, top5-acc=99.96%, remaining_time=0:00:04.738998, arrival_time=2021-04-10 01:55:42.386107, cost_time=0:00:09.334367 2021-04-10 01:55:38,347 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=2.20ms, fps=3659 images/s, loss=0.1275, top1-acc=95.62%, top5-acc=99.97%, remaining_time=0:00:04.014024, arrival_time=2021-04-10 01:55:42.361627, cost_time=0:00:10.035045 2021-04-10 01:55:39,047 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=3.88ms, fps=3658 images/s, loss=0.1283, top1-acc=95.57%, top5-acc=99.97%, remaining_time=0:00:03.292128, arrival_time=2021-04-10 01:55:42.339949, cost_time=0:00:10.735220 2021-04-10 01:55:39,748 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.89ms, fps=3655 images/s, loss=0.1288, top1-acc=95.56%, top5-acc=99.97%, remaining_time=0:00:02.573136, arrival_time=2021-04-10 01:55:42.321875, cost_time=0:00:11.436086 2021-04-10 01:55:40,446 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.97ms, fps=3671 images/s, loss=0.1289, top1-acc=95.54%, top5-acc=99.97%, remaining_time=0:00:01.855802, arrival_time=2021-04-10 01:55:42.302504, cost_time=0:00:12.134091 2021-04-10 01:55:41,145 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.93ms, fps=3668 images/s, loss=0.1295, top1-acc=95.54%, top5-acc=99.95%, remaining_time=0:00:01.140672, arrival_time=2021-04-10 01:55:42.285812, cost_time=0:00:12.832531 2021-04-10 01:55:41,841 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.87ms, fps=3681 images/s, loss=0.1294, top1-acc=95.54%, top5-acc=99.95%, remaining_time=0:00:00.427218, arrival_time=2021-04-10 01:55:42.268488, cost_time=0:00:13.528638 2021-04-10 01:55:42,212 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=0.07ms, fps=3673 images/s, loss=0.1297, top1-acc=95.54%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:42.212083, cost_time=0:00:13.899531 2021-04-10 01:55:42,534 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=10.97ms, fps=7975 images/s, loss=0.3991, top1-acc=87.81%, top5-acc=99.45%, remaining_time=0:00:00.963000, arrival_time=2021-04-10 01:55:43.497161, cost_time=0:00:00.321001 2021-04-10 01:55:42,770 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=0.26ms, fps=10832 images/s, loss=0.4163, top1-acc=87.44%, top5-acc=99.47%, remaining_time=0:00:00.557720, arrival_time=2021-04-10 01:55:43.328605, cost_time=0:00:00.557716 2021-04-10 01:55:43,009 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=38.84ms, fps=10760 images/s, loss=0.4370, top1-acc=87.04%, top5-acc=99.53%, remaining_time=0:00:00.265350, arrival_time=2021-04-10 01:55:43.274602, cost_time=0:00:00.796064 2021-04-10 01:55:43,217 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.08ms, fps=11180 images/s, loss=0.4290, top1-acc=87.24%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:43.217323, cost_time=0:00:01.004051 2021-04-10 01:55:43,263 INFO : Epoch=0134 complete, best val top1-acc=89.39%, top5-acc=99.67% (epoch=129), remaining_time=0:16:28.792266, arrival_time=2021-04-10 02:12:12.056119, cost_time=0:33:27.547979 2021-04-10 01:55:43,264 INFO : Train start, epoch=0135, lr=0.024548 2021-04-10 01:55:44,182 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=0.51ms, fps=2789 images/s, loss=0.1217, top1-acc=95.78%, top5-acc=100.00%, remaining_time=0:00:17.073870, arrival_time=2021-04-10 01:56:01.256539, cost_time=0:00:00.917949 2021-04-10 01:55:44,881 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=2.11ms, fps=3667 images/s, loss=0.1269, top1-acc=95.80%, top5-acc=100.00%, remaining_time=0:00:14.227664, arrival_time=2021-04-10 01:55:59.109128, cost_time=0:00:01.616788 2021-04-10 01:55:45,586 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=2.14ms, fps=3633 images/s, loss=0.1256, top1-acc=95.85%, top5-acc=100.00%, remaining_time=0:00:12.847238, arrival_time=2021-04-10 01:55:58.433719, cost_time=0:00:02.321793 2021-04-10 01:55:46,294 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=2.07ms, fps=3620 images/s, loss=0.1275, top1-acc=95.81%, top5-acc=99.99%, remaining_time=0:00:11.815128, arrival_time=2021-04-10 01:55:58.109333, cost_time=0:00:03.029507 2021-04-10 01:55:46,993 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.49ms, fps=3662 images/s, loss=0.1260, top1-acc=95.84%, top5-acc=99.96%, remaining_time=0:00:10.889118, arrival_time=2021-04-10 01:55:57.882958, cost_time=0:00:03.729150 2021-04-10 01:55:47,708 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=2.54ms, fps=3586 images/s, loss=0.1244, top1-acc=95.86%, top5-acc=99.97%, remaining_time=0:00:10.072840, arrival_time=2021-04-10 01:55:57.781454, cost_time=0:00:04.443917 2021-04-10 01:55:48,410 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.92ms, fps=3650 images/s, loss=0.1237, top1-acc=95.89%, top5-acc=99.97%, remaining_time=0:00:09.262638, arrival_time=2021-04-10 01:55:57.673192, cost_time=0:00:05.145877 2021-04-10 01:55:49,114 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=2.11ms, fps=3641 images/s, loss=0.1225, top1-acc=95.93%, top5-acc=99.97%, remaining_time=0:00:08.481920, arrival_time=2021-04-10 01:55:57.596296, cost_time=0:00:05.849566 2021-04-10 01:55:49,819 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.88ms, fps=3634 images/s, loss=0.1208, top1-acc=95.98%, top5-acc=99.97%, remaining_time=0:00:07.720086, arrival_time=2021-04-10 01:55:57.539656, cost_time=0:00:06.554827 2021-04-10 01:55:50,516 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.76ms, fps=3676 images/s, loss=0.1210, top1-acc=95.93%, top5-acc=99.96%, remaining_time=0:00:06.961824, arrival_time=2021-04-10 01:55:57.478414, cost_time=0:00:07.251897 2021-04-10 01:55:51,214 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.57ms, fps=3670 images/s, loss=0.1228, top1-acc=95.86%, top5-acc=99.96%, remaining_time=0:00:06.215478, arrival_time=2021-04-10 01:55:57.430280, cost_time=0:00:07.950061 2021-04-10 01:55:51,916 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.84ms, fps=3652 images/s, loss=0.1231, top1-acc=95.86%, top5-acc=99.95%, remaining_time=0:00:05.479372, arrival_time=2021-04-10 01:55:57.395706, cost_time=0:00:08.651634 2021-04-10 01:55:52,615 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.50ms, fps=3663 images/s, loss=0.1218, top1-acc=95.90%, top5-acc=99.95%, remaining_time=0:00:04.747512, arrival_time=2021-04-10 01:55:57.363409, cost_time=0:00:09.351158 2021-04-10 01:55:53,328 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.38ms, fps=3594 images/s, loss=0.1225, top1-acc=95.86%, top5-acc=99.96%, remaining_time=0:00:04.025616, arrival_time=2021-04-10 01:55:57.354315, cost_time=0:00:10.064010 2021-04-10 01:55:54,029 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=2.10ms, fps=3654 images/s, loss=0.1224, top1-acc=95.86%, top5-acc=99.96%, remaining_time=0:00:03.301282, arrival_time=2021-04-10 01:55:57.331078, cost_time=0:00:10.765054 2021-04-10 01:55:54,734 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=2.53ms, fps=3637 images/s, loss=0.1227, top1-acc=95.87%, top5-acc=99.96%, remaining_time=0:00:02.580660, arrival_time=2021-04-10 01:55:57.314999, cost_time=0:00:11.469671 2021-04-10 01:55:55,434 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=2.37ms, fps=3662 images/s, loss=0.1232, top1-acc=95.84%, top5-acc=99.96%, remaining_time=0:00:01.861158, arrival_time=2021-04-10 01:55:57.295087, cost_time=0:00:12.169126 2021-04-10 01:55:56,134 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.95ms, fps=3662 images/s, loss=0.1235, top1-acc=95.82%, top5-acc=99.95%, remaining_time=0:00:01.143920, arrival_time=2021-04-10 01:55:57.277811, cost_time=0:00:12.869086 2021-04-10 01:55:56,843 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.72ms, fps=3610 images/s, loss=0.1244, top1-acc=95.80%, top5-acc=99.96%, remaining_time=0:00:00.428814, arrival_time=2021-04-10 01:55:57.272648, cost_time=0:00:13.579111 2021-04-10 01:55:57,214 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=0.07ms, fps=3674 images/s, loss=0.1241, top1-acc=95.79%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:57.214514, cost_time=0:00:13.949857 2021-04-10 01:55:57,509 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=24.45ms, fps=8724 images/s, loss=0.4194, top1-acc=87.73%, top5-acc=99.61%, remaining_time=0:00:00.880260, arrival_time=2021-04-10 01:55:58.389255, cost_time=0:00:00.293418 2021-04-10 01:55:57,748 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=0.55ms, fps=10723 images/s, loss=0.4309, top1-acc=87.44%, top5-acc=99.55%, remaining_time=0:00:00.532580, arrival_time=2021-04-10 01:55:58.280793, cost_time=0:00:00.532574 2021-04-10 01:55:57,973 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=0.26ms, fps=11526 images/s, loss=0.4249, top1-acc=87.62%, top5-acc=99.58%, remaining_time=0:00:00.252720, arrival_time=2021-04-10 01:55:58.226580, cost_time=0:00:00.758168 2021-04-10 01:55:58,225 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.13ms, fps=9253 images/s, loss=0.4122, top1-acc=87.77%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:58.225231, cost_time=0:00:01.009649 2021-04-10 01:55:58,267 INFO : Epoch=0135 complete, best val top1-acc=89.39%, top5-acc=99.67% (epoch=129), remaining_time=0:16:13.820965, arrival_time=2021-04-10 02:12:12.088084, cost_time=0:33:42.551196 2021-04-10 01:55:58,268 INFO : Train start, epoch=0136, lr=0.023875 2021-04-10 01:55:59,195 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=0.25ms, fps=2761 images/s, loss=0.1294, top1-acc=95.74%, top5-acc=100.00%, remaining_time=0:00:17.246106, arrival_time=2021-04-10 01:56:16.441612, cost_time=0:00:00.927208 2021-04-10 01:55:59,888 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.42ms, fps=3695 images/s, loss=0.1292, top1-acc=95.35%, top5-acc=99.98%, remaining_time=0:00:14.259872, arrival_time=2021-04-10 01:56:14.148648, cost_time=0:00:01.620435 2021-04-10 01:56:00,588 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.46ms, fps=3661 images/s, loss=0.1276, top1-acc=95.48%, top5-acc=99.96%, remaining_time=0:00:12.839104, arrival_time=2021-04-10 01:56:13.427776, cost_time=0:00:02.320316 2021-04-10 01:56:01,284 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.89ms, fps=3683 images/s, loss=0.1245, top1-acc=95.62%, top5-acc=99.95%, remaining_time=0:00:11.761932, arrival_time=2021-04-10 01:56:13.046167, cost_time=0:00:03.015888 2021-04-10 01:56:01,983 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=2.16ms, fps=3662 images/s, loss=0.1218, top1-acc=95.73%, top5-acc=99.95%, remaining_time=0:00:10.849552, arrival_time=2021-04-10 01:56:12.833448, cost_time=0:00:03.715595 2021-04-10 01:56:02,681 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.92ms, fps=3672 images/s, loss=0.1198, top1-acc=95.82%, top5-acc=99.95%, remaining_time=0:00:10.003072, arrival_time=2021-04-10 01:56:12.684512, cost_time=0:00:04.413144 2021-04-10 01:56:03,380 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.53ms, fps=3665 images/s, loss=0.1198, top1-acc=95.81%, top5-acc=99.96%, remaining_time=0:00:09.201654, arrival_time=2021-04-10 01:56:12.582001, cost_time=0:00:05.112004 2021-04-10 01:56:04,086 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.94ms, fps=3631 images/s, loss=0.1176, top1-acc=95.90%, top5-acc=99.96%, remaining_time=0:00:08.435636, arrival_time=2021-04-10 01:56:12.521691, cost_time=0:00:05.817648 2021-04-10 01:56:04,778 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.88ms, fps=3698 images/s, loss=0.1204, top1-acc=95.82%, top5-acc=99.96%, remaining_time=0:00:07.667934, arrival_time=2021-04-10 01:56:12.446796, cost_time=0:00:06.510511 2021-04-10 01:56:05,480 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.50ms, fps=3650 images/s, loss=0.1201, top1-acc=95.83%, top5-acc=99.96%, remaining_time=0:00:06.923904, arrival_time=2021-04-10 01:56:12.404729, cost_time=0:00:07.212431 2021-04-10 01:56:06,177 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.59ms, fps=3679 images/s, loss=0.1201, top1-acc=95.82%, top5-acc=99.96%, remaining_time=0:00:06.183314, arrival_time=2021-04-10 01:56:12.360507, cost_time=0:00:07.908898 2021-04-10 01:56:06,878 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=2.15ms, fps=3652 images/s, loss=0.1206, top1-acc=95.79%, top5-acc=99.96%, remaining_time=0:00:05.453152, arrival_time=2021-04-10 01:56:12.331778, cost_time=0:00:08.610238 2021-04-10 01:56:07,577 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.89ms, fps=3664 images/s, loss=0.1210, top1-acc=95.79%, top5-acc=99.97%, remaining_time=0:00:04.726392, arrival_time=2021-04-10 01:56:12.304261, cost_time=0:00:09.309505 2021-04-10 01:56:08,276 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.34ms, fps=3668 images/s, loss=0.1213, top1-acc=95.81%, top5-acc=99.97%, remaining_time=0:00:04.003216, arrival_time=2021-04-10 01:56:12.279684, cost_time=0:00:10.007973 2021-04-10 01:56:08,976 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.96ms, fps=3662 images/s, loss=0.1211, top1-acc=95.84%, top5-acc=99.97%, remaining_time=0:00:03.283756, arrival_time=2021-04-10 01:56:12.259975, cost_time=0:00:10.707847 2021-04-10 01:56:09,678 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.93ms, fps=3647 images/s, loss=0.1215, top1-acc=95.83%, top5-acc=99.96%, remaining_time=0:00:02.567340, arrival_time=2021-04-10 01:56:12.246086, cost_time=0:00:11.410451 2021-04-10 01:56:10,379 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.78ms, fps=3657 images/s, loss=0.1211, top1-acc=95.85%, top5-acc=99.96%, remaining_time=0:00:01.852266, arrival_time=2021-04-10 01:56:12.231580, cost_time=0:00:12.110931 2021-04-10 01:56:11,076 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.95ms, fps=3674 images/s, loss=0.1208, top1-acc=95.88%, top5-acc=99.96%, remaining_time=0:00:01.138528, arrival_time=2021-04-10 01:56:12.215263, cost_time=0:00:12.808367 2021-04-10 01:56:11,772 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.65ms, fps=3680 images/s, loss=0.1211, top1-acc=95.87%, top5-acc=99.96%, remaining_time=0:00:00.426462, arrival_time=2021-04-10 01:56:12.199402, cost_time=0:00:13.504636 2021-04-10 01:56:12,145 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=0.07ms, fps=3654 images/s, loss=0.1203, top1-acc=95.87%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:12.145550, cost_time=0:00:13.877255 2021-04-10 01:56:12,431 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=4.48ms, fps=8977 images/s, loss=0.3994, top1-acc=89.06%, top5-acc=99.69%, remaining_time=0:00:00.855480, arrival_time=2021-04-10 01:56:13.287323, cost_time=0:00:00.285161 2021-04-10 01:56:12,660 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=5.06ms, fps=11232 images/s, loss=0.3940, top1-acc=88.83%, top5-acc=99.73%, remaining_time=0:00:00.513800, arrival_time=2021-04-10 01:56:13.174191, cost_time=0:00:00.513796 2021-04-10 01:56:12,941 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=38.43ms, fps=9228 images/s, loss=0.3887, top1-acc=88.75%, top5-acc=99.71%, remaining_time=0:00:00.265050, arrival_time=2021-04-10 01:56:13.206776, cost_time=0:00:00.795142 2021-04-10 01:56:13,142 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.08ms, fps=11605 images/s, loss=0.3857, top1-acc=88.64%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:13.142011, cost_time=0:00:00.995481 2021-04-10 01:56:13,169 INFO : Epoch=0136 complete, best val top1-acc=89.39%, top5-acc=99.67% (epoch=129), remaining_time=0:15:58.801536, arrival_time=2021-04-10 02:12:11.970609, cost_time=0:33:57.453210 2021-04-10 01:56:13,169 INFO : Train start, epoch=0137, lr=0.023209 2021-04-10 01:56:14,091 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=0.45ms, fps=2778 images/s, loss=0.1046, top1-acc=96.21%, top5-acc=100.00%, remaining_time=0:00:17.140458, arrival_time=2021-04-10 01:56:31.231891, cost_time=0:00:00.921531 2021-04-10 01:56:14,788 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.91ms, fps=3678 images/s, loss=0.1057, top1-acc=96.33%, top5-acc=100.00%, remaining_time=0:00:14.240688, arrival_time=2021-04-10 01:56:29.028734, cost_time=0:00:01.618262 2021-04-10 01:56:15,480 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.41ms, fps=3698 images/s, loss=0.1087, top1-acc=96.21%, top5-acc=99.99%, remaining_time=0:00:12.787146, arrival_time=2021-04-10 01:56:28.267997, cost_time=0:00:02.310917 2021-04-10 01:56:16,191 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=2.19ms, fps=3607 images/s, loss=0.1075, top1-acc=96.18%, top5-acc=99.98%, remaining_time=0:00:11.783928, arrival_time=2021-04-10 01:56:27.975266, cost_time=0:00:03.021520 2021-04-10 01:56:16,895 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.46ms, fps=3642 images/s, loss=0.1091, top1-acc=96.24%, top5-acc=99.98%, remaining_time=0:00:10.878022, arrival_time=2021-04-10 01:56:27.773286, cost_time=0:00:03.725335 2021-04-10 01:56:17,594 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.49ms, fps=3666 images/s, loss=0.1126, top1-acc=96.16%, top5-acc=99.99%, remaining_time=0:00:10.029048, arrival_time=2021-04-10 01:56:27.623380, cost_time=0:00:04.424565 2021-04-10 01:56:18,291 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.95ms, fps=3677 images/s, loss=0.1128, top1-acc=96.16%, top5-acc=99.97%, remaining_time=0:00:09.218034, arrival_time=2021-04-10 01:56:27.508997, cost_time=0:00:05.121099 2021-04-10 01:56:18,995 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=2.19ms, fps=3638 images/s, loss=0.1121, top1-acc=96.17%, top5-acc=99.97%, remaining_time=0:00:08.446772, arrival_time=2021-04-10 01:56:27.442035, cost_time=0:00:05.825369 2021-04-10 01:56:19,736 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.83ms, fps=3458 images/s, loss=0.1121, top1-acc=96.22%, top5-acc=99.97%, remaining_time=0:00:07.733760, arrival_time=2021-04-10 01:56:27.469969, cost_time=0:00:06.566376 2021-04-10 01:56:20,433 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.41ms, fps=3674 images/s, loss=0.1137, top1-acc=96.18%, top5-acc=99.97%, remaining_time=0:00:06.973248, arrival_time=2021-04-10 01:56:27.406819, cost_time=0:00:07.263757 2021-04-10 01:56:21,133 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.59ms, fps=3659 images/s, loss=0.1151, top1-acc=96.12%, top5-acc=99.96%, remaining_time=0:00:06.226400, arrival_time=2021-04-10 01:56:27.360286, cost_time=0:00:07.964025 2021-04-10 01:56:21,828 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.50ms, fps=3690 images/s, loss=0.1151, top1-acc=96.13%, top5-acc=99.97%, remaining_time=0:00:05.483780, arrival_time=2021-04-10 01:56:27.312167, cost_time=0:00:08.658617 2021-04-10 01:56:22,556 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.70ms, fps=3520 images/s, loss=0.1149, top1-acc=96.12%, top5-acc=99.97%, remaining_time=0:00:04.765332, arrival_time=2021-04-10 01:56:27.321489, cost_time=0:00:09.386296 2021-04-10 01:56:23,259 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.65ms, fps=3642 images/s, loss=0.1158, top1-acc=96.08%, top5-acc=99.96%, remaining_time=0:00:04.035976, arrival_time=2021-04-10 01:56:27.295716, cost_time=0:00:10.089917 2021-04-10 01:56:23,986 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.58ms, fps=3527 images/s, loss=0.1155, top1-acc=96.11%, top5-acc=99.97%, remaining_time=0:00:03.316968, arrival_time=2021-04-10 01:56:27.303035, cost_time=0:00:10.816210 2021-04-10 01:56:24,694 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=2.09ms, fps=3618 images/s, loss=0.1149, top1-acc=96.14%, top5-acc=99.97%, remaining_time=0:00:02.593008, arrival_time=2021-04-10 01:56:27.287263, cost_time=0:00:11.524420 2021-04-10 01:56:25,401 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=2.41ms, fps=3624 images/s, loss=0.1156, top1-acc=96.12%, top5-acc=99.97%, remaining_time=0:00:01.870674, arrival_time=2021-04-10 01:56:27.271934, cost_time=0:00:12.231399 2021-04-10 01:56:26,107 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=2.46ms, fps=3625 images/s, loss=0.1165, top1-acc=96.10%, top5-acc=99.97%, remaining_time=0:00:01.150064, arrival_time=2021-04-10 01:56:27.257994, cost_time=0:00:12.938158 2021-04-10 01:56:26,807 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.33ms, fps=3663 images/s, loss=0.1176, top1-acc=96.05%, top5-acc=99.97%, remaining_time=0:00:00.430656, arrival_time=2021-04-10 01:56:27.237886, cost_time=0:00:13.637378 2021-04-10 01:56:27,182 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=0.08ms, fps=3633 images/s, loss=0.1180, top1-acc=96.03%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:27.182158, cost_time=0:00:14.012403 2021-04-10 01:56:27,511 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=1.47ms, fps=7809 images/s, loss=0.4287, top1-acc=87.54%, top5-acc=99.45%, remaining_time=0:00:00.983430, arrival_time=2021-04-10 01:56:28.494410, cost_time=0:00:00.327809 2021-04-10 01:56:27,725 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=0.28ms, fps=11950 images/s, loss=0.4316, top1-acc=87.58%, top5-acc=99.53%, remaining_time=0:00:00.542500, arrival_time=2021-04-10 01:56:28.268219, cost_time=0:00:00.542509 2021-04-10 01:56:27,964 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=35.81ms, fps=10741 images/s, loss=0.4360, top1-acc=87.62%, top5-acc=99.53%, remaining_time=0:00:00.260470, arrival_time=2021-04-10 01:56:28.225080, cost_time=0:00:00.781412 2021-04-10 01:56:28,156 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.06ms, fps=12150 images/s, loss=0.4736, top1-acc=87.75%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:28.155973, cost_time=0:00:00.972861 2021-04-10 01:56:28,184 INFO : Epoch=0137 complete, best val top1-acc=89.39%, top5-acc=99.67% (epoch=129), remaining_time=0:15:43.835949, arrival_time=2021-04-10 02:12:12.020521, cost_time=0:34:12.468714 2021-04-10 01:56:28,185 INFO : Train start, epoch=0138, lr=0.022549 2021-04-10 01:56:29,096 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=0.26ms, fps=2810 images/s, loss=0.1160, top1-acc=95.51%, top5-acc=100.00%, remaining_time=0:00:16.946088, arrival_time=2021-04-10 01:56:46.042429, cost_time=0:00:00.911081 2021-04-10 01:56:29,782 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.33ms, fps=3732 images/s, loss=0.1238, top1-acc=95.31%, top5-acc=99.96%, remaining_time=0:00:14.059232, arrival_time=2021-04-10 01:56:43.842081, cost_time=0:00:01.597633 2021-04-10 01:56:30,486 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=2.55ms, fps=3639 images/s, loss=0.1188, top1-acc=95.60%, top5-acc=99.97%, remaining_time=0:00:12.735354, arrival_time=2021-04-10 01:56:43.222184, cost_time=0:00:02.301568 2021-04-10 01:56:31,185 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.88ms, fps=3666 images/s, loss=0.1150, top1-acc=95.76%, top5-acc=99.98%, remaining_time=0:00:11.702184, arrival_time=2021-04-10 01:56:42.887946, cost_time=0:00:03.000544 2021-04-10 01:56:31,880 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.54ms, fps=3686 images/s, loss=0.1129, top1-acc=95.91%, top5-acc=99.98%, remaining_time=0:00:10.791006, arrival_time=2021-04-10 01:56:42.671777, cost_time=0:00:03.695558 2021-04-10 01:56:32,608 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.60ms, fps=3521 images/s, loss=0.1140, top1-acc=95.87%, top5-acc=99.98%, remaining_time=0:00:10.025648, arrival_time=2021-04-10 01:56:42.633917, cost_time=0:00:04.423054 2021-04-10 01:56:33,304 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=2.18ms, fps=3678 images/s, loss=0.1119, top1-acc=95.93%, top5-acc=99.98%, remaining_time=0:00:09.215136, arrival_time=2021-04-10 01:56:42.519935, cost_time=0:00:05.119500 2021-04-10 01:56:34,006 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.94ms, fps=3655 images/s, loss=0.1100, top1-acc=95.99%, top5-acc=99.98%, remaining_time=0:00:08.439812, arrival_time=2021-04-10 01:56:42.445724, cost_time=0:00:05.820554 2021-04-10 01:56:34,709 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=4.36ms, fps=3642 images/s, loss=0.1111, top1-acc=95.99%, top5-acc=99.97%, remaining_time=0:00:07.684258, arrival_time=2021-04-10 01:56:42.393882, cost_time=0:00:06.524327 2021-04-10 01:56:35,407 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.80ms, fps=3674 images/s, loss=0.1119, top1-acc=95.99%, top5-acc=99.97%, remaining_time=0:00:06.932832, arrival_time=2021-04-10 01:56:42.339781, cost_time=0:00:07.221678 2021-04-10 01:56:36,107 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=2.51ms, fps=3658 images/s, loss=0.1113, top1-acc=96.05%, top5-acc=99.97%, remaining_time=0:00:06.193634, arrival_time=2021-04-10 01:56:42.301127, cost_time=0:00:07.922117 2021-04-10 01:56:36,808 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.93ms, fps=3656 images/s, loss=0.1121, top1-acc=96.03%, top5-acc=99.97%, remaining_time=0:00:05.461360, arrival_time=2021-04-10 01:56:42.269764, cost_time=0:00:08.623173 2021-04-10 01:56:37,512 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=2.21ms, fps=3641 images/s, loss=0.1123, top1-acc=96.03%, top5-acc=99.96%, remaining_time=0:00:04.735170, arrival_time=2021-04-10 01:56:42.247213, cost_time=0:00:09.326826 2021-04-10 01:56:38,209 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.36ms, fps=3672 images/s, loss=0.1123, top1-acc=96.01%, top5-acc=99.96%, remaining_time=0:00:04.009768, arrival_time=2021-04-10 01:56:42.219476, cost_time=0:00:10.024399 2021-04-10 01:56:38,908 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.93ms, fps=3666 images/s, loss=0.1130, top1-acc=96.00%, top5-acc=99.96%, remaining_time=0:00:03.288494, arrival_time=2021-04-10 01:56:42.197169, cost_time=0:00:10.723404 2021-04-10 01:56:39,622 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.34ms, fps=3588 images/s, loss=0.1136, top1-acc=95.97%, top5-acc=99.97%, remaining_time=0:00:02.573424, arrival_time=2021-04-10 01:56:42.196074, cost_time=0:00:11.437398 2021-04-10 01:56:40,320 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.98ms, fps=3673 images/s, loss=0.1140, top1-acc=95.96%, top5-acc=99.97%, remaining_time=0:00:01.855906, arrival_time=2021-04-10 01:56:42.176042, cost_time=0:00:12.134831 2021-04-10 01:56:41,011 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.55ms, fps=3707 images/s, loss=0.1150, top1-acc=95.92%, top5-acc=99.97%, remaining_time=0:00:01.140096, arrival_time=2021-04-10 01:56:42.151338, cost_time=0:00:12.826029 2021-04-10 01:56:41,711 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.93ms, fps=3658 images/s, loss=0.1154, top1-acc=95.91%, top5-acc=99.97%, remaining_time=0:00:00.427146, arrival_time=2021-04-10 01:56:42.138710, cost_time=0:00:13.526301 2021-04-10 01:56:42,093 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=0.08ms, fps=3566 images/s, loss=0.1152, top1-acc=95.92%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:42.093594, cost_time=0:00:13.908317 2021-04-10 01:56:42,481 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=40.44ms, fps=6613 images/s, loss=0.3251, top1-acc=89.53%, top5-acc=99.80%, remaining_time=0:00:01.161360, arrival_time=2021-04-10 01:56:43.643186, cost_time=0:00:00.387120 2021-04-10 01:56:42,715 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=0.30ms, fps=10974 images/s, loss=0.3131, top1-acc=90.02%, top5-acc=99.82%, remaining_time=0:00:00.621120, arrival_time=2021-04-10 01:56:43.336916, cost_time=0:00:00.621120 2021-04-10 01:56:42,983 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=38.31ms, fps=9597 images/s, loss=0.3149, top1-acc=89.93%, top5-acc=99.73%, remaining_time=0:00:00.296110, arrival_time=2021-04-10 01:56:43.279071, cost_time=0:00:00.888329 2021-04-10 01:56:43,190 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.10ms, fps=11196 images/s, loss=0.3181, top1-acc=89.69%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:43.190517, cost_time=0:00:01.095853 2021-04-10 01:56:43,264 INFO : Epoch=0138 complete, best val top1-acc=89.69%, top5-acc=99.70% (epoch=138), remaining_time=0:15:28.898446, arrival_time=2021-04-10 02:12:12.162561, cost_time=0:34:27.548206 2021-04-10 01:56:43,265 INFO : Train start, epoch=0139, lr=0.021896 2021-04-10 01:56:44,143 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=0.26ms, fps=2915 images/s, loss=0.1076, top1-acc=96.37%, top5-acc=100.00%, remaining_time=0:00:16.336752, arrival_time=2021-04-10 01:57:00.480585, cost_time=0:00:00.878324 2021-04-10 01:56:44,844 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.77ms, fps=3658 images/s, loss=0.1031, top1-acc=96.43%, top5-acc=100.00%, remaining_time=0:00:13.892736, arrival_time=2021-04-10 01:56:58.736894, cost_time=0:00:01.578715 2021-04-10 01:56:45,544 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=2.01ms, fps=3658 images/s, loss=0.0981, top1-acc=96.65%, top5-acc=100.00%, remaining_time=0:00:12.610190, arrival_time=2021-04-10 01:56:58.154593, cost_time=0:00:02.278963 2021-04-10 01:56:46,245 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.45ms, fps=3655 images/s, loss=0.1009, top1-acc=96.54%, top5-acc=99.98%, remaining_time=0:00:11.621064, arrival_time=2021-04-10 01:56:57.866271, cost_time=0:00:02.979763 2021-04-10 01:56:46,943 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.44ms, fps=3671 images/s, loss=0.1009, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:10.738300, arrival_time=2021-04-10 01:56:57.681294, cost_time=0:00:03.677513 2021-04-10 01:56:47,642 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.44ms, fps=3665 images/s, loss=0.1030, top1-acc=96.46%, top5-acc=99.98%, remaining_time=0:00:09.920384, arrival_time=2021-04-10 01:56:57.562437, cost_time=0:00:04.376612 2021-04-10 01:56:48,342 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=2.15ms, fps=3660 images/s, loss=0.1064, top1-acc=96.26%, top5-acc=99.98%, remaining_time=0:00:09.137646, arrival_time=2021-04-10 01:56:57.479616, cost_time=0:00:05.076491 2021-04-10 01:56:49,040 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.82ms, fps=3668 images/s, loss=0.1073, top1-acc=96.27%, top5-acc=99.99%, remaining_time=0:00:08.373692, arrival_time=2021-04-10 01:56:57.414230, cost_time=0:00:05.774997 2021-04-10 01:56:49,746 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=2.17ms, fps=3631 images/s, loss=0.1098, top1-acc=96.20%, top5-acc=99.99%, remaining_time=0:00:07.632742, arrival_time=2021-04-10 01:56:57.378862, cost_time=0:00:06.480624 2021-04-10 01:56:50,453 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=2.27ms, fps=3624 images/s, loss=0.1107, top1-acc=96.18%, top5-acc=99.98%, remaining_time=0:00:06.900192, arrival_time=2021-04-10 01:56:57.353404, cost_time=0:00:07.187688 2021-04-10 01:56:51,149 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.85ms, fps=3679 images/s, loss=0.1114, top1-acc=96.16%, top5-acc=99.98%, remaining_time=0:00:06.163964, arrival_time=2021-04-10 01:56:57.313583, cost_time=0:00:07.884166 2021-04-10 01:56:51,846 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.40ms, fps=3676 images/s, loss=0.1112, top1-acc=96.14%, top5-acc=99.98%, remaining_time=0:00:05.434684, arrival_time=2021-04-10 01:56:57.281148, cost_time=0:00:08.581025 2021-04-10 01:56:52,542 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.52ms, fps=3680 images/s, loss=0.1122, top1-acc=96.12%, top5-acc=99.98%, remaining_time=0:00:04.709892, arrival_time=2021-04-10 01:56:57.252523, cost_time=0:00:09.277099 2021-04-10 01:56:53,253 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=2.90ms, fps=3602 images/s, loss=0.1117, top1-acc=96.15%, top5-acc=99.98%, remaining_time=0:00:03.995320, arrival_time=2021-04-10 01:56:57.249176, cost_time=0:00:09.988367 2021-04-10 01:56:53,979 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=2.32ms, fps=3534 images/s, loss=0.1118, top1-acc=96.15%, top5-acc=99.97%, remaining_time=0:00:03.285458, arrival_time=2021-04-10 01:56:57.264456, cost_time=0:00:10.713412 2021-04-10 01:56:54,682 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.94ms, fps=3645 images/s, loss=0.1113, top1-acc=96.17%, top5-acc=99.98%, remaining_time=0:00:02.568816, arrival_time=2021-04-10 01:56:57.251324, cost_time=0:00:11.416916 2021-04-10 01:56:55,387 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.96ms, fps=3635 images/s, loss=0.1119, top1-acc=96.15%, top5-acc=99.97%, remaining_time=0:00:01.853956, arrival_time=2021-04-10 01:56:57.241374, cost_time=0:00:12.121976 2021-04-10 01:56:56,086 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.33ms, fps=3667 images/s, loss=0.1124, top1-acc=96.11%, top5-acc=99.97%, remaining_time=0:00:01.139600, arrival_time=2021-04-10 01:56:57.225574, cost_time=0:00:12.820448 2021-04-10 01:56:56,800 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=4.09ms, fps=3588 images/s, loss=0.1142, top1-acc=96.06%, top5-acc=99.97%, remaining_time=0:00:00.427404, arrival_time=2021-04-10 01:56:57.227487, cost_time=0:00:13.534497 2021-04-10 01:56:57,178 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=0.08ms, fps=3600 images/s, loss=0.1146, top1-acc=96.07%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:57.178520, cost_time=0:00:13.913089 2021-04-10 01:56:57,483 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=2.73ms, fps=8430 images/s, loss=0.4042, top1-acc=87.81%, top5-acc=99.61%, remaining_time=0:00:00.910950, arrival_time=2021-04-10 01:56:58.394148, cost_time=0:00:00.303650 2021-04-10 01:56:57,702 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=0.44ms, fps=11707 images/s, loss=0.4077, top1-acc=87.56%, top5-acc=99.57%, remaining_time=0:00:00.522800, arrival_time=2021-04-10 01:56:58.225232, cost_time=0:00:00.522791 2021-04-10 01:56:57,901 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=2.24ms, fps=12927 images/s, loss=0.4146, top1-acc=87.54%, top5-acc=99.51%, remaining_time=0:00:00.240490, arrival_time=2021-04-10 01:56:58.141526, cost_time=0:00:00.721469 2021-04-10 01:56:58,072 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.06ms, fps=13617 images/s, loss=0.4227, top1-acc=87.66%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:58.071953, cost_time=0:00:00.892455 2021-04-10 01:56:58,102 INFO : Epoch=0139 complete, best val top1-acc=89.69%, top5-acc=99.70% (epoch=138), remaining_time=0:15:13.853017, arrival_time=2021-04-10 02:12:11.955200, cost_time=0:34:42.386325 2021-04-10 01:56:58,102 INFO : Train start, epoch=0140, lr=0.021250 2021-04-10 01:56:58,998 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=2.18ms, fps=2860 images/s, loss=0.1253, top1-acc=95.70%, top5-acc=99.92%, remaining_time=0:00:16.650906, arrival_time=2021-04-10 01:57:15.648993, cost_time=0:00:00.895207 2021-04-10 01:56:59,695 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=2.11ms, fps=3676 images/s, loss=0.1172, top1-acc=95.98%, top5-acc=99.96%, remaining_time=0:00:14.011536, arrival_time=2021-04-10 01:57:13.706630, cost_time=0:00:01.592211 2021-04-10 01:57:00,393 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.43ms, fps=3671 images/s, loss=0.1118, top1-acc=96.29%, top5-acc=99.97%, remaining_time=0:00:12.672274, arrival_time=2021-04-10 01:57:13.065282, cost_time=0:00:02.290171 2021-04-10 01:57:01,094 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.84ms, fps=3651 images/s, loss=0.1057, top1-acc=96.43%, top5-acc=99.98%, remaining_time=0:00:11.667552, arrival_time=2021-04-10 01:57:12.762058, cost_time=0:00:02.991671 2021-04-10 01:57:01,793 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.43ms, fps=3666 images/s, loss=0.1063, top1-acc=96.28%, top5-acc=99.98%, remaining_time=0:00:10.776114, arrival_time=2021-04-10 01:57:12.569455, cost_time=0:00:03.690465 2021-04-10 01:57:02,513 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=2.16ms, fps=3557 images/s, loss=0.1067, top1-acc=96.24%, top5-acc=99.99%, remaining_time=0:00:09.997904, arrival_time=2021-04-10 01:57:12.511613, cost_time=0:00:04.410823 2021-04-10 01:57:03,225 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=2.06ms, fps=3601 images/s, loss=0.1070, top1-acc=96.24%, top5-acc=99.99%, remaining_time=0:00:09.220176, arrival_time=2021-04-10 01:57:12.445402, cost_time=0:00:05.122338 2021-04-10 01:57:03,929 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.90ms, fps=3637 images/s, loss=0.1081, top1-acc=96.21%, top5-acc=99.99%, remaining_time=0:00:08.448860, arrival_time=2021-04-10 01:57:12.378603, cost_time=0:00:05.826764 2021-04-10 01:57:04,638 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=3.05ms, fps=3619 images/s, loss=0.1090, top1-acc=96.19%, top5-acc=99.98%, remaining_time=0:00:07.696660, arrival_time=2021-04-10 01:57:12.334582, cost_time=0:00:06.534930 2021-04-10 01:57:05,356 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=2.52ms, fps=3565 images/s, loss=0.1101, top1-acc=96.16%, top5-acc=99.98%, remaining_time=0:00:06.963744, arrival_time=2021-04-10 01:57:12.320571, cost_time=0:00:07.253923 2021-04-10 01:57:06,061 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.92ms, fps=3636 images/s, loss=0.1092, top1-acc=96.19%, top5-acc=99.99%, remaining_time=0:00:06.222186, arrival_time=2021-04-10 01:57:12.283775, cost_time=0:00:07.958636 2021-04-10 01:57:06,754 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.53ms, fps=3698 images/s, loss=0.1086, top1-acc=96.20%, top5-acc=99.99%, remaining_time=0:00:05.479372, arrival_time=2021-04-10 01:57:12.233829, cost_time=0:00:08.651620 2021-04-10 01:57:07,450 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.89ms, fps=3681 images/s, loss=0.1081, top1-acc=96.24%, top5-acc=99.98%, remaining_time=0:00:04.745664, arrival_time=2021-04-10 01:57:12.196174, cost_time=0:00:09.347515 2021-04-10 01:57:08,146 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.57ms, fps=3680 images/s, loss=0.1080, top1-acc=96.27%, top5-acc=99.98%, remaining_time=0:00:04.017552, arrival_time=2021-04-10 01:57:12.164358, cost_time=0:00:10.043932 2021-04-10 01:57:08,843 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.60ms, fps=3678 images/s, loss=0.1086, top1-acc=96.27%, top5-acc=99.98%, remaining_time=0:00:03.293784, arrival_time=2021-04-10 01:57:12.137278, cost_time=0:00:10.740568 2021-04-10 01:57:09,534 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.34ms, fps=3706 images/s, loss=0.1103, top1-acc=96.21%, top5-acc=99.98%, remaining_time=0:00:02.572200, arrival_time=2021-04-10 01:57:12.107082, cost_time=0:00:11.432031 2021-04-10 01:57:10,232 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.95ms, fps=3672 images/s, loss=0.1110, top1-acc=96.16%, top5-acc=99.97%, remaining_time=0:00:01.855126, arrival_time=2021-04-10 01:57:12.087710, cost_time=0:00:12.129739 2021-04-10 01:57:10,927 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=2.23ms, fps=3687 images/s, loss=0.1110, top1-acc=96.15%, top5-acc=99.97%, remaining_time=0:00:01.139952, arrival_time=2021-04-10 01:57:12.067296, cost_time=0:00:12.824415 2021-04-10 01:57:11,615 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.27ms, fps=3723 images/s, loss=0.1108, top1-acc=96.17%, top5-acc=99.97%, remaining_time=0:00:00.426714, arrival_time=2021-04-10 01:57:12.042221, cost_time=0:00:13.512670 2021-04-10 01:57:11,988 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=0.08ms, fps=3648 images/s, loss=0.1103, top1-acc=96.20%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:11.988756, cost_time=0:00:13.885929 2021-04-10 01:57:12,279 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=7.87ms, fps=8824 images/s, loss=0.4136, top1-acc=88.16%, top5-acc=99.37%, remaining_time=0:00:00.870360, arrival_time=2021-04-10 01:57:13.150226, cost_time=0:00:00.290116 2021-04-10 01:57:12,502 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=2.60ms, fps=11525 images/s, loss=0.4282, top1-acc=87.64%, top5-acc=99.57%, remaining_time=0:00:00.512580, arrival_time=2021-04-10 01:57:13.014920, cost_time=0:00:00.512584 2021-04-10 01:57:12,744 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=0.30ms, fps=10586 images/s, loss=0.4146, top1-acc=87.76%, top5-acc=99.65%, remaining_time=0:00:00.251590, arrival_time=2021-04-10 01:57:12.996197, cost_time=0:00:00.754770 2021-04-10 01:57:12,966 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.07ms, fps=10483 images/s, loss=0.4288, top1-acc=87.62%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:12.966392, cost_time=0:00:00.976650 2021-04-10 01:57:12,993 INFO : Epoch=0140 complete, best val top1-acc=89.69%, top5-acc=99.70% (epoch=138), remaining_time=0:14:58.833120, arrival_time=2021-04-10 02:12:11.826258, cost_time=0:34:57.277280 2021-04-10 01:57:12,993 INFO : Train start, epoch=0141, lr=0.020611 2021-04-10 01:57:13,891 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=0.54ms, fps=2853 images/s, loss=0.1204, top1-acc=95.78%, top5-acc=100.00%, remaining_time=0:00:16.691826, arrival_time=2021-04-10 01:57:30.583078, cost_time=0:00:00.897408 2021-04-10 01:57:14,588 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.36ms, fps=3673 images/s, loss=0.1118, top1-acc=96.11%, top5-acc=100.00%, remaining_time=0:00:14.034944, arrival_time=2021-04-10 01:57:28.623656, cost_time=0:00:01.594879 2021-04-10 01:57:15,289 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.92ms, fps=3656 images/s, loss=0.1111, top1-acc=96.21%, top5-acc=100.00%, remaining_time=0:00:12.702486, arrival_time=2021-04-10 01:57:27.991922, cost_time=0:00:02.295642 2021-04-10 01:57:15,986 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.93ms, fps=3676 images/s, loss=0.1115, top1-acc=96.22%, top5-acc=99.97%, remaining_time=0:00:11.670828, arrival_time=2021-04-10 01:57:27.657147, cost_time=0:00:02.992523 2021-04-10 01:57:16,685 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.98ms, fps=3665 images/s, loss=0.1091, top1-acc=96.35%, top5-acc=99.98%, remaining_time=0:00:10.778888, arrival_time=2021-04-10 01:57:27.464087, cost_time=0:00:03.691405 2021-04-10 01:57:17,382 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.45ms, fps=3672 images/s, loss=0.1079, top1-acc=96.39%, top5-acc=99.98%, remaining_time=0:00:09.948400, arrival_time=2021-04-10 01:57:27.331210, cost_time=0:00:04.388978 2021-04-10 01:57:18,088 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.86ms, fps=3630 images/s, loss=0.1089, top1-acc=96.33%, top5-acc=99.98%, remaining_time=0:00:09.170406, arrival_time=2021-04-10 01:57:27.258939, cost_time=0:00:05.094686 2021-04-10 01:57:18,794 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.44ms, fps=3631 images/s, loss=0.1095, top1-acc=96.31%, top5-acc=99.98%, remaining_time=0:00:08.410464, arrival_time=2021-04-10 01:57:27.204691, cost_time=0:00:05.800351 2021-04-10 01:57:19,488 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.50ms, fps=3689 images/s, loss=0.1105, top1-acc=96.27%, top5-acc=99.97%, remaining_time=0:00:07.649596, arrival_time=2021-04-10 01:57:27.138372, cost_time=0:00:06.494913 2021-04-10 01:57:20,189 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.92ms, fps=3659 images/s, loss=0.1102, top1-acc=96.29%, top5-acc=99.97%, remaining_time=0:00:06.907392, arrival_time=2021-04-10 01:57:27.096465, cost_time=0:00:07.195192 2021-04-10 01:57:20,882 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.44ms, fps=3696 images/s, loss=0.1094, top1-acc=96.30%, top5-acc=99.97%, remaining_time=0:00:06.167318, arrival_time=2021-04-10 01:57:27.049544, cost_time=0:00:07.888433 2021-04-10 01:57:21,579 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.88ms, fps=3675 images/s, loss=0.1078, top1-acc=96.38%, top5-acc=99.97%, remaining_time=0:00:05.437420, arrival_time=2021-04-10 01:57:27.016755, cost_time=0:00:08.585453 2021-04-10 01:57:22,278 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=2.10ms, fps=3667 images/s, loss=0.1073, top1-acc=96.40%, top5-acc=99.97%, remaining_time=0:00:04.713522, arrival_time=2021-04-10 01:57:26.991522, cost_time=0:00:09.284158 2021-04-10 01:57:22,984 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=2.00ms, fps=3626 images/s, loss=0.1073, top1-acc=96.40%, top5-acc=99.96%, remaining_time=0:00:03.996328, arrival_time=2021-04-10 01:57:26.981087, cost_time=0:00:09.990811 2021-04-10 01:57:23,680 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.51ms, fps=3681 images/s, loss=0.1081, top1-acc=96.36%, top5-acc=99.96%, remaining_time=0:00:03.277408, arrival_time=2021-04-10 01:57:26.958331, cost_time=0:00:10.687125 2021-04-10 01:57:24,382 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.48ms, fps=3650 images/s, loss=0.1080, top1-acc=96.36%, top5-acc=99.96%, remaining_time=0:00:02.562516, arrival_time=2021-04-10 01:57:26.945245, cost_time=0:00:11.388935 2021-04-10 01:57:25,087 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.63ms, fps=3638 images/s, loss=0.1066, top1-acc=96.42%, top5-acc=99.96%, remaining_time=0:00:01.849536, arrival_time=2021-04-10 01:57:26.936510, cost_time=0:00:12.093067 2021-04-10 01:57:25,791 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=2.18ms, fps=3635 images/s, loss=0.1064, top1-acc=96.43%, top5-acc=99.96%, remaining_time=0:00:01.137600, arrival_time=2021-04-10 01:57:26.929416, cost_time=0:00:12.797981 2021-04-10 01:57:26,490 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.47ms, fps=3669 images/s, loss=0.1060, top1-acc=96.44%, top5-acc=99.97%, remaining_time=0:00:00.426198, arrival_time=2021-04-10 01:57:26.916270, cost_time=0:00:13.496281 2021-04-10 01:57:26,888 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=0.13ms, fps=3423 images/s, loss=0.1063, top1-acc=96.44%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:26.887927, cost_time=0:00:13.893965 2021-04-10 01:57:27,245 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=17.65ms, fps=7195 images/s, loss=0.3647, top1-acc=88.98%, top5-acc=99.69%, remaining_time=0:00:01.067370, arrival_time=2021-04-10 01:57:28.312866, cost_time=0:00:00.355787 2021-04-10 01:57:27,497 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=0.20ms, fps=10181 images/s, loss=0.3717, top1-acc=88.50%, top5-acc=99.57%, remaining_time=0:00:00.607760, arrival_time=2021-04-10 01:57:28.105180, cost_time=0:00:00.607768 2021-04-10 01:57:27,720 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=2.95ms, fps=11504 images/s, loss=0.3757, top1-acc=88.39%, top5-acc=99.61%, remaining_time=0:00:00.276880, arrival_time=2021-04-10 01:57:27.997229, cost_time=0:00:00.830636 2021-04-10 01:57:27,995 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.08ms, fps=8440 images/s, loss=0.3858, top1-acc=88.39%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:27.995714, cost_time=0:00:01.106037 2021-04-10 01:57:28,033 INFO : Epoch=0141 complete, best val top1-acc=89.69%, top5-acc=99.70% (epoch=138), remaining_time=0:14:43.877407, arrival_time=2021-04-10 02:12:11.910450, cost_time=0:35:12.317182 2021-04-10 01:57:28,033 INFO : Train start, epoch=0142, lr=0.019979 2021-04-10 01:57:28,999 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=3.93ms, fps=2651 images/s, loss=0.1046, top1-acc=96.56%, top5-acc=99.96%, remaining_time=0:00:17.961276, arrival_time=2021-04-10 01:57:46.960675, cost_time=0:00:00.965656 2021-04-10 01:57:29,694 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.43ms, fps=3684 images/s, loss=0.1078, top1-acc=96.54%, top5-acc=99.98%, remaining_time=0:00:14.616976, arrival_time=2021-04-10 01:57:44.311743, cost_time=0:00:01.661021 2021-04-10 01:57:30,397 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=2.14ms, fps=3643 images/s, loss=0.1031, top1-acc=96.85%, top5-acc=99.97%, remaining_time=0:00:13.081630, arrival_time=2021-04-10 01:57:43.479567, cost_time=0:00:02.364142 2021-04-10 01:57:31,099 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.97ms, fps=3650 images/s, loss=0.1019, top1-acc=96.72%, top5-acc=99.98%, remaining_time=0:00:11.957868, arrival_time=2021-04-10 01:57:43.057745, cost_time=0:00:03.066129 2021-04-10 01:57:31,794 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.64ms, fps=3688 images/s, loss=0.1021, top1-acc=96.70%, top5-acc=99.98%, remaining_time=0:00:10.981390, arrival_time=2021-04-10 01:57:42.775870, cost_time=0:00:03.760735 2021-04-10 01:57:32,492 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.80ms, fps=3672 images/s, loss=0.1018, top1-acc=96.61%, top5-acc=99.99%, remaining_time=0:00:10.105480, arrival_time=2021-04-10 01:57:42.597503, cost_time=0:00:04.458275 2021-04-10 01:57:33,197 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=0.40ms, fps=3631 images/s, loss=0.1013, top1-acc=96.62%, top5-acc=99.98%, remaining_time=0:00:09.294642, arrival_time=2021-04-10 01:57:42.492222, cost_time=0:00:05.163689 2021-04-10 01:57:33,896 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.86ms, fps=3669 images/s, loss=0.1003, top1-acc=96.64%, top5-acc=99.98%, remaining_time=0:00:08.500248, arrival_time=2021-04-10 01:57:42.396295, cost_time=0:00:05.862242 2021-04-10 01:57:34,595 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.77ms, fps=3664 images/s, loss=0.1007, top1-acc=96.55%, top5-acc=99.98%, remaining_time=0:00:07.728036, arrival_time=2021-04-10 01:57:42.323487, cost_time=0:00:06.561565 2021-04-10 01:57:35,291 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.42ms, fps=3680 images/s, loss=0.1018, top1-acc=96.52%, top5-acc=99.98%, remaining_time=0:00:06.967776, arrival_time=2021-04-10 01:57:42.259652, cost_time=0:00:07.258107 2021-04-10 01:57:35,984 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.78ms, fps=3701 images/s, loss=0.1017, top1-acc=96.53%, top5-acc=99.98%, remaining_time=0:00:06.215650, arrival_time=2021-04-10 01:57:42.199768, cost_time=0:00:07.950284 2021-04-10 01:57:36,675 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.44ms, fps=3705 images/s, loss=0.1030, top1-acc=96.49%, top5-acc=99.98%, remaining_time=0:00:05.473292, arrival_time=2021-04-10 01:57:42.149023, cost_time=0:00:08.641988 2021-04-10 01:57:37,383 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=2.12ms, fps=3621 images/s, loss=0.1032, top1-acc=96.47%, top5-acc=99.98%, remaining_time=0:00:04.746588, arrival_time=2021-04-10 01:57:42.129822, cost_time=0:00:09.349396 2021-04-10 01:57:38,082 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.33ms, fps=3663 images/s, loss=0.1023, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:04.019568, arrival_time=2021-04-10 01:57:42.102244, cost_time=0:00:10.048918 2021-04-10 01:57:38,782 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=2.13ms, fps=3660 images/s, loss=0.1022, top1-acc=96.53%, top5-acc=99.97%, remaining_time=0:00:03.296268, arrival_time=2021-04-10 01:57:42.078774, cost_time=0:00:10.748726 2021-04-10 01:57:39,490 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.95ms, fps=3621 images/s, loss=0.1020, top1-acc=96.52%, top5-acc=99.98%, remaining_time=0:00:02.577636, arrival_time=2021-04-10 01:57:42.067690, cost_time=0:00:11.456197 2021-04-10 01:57:40,191 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.40ms, fps=3655 images/s, loss=0.1026, top1-acc=96.51%, top5-acc=99.98%, remaining_time=0:00:01.859338, arrival_time=2021-04-10 01:57:42.050411, cost_time=0:00:12.157278 2021-04-10 01:57:40,891 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.94ms, fps=3657 images/s, loss=0.1027, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:01.142912, arrival_time=2021-04-10 01:57:42.034471, cost_time=0:00:12.857819 2021-04-10 01:57:41,598 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.39ms, fps=3626 images/s, loss=0.1031, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:00.428340, arrival_time=2021-04-10 01:57:42.026316, cost_time=0:00:13.564139 2021-04-10 01:57:41,969 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=0.08ms, fps=3665 images/s, loss=0.1033, top1-acc=96.49%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:41.969561, cost_time=0:00:13.935815 2021-04-10 01:57:42,305 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=31.70ms, fps=7652 images/s, loss=0.3164, top1-acc=90.20%, top5-acc=99.61%, remaining_time=0:00:01.003620, arrival_time=2021-04-10 01:57:43.308744, cost_time=0:00:00.334538 2021-04-10 01:57:42,510 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=2.51ms, fps=12485 images/s, loss=0.3598, top1-acc=89.12%, top5-acc=99.61%, remaining_time=0:00:00.540060, arrival_time=2021-04-10 01:57:43.050692, cost_time=0:00:00.540058 2021-04-10 01:57:42,705 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=5.10ms, fps=13180 images/s, loss=0.3591, top1-acc=89.24%, top5-acc=99.64%, remaining_time=0:00:00.244900, arrival_time=2021-04-10 01:57:42.950192, cost_time=0:00:00.734692 2021-04-10 01:57:42,919 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.10ms, fps=10858 images/s, loss=0.3519, top1-acc=89.48%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:42.919463, cost_time=0:00:00.948837 2021-04-10 01:57:42,948 INFO : Epoch=0142 complete, best val top1-acc=89.69%, top5-acc=99.70% (epoch=138), remaining_time=0:14:28.869812, arrival_time=2021-04-10 02:12:11.818658, cost_time=0:35:27.232978 2021-04-10 01:57:42,949 INFO : Train start, epoch=0143, lr=0.019355 2021-04-10 01:57:43,866 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=0.50ms, fps=2793 images/s, loss=0.1036, top1-acc=96.64%, top5-acc=100.00%, remaining_time=0:00:17.048574, arrival_time=2021-04-10 01:58:00.914866, cost_time=0:00:00.916587 2021-04-10 01:57:44,565 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.93ms, fps=3666 images/s, loss=0.1053, top1-acc=96.54%, top5-acc=99.98%, remaining_time=0:00:14.216752, arrival_time=2021-04-10 01:57:58.782180, cost_time=0:00:01.615537 2021-04-10 01:57:45,258 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.54ms, fps=3698 images/s, loss=0.1003, top1-acc=96.71%, top5-acc=99.99%, remaining_time=0:00:12.776356, arrival_time=2021-04-10 01:57:58.034964, cost_time=0:00:02.308970 2021-04-10 01:57:45,953 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.75ms, fps=3686 images/s, loss=0.0986, top1-acc=96.81%, top5-acc=99.97%, remaining_time=0:00:11.715444, arrival_time=2021-04-10 01:57:57.669126, cost_time=0:00:03.003952 2021-04-10 01:57:46,654 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.91ms, fps=3657 images/s, loss=0.0948, top1-acc=96.97%, top5-acc=99.98%, remaining_time=0:00:10.817432, arrival_time=2021-04-10 01:57:57.471752, cost_time=0:00:03.704614 2021-04-10 01:57:47,352 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=2.32ms, fps=3671 images/s, loss=0.0948, top1-acc=96.97%, top5-acc=99.98%, remaining_time=0:00:09.979136, arrival_time=2021-04-10 01:57:57.331470, cost_time=0:00:04.402537 2021-04-10 01:57:48,063 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=2.62ms, fps=3605 images/s, loss=0.0954, top1-acc=96.89%, top5-acc=99.98%, remaining_time=0:00:09.204426, arrival_time=2021-04-10 01:57:57.267706, cost_time=0:00:05.113571 2021-04-10 01:57:48,767 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.47ms, fps=3636 images/s, loss=0.0955, top1-acc=96.85%, top5-acc=99.98%, remaining_time=0:00:08.436448, arrival_time=2021-04-10 01:57:57.204296, cost_time=0:00:05.818212 2021-04-10 01:57:49,465 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.55ms, fps=3671 images/s, loss=0.0947, top1-acc=96.84%, top5-acc=99.98%, remaining_time=0:00:07.674400, arrival_time=2021-04-10 01:57:57.140144, cost_time=0:00:06.516020 2021-04-10 01:57:50,171 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=2.00ms, fps=3632 images/s, loss=0.0968, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:06.932544, arrival_time=2021-04-10 01:57:57.103647, cost_time=0:00:07.221401 2021-04-10 01:57:50,872 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=2.12ms, fps=3654 images/s, loss=0.0970, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:06.194064, arrival_time=2021-04-10 01:57:57.066361, cost_time=0:00:07.922662 2021-04-10 01:57:51,596 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.89ms, fps=3539 images/s, loss=0.0971, top1-acc=96.79%, top5-acc=99.98%, remaining_time=0:00:05.476028, arrival_time=2021-04-10 01:57:57.072202, cost_time=0:00:08.646389 2021-04-10 01:57:52,298 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.55ms, fps=3650 images/s, loss=0.0981, top1-acc=96.76%, top5-acc=99.98%, remaining_time=0:00:04.746192, arrival_time=2021-04-10 01:57:57.044489, cost_time=0:00:09.348605 2021-04-10 01:57:52,992 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.57ms, fps=3693 images/s, loss=0.0973, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:04.016992, arrival_time=2021-04-10 01:57:57.009143, cost_time=0:00:10.042429 2021-04-10 01:57:53,684 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.58ms, fps=3703 images/s, loss=0.0981, top1-acc=96.74%, top5-acc=99.98%, remaining_time=0:00:03.291898, arrival_time=2021-04-10 01:57:56.976066, cost_time=0:00:10.734451 2021-04-10 01:57:54,392 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.96ms, fps=3621 images/s, loss=0.0981, top1-acc=96.75%, top5-acc=99.98%, remaining_time=0:00:02.574468, arrival_time=2021-04-10 01:57:56.966397, cost_time=0:00:11.442088 2021-04-10 01:57:55,096 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=2.58ms, fps=3636 images/s, loss=0.0980, top1-acc=96.74%, top5-acc=99.98%, remaining_time=0:00:01.857778, arrival_time=2021-04-10 01:57:56.954537, cost_time=0:00:12.147083 2021-04-10 01:57:55,792 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=0.27ms, fps=3683 images/s, loss=0.0992, top1-acc=96.70%, top5-acc=99.97%, remaining_time=0:00:01.141568, arrival_time=2021-04-10 01:57:56.933974, cost_time=0:00:12.842620 2021-04-10 01:57:56,494 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.39ms, fps=3652 images/s, loss=0.0990, top1-acc=96.70%, top5-acc=99.97%, remaining_time=0:00:00.427716, arrival_time=2021-04-10 01:57:56.921979, cost_time=0:00:13.544383 2021-04-10 01:57:56,877 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=0.11ms, fps=3561 images/s, loss=0.0993, top1-acc=96.67%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:56.876937, cost_time=0:00:13.927243 2021-04-10 01:57:57,345 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=73.38ms, fps=5483 images/s, loss=0.3253, top1-acc=89.84%, top5-acc=99.80%, remaining_time=0:00:01.400700, arrival_time=2021-04-10 01:57:58.746283, cost_time=0:00:00.466900 2021-04-10 01:57:57,599 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=0.19ms, fps=10082 images/s, loss=0.3404, top1-acc=89.98%, top5-acc=99.80%, remaining_time=0:00:00.721140, arrival_time=2021-04-10 01:57:58.320969, cost_time=0:00:00.721147 2021-04-10 01:57:57,882 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=38.48ms, fps=9057 images/s, loss=0.3487, top1-acc=89.90%, top5-acc=99.73%, remaining_time=0:00:00.334710, arrival_time=2021-04-10 01:57:58.217621, cost_time=0:00:01.004140 2021-04-10 01:57:58,060 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.07ms, fps=13131 images/s, loss=0.3471, top1-acc=89.82%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:58.060135, cost_time=0:00:01.181424 2021-04-10 01:57:58,129 INFO : Epoch=0143 complete, best val top1-acc=89.82%, top5-acc=99.68% (epoch=143), remaining_time=0:14:13.969212, arrival_time=2021-04-10 02:12:12.099008, cost_time=0:35:42.413922 2021-04-10 01:57:58,130 INFO : Train start, epoch=0144, lr=0.018738 2021-04-10 01:57:59,072 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=0.23ms, fps=2717 images/s, loss=0.0906, top1-acc=96.95%, top5-acc=100.00%, remaining_time=0:00:17.522316, arrival_time=2021-04-10 01:58:16.594966, cost_time=0:00:00.942061 2021-04-10 01:57:59,769 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.81ms, fps=3678 images/s, loss=0.0910, top1-acc=97.05%, top5-acc=100.00%, remaining_time=0:00:14.419680, arrival_time=2021-04-10 01:58:14.188817, cost_time=0:00:01.638608 2021-04-10 01:58:00,467 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.35ms, fps=3667 images/s, loss=0.0943, top1-acc=96.87%, top5-acc=99.99%, remaining_time=0:00:12.931898, arrival_time=2021-04-10 01:58:13.399566, cost_time=0:00:02.337098 2021-04-10 01:58:01,164 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.54ms, fps=3678 images/s, loss=0.0935, top1-acc=96.87%, top5-acc=99.99%, remaining_time=0:00:11.831196, arrival_time=2021-04-10 01:58:12.995388, cost_time=0:00:03.033623 2021-04-10 01:58:01,860 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.46ms, fps=3681 images/s, loss=0.0932, top1-acc=96.85%, top5-acc=99.99%, remaining_time=0:00:10.890724, arrival_time=2021-04-10 01:58:12.750977, cost_time=0:00:03.729721 2021-04-10 01:58:02,560 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=2.15ms, fps=3657 images/s, loss=0.0922, top1-acc=96.84%, top5-acc=99.99%, remaining_time=0:00:10.041832, arrival_time=2021-04-10 01:58:12.602638, cost_time=0:00:04.430233 2021-04-10 01:58:03,264 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=2.18ms, fps=3640 images/s, loss=0.0927, top1-acc=96.84%, top5-acc=99.99%, remaining_time=0:00:09.241470, arrival_time=2021-04-10 01:58:12.506243, cost_time=0:00:05.134175 2021-04-10 01:58:03,967 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.88ms, fps=3649 images/s, loss=0.0929, top1-acc=96.84%, top5-acc=100.00%, remaining_time=0:00:08.462896, arrival_time=2021-04-10 01:58:12.430116, cost_time=0:00:05.836509 2021-04-10 01:58:04,671 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.56ms, fps=3641 images/s, loss=0.0928, top1-acc=96.85%, top5-acc=100.00%, remaining_time=0:00:07.703338, arrival_time=2021-04-10 01:58:12.374471, cost_time=0:00:06.540564 2021-04-10 01:58:05,374 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.61ms, fps=3646 images/s, loss=0.0929, top1-acc=96.85%, top5-acc=100.00%, remaining_time=0:00:06.953664, arrival_time=2021-04-10 01:58:12.327717, cost_time=0:00:07.243369 2021-04-10 01:58:06,077 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.63ms, fps=3645 images/s, loss=0.0917, top1-acc=96.91%, top5-acc=100.00%, remaining_time=0:00:06.212812, arrival_time=2021-04-10 01:58:12.289939, cost_time=0:00:07.946597 2021-04-10 01:58:06,777 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.54ms, fps=3659 images/s, loss=0.0917, top1-acc=96.91%, top5-acc=100.00%, remaining_time=0:00:05.476180, arrival_time=2021-04-10 01:58:12.253510, cost_time=0:00:08.646659 2021-04-10 01:58:07,482 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.64ms, fps=3637 images/s, loss=0.0918, top1-acc=96.89%, top5-acc=99.99%, remaining_time=0:00:04.747644, arrival_time=2021-04-10 01:58:12.229653, cost_time=0:00:09.351432 2021-04-10 01:58:08,178 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.58ms, fps=3679 images/s, loss=0.0918, top1-acc=96.90%, top5-acc=99.99%, remaining_time=0:00:04.019120, arrival_time=2021-04-10 01:58:12.197503, cost_time=0:00:10.047776 2021-04-10 01:58:08,875 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=2.03ms, fps=3676 images/s, loss=0.0910, top1-acc=96.93%, top5-acc=99.99%, remaining_time=0:00:03.295072, arrival_time=2021-04-10 01:58:12.170425, cost_time=0:00:10.744760 2021-04-10 01:58:09,567 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.38ms, fps=3699 images/s, loss=0.0900, top1-acc=96.98%, top5-acc=99.99%, remaining_time=0:00:02.573424, arrival_time=2021-04-10 01:58:12.141325, cost_time=0:00:11.437376 2021-04-10 01:58:10,267 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=2.22ms, fps=3665 images/s, loss=0.0897, top1-acc=96.99%, top5-acc=99.99%, remaining_time=0:00:01.856140, arrival_time=2021-04-10 01:58:12.123092, cost_time=0:00:12.136244 2021-04-10 01:58:10,968 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=2.14ms, fps=3654 images/s, loss=0.0897, top1-acc=96.98%, top5-acc=99.99%, remaining_time=0:00:01.141136, arrival_time=2021-04-10 01:58:12.109445, cost_time=0:00:12.837737 2021-04-10 01:58:11,669 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.48ms, fps=3656 images/s, loss=0.0904, top1-acc=96.97%, top5-acc=99.99%, remaining_time=0:00:00.427536, arrival_time=2021-04-10 01:58:12.096636, cost_time=0:00:13.538575 2021-04-10 01:58:12,052 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=0.10ms, fps=3554 images/s, loss=0.0911, top1-acc=96.95%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:12.052169, cost_time=0:00:13.921647 2021-04-10 01:58:12,370 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=2.28ms, fps=8084 images/s, loss=0.3431, top1-acc=90.55%, top5-acc=99.69%, remaining_time=0:00:00.950040, arrival_time=2021-04-10 01:58:13.320100, cost_time=0:00:00.316684 2021-04-10 01:58:12,596 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=0.30ms, fps=11312 images/s, loss=0.3394, top1-acc=90.35%, top5-acc=99.67%, remaining_time=0:00:00.543540, arrival_time=2021-04-10 01:58:13.140447, cost_time=0:00:00.543541 2021-04-10 01:58:12,844 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=3.50ms, fps=10345 images/s, loss=0.3300, top1-acc=90.39%, top5-acc=99.71%, remaining_time=0:00:00.263840, arrival_time=2021-04-10 01:58:13.108667, cost_time=0:00:00.791531 2021-04-10 01:58:13,081 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.08ms, fps=9810 images/s, loss=0.3165, top1-acc=90.54%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:13.081650, cost_time=0:00:01.028381 2021-04-10 01:58:13,145 INFO : Epoch=0144 complete, best val top1-acc=90.54%, top5-acc=99.74% (epoch=144), remaining_time=0:13:59.000456, arrival_time=2021-04-10 02:12:12.146114, cost_time=0:35:57.429743 2021-04-10 01:58:13,146 INFO : Train start, epoch=0145, lr=0.018129 2021-04-10 01:58:14,073 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=0.26ms, fps=2763 images/s, loss=0.0794, top1-acc=97.46%, top5-acc=100.00%, remaining_time=0:00:17.232900, arrival_time=2021-04-10 01:58:31.306208, cost_time=0:00:00.926501 2021-04-10 01:58:14,790 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.86ms, fps=3573 images/s, loss=0.0800, top1-acc=97.46%, top5-acc=99.96%, remaining_time=0:00:14.466496, arrival_time=2021-04-10 01:58:29.257195, cost_time=0:00:01.643926 2021-04-10 01:58:15,491 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=2.13ms, fps=3657 images/s, loss=0.0803, top1-acc=97.42%, top5-acc=99.97%, remaining_time=0:00:12.972070, arrival_time=2021-04-10 01:58:28.463246, cost_time=0:00:02.344360 2021-04-10 01:58:16,196 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.43ms, fps=3633 images/s, loss=0.0828, top1-acc=97.33%, top5-acc=99.98%, remaining_time=0:00:11.893440, arrival_time=2021-04-10 01:58:28.089816, cost_time=0:00:03.049608 2021-04-10 01:58:16,897 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.71ms, fps=3653 images/s, loss=0.0844, top1-acc=97.32%, top5-acc=99.98%, remaining_time=0:00:10.952190, arrival_time=2021-04-10 01:58:27.849739, cost_time=0:00:03.750774 2021-04-10 01:58:17,599 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.81ms, fps=3652 images/s, loss=0.0841, top1-acc=97.29%, top5-acc=99.98%, remaining_time=0:00:10.091608, arrival_time=2021-04-10 01:58:27.690568, cost_time=0:00:04.452189 2021-04-10 01:58:18,297 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=3.32ms, fps=3667 images/s, loss=0.0829, top1-acc=97.29%, top5-acc=99.98%, remaining_time=0:00:09.271332, arrival_time=2021-04-10 01:58:27.569016, cost_time=0:00:05.150755 2021-04-10 01:58:19,011 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=2.20ms, fps=3594 images/s, loss=0.0826, top1-acc=97.30%, top5-acc=99.99%, remaining_time=0:00:08.503148, arrival_time=2021-04-10 01:58:27.514245, cost_time=0:00:05.864236 2021-04-10 01:58:19,718 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.52ms, fps=3623 images/s, loss=0.0836, top1-acc=97.25%, top5-acc=99.99%, remaining_time=0:00:07.739696, arrival_time=2021-04-10 01:58:27.458020, cost_time=0:00:06.571424 2021-04-10 01:58:20,420 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.63ms, fps=3647 images/s, loss=0.0849, top1-acc=97.18%, top5-acc=99.99%, remaining_time=0:00:06.983136, arrival_time=2021-04-10 01:58:27.404000, cost_time=0:00:07.274092 2021-04-10 01:58:21,118 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=2.01ms, fps=3671 images/s, loss=0.0865, top1-acc=97.13%, top5-acc=99.99%, remaining_time=0:00:06.232506, arrival_time=2021-04-10 01:58:27.351239, cost_time=0:00:07.971774 2021-04-10 01:58:21,811 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.51ms, fps=3700 images/s, loss=0.0872, top1-acc=97.08%, top5-acc=99.99%, remaining_time=0:00:05.487580, arrival_time=2021-04-10 01:58:27.299027, cost_time=0:00:08.664639 2021-04-10 01:58:22,513 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.50ms, fps=3651 images/s, loss=0.0887, top1-acc=97.02%, top5-acc=99.99%, remaining_time=0:00:04.755234, arrival_time=2021-04-10 01:58:27.268486, cost_time=0:00:09.366323 2021-04-10 01:58:23,219 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.56ms, fps=3630 images/s, loss=0.0901, top1-acc=96.98%, top5-acc=99.99%, remaining_time=0:00:04.028976, arrival_time=2021-04-10 01:58:27.248268, cost_time=0:00:10.072510 2021-04-10 01:58:23,909 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.61ms, fps=3712 images/s, loss=0.0908, top1-acc=96.95%, top5-acc=99.99%, remaining_time=0:00:03.300500, arrival_time=2021-04-10 01:58:27.209862, cost_time=0:00:10.762545 2021-04-10 01:58:24,612 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.62ms, fps=3646 images/s, loss=0.0905, top1-acc=96.96%, top5-acc=99.99%, remaining_time=0:00:02.579688, arrival_time=2021-04-10 01:58:27.191937, cost_time=0:00:11.465314 2021-04-10 01:58:25,315 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.51ms, fps=3647 images/s, loss=0.0915, top1-acc=96.91%, top5-acc=99.99%, remaining_time=0:00:01.861028, arrival_time=2021-04-10 01:58:27.176068, cost_time=0:00:12.168209 2021-04-10 01:58:26,031 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.85ms, fps=3577 images/s, loss=0.0926, top1-acc=96.88%, top5-acc=99.99%, remaining_time=0:00:01.145296, arrival_time=2021-04-10 01:58:27.176754, cost_time=0:00:12.884537 2021-04-10 01:58:26,738 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=2.44ms, fps=3627 images/s, loss=0.0932, top1-acc=96.86%, top5-acc=99.99%, remaining_time=0:00:00.429192, arrival_time=2021-04-10 01:58:27.167255, cost_time=0:00:13.591127 2021-04-10 01:58:27,124 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=0.11ms, fps=3524 images/s, loss=0.0932, top1-acc=96.86%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:27.124687, cost_time=0:00:13.977880 2021-04-10 01:58:27,452 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=2.46ms, fps=7840 images/s, loss=0.3348, top1-acc=89.84%, top5-acc=99.77%, remaining_time=0:00:00.979530, arrival_time=2021-04-10 01:58:28.432236, cost_time=0:00:00.326514 2021-04-10 01:58:27,692 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=0.42ms, fps=10713 images/s, loss=0.3430, top1-acc=89.39%, top5-acc=99.79%, remaining_time=0:00:00.565920, arrival_time=2021-04-10 01:58:28.258163, cost_time=0:00:00.565922 2021-04-10 01:58:27,994 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=0.30ms, fps=8478 images/s, loss=0.3373, top1-acc=89.57%, top5-acc=99.73%, remaining_time=0:00:00.289560, arrival_time=2021-04-10 01:58:28.284438, cost_time=0:00:00.868693 2021-04-10 01:58:28,191 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.06ms, fps=11856 images/s, loss=0.3366, top1-acc=89.72%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:28.191180, cost_time=0:00:01.065024 2021-04-10 01:58:28,218 INFO : Epoch=0145 complete, best val top1-acc=90.54%, top5-acc=99.74% (epoch=144), remaining_time=0:13:44.052625, arrival_time=2021-04-10 02:12:12.270838, cost_time=0:36:12.502352 2021-04-10 01:58:28,218 INFO : Train start, epoch=0146, lr=0.017528 2021-04-10 01:58:29,119 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.92ms, fps=2842 images/s, loss=0.0818, top1-acc=97.27%, top5-acc=100.00%, remaining_time=0:00:16.752648, arrival_time=2021-04-10 01:58:45.872244, cost_time=0:00:00.900683 2021-04-10 01:58:29,819 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.92ms, fps=3662 images/s, loss=0.0854, top1-acc=97.19%, top5-acc=99.98%, remaining_time=0:00:14.082992, arrival_time=2021-04-10 01:58:43.902265, cost_time=0:00:01.600349 2021-04-10 01:58:30,521 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.91ms, fps=3648 images/s, loss=0.0882, top1-acc=97.15%, top5-acc=99.97%, remaining_time=0:00:12.740998, arrival_time=2021-04-10 01:58:43.262505, cost_time=0:00:02.302581 2021-04-10 01:58:31,218 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.93ms, fps=3675 images/s, loss=0.0849, top1-acc=97.28%, top5-acc=99.98%, remaining_time=0:00:11.699220, arrival_time=2021-04-10 01:58:42.917968, cost_time=0:00:02.999819 2021-04-10 01:58:31,915 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=2.02ms, fps=3675 images/s, loss=0.0858, top1-acc=97.21%, top5-acc=99.98%, remaining_time=0:00:10.795240, arrival_time=2021-04-10 01:58:42.711137, cost_time=0:00:03.696986 2021-04-10 01:58:32,613 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.98ms, fps=3674 images/s, loss=0.0850, top1-acc=97.26%, top5-acc=99.97%, remaining_time=0:00:09.960504, arrival_time=2021-04-10 01:58:42.573800, cost_time=0:00:04.394367 2021-04-10 01:58:33,314 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.67ms, fps=3654 images/s, loss=0.0849, top1-acc=97.20%, top5-acc=99.98%, remaining_time=0:00:09.172170, arrival_time=2021-04-10 01:58:42.486723, cost_time=0:00:05.095619 2021-04-10 01:58:34,032 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=2.02ms, fps=3570 images/s, loss=0.0850, top1-acc=97.22%, top5-acc=99.98%, remaining_time=0:00:08.429720, arrival_time=2021-04-10 01:58:42.462355, cost_time=0:00:05.813620 2021-04-10 01:58:34,734 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.56ms, fps=3649 images/s, loss=0.0850, top1-acc=97.24%, top5-acc=99.98%, remaining_time=0:00:07.674400, arrival_time=2021-04-10 01:58:42.409272, cost_time=0:00:06.515993 2021-04-10 01:58:35,427 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.41ms, fps=3700 images/s, loss=0.0864, top1-acc=97.16%, top5-acc=99.98%, remaining_time=0:00:06.919968, arrival_time=2021-04-10 01:58:42.347196, cost_time=0:00:07.208256 2021-04-10 01:58:36,125 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.56ms, fps=3671 images/s, loss=0.0859, top1-acc=97.18%, top5-acc=99.98%, remaining_time=0:00:06.181336, arrival_time=2021-04-10 01:58:42.306729, cost_time=0:00:07.906326 2021-04-10 01:58:36,827 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.86ms, fps=3650 images/s, loss=0.0860, top1-acc=97.16%, top5-acc=99.98%, remaining_time=0:00:05.452088, arrival_time=2021-04-10 01:58:42.279536, cost_time=0:00:08.608561 2021-04-10 01:58:37,537 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=2.09ms, fps=3609 images/s, loss=0.0870, top1-acc=97.12%, top5-acc=99.98%, remaining_time=0:00:04.730880, arrival_time=2021-04-10 01:58:42.268182, cost_time=0:00:09.318377 2021-04-10 01:58:38,242 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.53ms, fps=3634 images/s, loss=0.0879, top1-acc=97.06%, top5-acc=99.98%, remaining_time=0:00:04.009376, arrival_time=2021-04-10 01:58:42.251789, cost_time=0:00:10.023452 2021-04-10 01:58:38,938 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.99ms, fps=3679 images/s, loss=0.0883, top1-acc=97.04%, top5-acc=99.98%, remaining_time=0:00:03.287436, arrival_time=2021-04-10 01:58:42.226229, cost_time=0:00:10.719902 2021-04-10 01:58:39,632 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.54ms, fps=3695 images/s, loss=0.0892, top1-acc=96.98%, top5-acc=99.99%, remaining_time=0:00:02.567988, arrival_time=2021-04-10 01:58:42.200105, cost_time=0:00:11.413234 2021-04-10 01:58:40,327 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.47ms, fps=3685 images/s, loss=0.0894, top1-acc=96.96%, top5-acc=99.98%, remaining_time=0:00:01.851876, arrival_time=2021-04-10 01:58:42.179199, cost_time=0:00:12.108368 2021-04-10 01:58:41,032 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=2.10ms, fps=3636 images/s, loss=0.0898, top1-acc=96.93%, top5-acc=99.98%, remaining_time=0:00:01.138944, arrival_time=2021-04-10 01:58:42.170994, cost_time=0:00:12.813102 2021-04-10 01:58:41,735 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.35ms, fps=3643 images/s, loss=0.0905, top1-acc=96.91%, top5-acc=99.98%, remaining_time=0:00:00.426834, arrival_time=2021-04-10 01:58:42.162167, cost_time=0:00:13.516461 2021-04-10 01:58:42,110 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=0.08ms, fps=3633 images/s, loss=0.0905, top1-acc=96.92%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:42.110049, cost_time=0:00:13.891182 2021-04-10 01:58:42,454 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=0.25ms, fps=7456 images/s, loss=0.3252, top1-acc=90.00%, top5-acc=99.65%, remaining_time=0:00:01.030050, arrival_time=2021-04-10 01:58:43.484480, cost_time=0:00:00.343347 2021-04-10 01:58:42,686 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=0.23ms, fps=11047 images/s, loss=0.3128, top1-acc=90.35%, top5-acc=99.55%, remaining_time=0:00:00.575600, arrival_time=2021-04-10 01:58:43.262316, cost_time=0:00:00.575604 2021-04-10 01:58:42,902 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=6.35ms, fps=11887 images/s, loss=0.3178, top1-acc=90.26%, top5-acc=99.61%, remaining_time=0:00:00.263850, arrival_time=2021-04-10 01:58:43.166419, cost_time=0:00:00.791539 2021-04-10 01:58:43,114 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.07ms, fps=10989 images/s, loss=0.3280, top1-acc=90.29%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:43.114023, cost_time=0:00:01.003022 2021-04-10 01:58:43,140 INFO : Epoch=0146 complete, best val top1-acc=90.54%, top5-acc=99.74% (epoch=144), remaining_time=0:13:29.047656, arrival_time=2021-04-10 02:12:12.188605, cost_time=0:36:27.425077 2021-04-10 01:58:43,141 INFO : Train start, epoch=0147, lr=0.016934 2021-04-10 01:58:44,050 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.63ms, fps=2818 images/s, loss=0.0977, top1-acc=96.52%, top5-acc=99.96%, remaining_time=0:00:16.899216, arrival_time=2021-04-10 01:59:00.949465, cost_time=0:00:00.908560 2021-04-10 01:58:44,753 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.88ms, fps=3645 images/s, loss=0.0883, top1-acc=96.97%, top5-acc=99.96%, remaining_time=0:00:14.179264, arrival_time=2021-04-10 01:58:58.932272, cost_time=0:00:01.611277 2021-04-10 01:58:45,448 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.56ms, fps=3687 images/s, loss=0.0859, top1-acc=96.98%, top5-acc=99.97%, remaining_time=0:00:12.761250, arrival_time=2021-04-10 01:58:58.209242, cost_time=0:00:02.306252 2021-04-10 01:58:46,140 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.37ms, fps=3697 images/s, loss=0.0874, top1-acc=96.98%, top5-acc=99.97%, remaining_time=0:00:11.697036, arrival_time=2021-04-10 01:58:57.837956, cost_time=0:00:02.999230 2021-04-10 01:58:46,837 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.88ms, fps=3678 images/s, loss=0.0861, top1-acc=97.04%, top5-acc=99.97%, remaining_time=0:00:10.791152, arrival_time=2021-04-10 01:58:57.628416, cost_time=0:00:03.695576 2021-04-10 01:58:47,533 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=2.00ms, fps=3681 images/s, loss=0.0862, top1-acc=97.06%, top5-acc=99.97%, remaining_time=0:00:09.953840, arrival_time=2021-04-10 01:58:57.487000, cost_time=0:00:04.391430 2021-04-10 01:58:48,229 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.84ms, fps=3683 images/s, loss=0.0867, top1-acc=97.04%, top5-acc=99.97%, remaining_time=0:00:09.156672, arrival_time=2021-04-10 01:58:57.385664, cost_time=0:00:05.087021 2021-04-10 01:58:48,935 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.89ms, fps=3626 images/s, loss=0.0865, top1-acc=97.03%, top5-acc=99.98%, remaining_time=0:00:08.401416, arrival_time=2021-04-10 01:58:57.337177, cost_time=0:00:05.794054 2021-04-10 01:58:49,634 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.72ms, fps=3666 images/s, loss=0.0870, top1-acc=97.04%, top5-acc=99.98%, remaining_time=0:00:07.647158, arrival_time=2021-04-10 01:58:57.281801, cost_time=0:00:06.492860 2021-04-10 01:58:50,329 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.61ms, fps=3690 images/s, loss=0.0867, top1-acc=97.04%, top5-acc=99.98%, remaining_time=0:00:06.899904, arrival_time=2021-04-10 01:58:57.228953, cost_time=0:00:07.187359 2021-04-10 01:58:51,032 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=2.01ms, fps=3642 images/s, loss=0.0865, top1-acc=97.06%, top5-acc=99.98%, remaining_time=0:00:06.169038, arrival_time=2021-04-10 01:58:57.201494, cost_time=0:00:07.890600 2021-04-10 01:58:51,727 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.75ms, fps=3685 images/s, loss=0.0877, top1-acc=97.03%, top5-acc=99.98%, remaining_time=0:00:05.437876, arrival_time=2021-04-10 01:58:57.165759, cost_time=0:00:08.586166 2021-04-10 01:58:52,422 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.46ms, fps=3692 images/s, loss=0.0872, top1-acc=97.07%, top5-acc=99.98%, remaining_time=0:00:04.711410, arrival_time=2021-04-10 01:58:57.133353, cost_time=0:00:09.280097 2021-04-10 01:58:53,116 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.32ms, fps=3688 images/s, loss=0.0878, top1-acc=97.06%, top5-acc=99.98%, remaining_time=0:00:03.990056, arrival_time=2021-04-10 01:58:57.106836, cost_time=0:00:09.975075 2021-04-10 01:58:53,804 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.45ms, fps=3726 images/s, loss=0.0877, top1-acc=97.06%, top5-acc=99.97%, remaining_time=0:00:03.269864, arrival_time=2021-04-10 01:58:57.074187, cost_time=0:00:10.662631 2021-04-10 01:58:54,496 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.57ms, fps=3702 images/s, loss=0.0878, top1-acc=97.05%, top5-acc=99.98%, remaining_time=0:00:02.554776, arrival_time=2021-04-10 01:58:57.051115, cost_time=0:00:11.354527 2021-04-10 01:58:55,203 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=2.69ms, fps=3625 images/s, loss=0.0876, top1-acc=97.04%, top5-acc=99.98%, remaining_time=0:00:01.844674, arrival_time=2021-04-10 01:58:57.047767, cost_time=0:00:12.061398 2021-04-10 01:58:55,903 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.38ms, fps=3660 images/s, loss=0.0884, top1-acc=97.02%, top5-acc=99.98%, remaining_time=0:00:01.134336, arrival_time=2021-04-10 01:58:57.037358, cost_time=0:00:12.761344 2021-04-10 01:58:56,623 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.52ms, fps=3558 images/s, loss=0.0886, top1-acc=97.01%, top5-acc=99.98%, remaining_time=0:00:00.425724, arrival_time=2021-04-10 01:58:57.048795, cost_time=0:00:13.481303 2021-04-10 01:58:57,006 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=0.12ms, fps=3553 images/s, loss=0.0883, top1-acc=97.03%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:57.006399, cost_time=0:00:13.864651 2021-04-10 01:58:57,377 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=14.35ms, fps=6933 images/s, loss=0.3536, top1-acc=89.57%, top5-acc=99.65%, remaining_time=0:00:01.107600, arrival_time=2021-04-10 01:58:58.484891, cost_time=0:00:00.369201 2021-04-10 01:58:57,629 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=0.48ms, fps=10179 images/s, loss=0.3332, top1-acc=89.94%, top5-acc=99.61%, remaining_time=0:00:00.621400, arrival_time=2021-04-10 01:58:58.250754, cost_time=0:00:00.621401 2021-04-10 01:58:57,895 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=26.11ms, fps=9620 images/s, loss=0.3337, top1-acc=90.05%, top5-acc=99.65%, remaining_time=0:00:00.295960, arrival_time=2021-04-10 01:58:58.191838, cost_time=0:00:00.887871 2021-04-10 01:58:58,107 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.10ms, fps=11017 images/s, loss=0.3255, top1-acc=90.09%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:58.107037, cost_time=0:00:01.098942 2021-04-10 01:58:58,143 INFO : Epoch=0147 complete, best val top1-acc=90.54%, top5-acc=99.74% (epoch=144), remaining_time=0:13:14.072447, arrival_time=2021-04-10 02:12:12.215666, cost_time=0:36:42.427352 2021-04-10 01:58:58,143 INFO : Train start, epoch=0148, lr=0.016349 2021-04-10 01:58:59,046 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=0.42ms, fps=2836 images/s, loss=0.0994, top1-acc=96.21%, top5-acc=100.00%, remaining_time=0:00:16.787058, arrival_time=2021-04-10 01:59:15.833525, cost_time=0:00:00.902531 2021-04-10 01:58:59,735 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.74ms, fps=3716 images/s, loss=0.0905, top1-acc=96.72%, top5-acc=100.00%, remaining_time=0:00:14.008720, arrival_time=2021-04-10 01:59:13.744602, cost_time=0:00:01.591906 2021-04-10 01:59:00,467 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.74ms, fps=3501 images/s, loss=0.0870, top1-acc=96.94%, top5-acc=99.99%, remaining_time=0:00:12.857696, arrival_time=2021-04-10 01:59:13.325299, cost_time=0:00:02.323670 2021-04-10 01:59:01,163 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.97ms, fps=3679 images/s, loss=0.0854, top1-acc=97.01%, top5-acc=99.99%, remaining_time=0:00:11.777688, arrival_time=2021-04-10 01:59:12.941563, cost_time=0:00:03.019900 2021-04-10 01:59:01,862 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.46ms, fps=3665 images/s, loss=0.0825, top1-acc=97.12%, top5-acc=99.99%, remaining_time=0:00:10.859334, arrival_time=2021-04-10 01:59:12.722256, cost_time=0:00:03.718949 2021-04-10 01:59:02,559 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=2.09ms, fps=3680 images/s, loss=0.0814, top1-acc=97.18%, top5-acc=99.99%, remaining_time=0:00:10.007832, arrival_time=2021-04-10 01:59:12.567060, cost_time=0:00:04.415248 2021-04-10 01:59:03,251 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.44ms, fps=3701 images/s, loss=0.0810, top1-acc=97.17%, top5-acc=99.98%, remaining_time=0:00:09.193590, arrival_time=2021-04-10 01:59:12.445113, cost_time=0:00:05.107535 2021-04-10 01:59:03,960 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=2.00ms, fps=3614 images/s, loss=0.0810, top1-acc=97.17%, top5-acc=99.99%, remaining_time=0:00:08.433896, arrival_time=2021-04-10 01:59:12.394450, cost_time=0:00:05.816458 2021-04-10 01:59:04,662 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.83ms, fps=3649 images/s, loss=0.0818, top1-acc=97.13%, top5-acc=99.99%, remaining_time=0:00:07.677686, arrival_time=2021-04-10 01:59:12.340464, cost_time=0:00:06.518829 2021-04-10 01:59:05,361 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.48ms, fps=3670 images/s, loss=0.0822, top1-acc=97.11%, top5-acc=99.99%, remaining_time=0:00:06.928224, arrival_time=2021-04-10 01:59:12.289149, cost_time=0:00:07.216900 2021-04-10 01:59:06,053 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=2.13ms, fps=3702 images/s, loss=0.0826, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:00:06.183400, arrival_time=2021-04-10 01:59:12.236431, cost_time=0:00:07.909053 2021-04-10 01:59:06,753 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.98ms, fps=3657 images/s, loss=0.0832, top1-acc=97.08%, top5-acc=99.99%, remaining_time=0:00:05.452848, arrival_time=2021-04-10 01:59:12.206621, cost_time=0:00:08.609719 2021-04-10 01:59:07,448 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.38ms, fps=3687 images/s, loss=0.0840, top1-acc=97.06%, top5-acc=99.99%, remaining_time=0:00:04.724016, arrival_time=2021-04-10 01:59:12.172823, cost_time=0:00:09.304880 2021-04-10 01:59:08,150 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.95ms, fps=3652 images/s, loss=0.0835, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:00:04.002488, arrival_time=2021-04-10 01:59:12.152780, cost_time=0:00:10.006195 2021-04-10 01:59:08,852 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=2.01ms, fps=3652 images/s, loss=0.0839, top1-acc=97.08%, top5-acc=99.99%, remaining_time=0:00:03.283802, arrival_time=2021-04-10 01:59:12.136086, cost_time=0:00:10.708049 2021-04-10 01:59:09,567 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.86ms, fps=3586 images/s, loss=0.0841, top1-acc=97.08%, top5-acc=99.99%, remaining_time=0:00:02.570184, arrival_time=2021-04-10 01:59:12.137260, cost_time=0:00:11.423073 2021-04-10 01:59:10,271 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.43ms, fps=3636 images/s, loss=0.0840, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:00:01.854814, arrival_time=2021-04-10 01:59:12.126478, cost_time=0:00:12.127682 2021-04-10 01:59:10,971 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.99ms, fps=3663 images/s, loss=0.0842, top1-acc=97.08%, top5-acc=99.99%, remaining_time=0:00:01.140192, arrival_time=2021-04-10 01:59:12.111473, cost_time=0:00:12.827195 2021-04-10 01:59:11,664 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=0.08ms, fps=3697 images/s, loss=0.0846, top1-acc=97.07%, top5-acc=99.99%, remaining_time=0:00:00.426966, arrival_time=2021-04-10 01:59:12.091425, cost_time=0:00:13.520525 2021-04-10 01:59:12,047 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=0.11ms, fps=3562 images/s, loss=0.0854, top1-acc=97.05%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:12.046948, cost_time=0:00:13.902858 2021-04-10 01:59:12,400 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=41.13ms, fps=7282 images/s, loss=0.3418, top1-acc=90.35%, top5-acc=99.88%, remaining_time=0:00:01.054590, arrival_time=2021-04-10 01:59:13.454804, cost_time=0:00:00.351534 2021-04-10 01:59:12,623 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=0.28ms, fps=11501 images/s, loss=0.3253, top1-acc=90.53%, top5-acc=99.67%, remaining_time=0:00:00.574620, arrival_time=2021-04-10 01:59:13.197911, cost_time=0:00:00.574620 2021-04-10 01:59:12,823 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=2.52ms, fps=12796 images/s, loss=0.3163, top1-acc=90.74%, top5-acc=99.69%, remaining_time=0:00:00.258370, arrival_time=2021-04-10 01:59:13.082235, cost_time=0:00:00.775104 2021-04-10 01:59:13,003 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.13ms, fps=12928 images/s, loss=0.3034, top1-acc=90.91%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:13.003924, cost_time=0:00:00.955236 2021-04-10 01:59:13,059 INFO : Epoch=0148 complete, best val top1-acc=90.91%, top5-acc=99.71% (epoch=148), remaining_time=0:12:59.066704, arrival_time=2021-04-10 02:12:12.126399, cost_time=0:36:57.343754 2021-04-10 01:59:13,060 INFO : Train start, epoch=0149, lr=0.015773 2021-04-10 01:59:13,949 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=4.81ms, fps=2882 images/s, loss=0.0930, top1-acc=96.99%, top5-acc=100.00%, remaining_time=0:00:16.520892, arrival_time=2021-04-10 01:59:30.470117, cost_time=0:00:00.888219 2021-04-10 01:59:14,647 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.77ms, fps=3671 images/s, loss=0.0905, top1-acc=97.09%, top5-acc=100.00%, remaining_time=0:00:13.958736, arrival_time=2021-04-10 01:59:28.605908, cost_time=0:00:01.586212 2021-04-10 01:59:15,344 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.52ms, fps=3675 images/s, loss=0.0859, top1-acc=97.19%, top5-acc=100.00%, remaining_time=0:00:12.633596, arrival_time=2021-04-10 01:59:27.977796, cost_time=0:00:02.283191 2021-04-10 01:59:16,044 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.91ms, fps=3659 images/s, loss=0.0827, top1-acc=97.29%, top5-acc=100.00%, remaining_time=0:00:11.635572, arrival_time=2021-04-10 01:59:27.680030, cost_time=0:00:02.983496 2021-04-10 01:59:16,737 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.80ms, fps=3696 images/s, loss=0.0822, top1-acc=97.30%, top5-acc=99.99%, remaining_time=0:00:10.735526, arrival_time=2021-04-10 01:59:27.473082, cost_time=0:00:03.676537 2021-04-10 01:59:17,435 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=2.10ms, fps=3674 images/s, loss=0.0821, top1-acc=97.33%, top5-acc=99.99%, remaining_time=0:00:09.914264, arrival_time=2021-04-10 01:59:27.349214, cost_time=0:00:04.373945 2021-04-10 01:59:18,138 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.77ms, fps=3645 images/s, loss=0.0825, top1-acc=97.30%, top5-acc=99.99%, remaining_time=0:00:09.138276, arrival_time=2021-04-10 01:59:27.276250, cost_time=0:00:05.076848 2021-04-10 01:59:18,843 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.95ms, fps=3635 images/s, loss=0.0829, top1-acc=97.27%, top5-acc=99.99%, remaining_time=0:00:08.383784, arrival_time=2021-04-10 01:59:27.226762, cost_time=0:00:05.781950 2021-04-10 01:59:19,540 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=3.01ms, fps=3674 images/s, loss=0.0818, top1-acc=97.28%, top5-acc=99.99%, remaining_time=0:00:07.631152, arrival_time=2021-04-10 01:59:27.171507, cost_time=0:00:06.479309 2021-04-10 01:59:20,247 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.98ms, fps=3621 images/s, loss=0.0820, top1-acc=97.27%, top5-acc=99.99%, remaining_time=0:00:06.899424, arrival_time=2021-04-10 01:59:27.147317, cost_time=0:00:07.186920 2021-04-10 01:59:20,944 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.68ms, fps=3675 images/s, loss=0.0814, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:06.163792, arrival_time=2021-04-10 01:59:27.108616, cost_time=0:00:07.883866 2021-04-10 01:59:21,637 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.59ms, fps=3699 images/s, loss=0.0817, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:05.431644, arrival_time=2021-04-10 01:59:27.068992, cost_time=0:00:08.576300 2021-04-10 01:59:22,334 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=2.05ms, fps=3677 images/s, loss=0.0825, top1-acc=97.26%, top5-acc=99.99%, remaining_time=0:00:04.707912, arrival_time=2021-04-10 01:59:27.042095, cost_time=0:00:09.273184 2021-04-10 01:59:23,053 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.91ms, fps=3561 images/s, loss=0.0835, top1-acc=97.20%, top5-acc=99.99%, remaining_time=0:00:03.997056, arrival_time=2021-04-10 01:59:27.050744, cost_time=0:00:09.992635 2021-04-10 01:59:23,758 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=2.61ms, fps=3637 images/s, loss=0.0839, top1-acc=97.21%, top5-acc=99.98%, remaining_time=0:00:03.280444, arrival_time=2021-04-10 01:59:27.038622, cost_time=0:00:10.697131 2021-04-10 01:59:24,462 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.76ms, fps=3640 images/s, loss=0.0829, top1-acc=97.25%, top5-acc=99.99%, remaining_time=0:00:02.565252, arrival_time=2021-04-10 01:59:27.027276, cost_time=0:00:11.401041 2021-04-10 01:59:25,154 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.43ms, fps=3702 images/s, loss=0.0833, top1-acc=97.22%, top5-acc=99.98%, remaining_time=0:00:01.849510, arrival_time=2021-04-10 01:59:27.003529, cost_time=0:00:12.092963 2021-04-10 01:59:25,864 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.57ms, fps=3609 images/s, loss=0.0836, top1-acc=97.19%, top5-acc=99.98%, remaining_time=0:00:01.138048, arrival_time=2021-04-10 01:59:27.002017, cost_time=0:00:12.802992 2021-04-10 01:59:26,566 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=2.01ms, fps=3648 images/s, loss=0.0840, top1-acc=97.17%, top5-acc=99.99%, remaining_time=0:00:00.426480, arrival_time=2021-04-10 01:59:26.992856, cost_time=0:00:13.505117 2021-04-10 01:59:26,967 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=0.08ms, fps=3405 images/s, loss=0.0844, top1-acc=97.15%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:26.966980, cost_time=0:00:13.906011 2021-04-10 01:59:27,240 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=2.48ms, fps=9409 images/s, loss=0.3277, top1-acc=90.04%, top5-acc=99.65%, remaining_time=0:00:00.816210, arrival_time=2021-04-10 01:59:28.056360, cost_time=0:00:00.272069 2021-04-10 01:59:27,479 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=0.29ms, fps=10703 images/s, loss=0.3493, top1-acc=89.69%, top5-acc=99.61%, remaining_time=0:00:00.511700, arrival_time=2021-04-10 01:59:27.991488, cost_time=0:00:00.511708 2021-04-10 01:59:27,754 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=0.37ms, fps=9400 images/s, loss=0.3628, top1-acc=89.36%, top5-acc=99.52%, remaining_time=0:00:00.261490, arrival_time=2021-04-10 01:59:28.015624, cost_time=0:00:00.784466 2021-04-10 01:59:27,992 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.11ms, fps=9757 images/s, loss=0.3623, top1-acc=89.49%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:27.992624, cost_time=0:00:01.024380 2021-04-10 01:59:28,039 INFO : Epoch=0149 complete, best val top1-acc=90.91%, top5-acc=99.71% (epoch=148), remaining_time=0:12:44.083785, arrival_time=2021-04-10 02:12:12.122830, cost_time=0:37:12.323145 2021-04-10 01:59:28,040 INFO : Train start, epoch=0150, lr=0.015204 2021-04-10 01:59:28,949 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=3.97ms, fps=2816 images/s, loss=0.0807, top1-acc=97.23%, top5-acc=99.96%, remaining_time=0:00:16.908516, arrival_time=2021-04-10 01:59:45.857735, cost_time=0:00:00.909061 2021-04-10 01:59:29,678 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=2.06ms, fps=3512 images/s, loss=0.0828, top1-acc=97.30%, top5-acc=99.98%, remaining_time=0:00:14.417920, arrival_time=2021-04-10 01:59:44.096522, cost_time=0:00:01.638403 2021-04-10 01:59:30,374 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.37ms, fps=3683 images/s, loss=0.0824, top1-acc=97.37%, top5-acc=99.99%, remaining_time=0:00:12.914800, arrival_time=2021-04-10 01:59:43.288957, cost_time=0:00:02.333996 2021-04-10 01:59:31,069 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.75ms, fps=3686 images/s, loss=0.0807, top1-acc=97.35%, top5-acc=99.99%, remaining_time=0:00:11.812476, arrival_time=2021-04-10 01:59:42.881513, cost_time=0:00:03.028823 2021-04-10 01:59:31,765 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=2.18ms, fps=3681 images/s, loss=0.0791, top1-acc=97.37%, top5-acc=99.99%, remaining_time=0:00:10.876708, arrival_time=2021-04-10 01:59:42.641820, cost_time=0:00:03.724914 2021-04-10 01:59:32,468 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.42ms, fps=3644 images/s, loss=0.0803, top1-acc=97.40%, top5-acc=99.99%, remaining_time=0:00:10.036664, arrival_time=2021-04-10 01:59:42.504817, cost_time=0:00:04.427945 2021-04-10 01:59:33,170 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.51ms, fps=3649 images/s, loss=0.0813, top1-acc=97.33%, top5-acc=99.99%, remaining_time=0:00:09.234036, arrival_time=2021-04-10 01:59:42.404244, cost_time=0:00:05.130033 2021-04-10 01:59:33,882 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.37ms, fps=3599 images/s, loss=0.0817, top1-acc=97.32%, top5-acc=99.98%, remaining_time=0:00:08.470436, arrival_time=2021-04-10 01:59:42.352485, cost_time=0:00:05.841696 2021-04-10 01:59:34,584 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.83ms, fps=3646 images/s, loss=0.0820, top1-acc=97.31%, top5-acc=99.98%, remaining_time=0:00:07.708214, arrival_time=2021-04-10 01:59:42.293097, cost_time=0:00:06.544678 2021-04-10 01:59:35,284 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.56ms, fps=3660 images/s, loss=0.0813, top1-acc=97.30%, top5-acc=99.98%, remaining_time=0:00:06.954816, arrival_time=2021-04-10 01:59:42.239720, cost_time=0:00:07.244649 2021-04-10 01:59:35,989 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.90ms, fps=3638 images/s, loss=0.0812, top1-acc=97.29%, top5-acc=99.98%, remaining_time=0:00:06.214618, arrival_time=2021-04-10 01:59:42.203754, cost_time=0:00:07.948976 2021-04-10 01:59:36,691 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.86ms, fps=3648 images/s, loss=0.0822, top1-acc=97.27%, top5-acc=99.98%, remaining_time=0:00:05.478992, arrival_time=2021-04-10 01:59:42.170347, cost_time=0:00:08.651096 2021-04-10 01:59:37,390 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=2.20ms, fps=3667 images/s, loss=0.0816, top1-acc=97.29%, top5-acc=99.98%, remaining_time=0:00:04.746786, arrival_time=2021-04-10 01:59:42.136788, cost_time=0:00:09.349794 2021-04-10 01:59:38,093 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=2.19ms, fps=3643 images/s, loss=0.0815, top1-acc=97.28%, top5-acc=99.98%, remaining_time=0:00:04.021248, arrival_time=2021-04-10 01:59:42.114659, cost_time=0:00:10.053103 2021-04-10 01:59:38,784 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=2.08ms, fps=3709 images/s, loss=0.0821, top1-acc=97.23%, top5-acc=99.98%, remaining_time=0:00:03.294888, arrival_time=2021-04-10 01:59:42.079256, cost_time=0:00:10.744138 2021-04-10 01:59:39,483 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.99ms, fps=3664 images/s, loss=0.0824, top1-acc=97.22%, top5-acc=99.99%, remaining_time=0:00:02.574756, arrival_time=2021-04-10 01:59:42.058270, cost_time=0:00:11.443306 2021-04-10 01:59:40,191 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.52ms, fps=3619 images/s, loss=0.0820, top1-acc=97.22%, top5-acc=99.99%, remaining_time=0:00:01.858428, arrival_time=2021-04-10 01:59:42.049988, cost_time=0:00:12.151308 2021-04-10 01:59:40,890 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=2.18ms, fps=3667 images/s, loss=0.0818, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:01.142224, arrival_time=2021-04-10 01:59:42.032588, cost_time=0:00:12.850052 2021-04-10 01:59:41,590 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.45ms, fps=3659 images/s, loss=0.0819, top1-acc=97.22%, top5-acc=99.99%, remaining_time=0:00:00.427908, arrival_time=2021-04-10 01:59:42.018546, cost_time=0:00:13.550461 2021-04-10 01:59:41,968 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=0.11ms, fps=3608 images/s, loss=0.0821, top1-acc=97.21%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:41.967988, cost_time=0:00:13.927801 2021-04-10 01:59:42,286 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=0.31ms, fps=8075 images/s, loss=0.3628, top1-acc=89.65%, top5-acc=99.69%, remaining_time=0:00:00.951000, arrival_time=2021-04-10 01:59:43.237555, cost_time=0:00:00.316999 2021-04-10 01:59:42,557 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=0.20ms, fps=9483 images/s, loss=0.3578, top1-acc=89.90%, top5-acc=99.77%, remaining_time=0:00:00.587760, arrival_time=2021-04-10 01:59:43.144912, cost_time=0:00:00.587750 2021-04-10 01:59:42,786 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=2.72ms, fps=11166 images/s, loss=0.3605, top1-acc=89.96%, top5-acc=99.69%, remaining_time=0:00:00.272460, arrival_time=2021-04-10 01:59:43.059271, cost_time=0:00:00.817365 2021-04-10 01:59:43,063 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.08ms, fps=8434 images/s, loss=0.3451, top1-acc=90.06%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:43.063101, cost_time=0:00:01.093680 2021-04-10 01:59:43,108 INFO : Epoch=0150 complete, best val top1-acc=90.91%, top5-acc=99.71% (epoch=148), remaining_time=0:12:29.131000, arrival_time=2021-04-10 02:12:12.239925, cost_time=0:37:27.393022 2021-04-10 01:59:43,109 INFO : Train start, epoch=0151, lr=0.014645 2021-04-10 01:59:44,029 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=0.26ms, fps=2785 images/s, loss=0.0869, top1-acc=97.27%, top5-acc=100.00%, remaining_time=0:00:17.098236, arrival_time=2021-04-10 02:00:01.127539, cost_time=0:00:00.919259 2021-04-10 01:59:44,729 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.98ms, fps=3657 images/s, loss=0.0843, top1-acc=97.07%, top5-acc=100.00%, remaining_time=0:00:14.253360, arrival_time=2021-04-10 01:59:58.983158, cost_time=0:00:01.619694 2021-04-10 01:59:45,434 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.72ms, fps=3638 images/s, loss=0.0796, top1-acc=97.25%, top5-acc=100.00%, remaining_time=0:00:12.859024, arrival_time=2021-04-10 01:59:58.293025, cost_time=0:00:02.323916 2021-04-10 01:59:46,144 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.70ms, fps=3606 images/s, loss=0.0758, top1-acc=97.39%, top5-acc=100.00%, remaining_time=0:00:11.833692, arrival_time=2021-04-10 01:59:57.978064, cost_time=0:00:03.034279 2021-04-10 01:59:46,846 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.91ms, fps=3649 images/s, loss=0.0741, top1-acc=97.44%, top5-acc=100.00%, remaining_time=0:00:10.910434, arrival_time=2021-04-10 01:59:57.756982, cost_time=0:00:03.736456 2021-04-10 01:59:47,543 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.44ms, fps=3676 images/s, loss=0.0752, top1-acc=97.43%, top5-acc=100.00%, remaining_time=0:00:10.049312, arrival_time=2021-04-10 01:59:57.592917, cost_time=0:00:04.433517 2021-04-10 01:59:48,239 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.53ms, fps=3685 images/s, loss=0.0750, top1-acc=97.43%, top5-acc=100.00%, remaining_time=0:00:09.231768, arrival_time=2021-04-10 01:59:57.470726, cost_time=0:00:05.128756 2021-04-10 01:59:48,942 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=2.30ms, fps=3641 images/s, loss=0.0756, top1-acc=97.42%, top5-acc=100.00%, remaining_time=0:00:08.457328, arrival_time=2021-04-10 01:59:57.400060, cost_time=0:00:05.832671 2021-04-10 01:59:49,643 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.95ms, fps=3657 images/s, loss=0.0764, top1-acc=97.43%, top5-acc=100.00%, remaining_time=0:00:07.694540, arrival_time=2021-04-10 01:59:57.337750, cost_time=0:00:06.533069 2021-04-10 01:59:50,338 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=2.16ms, fps=3686 images/s, loss=0.0758, top1-acc=97.45%, top5-acc=99.99%, remaining_time=0:00:06.939072, arrival_time=2021-04-10 01:59:57.277342, cost_time=0:00:07.228183 2021-04-10 01:59:51,032 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.59ms, fps=3689 images/s, loss=0.0746, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:06.194150, arrival_time=2021-04-10 01:59:57.227016, cost_time=0:00:07.922724 2021-04-10 01:59:51,729 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.64ms, fps=3679 images/s, loss=0.0743, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:05.458852, arrival_time=2021-04-10 01:59:57.188192, cost_time=0:00:08.619257 2021-04-10 01:59:52,431 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.88ms, fps=3652 images/s, loss=0.0739, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:04.732134, arrival_time=2021-04-10 01:59:57.163087, cost_time=0:00:09.320820 2021-04-10 01:59:53,120 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.44ms, fps=3717 images/s, loss=0.0739, top1-acc=97.57%, top5-acc=99.99%, remaining_time=0:00:04.004112, arrival_time=2021-04-10 01:59:57.124387, cost_time=0:00:10.010211 2021-04-10 01:59:53,826 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=2.20ms, fps=3626 images/s, loss=0.0744, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:03.286424, arrival_time=2021-04-10 01:59:57.113188, cost_time=0:00:10.716672 2021-04-10 01:59:54,534 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=2.01ms, fps=3620 images/s, loss=0.0746, top1-acc=97.54%, top5-acc=100.00%, remaining_time=0:00:02.570472, arrival_time=2021-04-10 01:59:57.105003, cost_time=0:00:11.424394 2021-04-10 01:59:55,230 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.88ms, fps=3680 images/s, loss=0.0748, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:01.853748, arrival_time=2021-04-10 01:59:57.084470, cost_time=0:00:12.120633 2021-04-10 01:59:55,933 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=4.16ms, fps=3644 images/s, loss=0.0747, top1-acc=97.53%, top5-acc=99.99%, remaining_time=0:00:01.139888, arrival_time=2021-04-10 01:59:57.073680, cost_time=0:00:12.823701 2021-04-10 01:59:56,638 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.41ms, fps=3639 images/s, loss=0.0747, top1-acc=97.53%, top5-acc=99.99%, remaining_time=0:00:00.427194, arrival_time=2021-04-10 01:59:57.065096, cost_time=0:00:13.527717 2021-04-10 01:59:57,013 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=0.08ms, fps=3623 images/s, loss=0.0747, top1-acc=97.53%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:57.013949, cost_time=0:00:13.903897 2021-04-10 01:59:57,406 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.18ms, fps=6547 images/s, loss=0.3024, top1-acc=91.37%, top5-acc=99.57%, remaining_time=0:00:01.173030, arrival_time=2021-04-10 01:59:58.579015, cost_time=0:00:00.391014 2021-04-10 01:59:57,664 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=0.30ms, fps=9922 images/s, loss=0.3161, top1-acc=90.86%, top5-acc=99.71%, remaining_time=0:00:00.649420, arrival_time=2021-04-10 01:59:58.313824, cost_time=0:00:00.649418 2021-04-10 01:59:57,935 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=0.27ms, fps=9468 images/s, loss=0.3222, top1-acc=90.43%, top5-acc=99.73%, remaining_time=0:00:00.306750, arrival_time=2021-04-10 01:59:58.241975, cost_time=0:00:00.920252 2021-04-10 01:59:58,098 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.05ms, fps=14243 images/s, loss=0.3333, top1-acc=90.41%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:58.098559, cost_time=0:00:01.083548 2021-04-10 01:59:58,125 INFO : Epoch=0151 complete, best val top1-acc=90.91%, top5-acc=99.71% (epoch=148), remaining_time=0:12:14.159405, arrival_time=2021-04-10 02:12:12.284925, cost_time=0:37:42.409670 2021-04-10 01:59:58,126 INFO : Train start, epoch=0152, lr=0.014094 2021-04-10 01:59:59,036 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=4.44ms, fps=2813 images/s, loss=0.0829, top1-acc=97.07%, top5-acc=100.00%, remaining_time=0:00:16.926558, arrival_time=2021-04-10 02:00:15.962753, cost_time=0:00:00.910028 2021-04-10 01:59:59,736 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=2.34ms, fps=3659 images/s, loss=0.0711, top1-acc=97.54%, top5-acc=100.00%, remaining_time=0:00:14.169584, arrival_time=2021-04-10 02:00:13.905922, cost_time=0:00:01.610177 2021-04-10 02:00:00,438 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=2.03ms, fps=3648 images/s, loss=0.0689, top1-acc=97.81%, top5-acc=99.99%, remaining_time=0:00:12.797272, arrival_time=2021-04-10 02:00:13.236162, cost_time=0:00:02.312763 2021-04-10 02:00:01,132 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.33ms, fps=3693 images/s, loss=0.0670, top1-acc=97.92%, top5-acc=99.97%, remaining_time=0:00:11.724648, arrival_time=2021-04-10 02:00:12.857067, cost_time=0:00:03.006301 2021-04-10 02:00:01,829 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.94ms, fps=3675 images/s, loss=0.0671, top1-acc=97.87%, top5-acc=99.98%, remaining_time=0:00:10.813782, arrival_time=2021-04-10 02:00:12.643275, cost_time=0:00:03.703336 2021-04-10 02:00:02,528 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.41ms, fps=3668 images/s, loss=0.0677, top1-acc=97.82%, top5-acc=99.98%, remaining_time=0:00:09.977504, arrival_time=2021-04-10 02:00:12.505493, cost_time=0:00:04.401822 2021-04-10 02:00:03,231 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.95ms, fps=3643 images/s, loss=0.0664, top1-acc=97.84%, top5-acc=99.98%, remaining_time=0:00:09.189180, arrival_time=2021-04-10 02:00:12.420493, cost_time=0:00:05.105134 2021-04-10 02:00:03,955 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=2.95ms, fps=3537 images/s, loss=0.0663, top1-acc=97.85%, top5-acc=99.99%, remaining_time=0:00:08.452688, arrival_time=2021-04-10 02:00:12.408400, cost_time=0:00:05.829419 2021-04-10 02:00:04,669 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.90ms, fps=3593 images/s, loss=0.0667, top1-acc=97.81%, top5-acc=99.99%, remaining_time=0:00:07.705988, arrival_time=2021-04-10 02:00:12.374976, cost_time=0:00:06.542850 2021-04-10 02:00:05,374 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=2.04ms, fps=3631 images/s, loss=0.0663, top1-acc=97.81%, top5-acc=99.99%, remaining_time=0:00:06.958272, arrival_time=2021-04-10 02:00:12.332786, cost_time=0:00:07.248235 2021-04-10 02:00:06,085 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.84ms, fps=3606 images/s, loss=0.0666, top1-acc=97.80%, top5-acc=99.99%, remaining_time=0:00:06.222444, arrival_time=2021-04-10 02:00:12.307559, cost_time=0:00:07.958982 2021-04-10 02:00:06,780 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.40ms, fps=3687 images/s, loss=0.0666, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:05.480740, arrival_time=2021-04-10 02:00:12.260867, cost_time=0:00:08.653816 2021-04-10 02:00:07,467 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.53ms, fps=3731 images/s, loss=0.0676, top1-acc=97.75%, top5-acc=99.99%, remaining_time=0:00:04.742298, arrival_time=2021-04-10 02:00:12.209369, cost_time=0:00:09.340926 2021-04-10 02:00:08,175 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=2.08ms, fps=3618 images/s, loss=0.0680, top1-acc=97.72%, top5-acc=99.99%, remaining_time=0:00:04.019568, arrival_time=2021-04-10 02:00:12.194803, cost_time=0:00:10.048969 2021-04-10 02:00:08,895 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=2.06ms, fps=3559 images/s, loss=0.0687, top1-acc=97.69%, top5-acc=99.99%, remaining_time=0:00:03.302524, arrival_time=2021-04-10 02:00:12.197794, cost_time=0:00:10.769090 2021-04-10 02:00:09,603 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=5.87ms, fps=3622 images/s, loss=0.0688, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:00:02.582244, arrival_time=2021-04-10 02:00:12.185126, cost_time=0:00:11.476572 2021-04-10 02:00:10,317 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=2.18ms, fps=3585 images/s, loss=0.0687, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:00:01.864590, arrival_time=2021-04-10 02:00:12.182246, cost_time=0:00:12.191524 2021-04-10 02:00:11,015 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.94ms, fps=3671 images/s, loss=0.0686, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:00:01.145712, arrival_time=2021-04-10 02:00:12.161325, cost_time=0:00:12.889332 2021-04-10 02:00:11,718 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.70ms, fps=3646 images/s, loss=0.0695, top1-acc=97.66%, top5-acc=99.99%, remaining_time=0:00:00.429234, arrival_time=2021-04-10 02:00:12.147796, cost_time=0:00:13.592391 2021-04-10 02:00:12,093 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=0.08ms, fps=3635 images/s, loss=0.0694, top1-acc=97.66%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:12.093290, cost_time=0:00:13.967092 2021-04-10 02:00:12,379 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.41ms, fps=8972 images/s, loss=0.3230, top1-acc=90.90%, top5-acc=99.73%, remaining_time=0:00:00.855930, arrival_time=2021-04-10 02:00:13.235695, cost_time=0:00:00.285312 2021-04-10 02:00:12,638 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=0.39ms, fps=9895 images/s, loss=0.3258, top1-acc=91.11%, top5-acc=99.63%, remaining_time=0:00:00.544480, arrival_time=2021-04-10 02:00:13.183399, cost_time=0:00:00.544485 2021-04-10 02:00:12,927 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=0.42ms, fps=8894 images/s, loss=0.3387, top1-acc=90.43%, top5-acc=99.66%, remaining_time=0:00:00.277560, arrival_time=2021-04-10 02:00:13.204686, cost_time=0:00:00.832665 2021-04-10 02:00:13,116 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.05ms, fps=12307 images/s, loss=0.3459, top1-acc=90.21%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:13.116150, cost_time=0:00:01.021652 2021-04-10 02:00:13,143 INFO : Epoch=0152 complete, best val top1-acc=90.91%, top5-acc=99.71% (epoch=148), remaining_time=0:11:59.187696, arrival_time=2021-04-10 02:12:12.331320, cost_time=0:37:57.427758 2021-04-10 02:00:13,144 INFO : Train start, epoch=0153, lr=0.013552 2021-04-10 02:00:14,059 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=0.49ms, fps=2797 images/s, loss=0.0728, top1-acc=97.66%, top5-acc=100.00%, remaining_time=0:00:17.024022, arrival_time=2021-04-10 02:00:31.083643, cost_time=0:00:00.915266 2021-04-10 02:00:14,764 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=2.01ms, fps=3637 images/s, loss=0.0730, top1-acc=97.64%, top5-acc=99.98%, remaining_time=0:00:14.253184, arrival_time=2021-04-10 02:00:29.017370, cost_time=0:00:01.619671 2021-04-10 02:00:15,466 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.84ms, fps=3647 images/s, loss=0.0722, top1-acc=97.63%, top5-acc=99.99%, remaining_time=0:00:12.851222, arrival_time=2021-04-10 02:00:28.318127, cost_time=0:00:02.322516 2021-04-10 02:00:16,177 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.80ms, fps=3608 images/s, loss=0.0726, top1-acc=97.62%, top5-acc=99.98%, remaining_time=0:00:11.827608, arrival_time=2021-04-10 02:00:28.004747, cost_time=0:00:03.032705 2021-04-10 02:00:16,872 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.98ms, fps=3686 images/s, loss=0.0749, top1-acc=97.48%, top5-acc=99.98%, remaining_time=0:00:10.885322, arrival_time=2021-04-10 02:00:27.757571, cost_time=0:00:03.727865 2021-04-10 02:00:17,579 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.90ms, fps=3623 images/s, loss=0.0735, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:10.052712, arrival_time=2021-04-10 02:00:27.632213, cost_time=0:00:04.435003 2021-04-10 02:00:18,275 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.97ms, fps=3684 images/s, loss=0.0717, top1-acc=97.58%, top5-acc=99.99%, remaining_time=0:00:09.235296, arrival_time=2021-04-10 02:00:27.510444, cost_time=0:00:05.130747 2021-04-10 02:00:18,981 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=2.58ms, fps=3627 images/s, loss=0.0725, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:08.463824, arrival_time=2021-04-10 02:00:27.445359, cost_time=0:00:05.837142 2021-04-10 02:00:19,689 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.87ms, fps=3618 images/s, loss=0.0726, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:07.708850, arrival_time=2021-04-10 02:00:27.398553, cost_time=0:00:06.545269 2021-04-10 02:00:20,382 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.44ms, fps=3698 images/s, loss=0.0733, top1-acc=97.54%, top5-acc=99.98%, remaining_time=0:00:06.948768, arrival_time=2021-04-10 02:00:27.331415, cost_time=0:00:07.238262 2021-04-10 02:00:21,082 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.57ms, fps=3661 images/s, loss=0.0731, top1-acc=97.57%, top5-acc=99.98%, remaining_time=0:00:06.206104, arrival_time=2021-04-10 02:00:27.288734, cost_time=0:00:07.937986 2021-04-10 02:00:21,782 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.55ms, fps=3665 images/s, loss=0.0728, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:00:05.470556, arrival_time=2021-04-10 02:00:27.252617, cost_time=0:00:08.637706 2021-04-10 02:00:22,468 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.48ms, fps=3734 images/s, loss=0.0726, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:00:04.733520, arrival_time=2021-04-10 02:00:27.201516, cost_time=0:00:09.323656 2021-04-10 02:00:23,164 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.98ms, fps=3681 images/s, loss=0.0720, top1-acc=97.63%, top5-acc=99.98%, remaining_time=0:00:04.007808, arrival_time=2021-04-10 02:00:27.171753, cost_time=0:00:10.019559 2021-04-10 02:00:23,861 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.49ms, fps=3674 images/s, loss=0.0721, top1-acc=97.63%, top5-acc=99.98%, remaining_time=0:00:03.286562, arrival_time=2021-04-10 02:00:27.147946, cost_time=0:00:10.716997 2021-04-10 02:00:24,561 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=2.17ms, fps=3663 images/s, loss=0.0720, top1-acc=97.64%, top5-acc=99.99%, remaining_time=0:00:02.568708, arrival_time=2021-04-10 02:00:27.129643, cost_time=0:00:11.416508 2021-04-10 02:00:25,259 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.48ms, fps=3669 images/s, loss=0.0716, top1-acc=97.66%, top5-acc=99.99%, remaining_time=0:00:01.852838, arrival_time=2021-04-10 02:00:27.111989, cost_time=0:00:12.114788 2021-04-10 02:00:25,950 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.45ms, fps=3705 images/s, loss=0.0717, top1-acc=97.63%, top5-acc=99.99%, remaining_time=0:00:01.138336, arrival_time=2021-04-10 02:00:27.088983, cost_time=0:00:12.806261 2021-04-10 02:00:26,645 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.71ms, fps=3687 images/s, loss=0.0727, top1-acc=97.58%, top5-acc=99.99%, remaining_time=0:00:00.426354, arrival_time=2021-04-10 02:00:27.071854, cost_time=0:00:13.501159 2021-04-10 02:00:27,026 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=0.12ms, fps=3579 images/s, loss=0.0731, top1-acc=97.59%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:27.026088, cost_time=0:00:13.881621 2021-04-10 02:00:27,395 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=0.27ms, fps=6969 images/s, loss=0.3367, top1-acc=90.04%, top5-acc=99.65%, remaining_time=0:00:01.101930, arrival_time=2021-04-10 02:00:28.497055, cost_time=0:00:00.367314 2021-04-10 02:00:27,641 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=0.26ms, fps=10417 images/s, loss=0.3254, top1-acc=90.43%, top5-acc=99.71%, remaining_time=0:00:00.613440, arrival_time=2021-04-10 02:00:28.254723, cost_time=0:00:00.613439 2021-04-10 02:00:27,900 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=0.27ms, fps=9887 images/s, loss=0.3208, top1-acc=90.55%, top5-acc=99.73%, remaining_time=0:00:00.290920, arrival_time=2021-04-10 02:00:28.191531, cost_time=0:00:00.872767 2021-04-10 02:00:28,154 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.08ms, fps=9168 images/s, loss=0.3356, top1-acc=90.73%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:28.154186, cost_time=0:00:01.126243 2021-04-10 02:00:28,182 INFO : Epoch=0153 complete, best val top1-acc=90.91%, top5-acc=99.71% (epoch=148), remaining_time=0:11:44.221774, arrival_time=2021-04-10 02:12:12.404240, cost_time=0:38:12.466603 2021-04-10 02:00:28,183 INFO : Train start, epoch=0154, lr=0.013018 2021-04-10 02:00:29,107 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=0.51ms, fps=2770 images/s, loss=0.0641, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:17.190492, arrival_time=2021-04-10 02:00:46.297884, cost_time=0:00:00.924221 2021-04-10 02:00:29,807 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.38ms, fps=3661 images/s, loss=0.0660, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:14.289968, arrival_time=2021-04-10 02:00:44.096989, cost_time=0:00:01.623853 2021-04-10 02:00:30,513 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=2.30ms, fps=3628 images/s, loss=0.0675, top1-acc=97.76%, top5-acc=99.99%, remaining_time=0:00:12.892058, arrival_time=2021-04-10 02:00:43.405159, cost_time=0:00:02.329891 2021-04-10 02:00:31,216 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.52ms, fps=3642 images/s, loss=0.0671, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:11.830416, arrival_time=2021-04-10 02:00:43.047057, cost_time=0:00:03.033422 2021-04-10 02:00:31,914 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=2.01ms, fps=3673 images/s, loss=0.0668, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:00:10.894666, arrival_time=2021-04-10 02:00:42.808951, cost_time=0:00:03.731061 2021-04-10 02:00:32,609 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.66ms, fps=3684 images/s, loss=0.0672, top1-acc=97.83%, top5-acc=99.99%, remaining_time=0:00:10.033400, arrival_time=2021-04-10 02:00:42.643056, cost_time=0:00:04.426483 2021-04-10 02:00:33,315 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.41ms, fps=3629 images/s, loss=0.0669, top1-acc=97.82%, top5-acc=99.98%, remaining_time=0:00:09.238320, arrival_time=2021-04-10 02:00:42.553903, cost_time=0:00:05.132408 2021-04-10 02:00:34,014 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=2.15ms, fps=3666 images/s, loss=0.0666, top1-acc=97.87%, top5-acc=99.99%, remaining_time=0:00:08.455124, arrival_time=2021-04-10 02:00:42.469628, cost_time=0:00:05.831102 2021-04-10 02:00:34,716 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.59ms, fps=3653 images/s, loss=0.0659, top1-acc=97.92%, top5-acc=99.98%, remaining_time=0:00:07.694752, arrival_time=2021-04-10 02:00:42.411298, cost_time=0:00:06.533302 2021-04-10 02:00:35,413 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.40ms, fps=3676 images/s, loss=0.0650, top1-acc=97.94%, top5-acc=99.98%, remaining_time=0:00:06.941088, arrival_time=2021-04-10 02:00:42.354541, cost_time=0:00:07.230279 2021-04-10 02:00:36,110 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.45ms, fps=3673 images/s, loss=0.0656, top1-acc=97.89%, top5-acc=99.99%, remaining_time=0:00:06.197934, arrival_time=2021-04-10 02:00:42.308778, cost_time=0:00:07.927594 2021-04-10 02:00:36,801 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=2.04ms, fps=3712 images/s, loss=0.0659, top1-acc=97.87%, top5-acc=99.99%, remaining_time=0:00:05.457940, arrival_time=2021-04-10 02:00:42.258961, cost_time=0:00:08.617853 2021-04-10 02:00:37,508 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.84ms, fps=3624 images/s, loss=0.0662, top1-acc=97.85%, top5-acc=99.99%, remaining_time=0:00:04.733982, arrival_time=2021-04-10 02:00:42.241870, cost_time=0:00:09.324564 2021-04-10 02:00:38,205 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=2.10ms, fps=3676 images/s, loss=0.0663, top1-acc=97.85%, top5-acc=99.99%, remaining_time=0:00:04.008704, arrival_time=2021-04-10 02:00:42.213749, cost_time=0:00:10.021812 2021-04-10 02:00:38,903 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=2.10ms, fps=3668 images/s, loss=0.0665, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:00:03.287574, arrival_time=2021-04-10 02:00:42.191176, cost_time=0:00:10.720380 2021-04-10 02:00:39,610 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=2.21ms, fps=3626 images/s, loss=0.0672, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:02.571084, arrival_time=2021-04-10 02:00:42.181310, cost_time=0:00:11.426962 2021-04-10 02:00:40,305 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=2.05ms, fps=3684 images/s, loss=0.0667, top1-acc=97.81%, top5-acc=99.99%, remaining_time=0:00:01.854034, arrival_time=2021-04-10 02:00:42.159824, cost_time=0:00:12.122587 2021-04-10 02:00:41,003 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.50ms, fps=3672 images/s, loss=0.0670, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:01.139568, arrival_time=2021-04-10 02:00:42.143008, cost_time=0:00:12.820226 2021-04-10 02:00:41,697 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.22ms, fps=3694 images/s, loss=0.0673, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:00.426750, arrival_time=2021-04-10 02:00:42.123764, cost_time=0:00:13.513772 2021-04-10 02:00:42,072 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.25ms, fps=3631 images/s, loss=0.0672, top1-acc=97.80%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:42.072115, cost_time=0:00:13.888945 2021-04-10 02:00:42,409 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=0.21ms, fps=7611 images/s, loss=0.3430, top1-acc=90.27%, top5-acc=99.61%, remaining_time=0:00:01.008990, arrival_time=2021-04-10 02:00:43.418457, cost_time=0:00:00.336330 2021-04-10 02:00:42,669 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=0.38ms, fps=9875 images/s, loss=0.3320, top1-acc=90.53%, top5-acc=99.65%, remaining_time=0:00:00.595900, arrival_time=2021-04-10 02:00:43.264946, cost_time=0:00:00.595908 2021-04-10 02:00:42,930 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=0.28ms, fps=9824 images/s, loss=0.3333, top1-acc=90.42%, top5-acc=99.70%, remaining_time=0:00:00.285600, arrival_time=2021-04-10 02:00:43.215576, cost_time=0:00:00.856798 2021-04-10 02:00:43,098 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.09ms, fps=13782 images/s, loss=0.3457, top1-acc=90.33%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:43.098817, cost_time=0:00:01.025593 2021-04-10 02:00:43,128 INFO : Epoch=0154 complete, best val top1-acc=90.91%, top5-acc=99.71% (epoch=148), remaining_time=0:11:29.227108, arrival_time=2021-04-10 02:12:12.355400, cost_time=0:38:27.412431 2021-04-10 02:00:43,128 INFO : Train start, epoch=0155, lr=0.012494 2021-04-10 02:00:44,014 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=0.25ms, fps=2893 images/s, loss=0.0706, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:16.461558, arrival_time=2021-04-10 02:01:00.475594, cost_time=0:00:00.885029 2021-04-10 02:00:44,710 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=2.15ms, fps=3678 images/s, loss=0.0675, top1-acc=97.66%, top5-acc=100.00%, remaining_time=0:00:13.917024, arrival_time=2021-04-10 02:00:58.627508, cost_time=0:00:01.581486 2021-04-10 02:00:45,408 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.90ms, fps=3668 images/s, loss=0.0649, top1-acc=97.84%, top5-acc=100.00%, remaining_time=0:00:12.614838, arrival_time=2021-04-10 02:00:58.023624, cost_time=0:00:02.279778 2021-04-10 02:00:46,103 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.43ms, fps=3689 images/s, loss=0.0655, top1-acc=97.77%, top5-acc=100.00%, remaining_time=0:00:11.598912, arrival_time=2021-04-10 02:00:57.702044, cost_time=0:00:02.974081 2021-04-10 02:00:46,800 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.49ms, fps=3674 images/s, loss=0.0643, top1-acc=97.87%, top5-acc=99.99%, remaining_time=0:00:10.720780, arrival_time=2021-04-10 02:00:57.521290, cost_time=0:00:03.671499 2021-04-10 02:00:47,494 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.97ms, fps=3689 images/s, loss=0.0643, top1-acc=97.89%, top5-acc=99.99%, remaining_time=0:00:09.895904, arrival_time=2021-04-10 02:00:57.390767, cost_time=0:00:04.365823 2021-04-10 02:00:48,197 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.48ms, fps=3646 images/s, loss=0.0636, top1-acc=97.93%, top5-acc=99.99%, remaining_time=0:00:09.123408, arrival_time=2021-04-10 02:00:57.321012, cost_time=0:00:05.068533 2021-04-10 02:00:48,904 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=2.30ms, fps=3626 images/s, loss=0.0632, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:08.373924, arrival_time=2021-04-10 02:00:57.278159, cost_time=0:00:05.775091 2021-04-10 02:00:49,602 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.60ms, fps=3669 images/s, loss=0.0624, top1-acc=97.94%, top5-acc=100.00%, remaining_time=0:00:07.624474, arrival_time=2021-04-10 02:00:57.227092, cost_time=0:00:06.473598 2021-04-10 02:00:50,305 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.54ms, fps=3648 images/s, loss=0.0626, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:06.888768, arrival_time=2021-04-10 02:00:57.193693, cost_time=0:00:07.175827 2021-04-10 02:00:51,003 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.44ms, fps=3670 images/s, loss=0.0629, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:00:06.156052, arrival_time=2021-04-10 02:00:57.159104, cost_time=0:00:07.874028 2021-04-10 02:00:51,699 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.53ms, fps=3677 images/s, loss=0.0635, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:05.428072, arrival_time=2021-04-10 02:00:57.127907, cost_time=0:00:08.570661 2021-04-10 02:00:52,402 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.42ms, fps=3646 images/s, loss=0.0630, top1-acc=97.92%, top5-acc=100.00%, remaining_time=0:00:04.708176, arrival_time=2021-04-10 02:00:57.110903, cost_time=0:00:09.273723 2021-04-10 02:00:53,096 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.49ms, fps=3696 images/s, loss=0.0627, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:03.986696, arrival_time=2021-04-10 02:00:57.082579, cost_time=0:00:09.966710 2021-04-10 02:00:53,795 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=2.14ms, fps=3663 images/s, loss=0.0627, top1-acc=97.94%, top5-acc=100.00%, remaining_time=0:00:03.271106, arrival_time=2021-04-10 02:00:57.066743, cost_time=0:00:10.666618 2021-04-10 02:00:54,501 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=2.07ms, fps=3630 images/s, loss=0.0626, top1-acc=97.96%, top5-acc=100.00%, remaining_time=0:00:02.558772, arrival_time=2021-04-10 02:00:57.060345, cost_time=0:00:11.372328 2021-04-10 02:00:55,246 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.59ms, fps=3452 images/s, loss=0.0628, top1-acc=97.95%, top5-acc=100.00%, remaining_time=0:00:01.853176, arrival_time=2021-04-10 02:00:57.099197, cost_time=0:00:12.116994 2021-04-10 02:00:55,938 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.41ms, fps=3697 images/s, loss=0.0627, top1-acc=97.96%, top5-acc=99.99%, remaining_time=0:00:01.138656, arrival_time=2021-04-10 02:00:57.077526, cost_time=0:00:12.809867 2021-04-10 02:00:56,633 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.20ms, fps=3685 images/s, loss=0.0628, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:00.426468, arrival_time=2021-04-10 02:00:57.060365, cost_time=0:00:13.504898 2021-04-10 02:00:57,010 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.68ms, fps=3615 images/s, loss=0.0630, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:57.010622, cost_time=0:00:13.881539 2021-04-10 02:00:57,377 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=21.80ms, fps=7006 images/s, loss=0.3030, top1-acc=90.74%, top5-acc=99.80%, remaining_time=0:00:01.096140, arrival_time=2021-04-10 02:00:58.473332, cost_time=0:00:00.365380 2021-04-10 02:00:57,633 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=0.40ms, fps=10028 images/s, loss=0.3150, top1-acc=90.72%, top5-acc=99.77%, remaining_time=0:00:00.621180, arrival_time=2021-04-10 02:00:58.254152, cost_time=0:00:00.621184 2021-04-10 02:00:57,947 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=41.22ms, fps=8148 images/s, loss=0.3088, top1-acc=90.74%, top5-acc=99.78%, remaining_time=0:00:00.312030, arrival_time=2021-04-10 02:00:58.259921, cost_time=0:00:00.936104 2021-04-10 02:00:58,145 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.13ms, fps=11755 images/s, loss=0.3019, top1-acc=91.10%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:58.145702, cost_time=0:00:01.133931 2021-04-10 02:00:58,233 INFO : Epoch=0155 complete, best val top1-acc=91.10%, top5-acc=99.76% (epoch=155), remaining_time=0:11:14.279325, arrival_time=2021-04-10 02:12:12.512957, cost_time=0:38:42.517718 2021-04-10 02:00:58,234 INFO : Train start, epoch=0156, lr=0.011980 2021-04-10 02:00:59,121 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.96ms, fps=2886 images/s, loss=0.0517, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:16.498572, arrival_time=2021-04-10 02:01:15.620412, cost_time=0:00:00.887018 2021-04-10 02:00:59,819 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=2.11ms, fps=3672 images/s, loss=0.0538, top1-acc=98.46%, top5-acc=100.00%, remaining_time=0:00:13.945184, arrival_time=2021-04-10 02:01:13.764691, cost_time=0:00:01.584686 2021-04-10 02:01:00,521 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.61ms, fps=3652 images/s, loss=0.0531, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:12.650694, arrival_time=2021-04-10 02:01:13.171792, cost_time=0:00:02.286273 2021-04-10 02:01:01,229 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=2.00ms, fps=3618 images/s, loss=0.0555, top1-acc=98.30%, top5-acc=99.99%, remaining_time=0:00:11.678160, arrival_time=2021-04-10 02:01:12.907354, cost_time=0:00:02.994414 2021-04-10 02:01:01,923 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.37ms, fps=3691 images/s, loss=0.0535, top1-acc=98.37%, top5-acc=99.99%, remaining_time=0:00:10.770420, arrival_time=2021-04-10 02:01:12.693725, cost_time=0:00:03.688482 2021-04-10 02:01:02,622 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.66ms, fps=3663 images/s, loss=0.0546, top1-acc=98.37%, top5-acc=99.99%, remaining_time=0:00:09.945816, arrival_time=2021-04-10 02:01:12.568486, cost_time=0:00:04.387850 2021-04-10 02:01:03,327 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=0.27ms, fps=3637 images/s, loss=0.0532, top1-acc=98.42%, top5-acc=99.99%, remaining_time=0:00:09.165996, arrival_time=2021-04-10 02:01:12.493128, cost_time=0:00:05.092198 2021-04-10 02:01:04,029 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.73ms, fps=3651 images/s, loss=0.0528, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:08.401648, arrival_time=2021-04-10 02:01:12.430676, cost_time=0:00:05.794232 2021-04-10 02:01:04,740 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=2.95ms, fps=3602 images/s, loss=0.0535, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:07.661892, arrival_time=2021-04-10 02:01:12.402182, cost_time=0:00:06.505353 2021-04-10 02:01:05,441 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.67ms, fps=3655 images/s, loss=0.0540, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:00:06.918240, arrival_time=2021-04-10 02:01:12.359613, cost_time=0:00:07.206546 2021-04-10 02:01:06,166 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=4.38ms, fps=3533 images/s, loss=0.0543, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:00:06.201116, arrival_time=2021-04-10 02:01:12.367766, cost_time=0:00:07.931700 2021-04-10 02:01:06,869 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.43ms, fps=3648 images/s, loss=0.0538, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:05.468428, arrival_time=2021-04-10 02:01:12.337577, cost_time=0:00:08.634321 2021-04-10 02:01:07,574 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=2.05ms, fps=3635 images/s, loss=0.0545, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:04.741440, arrival_time=2021-04-10 02:01:12.315468, cost_time=0:00:09.339162 2021-04-10 02:01:08,274 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.55ms, fps=3656 images/s, loss=0.0545, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:00:04.015984, arrival_time=2021-04-10 02:01:12.290841, cost_time=0:00:10.040014 2021-04-10 02:01:08,976 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=2.12ms, fps=3654 images/s, loss=0.0548, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:03.294014, arrival_time=2021-04-10 02:01:12.270111, cost_time=0:00:10.741316 2021-04-10 02:01:09,681 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.34ms, fps=3634 images/s, loss=0.0552, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:02.575368, arrival_time=2021-04-10 02:01:12.256494, cost_time=0:00:11.446141 2021-04-10 02:01:10,379 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.48ms, fps=3669 images/s, loss=0.0554, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:01.857440, arrival_time=2021-04-10 02:01:12.237052, cost_time=0:00:12.144834 2021-04-10 02:01:11,079 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.88ms, fps=3663 images/s, loss=0.0551, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:01.141696, arrival_time=2021-04-10 02:01:12.220652, cost_time=0:00:12.844132 2021-04-10 02:01:11,786 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.24ms, fps=3624 images/s, loss=0.0554, top1-acc=98.26%, top5-acc=100.00%, remaining_time=0:00:00.427926, arrival_time=2021-04-10 02:01:12.213884, cost_time=0:00:13.551066 2021-04-10 02:01:12,160 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.42ms, fps=3640 images/s, loss=0.0555, top1-acc=98.26%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:12.160215, cost_time=0:00:13.925448 2021-04-10 02:01:12,510 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=0.19ms, fps=7337 images/s, loss=0.3405, top1-acc=90.43%, top5-acc=99.65%, remaining_time=0:00:01.046700, arrival_time=2021-04-10 02:01:13.556799, cost_time=0:00:00.348900 2021-04-10 02:01:12,758 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=0.25ms, fps=10331 images/s, loss=0.3332, top1-acc=90.62%, top5-acc=99.69%, remaining_time=0:00:00.597040, arrival_time=2021-04-10 02:01:13.355351, cost_time=0:00:00.597039 2021-04-10 02:01:12,987 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=0.40ms, fps=11194 images/s, loss=0.3497, top1-acc=90.31%, top5-acc=99.70%, remaining_time=0:00:00.275440, arrival_time=2021-04-10 02:01:13.262989, cost_time=0:00:00.826306 2021-04-10 02:01:13,243 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.06ms, fps=9097 images/s, loss=0.3512, top1-acc=90.46%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:13.243071, cost_time=0:00:01.081809 2021-04-10 02:01:13,270 INFO : Epoch=0156 complete, best val top1-acc=91.10%, top5-acc=99.76% (epoch=155), remaining_time=0:10:59.310212, arrival_time=2021-04-10 02:12:12.580497, cost_time=0:38:57.554421 2021-04-10 02:01:13,270 INFO : Train start, epoch=0157, lr=0.011474 2021-04-10 02:01:14,213 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.73ms, fps=2716 images/s, loss=0.0632, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:00:17.533290, arrival_time=2021-04-10 02:01:31.746924, cost_time=0:00:00.942647 2021-04-10 02:01:14,917 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.95ms, fps=3637 images/s, loss=0.0656, top1-acc=97.81%, top5-acc=99.98%, remaining_time=0:00:14.492544, arrival_time=2021-04-10 02:01:29.410426, cost_time=0:00:01.646885 2021-04-10 02:01:15,612 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.36ms, fps=3688 images/s, loss=0.0641, top1-acc=97.77%, top5-acc=99.99%, remaining_time=0:00:12.956300, arrival_time=2021-04-10 02:01:28.568792, cost_time=0:00:02.341515 2021-04-10 02:01:16,302 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.83ms, fps=3710 images/s, loss=0.0653, top1-acc=97.66%, top5-acc=99.99%, remaining_time=0:00:11.824644, arrival_time=2021-04-10 02:01:28.127581, cost_time=0:00:03.031945 2021-04-10 02:01:16,998 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.96ms, fps=3682 images/s, loss=0.0641, top1-acc=97.75%, top5-acc=99.99%, remaining_time=0:00:10.884884, arrival_time=2021-04-10 02:01:27.883600, cost_time=0:00:03.727675 2021-04-10 02:01:17,693 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.61ms, fps=3689 images/s, loss=0.0633, top1-acc=97.80%, top5-acc=99.99%, remaining_time=0:00:10.023744, arrival_time=2021-04-10 02:01:27.716977, cost_time=0:00:04.422235 2021-04-10 02:01:18,383 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.47ms, fps=3712 images/s, loss=0.0623, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:00:09.202158, arrival_time=2021-04-10 02:01:27.585515, cost_time=0:00:05.112313 2021-04-10 02:01:19,086 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.56ms, fps=3645 images/s, loss=0.0625, top1-acc=97.86%, top5-acc=100.00%, remaining_time=0:00:08.432272, arrival_time=2021-04-10 02:01:27.518699, cost_time=0:00:05.815356 2021-04-10 02:01:19,787 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.76ms, fps=3655 images/s, loss=0.0619, top1-acc=97.88%, top5-acc=100.00%, remaining_time=0:00:07.674930, arrival_time=2021-04-10 02:01:27.462380, cost_time=0:00:06.516452 2021-04-10 02:01:20,478 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.91ms, fps=3706 images/s, loss=0.0612, top1-acc=97.92%, top5-acc=100.00%, remaining_time=0:00:06.919392, arrival_time=2021-04-10 02:01:27.398211, cost_time=0:00:07.207740 2021-04-10 02:01:21,181 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.95ms, fps=3649 images/s, loss=0.0609, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:06.184174, arrival_time=2021-04-10 02:01:27.365216, cost_time=0:00:07.910003 2021-04-10 02:01:21,887 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.79ms, fps=3628 images/s, loss=0.0606, top1-acc=97.95%, top5-acc=100.00%, remaining_time=0:00:05.456952, arrival_time=2021-04-10 02:01:27.344245, cost_time=0:00:08.616214 2021-04-10 02:01:22,588 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=2.20ms, fps=3656 images/s, loss=0.0606, top1-acc=97.96%, top5-acc=100.00%, remaining_time=0:00:04.730286, arrival_time=2021-04-10 02:01:27.318492, cost_time=0:00:09.317180 2021-04-10 02:01:23,289 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.49ms, fps=3652 images/s, loss=0.0609, top1-acc=97.94%, top5-acc=100.00%, remaining_time=0:00:04.007528, arrival_time=2021-04-10 02:01:27.297387, cost_time=0:00:10.018785 2021-04-10 02:01:23,994 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.56ms, fps=3637 images/s, loss=0.0607, top1-acc=97.96%, top5-acc=100.00%, remaining_time=0:00:03.288448, arrival_time=2021-04-10 02:01:27.282711, cost_time=0:00:10.723217 2021-04-10 02:01:24,692 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.44ms, fps=3667 images/s, loss=0.0603, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:02.569932, arrival_time=2021-04-10 02:01:27.262839, cost_time=0:00:11.421873 2021-04-10 02:01:25,391 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.86ms, fps=3671 images/s, loss=0.0603, top1-acc=97.99%, top5-acc=100.00%, remaining_time=0:00:01.853618, arrival_time=2021-04-10 02:01:27.244581, cost_time=0:00:12.119816 2021-04-10 02:01:26,087 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.38ms, fps=3682 images/s, loss=0.0604, top1-acc=97.98%, top5-acc=100.00%, remaining_time=0:00:01.139184, arrival_time=2021-04-10 02:01:27.226127, cost_time=0:00:12.815902 2021-04-10 02:01:26,784 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.22ms, fps=3673 images/s, loss=0.0612, top1-acc=97.95%, top5-acc=100.00%, remaining_time=0:00:00.426744, arrival_time=2021-04-10 02:01:27.211218, cost_time=0:00:13.513493 2021-04-10 02:01:27,154 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=0.07ms, fps=3684 images/s, loss=0.0611, top1-acc=97.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:27.154067, cost_time=0:00:13.883096 2021-04-10 02:01:27,432 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=1.62ms, fps=9227 images/s, loss=0.3171, top1-acc=90.90%, top5-acc=99.73%, remaining_time=0:00:00.832320, arrival_time=2021-04-10 02:01:28.264863, cost_time=0:00:00.277445 2021-04-10 02:01:27,688 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=0.29ms, fps=10039 images/s, loss=0.3178, top1-acc=90.72%, top5-acc=99.71%, remaining_time=0:00:00.533000, arrival_time=2021-04-10 02:01:28.221134, cost_time=0:00:00.532993 2021-04-10 02:01:27,939 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=0.41ms, fps=10200 images/s, loss=0.3069, top1-acc=90.91%, top5-acc=99.69%, remaining_time=0:00:00.261560, arrival_time=2021-04-10 02:01:28.201284, cost_time=0:00:00.784676 2021-04-10 02:01:28,155 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.06ms, fps=10759 images/s, loss=0.3132, top1-acc=90.93%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:28.155766, cost_time=0:00:01.000775 2021-04-10 02:01:28,186 INFO : Epoch=0157 complete, best val top1-acc=91.10%, top5-acc=99.76% (epoch=155), remaining_time=0:10:44.307227, arrival_time=2021-04-10 02:12:12.493732, cost_time=0:39:12.470634 2021-04-10 02:01:28,187 INFO : Train start, epoch=0158, lr=0.010978 2021-04-10 02:01:29,082 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=5.19ms, fps=2860 images/s, loss=0.0510, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:16.650348, arrival_time=2021-04-10 02:01:45.732813, cost_time=0:00:00.895183 2021-04-10 02:01:29,777 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=2.20ms, fps=3686 images/s, loss=0.0527, top1-acc=98.34%, top5-acc=99.98%, remaining_time=0:00:13.994992, arrival_time=2021-04-10 02:01:43.772611, cost_time=0:00:01.590335 2021-04-10 02:01:30,475 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.62ms, fps=3673 images/s, loss=0.0521, top1-acc=98.40%, top5-acc=99.99%, remaining_time=0:00:12.659160, arrival_time=2021-04-10 02:01:43.134236, cost_time=0:00:02.287790 2021-04-10 02:01:31,179 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.83ms, fps=3637 images/s, loss=0.0541, top1-acc=98.28%, top5-acc=99.99%, remaining_time=0:00:11.669424, arrival_time=2021-04-10 02:01:42.848868, cost_time=0:00:02.992165 2021-04-10 02:01:31,901 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.98ms, fps=3550 images/s, loss=0.0528, top1-acc=98.37%, top5-acc=99.99%, remaining_time=0:00:10.844296, arrival_time=2021-04-10 02:01:42.745391, cost_time=0:00:03.713820 2021-04-10 02:01:32,599 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.98ms, fps=3666 images/s, loss=0.0529, top1-acc=98.35%, top5-acc=99.99%, remaining_time=0:00:10.001984, arrival_time=2021-04-10 02:01:42.601910, cost_time=0:00:04.412627 2021-04-10 02:01:33,313 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.93ms, fps=3591 images/s, loss=0.0526, top1-acc=98.35%, top5-acc=99.99%, remaining_time=0:00:09.227232, arrival_time=2021-04-10 02:01:42.540690, cost_time=0:00:05.126213 2021-04-10 02:01:34,015 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.85ms, fps=3651 images/s, loss=0.0523, top1-acc=98.37%, top5-acc=99.99%, remaining_time=0:00:08.450136, arrival_time=2021-04-10 02:01:42.465242, cost_time=0:00:05.827716 2021-04-10 02:01:34,712 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=2.17ms, fps=3673 images/s, loss=0.0529, top1-acc=98.36%, top5-acc=99.99%, remaining_time=0:00:07.685530, arrival_time=2021-04-10 02:01:42.398256, cost_time=0:00:06.525457 2021-04-10 02:01:35,415 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.47ms, fps=3645 images/s, loss=0.0527, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:06.939072, arrival_time=2021-04-10 02:01:42.354645, cost_time=0:00:07.228239 2021-04-10 02:01:36,122 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=2.00ms, fps=3626 images/s, loss=0.0525, top1-acc=98.37%, top5-acc=99.99%, remaining_time=0:00:06.203610, arrival_time=2021-04-10 02:01:42.325794, cost_time=0:00:07.934902 2021-04-10 02:01:36,832 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=2.05ms, fps=3609 images/s, loss=0.0527, top1-acc=98.37%, top5-acc=99.99%, remaining_time=0:00:05.475040, arrival_time=2021-04-10 02:01:42.307157, cost_time=0:00:08.644789 2021-04-10 02:01:37,530 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.92ms, fps=3668 images/s, loss=0.0527, top1-acc=98.36%, top5-acc=99.99%, remaining_time=0:00:04.743552, arrival_time=2021-04-10 02:01:42.274127, cost_time=0:00:09.343334 2021-04-10 02:01:38,229 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.49ms, fps=3668 images/s, loss=0.0528, top1-acc=98.35%, top5-acc=99.99%, remaining_time=0:00:04.016656, arrival_time=2021-04-10 02:01:42.245639, cost_time=0:00:10.041661 2021-04-10 02:01:38,921 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.97ms, fps=3699 images/s, loss=0.0528, top1-acc=98.37%, top5-acc=99.99%, remaining_time=0:00:03.291898, arrival_time=2021-04-10 02:01:42.213621, cost_time=0:00:10.734438 2021-04-10 02:01:39,619 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=2.37ms, fps=3673 images/s, loss=0.0529, top1-acc=98.37%, top5-acc=99.99%, remaining_time=0:00:02.572200, arrival_time=2021-04-10 02:01:42.191600, cost_time=0:00:11.432075 2021-04-10 02:01:40,338 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=22.51ms, fps=3562 images/s, loss=0.0534, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:01.858454, arrival_time=2021-04-10 02:01:42.197256, cost_time=0:00:12.151500 2021-04-10 02:01:41,048 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.92ms, fps=3616 images/s, loss=0.0537, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:00:01.143152, arrival_time=2021-04-10 02:01:42.191079, cost_time=0:00:12.860476 2021-04-10 02:01:41,742 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.37ms, fps=3691 images/s, loss=0.0536, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:00:00.428046, arrival_time=2021-04-10 02:01:42.170166, cost_time=0:00:13.554864 2021-04-10 02:01:42,118 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=0.08ms, fps=3618 images/s, loss=0.0541, top1-acc=98.30%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:42.118576, cost_time=0:00:13.931264 2021-04-10 02:01:42,458 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=47.88ms, fps=7567 images/s, loss=0.3263, top1-acc=91.02%, top5-acc=99.53%, remaining_time=0:00:01.014930, arrival_time=2021-04-10 02:01:43.473008, cost_time=0:00:00.338312 2021-04-10 02:01:42,658 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=2.55ms, fps=12814 images/s, loss=0.3065, top1-acc=91.48%, top5-acc=99.61%, remaining_time=0:00:00.538580, arrival_time=2021-04-10 02:01:43.196989, cost_time=0:00:00.538580 2021-04-10 02:01:42,856 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=2.15ms, fps=12941 images/s, loss=0.2963, top1-acc=91.74%, top5-acc=99.66%, remaining_time=0:00:00.245680, arrival_time=2021-04-10 02:01:43.102438, cost_time=0:00:00.737051 2021-04-10 02:01:43,090 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=1.23ms, fps=9958 images/s, loss=0.3091, top1-acc=91.54%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:43.090067, cost_time=0:00:00.970361 2021-04-10 02:01:43,140 INFO : Epoch=0158 complete, best val top1-acc=91.54%, top5-acc=99.63% (epoch=158), remaining_time=0:10:29.315442, arrival_time=2021-04-10 02:12:12.456053, cost_time=0:39:27.424746 2021-04-10 02:01:43,141 INFO : Train start, epoch=0159, lr=0.010492 2021-04-10 02:01:44,041 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=0.28ms, fps=2845 images/s, loss=0.0376, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:16.738140, arrival_time=2021-04-10 02:02:00.779342, cost_time=0:00:00.899901 2021-04-10 02:01:44,736 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.49ms, fps=3685 images/s, loss=0.0451, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:14.036704, arrival_time=2021-04-10 02:01:58.773093, cost_time=0:00:01.595087 2021-04-10 02:01:45,430 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.45ms, fps=3690 images/s, loss=0.0460, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:12.667460, arrival_time=2021-04-10 02:01:58.098119, cost_time=0:00:02.289311 2021-04-10 02:01:46,127 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.37ms, fps=3677 images/s, loss=0.0473, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:11.646024, arrival_time=2021-04-10 02:01:57.773480, cost_time=0:00:02.986157 2021-04-10 02:01:46,826 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.75ms, fps=3664 images/s, loss=0.0470, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:10.760784, arrival_time=2021-04-10 02:01:57.587310, cost_time=0:00:03.685182 2021-04-10 02:01:47,526 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=2.12ms, fps=3659 images/s, loss=0.0477, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:09.940104, arrival_time=2021-04-10 02:01:57.466792, cost_time=0:00:04.385330 2021-04-10 02:01:48,227 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.92ms, fps=3658 images/s, loss=0.0481, top1-acc=98.46%, top5-acc=99.99%, remaining_time=0:00:09.154278, arrival_time=2021-04-10 02:01:57.381391, cost_time=0:00:05.085723 2021-04-10 02:01:48,926 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.37ms, fps=3662 images/s, loss=0.0475, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:08.389004, arrival_time=2021-04-10 02:01:57.315833, cost_time=0:00:05.785508 2021-04-10 02:01:49,627 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=2.79ms, fps=3656 images/s, loss=0.0483, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:07.639208, arrival_time=2021-04-10 02:01:57.266773, cost_time=0:00:06.486095 2021-04-10 02:01:50,339 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.48ms, fps=3600 images/s, loss=0.0480, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:06.910464, arrival_time=2021-04-10 02:01:57.250150, cost_time=0:00:07.198383 2021-04-10 02:01:51,037 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.66ms, fps=3670 images/s, loss=0.0485, top1-acc=98.46%, top5-acc=100.00%, remaining_time=0:00:06.173510, arrival_time=2021-04-10 02:01:57.211266, cost_time=0:00:07.896369 2021-04-10 02:01:51,729 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.43ms, fps=3703 images/s, loss=0.0485, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:00:05.439244, arrival_time=2021-04-10 02:01:57.168797, cost_time=0:00:08.588235 2021-04-10 02:01:52,428 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.49ms, fps=3669 images/s, loss=0.0488, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:04.714578, arrival_time=2021-04-10 02:01:57.142479, cost_time=0:00:09.286321 2021-04-10 02:01:53,128 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.57ms, fps=3658 images/s, loss=0.0489, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:03.994872, arrival_time=2021-04-10 02:01:57.123469, cost_time=0:00:09.987212 2021-04-10 02:01:53,830 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.58ms, fps=3653 images/s, loss=0.0494, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:00:03.277868, arrival_time=2021-04-10 02:01:57.107897, cost_time=0:00:10.688723 2021-04-10 02:01:54,536 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.87ms, fps=3630 images/s, loss=0.0492, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:02.563740, arrival_time=2021-04-10 02:01:57.099646, cost_time=0:00:11.394451 2021-04-10 02:01:55,240 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.44ms, fps=3638 images/s, loss=0.0491, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:01.850420, arrival_time=2021-04-10 02:01:57.090701, cost_time=0:00:12.098961 2021-04-10 02:01:55,934 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.85ms, fps=3689 images/s, loss=0.0494, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:01.137184, arrival_time=2021-04-10 02:01:57.071913, cost_time=0:00:12.793378 2021-04-10 02:01:56,640 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.68ms, fps=3633 images/s, loss=0.0496, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:00.426270, arrival_time=2021-04-10 02:01:57.066332, cost_time=0:00:13.498540 2021-04-10 02:01:57,012 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=0.11ms, fps=3665 images/s, loss=0.0495, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:57.011936, cost_time=0:00:13.870579 2021-04-10 02:01:57,353 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=21.38ms, fps=7534 images/s, loss=0.3403, top1-acc=90.35%, top5-acc=99.73%, remaining_time=0:00:01.019400, arrival_time=2021-04-10 02:01:58.372648, cost_time=0:00:00.339795 2021-04-10 02:01:57,559 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=0.25ms, fps=12465 images/s, loss=0.3159, top1-acc=91.07%, top5-acc=99.75%, remaining_time=0:00:00.545580, arrival_time=2021-04-10 02:01:58.104630, cost_time=0:00:00.545585 2021-04-10 02:01:57,814 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=0.28ms, fps=10054 images/s, loss=0.3171, top1-acc=91.03%, top5-acc=99.75%, remaining_time=0:00:00.266890, arrival_time=2021-04-10 02:01:58.081020, cost_time=0:00:00.800672 2021-04-10 02:01:58,007 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.10ms, fps=12047 images/s, loss=0.3162, top1-acc=91.18%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:58.007127, cost_time=0:00:00.993727 2021-04-10 02:01:58,034 INFO : Epoch=0159 complete, best val top1-acc=91.54%, top5-acc=99.63% (epoch=158), remaining_time=0:10:14.308453, arrival_time=2021-04-10 02:12:12.342533, cost_time=0:39:42.318226 2021-04-10 02:01:58,034 INFO : Train start, epoch=0160, lr=0.010016 2021-04-10 02:01:58,954 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=0.48ms, fps=2783 images/s, loss=0.0518, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:17.107536, arrival_time=2021-04-10 02:02:16.062193, cost_time=0:00:00.919765 2021-04-10 02:01:59,652 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=2.51ms, fps=3673 images/s, loss=0.0503, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:14.234352, arrival_time=2021-04-10 02:02:13.886686, cost_time=0:00:01.617535 2021-04-10 02:02:00,378 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=10.84ms, fps=3531 images/s, loss=0.0468, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:12.965098, arrival_time=2021-04-10 02:02:13.343120, cost_time=0:00:02.343097 2021-04-10 02:02:01,081 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=2.22ms, fps=3642 images/s, loss=0.0466, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:11.882832, arrival_time=2021-04-10 02:02:12.964438, cost_time=0:00:03.046870 2021-04-10 02:02:01,784 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=2.00ms, fps=3645 images/s, loss=0.0462, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:10.948978, arrival_time=2021-04-10 02:02:12.733449, cost_time=0:00:03.749650 2021-04-10 02:02:02,484 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.95ms, fps=3661 images/s, loss=0.0458, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:10.085896, arrival_time=2021-04-10 02:02:12.570269, cost_time=0:00:04.449640 2021-04-10 02:02:03,174 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.36ms, fps=3712 images/s, loss=0.0471, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:09.251550, arrival_time=2021-04-10 02:02:12.426107, cost_time=0:00:05.139734 2021-04-10 02:02:03,873 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.61ms, fps=3669 images/s, loss=0.0465, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:08.465332, arrival_time=2021-04-10 02:02:12.338444, cost_time=0:00:05.838199 2021-04-10 02:02:04,586 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.97ms, fps=3594 images/s, loss=0.0466, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:07.716058, arrival_time=2021-04-10 02:02:12.302191, cost_time=0:00:06.551403 2021-04-10 02:02:05,292 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.93ms, fps=3629 images/s, loss=0.0461, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:06.967008, arrival_time=2021-04-10 02:02:12.259167, cost_time=0:00:07.257334 2021-04-10 02:02:05,991 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.58ms, fps=3666 images/s, loss=0.0457, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:00:06.220466, arrival_time=2021-04-10 02:02:12.211592, cost_time=0:00:07.956394 2021-04-10 02:02:06,699 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=2.05ms, fps=3618 images/s, loss=0.0453, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:05.487352, arrival_time=2021-04-10 02:02:12.186510, cost_time=0:00:08.664262 2021-04-10 02:02:07,401 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.49ms, fps=3650 images/s, loss=0.0454, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:04.755234, arrival_time=2021-04-10 02:02:12.156445, cost_time=0:00:09.366427 2021-04-10 02:02:08,112 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.98ms, fps=3601 images/s, loss=0.0453, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:04.031160, arrival_time=2021-04-10 02:02:12.143992, cost_time=0:00:10.077951 2021-04-10 02:02:08,807 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.38ms, fps=3692 images/s, loss=0.0451, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:03.303490, arrival_time=2021-04-10 02:02:12.110480, cost_time=0:00:10.772191 2021-04-10 02:02:09,497 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.56ms, fps=3709 images/s, loss=0.0452, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:02.579184, arrival_time=2021-04-10 02:02:12.076964, cost_time=0:00:11.463046 2021-04-10 02:02:10,195 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.39ms, fps=3671 images/s, loss=0.0458, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:01.859884, arrival_time=2021-04-10 02:02:12.055476, cost_time=0:00:12.160756 2021-04-10 02:02:10,891 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.55ms, fps=3684 images/s, loss=0.0459, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:01.142784, arrival_time=2021-04-10 02:02:12.033948, cost_time=0:00:12.856389 2021-04-10 02:02:11,590 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.84ms, fps=3663 images/s, loss=0.0455, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:00.428076, arrival_time=2021-04-10 02:02:12.018673, cost_time=0:00:13.555823 2021-04-10 02:02:11,969 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=0.06ms, fps=3594 images/s, loss=0.0455, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:11.969451, cost_time=0:00:13.934724 2021-04-10 02:02:12,302 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=2.09ms, fps=7730 images/s, loss=0.3466, top1-acc=89.61%, top5-acc=99.73%, remaining_time=0:00:00.993450, arrival_time=2021-04-10 02:02:13.295379, cost_time=0:00:00.331148 2021-04-10 02:02:12,547 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=3.37ms, fps=10465 images/s, loss=0.3648, top1-acc=89.90%, top5-acc=99.71%, remaining_time=0:00:00.576540, arrival_time=2021-04-10 02:02:13.123753, cost_time=0:00:00.576534 2021-04-10 02:02:12,793 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.78ms, fps=10431 images/s, loss=0.3459, top1-acc=90.40%, top5-acc=99.65%, remaining_time=0:00:00.274160, arrival_time=2021-04-10 02:02:13.067243, cost_time=0:00:00.822481 2021-04-10 02:02:12,999 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.10ms, fps=11236 images/s, loss=0.3428, top1-acc=90.56%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:12.999890, cost_time=0:00:01.029256 2021-04-10 02:02:13,045 INFO : Epoch=0160 complete, best val top1-acc=91.54%, top5-acc=99.63% (epoch=158), remaining_time=0:09:59.332400, arrival_time=2021-04-10 02:12:12.377971, cost_time=0:39:57.329675 2021-04-10 02:02:13,046 INFO : Train start, epoch=0161, lr=0.009549 2021-04-10 02:02:13,960 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=0.38ms, fps=2802 images/s, loss=0.0410, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:16.996308, arrival_time=2021-04-10 02:02:30.956759, cost_time=0:00:00.913778 2021-04-10 02:02:14,661 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.60ms, fps=3656 images/s, loss=0.0405, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:14.208480, arrival_time=2021-04-10 02:02:28.869764, cost_time=0:00:01.614602 2021-04-10 02:02:15,355 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.74ms, fps=3689 images/s, loss=0.0419, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:12.777518, arrival_time=2021-04-10 02:02:28.133332, cost_time=0:00:02.309186 2021-04-10 02:02:16,050 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.58ms, fps=3689 images/s, loss=0.0410, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:11.713728, arrival_time=2021-04-10 02:02:27.763926, cost_time=0:00:03.003521 2021-04-10 02:02:16,747 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.91ms, fps=3675 images/s, loss=0.0402, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:10.805898, arrival_time=2021-04-10 02:02:27.553169, cost_time=0:00:03.700646 2021-04-10 02:02:17,441 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.88ms, fps=3691 images/s, loss=0.0403, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:09.961184, arrival_time=2021-04-10 02:02:27.402507, cost_time=0:00:04.394647 2021-04-10 02:02:18,140 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=2.00ms, fps=3665 images/s, loss=0.0406, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:09.168642, arrival_time=2021-04-10 02:02:27.308962, cost_time=0:00:05.093664 2021-04-10 02:02:18,849 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=2.09ms, fps=3611 images/s, loss=0.0409, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:08.414524, arrival_time=2021-04-10 02:02:27.264400, cost_time=0:00:05.803108 2021-04-10 02:02:19,558 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=2.67ms, fps=3620 images/s, loss=0.0404, top1-acc=98.85%, top5-acc=99.99%, remaining_time=0:00:07.668676, arrival_time=2021-04-10 02:02:27.226619, cost_time=0:00:06.511157 2021-04-10 02:02:20,266 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.97ms, fps=3617 images/s, loss=0.0409, top1-acc=98.84%, top5-acc=99.99%, remaining_time=0:00:06.931008, arrival_time=2021-04-10 02:02:27.197451, cost_time=0:00:07.219792 2021-04-10 02:02:20,966 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=2.34ms, fps=3659 images/s, loss=0.0416, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:06.191914, arrival_time=2021-04-10 02:02:27.158561, cost_time=0:00:07.919929 2021-04-10 02:02:21,668 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.67ms, fps=3649 images/s, loss=0.0422, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:05.460752, arrival_time=2021-04-10 02:02:27.129666, cost_time=0:00:08.622212 2021-04-10 02:02:22,371 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.81ms, fps=3646 images/s, loss=0.0423, top1-acc=98.75%, top5-acc=99.99%, remaining_time=0:00:04.734180, arrival_time=2021-04-10 02:02:27.105981, cost_time=0:00:09.324919 2021-04-10 02:02:23,072 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=2.28ms, fps=3657 images/s, loss=0.0426, top1-acc=98.74%, top5-acc=99.99%, remaining_time=0:00:04.010384, arrival_time=2021-04-10 02:02:27.083055, cost_time=0:00:10.025972 2021-04-10 02:02:23,769 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.44ms, fps=3676 images/s, loss=0.0433, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:03.288402, arrival_time=2021-04-10 02:02:27.058084, cost_time=0:00:10.723005 2021-04-10 02:02:24,464 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.61ms, fps=3689 images/s, loss=0.0441, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:02.568924, arrival_time=2021-04-10 02:02:27.033133, cost_time=0:00:11.417492 2021-04-10 02:02:25,160 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=2.14ms, fps=3679 images/s, loss=0.0442, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:01.852708, arrival_time=2021-04-10 02:02:27.013282, cost_time=0:00:12.113916 2021-04-10 02:02:25,858 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.58ms, fps=3670 images/s, loss=0.0443, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:01.138848, arrival_time=2021-04-10 02:02:26.997471, cost_time=0:00:12.811988 2021-04-10 02:02:26,580 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.65ms, fps=3552 images/s, loss=0.0449, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:00.427362, arrival_time=2021-04-10 02:02:27.007387, cost_time=0:00:13.533205 2021-04-10 02:02:26,959 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=0.08ms, fps=3590 images/s, loss=0.0449, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:26.959721, cost_time=0:00:13.913110 2021-04-10 02:02:27,278 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=1.89ms, fps=8058 images/s, loss=0.3361, top1-acc=90.90%, top5-acc=99.73%, remaining_time=0:00:00.953070, arrival_time=2021-04-10 02:02:28.231424, cost_time=0:00:00.317691 2021-04-10 02:02:27,509 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=0.21ms, fps=11092 images/s, loss=0.3268, top1-acc=90.96%, top5-acc=99.77%, remaining_time=0:00:00.548780, arrival_time=2021-04-10 02:02:28.058227, cost_time=0:00:00.548780 2021-04-10 02:02:27,756 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=34.71ms, fps=10364 images/s, loss=0.3206, top1-acc=91.05%, top5-acc=99.78%, remaining_time=0:00:00.265370, arrival_time=2021-04-10 02:02:28.022242, cost_time=0:00:00.796105 2021-04-10 02:02:27,950 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.08ms, fps=11991 images/s, loss=0.3131, top1-acc=91.06%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:27.950899, cost_time=0:00:00.990199 2021-04-10 02:02:27,987 INFO : Epoch=0161 complete, best val top1-acc=91.54%, top5-acc=99.63% (epoch=158), remaining_time=0:09:44.338989, arrival_time=2021-04-10 02:12:12.326100, cost_time=0:40:12.271238 2021-04-10 02:02:27,987 INFO : Train start, epoch=0162, lr=0.009093 2021-04-10 02:02:28,863 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=5.63ms, fps=2923 images/s, loss=0.0465, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:16.289322, arrival_time=2021-04-10 02:02:45.153051, cost_time=0:00:00.875770 2021-04-10 02:02:29,568 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.58ms, fps=3638 images/s, loss=0.0429, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:13.904352, arrival_time=2021-04-10 02:02:43.472420, cost_time=0:00:01.580032 2021-04-10 02:02:30,282 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=2.56ms, fps=3587 images/s, loss=0.0446, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:00:12.696676, arrival_time=2021-04-10 02:02:42.979182, cost_time=0:00:02.294565 2021-04-10 02:02:30,982 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=2.16ms, fps=3661 images/s, loss=0.0431, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:11.678004, arrival_time=2021-04-10 02:02:42.660413, cost_time=0:00:02.994364 2021-04-10 02:02:31,683 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.95ms, fps=3657 images/s, loss=0.0422, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:10.790130, arrival_time=2021-04-10 02:02:42.473310, cost_time=0:00:03.695244 2021-04-10 02:02:32,391 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.44ms, fps=3620 images/s, loss=0.0413, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:09.980360, arrival_time=2021-04-10 02:02:42.371447, cost_time=0:00:04.403102 2021-04-10 02:02:33,101 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=0.30ms, fps=3608 images/s, loss=0.0399, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:09.203922, arrival_time=2021-04-10 02:02:42.305170, cost_time=0:00:05.113316 2021-04-10 02:02:33,810 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.61ms, fps=3612 images/s, loss=0.0405, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:08.442712, arrival_time=2021-04-10 02:02:42.253297, cost_time=0:00:05.822595 2021-04-10 02:02:34,510 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.56ms, fps=3661 images/s, loss=0.0414, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:07.682138, arrival_time=2021-04-10 02:02:42.192630, cost_time=0:00:06.522599 2021-04-10 02:02:35,220 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.74ms, fps=3607 images/s, loss=0.0421, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:06.943392, arrival_time=2021-04-10 02:02:42.164127, cost_time=0:00:07.232687 2021-04-10 02:02:35,921 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.60ms, fps=3659 images/s, loss=0.0429, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:06.202320, arrival_time=2021-04-10 02:02:42.123465, cost_time=0:00:07.933253 2021-04-10 02:02:36,620 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.54ms, fps=3662 images/s, loss=0.0437, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:05.467364, arrival_time=2021-04-10 02:02:42.088133, cost_time=0:00:08.632711 2021-04-10 02:02:37,318 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.43ms, fps=3671 images/s, loss=0.0434, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:04.737216, arrival_time=2021-04-10 02:02:42.055974, cost_time=0:00:09.330866 2021-04-10 02:02:38,019 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.67ms, fps=3657 images/s, loss=0.0431, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:04.012512, arrival_time=2021-04-10 02:02:42.031723, cost_time=0:00:10.031230 2021-04-10 02:02:38,720 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.60ms, fps=3652 images/s, loss=0.0427, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:03.291438, arrival_time=2021-04-10 02:02:42.012259, cost_time=0:00:10.732892 2021-04-10 02:02:39,413 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.71ms, fps=3701 images/s, loss=0.0427, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:02.570652, arrival_time=2021-04-10 02:02:41.983906, cost_time=0:00:11.425143 2021-04-10 02:02:40,114 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=2.14ms, fps=3652 images/s, loss=0.0428, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:01.854710, arrival_time=2021-04-10 02:02:41.969579, cost_time=0:00:12.126962 2021-04-10 02:02:40,816 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.88ms, fps=3654 images/s, loss=0.0429, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:01.140272, arrival_time=2021-04-10 02:02:41.956237, cost_time=0:00:12.828028 2021-04-10 02:02:41,510 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.28ms, fps=3688 images/s, loss=0.0426, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:00.427032, arrival_time=2021-04-10 02:02:41.937637, cost_time=0:00:13.522707 2021-04-10 02:02:41,883 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=0.08ms, fps=3653 images/s, loss=0.0427, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:41.883409, cost_time=0:00:13.895374 2021-04-10 02:02:42,156 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=1.92ms, fps=9436 images/s, loss=0.3149, top1-acc=91.72%, top5-acc=99.65%, remaining_time=0:00:00.813840, arrival_time=2021-04-10 02:02:42.970207, cost_time=0:00:00.271279 2021-04-10 02:02:42,435 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=2.27ms, fps=9180 images/s, loss=0.3062, top1-acc=91.76%, top5-acc=99.77%, remaining_time=0:00:00.550640, arrival_time=2021-04-10 02:02:42.986359, cost_time=0:00:00.550641 2021-04-10 02:02:42,648 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=0.40ms, fps=12038 images/s, loss=0.3043, top1-acc=91.76%, top5-acc=99.74%, remaining_time=0:00:00.254580, arrival_time=2021-04-10 02:02:42.903400, cost_time=0:00:00.763741 2021-04-10 02:02:42,863 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.14ms, fps=10838 images/s, loss=0.3183, top1-acc=91.54%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:42.863387, cost_time=0:00:00.978292 2021-04-10 02:02:42,890 INFO : Epoch=0162 complete, best val top1-acc=91.54%, top5-acc=99.63% (epoch=158), remaining_time=0:09:29.337318, arrival_time=2021-04-10 02:12:12.228035, cost_time=0:40:27.174860 2021-04-10 02:02:42,891 INFO : Train start, epoch=0163, lr=0.008646 2021-04-10 02:02:43,824 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=0.36ms, fps=2745 images/s, loss=0.0319, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:17.346360, arrival_time=2021-04-10 02:03:01.170344, cost_time=0:00:00.932597 2021-04-10 02:02:44,515 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.56ms, fps=3705 images/s, loss=0.0382, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:14.291200, arrival_time=2021-04-10 02:02:58.806575, cost_time=0:00:01.623991 2021-04-10 02:02:45,212 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.55ms, fps=3676 images/s, loss=0.0390, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:12.841594, arrival_time=2021-04-10 02:02:58.053743, cost_time=0:00:02.320766 2021-04-10 02:02:45,910 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=2.28ms, fps=3670 images/s, loss=0.0389, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:11.772852, arrival_time=2021-04-10 02:02:57.682962, cost_time=0:00:03.018673 2021-04-10 02:02:46,614 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=2.40ms, fps=3638 images/s, loss=0.0372, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:10.871744, arrival_time=2021-04-10 02:02:57.486376, cost_time=0:00:03.723212 2021-04-10 02:02:47,343 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.54ms, fps=3515 images/s, loss=0.0364, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:10.091744, arrival_time=2021-04-10 02:02:57.435354, cost_time=0:00:04.452230 2021-04-10 02:02:48,038 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.92ms, fps=3689 images/s, loss=0.0367, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:09.263772, arrival_time=2021-04-10 02:02:57.301780, cost_time=0:00:05.146558 2021-04-10 02:02:48,749 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=2.69ms, fps=3603 images/s, loss=0.0369, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:08.493636, arrival_time=2021-04-10 02:02:57.242847, cost_time=0:00:05.857667 2021-04-10 02:02:49,476 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=2.17ms, fps=3523 images/s, loss=0.0375, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:07.755808, arrival_time=2021-04-10 02:02:57.232422, cost_time=0:00:06.585149 2021-04-10 02:02:50,186 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=2.85ms, fps=3608 images/s, loss=0.0380, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:07.003488, arrival_time=2021-04-10 02:02:57.190292, cost_time=0:00:07.295281 2021-04-10 02:02:50,894 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=2.09ms, fps=3619 images/s, loss=0.0378, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:06.257274, arrival_time=2021-04-10 02:02:57.152207, cost_time=0:00:08.003536 2021-04-10 02:02:51,590 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.42ms, fps=3684 images/s, loss=0.0377, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:05.509316, arrival_time=2021-04-10 02:02:57.099720, cost_time=0:00:08.698969 2021-04-10 02:02:52,294 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.34ms, fps=3639 images/s, loss=0.0381, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:04.773846, arrival_time=2021-04-10 02:02:57.068299, cost_time=0:00:09.402975 2021-04-10 02:02:52,985 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.45ms, fps=3710 images/s, loss=0.0382, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:04.037488, arrival_time=2021-04-10 02:02:57.022586, cost_time=0:00:10.093681 2021-04-10 02:02:53,683 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.53ms, fps=3669 images/s, loss=0.0378, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:03.309516, arrival_time=2021-04-10 02:02:56.992799, cost_time=0:00:10.791867 2021-04-10 02:02:54,382 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.44ms, fps=3666 images/s, loss=0.0377, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:02.585412, arrival_time=2021-04-10 02:02:56.967669, cost_time=0:00:11.490775 2021-04-10 02:02:55,083 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.59ms, fps=3652 images/s, loss=0.0375, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:01.864720, arrival_time=2021-04-10 02:02:56.948588, cost_time=0:00:12.192458 2021-04-10 02:02:55,779 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.88ms, fps=3682 images/s, loss=0.0378, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:01.145616, arrival_time=2021-04-10 02:02:56.925224, cost_time=0:00:12.888178 2021-04-10 02:02:56,477 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.51ms, fps=3674 images/s, loss=0.0379, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:00.429018, arrival_time=2021-04-10 02:02:56.905970, cost_time=0:00:13.585489 2021-04-10 02:02:56,850 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=0.09ms, fps=3646 images/s, loss=0.0381, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:56.850514, cost_time=0:00:13.959154 2021-04-10 02:02:57,162 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=0.34ms, fps=8228 images/s, loss=0.2902, top1-acc=91.72%, top5-acc=99.88%, remaining_time=0:00:00.933300, arrival_time=2021-04-10 02:02:58.095888, cost_time=0:00:00.311103 2021-04-10 02:02:57,407 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=24.26ms, fps=10487 images/s, loss=0.3039, top1-acc=91.31%, top5-acc=99.73%, remaining_time=0:00:00.555680, arrival_time=2021-04-10 02:02:57.962834, cost_time=0:00:00.555672 2021-04-10 02:02:57,601 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=0.28ms, fps=13205 images/s, loss=0.3007, top1-acc=91.71%, top5-acc=99.74%, remaining_time=0:00:00.250000, arrival_time=2021-04-10 02:02:57.851608, cost_time=0:00:00.750005 2021-04-10 02:02:57,805 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.09ms, fps=11392 images/s, loss=0.3107, top1-acc=91.60%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:57.805899, cost_time=0:00:00.954442 2021-04-10 02:02:57,872 INFO : Epoch=0163 complete, best val top1-acc=91.60%, top5-acc=99.77% (epoch=163), remaining_time=0:09:14.354609, arrival_time=2021-04-10 02:12:12.227327, cost_time=0:40:42.156838 2021-04-10 02:02:57,873 INFO : Train start, epoch=0164, lr=0.008210 2021-04-10 02:02:58,813 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=0.36ms, fps=2724 images/s, loss=0.0377, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:17.480280, arrival_time=2021-04-10 02:03:16.293508, cost_time=0:00:00.939799 2021-04-10 02:02:59,507 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=2.12ms, fps=3690 images/s, loss=0.0368, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:14.378320, arrival_time=2021-04-10 02:03:13.885708, cost_time=0:00:01.633906 2021-04-10 02:03:00,210 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.46ms, fps=3644 images/s, loss=0.0357, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:12.931068, arrival_time=2021-04-10 02:03:13.141470, cost_time=0:00:02.336936 2021-04-10 02:03:00,908 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=2.26ms, fps=3672 images/s, loss=0.0354, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:11.835252, arrival_time=2021-04-10 02:03:12.743352, cost_time=0:00:03.034666 2021-04-10 02:03:01,648 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.43ms, fps=3459 images/s, loss=0.0356, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:11.023730, arrival_time=2021-04-10 02:03:12.672476, cost_time=0:00:03.775263 2021-04-10 02:03:02,352 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=2.19ms, fps=3639 images/s, loss=0.0360, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:10.152944, arrival_time=2021-04-10 02:03:12.505643, cost_time=0:00:04.479263 2021-04-10 02:03:03,049 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.41ms, fps=3675 images/s, loss=0.0353, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:09.317322, arrival_time=2021-04-10 02:03:12.367079, cost_time=0:00:05.176268 2021-04-10 02:03:03,790 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=2.70ms, fps=3462 images/s, loss=0.0347, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:08.578780, arrival_time=2021-04-10 02:03:12.368698, cost_time=0:00:05.916401 2021-04-10 02:03:04,491 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=2.11ms, fps=3653 images/s, loss=0.0353, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:07.794392, arrival_time=2021-04-10 02:03:12.285682, cost_time=0:00:06.617843 2021-04-10 02:03:05,194 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=2.64ms, fps=3646 images/s, loss=0.0353, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:07.027488, arrival_time=2021-04-10 02:03:12.221520, cost_time=0:00:07.320301 2021-04-10 02:03:05,905 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.48ms, fps=3602 images/s, loss=0.0354, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:06.279634, arrival_time=2021-04-10 02:03:12.185179, cost_time=0:00:08.032097 2021-04-10 02:03:06,609 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.42ms, fps=3639 images/s, loss=0.0351, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:05.532800, arrival_time=2021-04-10 02:03:12.142470, cost_time=0:00:08.736042 2021-04-10 02:03:07,323 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.99ms, fps=3591 images/s, loss=0.0352, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:04.797606, arrival_time=2021-04-10 02:03:12.120981, cost_time=0:00:09.449888 2021-04-10 02:03:08,023 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.93ms, fps=3661 images/s, loss=0.0351, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:04.059888, arrival_time=2021-04-10 02:03:12.083231, cost_time=0:00:10.149745 2021-04-10 02:03:08,721 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.68ms, fps=3669 images/s, loss=0.0355, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:03.326858, arrival_time=2021-04-10 02:03:12.048739, cost_time=0:00:10.848408 2021-04-10 02:03:09,438 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=2.03ms, fps=3577 images/s, loss=0.0357, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:02.602080, arrival_time=2021-04-10 02:03:12.040421, cost_time=0:00:11.564751 2021-04-10 02:03:10,133 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.43ms, fps=3688 images/s, loss=0.0358, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:01.875016, arrival_time=2021-04-10 02:03:12.008249, cost_time=0:00:12.259761 2021-04-10 02:03:10,832 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.62ms, fps=3665 images/s, loss=0.0359, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:01.151904, arrival_time=2021-04-10 02:03:11.984273, cost_time=0:00:12.958852 2021-04-10 02:03:11,534 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.31ms, fps=3652 images/s, loss=0.0359, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:00.431388, arrival_time=2021-04-10 02:03:11.965380, cost_time=0:00:13.660545 2021-04-10 02:03:11,909 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=0.12ms, fps=3631 images/s, loss=0.0359, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:11.908981, cost_time=0:00:14.035518 2021-04-10 02:03:12,368 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=0.30ms, fps=5589 images/s, loss=0.3548, top1-acc=91.25%, top5-acc=99.77%, remaining_time=0:00:01.373970, arrival_time=2021-04-10 02:03:13.742601, cost_time=0:00:00.457991 2021-04-10 02:03:12,623 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=0.21ms, fps=10056 images/s, loss=0.3656, top1-acc=90.92%, top5-acc=99.71%, remaining_time=0:00:00.713040, arrival_time=2021-04-10 02:03:13.336807, cost_time=0:00:00.713043 2021-04-10 02:03:12,836 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=0.40ms, fps=12088 images/s, loss=0.3686, top1-acc=90.68%, top5-acc=99.74%, remaining_time=0:00:00.308520, arrival_time=2021-04-10 02:03:13.144762, cost_time=0:00:00.925572 2021-04-10 02:03:13,025 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.10ms, fps=12309 images/s, loss=0.3654, top1-acc=90.51%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:13.025232, cost_time=0:00:01.114632 2021-04-10 02:03:13,073 INFO : Epoch=0164 complete, best val top1-acc=91.60%, top5-acc=99.77% (epoch=163), remaining_time=0:08:59.420004, arrival_time=2021-04-10 02:12:12.493716, cost_time=0:40:57.357826 2021-04-10 02:03:13,074 INFO : Train start, epoch=0165, lr=0.007784 2021-04-10 02:03:13,960 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.97ms, fps=2890 images/s, loss=0.0346, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:16.475322, arrival_time=2021-04-10 02:03:30.435714, cost_time=0:00:00.885766 2021-04-10 02:03:14,647 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.40ms, fps=3729 images/s, loss=0.0349, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:13.838880, arrival_time=2021-04-10 02:03:28.486157, cost_time=0:00:01.572595 2021-04-10 02:03:15,342 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.86ms, fps=3684 images/s, loss=0.0356, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:12.549932, arrival_time=2021-04-10 02:03:27.892666, cost_time=0:00:02.268053 2021-04-10 02:03:16,049 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.92ms, fps=3624 images/s, loss=0.0346, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:11.602812, arrival_time=2021-04-10 02:03:27.652552, cost_time=0:00:02.975062 2021-04-10 02:03:16,746 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.97ms, fps=3676 images/s, loss=0.0359, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:10.722240, arrival_time=2021-04-10 02:03:27.468875, cost_time=0:00:03.672004 2021-04-10 02:03:17,440 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.87ms, fps=3694 images/s, loss=0.0353, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:09.895088, arrival_time=2021-04-10 02:03:27.335183, cost_time=0:00:04.365464 2021-04-10 02:03:18,141 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.94ms, fps=3651 images/s, loss=0.0352, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:09.120762, arrival_time=2021-04-10 02:03:27.262564, cost_time=0:00:05.067090 2021-04-10 02:03:18,845 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=2.02ms, fps=3643 images/s, loss=0.0352, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:08.367196, arrival_time=2021-04-10 02:03:27.212426, cost_time=0:00:05.770451 2021-04-10 02:03:19,548 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=2.00ms, fps=3642 images/s, loss=0.0352, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:07.625322, arrival_time=2021-04-10 02:03:27.174241, cost_time=0:00:06.474290 2021-04-10 02:03:20,253 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=2.51ms, fps=3635 images/s, loss=0.0349, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:06.891840, arrival_time=2021-04-10 02:03:27.145659, cost_time=0:00:07.179013 2021-04-10 02:03:20,955 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.93ms, fps=3654 images/s, loss=0.0340, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:06.161384, arrival_time=2021-04-10 02:03:27.116938, cost_time=0:00:07.880873 2021-04-10 02:03:21,660 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.66ms, fps=3636 images/s, loss=0.0342, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:05.437496, arrival_time=2021-04-10 02:03:27.097731, cost_time=0:00:08.585462 2021-04-10 02:03:22,354 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=2.04ms, fps=3693 images/s, loss=0.0342, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:04.711080, arrival_time=2021-04-10 02:03:27.065143, cost_time=0:00:09.279435 2021-04-10 02:03:23,057 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=2.04ms, fps=3642 images/s, loss=0.0345, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:03.993080, arrival_time=2021-04-10 02:03:27.050545, cost_time=0:00:09.982746 2021-04-10 02:03:23,760 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.69ms, fps=3646 images/s, loss=0.0347, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:03.276902, arrival_time=2021-04-10 02:03:27.037026, cost_time=0:00:10.685480 2021-04-10 02:03:24,459 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.46ms, fps=3664 images/s, loss=0.0345, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:02.561544, arrival_time=2021-04-10 02:03:27.020869, cost_time=0:00:11.384650 2021-04-10 02:03:25,161 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.43ms, fps=3651 images/s, loss=0.0342, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:01.848496, arrival_time=2021-04-10 02:03:27.009584, cost_time=0:00:12.086372 2021-04-10 02:03:25,858 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.94ms, fps=3673 images/s, loss=0.0344, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:01.136352, arrival_time=2021-04-10 02:03:26.995030, cost_time=0:00:12.784007 2021-04-10 02:03:26,552 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.40ms, fps=3691 images/s, loss=0.0345, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:00.425628, arrival_time=2021-04-10 02:03:26.978425, cost_time=0:00:13.478168 2021-04-10 02:03:26,923 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=0.08ms, fps=3669 images/s, loss=0.0344, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:26.923871, cost_time=0:00:13.849261 2021-04-10 02:03:27,275 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=42.51ms, fps=7299 images/s, loss=0.3348, top1-acc=91.68%, top5-acc=99.69%, remaining_time=0:00:01.052160, arrival_time=2021-04-10 02:03:28.327727, cost_time=0:00:00.350724 2021-04-10 02:03:27,466 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=2.60ms, fps=13439 images/s, loss=0.3086, top1-acc=92.05%, top5-acc=99.67%, remaining_time=0:00:00.541660, arrival_time=2021-04-10 02:03:28.008276, cost_time=0:00:00.541652 2021-04-10 02:03:27,669 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=2.58ms, fps=12648 images/s, loss=0.3063, top1-acc=91.80%, top5-acc=99.67%, remaining_time=0:00:00.248270, arrival_time=2021-04-10 02:03:27.917938, cost_time=0:00:00.744801 2021-04-10 02:03:27,960 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.11ms, fps=8002 images/s, loss=0.3268, top1-acc=91.85%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:27.960077, cost_time=0:00:01.035238 2021-04-10 02:03:28,018 INFO : Epoch=0165 complete, best val top1-acc=91.85%, top5-acc=99.69% (epoch=165), remaining_time=0:08:44.427715, arrival_time=2021-04-10 02:12:12.445748, cost_time=0:41:12.302150 2021-04-10 02:03:28,018 INFO : Train start, epoch=0166, lr=0.007368 2021-04-10 02:03:28,985 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.63ms, fps=2648 images/s, loss=0.0300, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:17.978946, arrival_time=2021-04-10 02:03:46.964361, cost_time=0:00:00.966609 2021-04-10 02:03:29,685 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.81ms, fps=3662 images/s, loss=0.0315, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:14.662736, arrival_time=2021-04-10 02:03:44.347832, cost_time=0:00:01.666229 2021-04-10 02:03:30,391 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=2.01ms, fps=3626 images/s, loss=0.0315, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:13.130268, arrival_time=2021-04-10 02:03:43.522029, cost_time=0:00:02.372955 2021-04-10 02:03:31,100 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.43ms, fps=3618 images/s, loss=0.0315, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:12.016524, arrival_time=2021-04-10 02:03:43.116474, cost_time=0:00:03.081143 2021-04-10 02:03:31,822 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=2.02ms, fps=3546 images/s, loss=0.0315, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:11.106950, arrival_time=2021-04-10 02:03:42.929480, cost_time=0:00:03.803729 2021-04-10 02:03:32,520 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.96ms, fps=3669 images/s, loss=0.0312, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:10.204488, arrival_time=2021-04-10 02:03:42.725268, cost_time=0:00:04.501982 2021-04-10 02:03:33,223 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=2.11ms, fps=3644 images/s, loss=0.0309, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:09.369234, arrival_time=2021-04-10 02:03:42.593173, cost_time=0:00:05.205154 2021-04-10 02:03:33,928 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=2.23ms, fps=3636 images/s, loss=0.0305, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:08.569268, arrival_time=2021-04-10 02:03:42.497952, cost_time=0:00:05.909827 2021-04-10 02:03:34,636 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.94ms, fps=3622 images/s, loss=0.0308, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:07.793756, arrival_time=2021-04-10 02:03:42.429904, cost_time=0:00:06.617356 2021-04-10 02:03:35,366 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.83ms, fps=3511 images/s, loss=0.0308, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:07.053216, arrival_time=2021-04-10 02:03:42.419199, cost_time=0:00:07.347076 2021-04-10 02:03:36,083 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.87ms, fps=3574 images/s, loss=0.0310, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:06.304746, arrival_time=2021-04-10 02:03:42.387831, cost_time=0:00:08.064250 2021-04-10 02:03:36,790 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.44ms, fps=3622 images/s, loss=0.0312, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:05.555372, arrival_time=2021-04-10 02:03:42.345882, cost_time=0:00:08.771693 2021-04-10 02:03:37,494 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.87ms, fps=3640 images/s, loss=0.0310, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:04.810740, arrival_time=2021-04-10 02:03:42.305218, cost_time=0:00:09.475644 2021-04-10 02:03:38,188 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.37ms, fps=3690 images/s, loss=0.0307, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:04.068008, arrival_time=2021-04-10 02:03:42.256756, cost_time=0:00:10.169996 2021-04-10 02:03:38,883 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.96ms, fps=3690 images/s, loss=0.0307, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:03.331688, arrival_time=2021-04-10 02:03:42.214706, cost_time=0:00:10.864173 2021-04-10 02:03:39,582 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=2.02ms, fps=3665 images/s, loss=0.0309, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:02.601720, arrival_time=2021-04-10 02:03:42.183710, cost_time=0:00:11.563240 2021-04-10 02:03:40,283 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.67ms, fps=3655 images/s, loss=0.0311, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:01.875692, arrival_time=2021-04-10 02:03:42.158747, cost_time=0:00:12.264149 2021-04-10 02:03:40,980 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.45ms, fps=3676 images/s, loss=0.0312, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:01.152128, arrival_time=2021-04-10 02:03:42.132331, cost_time=0:00:12.961430 2021-04-10 02:03:41,681 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=2.91ms, fps=3654 images/s, loss=0.0309, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:00.431448, arrival_time=2021-04-10 02:03:42.112845, cost_time=0:00:13.662602 2021-04-10 02:03:42,063 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=0.11ms, fps=3567 images/s, loss=0.0315, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:42.063368, cost_time=0:00:14.044475 2021-04-10 02:03:42,377 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=0.21ms, fps=8184 images/s, loss=0.2918, top1-acc=92.50%, top5-acc=99.88%, remaining_time=0:00:00.938460, arrival_time=2021-04-10 02:03:43.316265, cost_time=0:00:00.312820 2021-04-10 02:03:42,610 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=0.41ms, fps=11019 images/s, loss=0.2884, top1-acc=92.29%, top5-acc=99.84%, remaining_time=0:00:00.545520, arrival_time=2021-04-10 02:03:43.156040, cost_time=0:00:00.545511 2021-04-10 02:03:42,803 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=0.39ms, fps=13270 images/s, loss=0.2955, top1-acc=92.16%, top5-acc=99.79%, remaining_time=0:00:00.246290, arrival_time=2021-04-10 02:03:43.050155, cost_time=0:00:00.738881 2021-04-10 02:03:43,078 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.09ms, fps=8472 images/s, loss=0.3009, top1-acc=92.25%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:43.078066, cost_time=0:00:01.013067 2021-04-10 02:03:43,171 INFO : Epoch=0166 complete, best val top1-acc=92.25%, top5-acc=99.76% (epoch=166), remaining_time=0:08:29.478848, arrival_time=2021-04-10 02:12:12.650286, cost_time=0:41:27.455500 2021-04-10 02:03:43,172 INFO : Train start, epoch=0167, lr=0.006963 2021-04-10 02:03:44,068 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=3.68ms, fps=2860 images/s, loss=0.0257, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:16.649046, arrival_time=2021-04-10 02:04:00.717217, cost_time=0:00:00.895108 2021-04-10 02:03:44,768 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.59ms, fps=3661 images/s, loss=0.0260, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:14.038992, arrival_time=2021-04-10 02:03:58.807331, cost_time=0:00:01.595346 2021-04-10 02:03:45,465 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=2.07ms, fps=3674 images/s, loss=0.0269, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:12.685554, arrival_time=2021-04-10 02:03:58.151169, cost_time=0:00:02.292566 2021-04-10 02:03:46,166 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=2.11ms, fps=3656 images/s, loss=0.0290, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:11.674104, arrival_time=2021-04-10 02:03:57.840455, cost_time=0:00:02.993353 2021-04-10 02:03:46,862 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.63ms, fps=3681 images/s, loss=0.0286, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:10.772610, arrival_time=2021-04-10 02:03:57.634846, cost_time=0:00:03.689230 2021-04-10 02:03:47,562 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.93ms, fps=3658 images/s, loss=0.0288, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:09.949488, arrival_time=2021-04-10 02:03:57.511988, cost_time=0:00:04.389501 2021-04-10 02:03:48,261 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.56ms, fps=3666 images/s, loss=0.0290, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:09.158940, arrival_time=2021-04-10 02:03:57.420290, cost_time=0:00:05.088295 2021-04-10 02:03:48,967 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=2.21ms, fps=3626 images/s, loss=0.0295, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:08.402460, arrival_time=2021-04-10 02:03:57.370381, cost_time=0:00:05.794836 2021-04-10 02:03:49,671 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=2.18ms, fps=3643 images/s, loss=0.0300, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:07.653412, arrival_time=2021-04-10 02:03:57.324669, cost_time=0:00:06.498137 2021-04-10 02:03:50,369 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.93ms, fps=3668 images/s, loss=0.0304, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:06.908928, arrival_time=2021-04-10 02:03:57.278757, cost_time=0:00:07.196837 2021-04-10 02:03:51,099 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.97ms, fps=3509 images/s, loss=0.0308, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:06.197246, arrival_time=2021-04-10 02:03:57.297115, cost_time=0:00:07.926712 2021-04-10 02:03:51,803 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=2.11ms, fps=3644 images/s, loss=0.0311, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:05.465768, arrival_time=2021-04-10 02:03:57.268951, cost_time=0:00:08.630187 2021-04-10 02:03:52,510 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.95ms, fps=3621 images/s, loss=0.0317, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:04.740648, arrival_time=2021-04-10 02:03:57.251347, cost_time=0:00:09.337618 2021-04-10 02:03:53,216 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.68ms, fps=3630 images/s, loss=0.0318, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:04.017328, arrival_time=2021-04-10 02:03:57.233777, cost_time=0:00:10.043381 2021-04-10 02:03:53,916 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.62ms, fps=3662 images/s, loss=0.0317, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:03.294566, arrival_time=2021-04-10 02:03:57.210680, cost_time=0:00:10.743118 2021-04-10 02:03:54,622 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=2.35ms, fps=3626 images/s, loss=0.0317, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:02.576160, arrival_time=2021-04-10 02:03:57.198925, cost_time=0:00:11.449598 2021-04-10 02:03:55,317 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.50ms, fps=3688 images/s, loss=0.0319, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:01.857440, arrival_time=2021-04-10 02:03:57.175173, cost_time=0:00:12.144738 2021-04-10 02:03:56,006 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.41ms, fps=3717 images/s, loss=0.0318, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:01.140800, arrival_time=2021-04-10 02:03:57.147721, cost_time=0:00:12.833925 2021-04-10 02:03:56,697 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.51ms, fps=3710 images/s, loss=0.0320, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:00.427080, arrival_time=2021-04-10 02:03:57.124415, cost_time=0:00:13.524263 2021-04-10 02:03:57,077 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.77ms, fps=3587 images/s, loss=0.0325, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:57.077083, cost_time=0:00:13.904027 2021-04-10 02:03:57,443 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=0.31ms, fps=7019 images/s, loss=0.2992, top1-acc=91.87%, top5-acc=99.80%, remaining_time=0:00:01.094130, arrival_time=2021-04-10 02:03:58.537560, cost_time=0:00:00.364710 2021-04-10 02:03:57,631 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=0.29ms, fps=13669 images/s, loss=0.2829, top1-acc=92.09%, top5-acc=99.86%, remaining_time=0:00:00.552480, arrival_time=2021-04-10 02:03:58.183671, cost_time=0:00:00.552474 2021-04-10 02:03:57,874 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=0.27ms, fps=10533 images/s, loss=0.2991, top1-acc=91.72%, top5-acc=99.77%, remaining_time=0:00:00.265330, arrival_time=2021-04-10 02:03:58.140023, cost_time=0:00:00.795976 2021-04-10 02:03:58,072 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.18ms, fps=11780 images/s, loss=0.3032, top1-acc=91.60%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:58.072125, cost_time=0:00:00.993374 2021-04-10 02:03:58,100 INFO : Epoch=0167 complete, best val top1-acc=92.25%, top5-acc=99.76% (epoch=166), remaining_time=0:08:14.483121, arrival_time=2021-04-10 02:12:12.583265, cost_time=0:41:42.384286 2021-04-10 02:03:58,100 INFO : Train start, epoch=0168, lr=0.006568 2021-04-10 02:03:58,997 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=0.53ms, fps=2855 images/s, loss=0.0274, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:16.676016, arrival_time=2021-04-10 02:04:15.673404, cost_time=0:00:00.896563 2021-04-10 02:03:59,686 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.58ms, fps=3715 images/s, loss=0.0268, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:13.957152, arrival_time=2021-04-10 02:04:13.644007, cost_time=0:00:01.586033 2021-04-10 02:04:00,385 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.45ms, fps=3668 images/s, loss=0.0279, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:12.639738, arrival_time=2021-04-10 02:04:13.024852, cost_time=0:00:02.284296 2021-04-10 02:04:01,089 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=2.13ms, fps=3639 images/s, loss=0.0278, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:11.653980, arrival_time=2021-04-10 02:04:12.743061, cost_time=0:00:02.988211 2021-04-10 02:04:01,788 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.56ms, fps=3662 images/s, loss=0.0282, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:10.768814, arrival_time=2021-04-10 02:04:12.557557, cost_time=0:00:03.687927 2021-04-10 02:04:02,488 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.86ms, fps=3658 images/s, loss=0.0284, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:09.946224, arrival_time=2021-04-10 02:04:12.435146, cost_time=0:00:04.388058 2021-04-10 02:04:03,196 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=3.44ms, fps=3623 images/s, loss=0.0285, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:09.171162, arrival_time=2021-04-10 02:04:12.367204, cost_time=0:00:05.095111 2021-04-10 02:04:03,919 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=2.13ms, fps=3540 images/s, loss=0.0286, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:08.437608, arrival_time=2021-04-10 02:04:12.357473, cost_time=0:00:05.819040 2021-04-10 02:04:04,628 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=2.27ms, fps=3616 images/s, loss=0.0288, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:07.687862, arrival_time=2021-04-10 02:04:12.316224, cost_time=0:00:06.527411 2021-04-10 02:04:05,324 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.52ms, fps=3682 images/s, loss=0.0285, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:06.934560, arrival_time=2021-04-10 02:04:12.258921, cost_time=0:00:07.223488 2021-04-10 02:04:06,031 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.53ms, fps=3624 images/s, loss=0.0287, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:06.200170, arrival_time=2021-04-10 02:04:12.231534, cost_time=0:00:07.930416 2021-04-10 02:04:06,735 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.75ms, fps=3639 images/s, loss=0.0291, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:05.468580, arrival_time=2021-04-10 02:04:12.204054, cost_time=0:00:08.634652 2021-04-10 02:04:07,442 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=2.79ms, fps=3626 images/s, loss=0.0293, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:04.742364, arrival_time=2021-04-10 02:04:12.184330, cost_time=0:00:09.340968 2021-04-10 02:04:08,150 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.85ms, fps=3618 images/s, loss=0.0294, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:04.019792, arrival_time=2021-04-10 02:04:12.170092, cost_time=0:00:10.049481 2021-04-10 02:04:08,849 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=2.07ms, fps=3665 images/s, loss=0.0289, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:03.296222, arrival_time=2021-04-10 02:04:12.145671, cost_time=0:00:10.748479 2021-04-10 02:04:09,550 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.39ms, fps=3656 images/s, loss=0.0290, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:02.576160, arrival_time=2021-04-10 02:04:12.126646, cost_time=0:00:11.449655 2021-04-10 02:04:10,247 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=2.12ms, fps=3678 images/s, loss=0.0290, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:01.857622, arrival_time=2021-04-10 02:04:12.104563, cost_time=0:00:12.146073 2021-04-10 02:04:10,949 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.43ms, fps=3649 images/s, loss=0.0292, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:01.142064, arrival_time=2021-04-10 02:04:12.091221, cost_time=0:00:12.848241 2021-04-10 02:04:11,648 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.28ms, fps=3663 images/s, loss=0.0289, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:00.427824, arrival_time=2021-04-10 02:04:12.076344, cost_time=0:00:13.547685 2021-04-10 02:04:12,028 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=0.11ms, fps=3588 images/s, loss=0.0290, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:12.028035, cost_time=0:00:13.927184 2021-04-10 02:04:12,333 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=20.14ms, fps=8411 images/s, loss=0.2264, top1-acc=93.16%, top5-acc=99.69%, remaining_time=0:00:00.913140, arrival_time=2021-04-10 02:04:13.246967, cost_time=0:00:00.304375 2021-04-10 02:04:12,582 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=0.19ms, fps=10332 images/s, loss=0.2776, top1-acc=92.01%, top5-acc=99.69%, remaining_time=0:00:00.552500, arrival_time=2021-04-10 02:04:13.134527, cost_time=0:00:00.552506 2021-04-10 02:04:12,834 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=23.58ms, fps=10181 images/s, loss=0.2781, top1-acc=92.17%, top5-acc=99.70%, remaining_time=0:00:00.268160, arrival_time=2021-04-10 02:04:13.102150, cost_time=0:00:00.804480 2021-04-10 02:04:13,027 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.09ms, fps=12024 images/s, loss=0.2881, top1-acc=92.02%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:13.027403, cost_time=0:00:00.997939 2021-04-10 02:04:13,074 INFO : Epoch=0168 complete, best val top1-acc=92.25%, top5-acc=99.76% (epoch=166), remaining_time=0:07:59.496896, arrival_time=2021-04-10 02:12:12.571410, cost_time=0:41:57.358645 2021-04-10 02:04:13,075 INFO : Train start, epoch=0169, lr=0.006185 2021-04-10 02:04:13,949 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=3.63ms, fps=2927 images/s, loss=0.0267, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:16.266072, arrival_time=2021-04-10 02:04:30.215858, cost_time=0:00:00.874523 2021-04-10 02:04:14,642 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.68ms, fps=3699 images/s, loss=0.0264, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:13.791536, arrival_time=2021-04-10 02:04:28.433980, cost_time=0:00:01.567222 2021-04-10 02:04:15,344 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=2.03ms, fps=3651 images/s, loss=0.0283, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:12.554082, arrival_time=2021-04-10 02:04:27.898191, cost_time=0:00:02.268818 2021-04-10 02:04:16,039 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.99ms, fps=3685 images/s, loss=0.0265, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:11.560536, arrival_time=2021-04-10 02:04:27.599982, cost_time=0:00:02.964227 2021-04-10 02:04:16,736 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.92ms, fps=3677 images/s, loss=0.0280, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:10.689390, arrival_time=2021-04-10 02:04:27.425405, cost_time=0:00:03.660740 2021-04-10 02:04:17,436 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=2.58ms, fps=3659 images/s, loss=0.0270, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:09.884888, arrival_time=2021-04-10 02:04:27.321125, cost_time=0:00:04.360972 2021-04-10 02:04:18,140 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.93ms, fps=3642 images/s, loss=0.0268, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:09.116604, arrival_time=2021-04-10 02:04:27.256585, cost_time=0:00:05.064754 2021-04-10 02:04:18,837 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.72ms, fps=3676 images/s, loss=0.0270, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:08.354320, arrival_time=2021-04-10 02:04:27.191314, cost_time=0:00:05.761602 2021-04-10 02:04:19,536 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=2.12ms, fps=3665 images/s, loss=0.0266, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:07.609634, arrival_time=2021-04-10 02:04:27.145948, cost_time=0:00:06.461039 2021-04-10 02:04:20,240 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.78ms, fps=3638 images/s, loss=0.0267, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:06.878784, arrival_time=2021-04-10 02:04:27.119517, cost_time=0:00:07.165353 2021-04-10 02:04:20,974 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=2.28ms, fps=3495 images/s, loss=0.0266, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:06.175402, arrival_time=2021-04-10 02:04:27.149424, cost_time=0:00:07.898746 2021-04-10 02:04:21,687 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.89ms, fps=3594 images/s, loss=0.0266, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:05.453988, arrival_time=2021-04-10 02:04:27.140911, cost_time=0:00:08.611604 2021-04-10 02:04:22,387 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.50ms, fps=3656 images/s, loss=0.0264, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:04.727844, arrival_time=2021-04-10 02:04:27.115506, cost_time=0:00:09.312440 2021-04-10 02:04:23,089 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.52ms, fps=3649 images/s, loss=0.0264, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:04.005792, arrival_time=2021-04-10 02:04:27.095625, cost_time=0:00:10.014420 2021-04-10 02:04:23,788 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.52ms, fps=3671 images/s, loss=0.0261, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:03.285274, arrival_time=2021-04-10 02:04:27.073332, cost_time=0:00:10.712837 2021-04-10 02:04:24,480 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.88ms, fps=3697 images/s, loss=0.0258, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:02.566260, arrival_time=2021-04-10 02:04:27.047146, cost_time=0:00:11.405619 2021-04-10 02:04:25,174 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.39ms, fps=3693 images/s, loss=0.0259, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:01.850498, arrival_time=2021-04-10 02:04:27.025272, cost_time=0:00:12.099431 2021-04-10 02:04:25,872 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.48ms, fps=3675 images/s, loss=0.0259, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:01.137488, arrival_time=2021-04-10 02:04:27.009548, cost_time=0:00:12.796788 2021-04-10 02:04:26,568 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.50ms, fps=3679 images/s, loss=0.0259, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:00.426102, arrival_time=2021-04-10 02:04:26.994559, cost_time=0:00:13.493236 2021-04-10 02:04:26,941 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=0.08ms, fps=3654 images/s, loss=0.0259, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:26.941171, cost_time=0:00:13.865883 2021-04-10 02:04:27,263 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=14.86ms, fps=7976 images/s, loss=0.2965, top1-acc=91.91%, top5-acc=99.88%, remaining_time=0:00:00.962880, arrival_time=2021-04-10 02:04:28.226148, cost_time=0:00:00.320962 2021-04-10 02:04:27,480 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=0.20ms, fps=11834 images/s, loss=0.2857, top1-acc=92.23%, top5-acc=99.86%, remaining_time=0:00:00.537840, arrival_time=2021-04-10 02:04:28.017928, cost_time=0:00:00.537835 2021-04-10 02:04:27,739 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=0.32ms, fps=9894 images/s, loss=0.2880, top1-acc=92.27%, top5-acc=99.79%, remaining_time=0:00:00.265650, arrival_time=2021-04-10 02:04:28.004887, cost_time=0:00:00.796947 2021-04-10 02:04:27,981 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.09ms, fps=9635 images/s, loss=0.2853, top1-acc=92.18%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:27.980914, cost_time=0:00:01.038411 2021-04-10 02:04:28,010 INFO : Epoch=0169 complete, best val top1-acc=92.25%, top5-acc=99.76% (epoch=166), remaining_time=0:07:44.503814, arrival_time=2021-04-10 02:12:12.514716, cost_time=0:42:12.295031 2021-04-10 02:04:28,011 INFO : Train start, epoch=0170, lr=0.005812 2021-04-10 02:04:28,991 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=0.26ms, fps=2613 images/s, loss=0.0217, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:18.224280, arrival_time=2021-04-10 02:04:47.215738, cost_time=0:00:00.979795 2021-04-10 02:04:29,692 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.47ms, fps=3657 images/s, loss=0.0217, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:14.788048, arrival_time=2021-04-10 02:04:44.480185, cost_time=0:00:01.680466 2021-04-10 02:04:30,392 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=2.02ms, fps=3658 images/s, loss=0.0224, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:13.174590, arrival_time=2021-04-10 02:04:43.567201, cost_time=0:00:02.380939 2021-04-10 02:04:31,081 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.45ms, fps=3720 images/s, loss=0.0223, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:11.971752, arrival_time=2021-04-10 02:04:43.053119, cost_time=0:00:03.069689 2021-04-10 02:04:31,788 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.94ms, fps=3624 images/s, loss=0.0232, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:11.027964, arrival_time=2021-04-10 02:04:42.816288, cost_time=0:00:03.776695 2021-04-10 02:04:32,492 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=3.18ms, fps=3640 images/s, loss=0.0233, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:10.155664, arrival_time=2021-04-10 02:04:42.647783, cost_time=0:00:04.480453 2021-04-10 02:04:33,196 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=0.25ms, fps=3637 images/s, loss=0.0240, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:09.332820, arrival_time=2021-04-10 02:04:42.529376, cost_time=0:00:05.184895 2021-04-10 02:04:33,904 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=2.23ms, fps=3621 images/s, loss=0.0233, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:08.543748, arrival_time=2021-04-10 02:04:42.447724, cost_time=0:00:05.892269 2021-04-10 02:04:34,609 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.73ms, fps=3632 images/s, loss=0.0235, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:07.770754, arrival_time=2021-04-10 02:04:42.380232, cost_time=0:00:06.597766 2021-04-10 02:04:35,371 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.49ms, fps=3363 images/s, loss=0.0238, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:07.065312, arrival_time=2021-04-10 02:04:42.436820, cost_time=0:00:07.359745 2021-04-10 02:04:36,085 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=2.27ms, fps=3590 images/s, loss=0.0238, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:06.312056, arrival_time=2021-04-10 02:04:42.397255, cost_time=0:00:08.073557 2021-04-10 02:04:36,784 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.50ms, fps=3664 images/s, loss=0.0239, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:05.556132, arrival_time=2021-04-10 02:04:42.340629, cost_time=0:00:08.772783 2021-04-10 02:04:37,478 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.61ms, fps=3695 images/s, loss=0.0240, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:04.805988, arrival_time=2021-04-10 02:04:42.283997, cost_time=0:00:09.466342 2021-04-10 02:04:38,178 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.47ms, fps=3660 images/s, loss=0.0240, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:04.066552, arrival_time=2021-04-10 02:04:42.244779, cost_time=0:00:10.166439 2021-04-10 02:04:38,876 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.37ms, fps=3672 images/s, loss=0.0238, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:03.331780, arrival_time=2021-04-10 02:04:42.207953, cost_time=0:00:10.864548 2021-04-10 02:04:39,577 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.91ms, fps=3655 images/s, loss=0.0240, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:02.602224, arrival_time=2021-04-10 02:04:42.179349, cost_time=0:00:11.565381 2021-04-10 02:04:40,281 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=2.57ms, fps=3640 images/s, loss=0.0241, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:01.876498, arrival_time=2021-04-10 02:04:42.157605, cost_time=0:00:12.269414 2021-04-10 02:04:40,982 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.90ms, fps=3654 images/s, loss=0.0240, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:01.152944, arrival_time=2021-04-10 02:04:42.135266, cost_time=0:00:12.970648 2021-04-10 02:04:41,678 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.34ms, fps=3680 images/s, loss=0.0239, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:00.431586, arrival_time=2021-04-10 02:04:42.110202, cost_time=0:00:13.666883 2021-04-10 02:04:42,048 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=0.06ms, fps=3682 images/s, loss=0.0239, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:42.048602, cost_time=0:00:14.036986 2021-04-10 02:04:42,383 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=38.94ms, fps=7660 images/s, loss=0.2935, top1-acc=91.95%, top5-acc=99.77%, remaining_time=0:00:01.002510, arrival_time=2021-04-10 02:04:43.386256, cost_time=0:00:00.334173 2021-04-10 02:04:42,643 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=0.44ms, fps=9890 images/s, loss=0.2944, top1-acc=91.93%, top5-acc=99.73%, remaining_time=0:00:00.593480, arrival_time=2021-04-10 02:04:43.236557, cost_time=0:00:00.593487 2021-04-10 02:04:42,941 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=47.43ms, fps=8603 images/s, loss=0.3059, top1-acc=91.51%, top5-acc=99.71%, remaining_time=0:00:00.297190, arrival_time=2021-04-10 02:04:43.238369, cost_time=0:00:00.891579 2021-04-10 02:04:43,165 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.07ms, fps=10357 images/s, loss=0.2963, top1-acc=91.71%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:43.165775, cost_time=0:00:01.116110 2021-04-10 02:04:43,204 INFO : Epoch=0170 complete, best val top1-acc=92.25%, top5-acc=99.76% (epoch=166), remaining_time=0:07:29.556810, arrival_time=2021-04-10 02:12:12.761343, cost_time=0:42:27.488631 2021-04-10 02:04:43,205 INFO : Train start, epoch=0171, lr=0.005450 2021-04-10 02:04:44,191 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=0.26ms, fps=2597 images/s, loss=0.0231, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:18.334578, arrival_time=2021-04-10 02:05:02.525869, cost_time=0:00:00.985734 2021-04-10 02:04:44,892 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.59ms, fps=3656 images/s, loss=0.0236, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:14.840144, arrival_time=2021-04-10 02:04:59.732125, cost_time=0:00:01.686372 2021-04-10 02:04:45,592 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.86ms, fps=3658 images/s, loss=0.0236, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:13.206960, arrival_time=2021-04-10 02:04:58.799379, cost_time=0:00:02.386809 2021-04-10 02:04:46,300 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=2.25ms, fps=3618 images/s, loss=0.0241, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:12.070344, arrival_time=2021-04-10 02:04:58.370874, cost_time=0:00:03.094959 2021-04-10 02:04:47,001 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=2.03ms, fps=3655 images/s, loss=0.0248, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:11.083882, arrival_time=2021-04-10 02:04:58.085329, cost_time=0:00:03.795847 2021-04-10 02:04:47,699 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.96ms, fps=3671 images/s, loss=0.0244, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:10.185856, arrival_time=2021-04-10 02:04:57.885251, cost_time=0:00:04.493789 2021-04-10 02:04:48,394 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.58ms, fps=3687 images/s, loss=0.0252, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:09.339750, arrival_time=2021-04-10 02:04:57.734130, cost_time=0:00:05.188753 2021-04-10 02:04:49,098 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=2.20ms, fps=3642 images/s, loss=0.0253, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:08.543748, arrival_time=2021-04-10 02:04:57.641669, cost_time=0:00:05.892214 2021-04-10 02:04:49,798 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.52ms, fps=3658 images/s, loss=0.0249, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:07.765030, arrival_time=2021-04-10 02:04:57.563570, cost_time=0:00:06.592938 2021-04-10 02:04:50,509 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.81ms, fps=3607 images/s, loss=0.0247, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:07.011168, arrival_time=2021-04-10 02:04:57.520164, cost_time=0:00:07.303272 2021-04-10 02:04:51,216 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=2.16ms, fps=3626 images/s, loss=0.0246, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:06.262520, arrival_time=2021-04-10 02:04:57.478429, cost_time=0:00:08.010202 2021-04-10 02:04:51,915 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.89ms, fps=3662 images/s, loss=0.0244, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:05.516384, arrival_time=2021-04-10 02:04:57.432026, cost_time=0:00:08.710065 2021-04-10 02:04:52,616 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=2.11ms, fps=3657 images/s, loss=0.0245, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:04.777674, arrival_time=2021-04-10 02:04:57.393740, cost_time=0:00:09.410510 2021-04-10 02:04:53,314 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.55ms, fps=3670 images/s, loss=0.0239, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:04.043368, arrival_time=2021-04-10 02:04:57.357451, cost_time=0:00:10.108429 2021-04-10 02:04:54,024 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=2.22ms, fps=3609 images/s, loss=0.0243, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:03.317658, arrival_time=2021-04-10 02:04:57.341664, cost_time=0:00:10.818391 2021-04-10 02:04:54,724 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.89ms, fps=3657 images/s, loss=0.0249, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:02.591784, arrival_time=2021-04-10 02:04:57.316541, cost_time=0:00:11.518963 2021-04-10 02:04:55,419 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.47ms, fps=3688 images/s, loss=0.0248, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:01.868048, arrival_time=2021-04-10 02:04:57.287713, cost_time=0:00:12.214087 2021-04-10 02:04:56,114 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=2.14ms, fps=3687 images/s, loss=0.0249, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:01.147440, arrival_time=2021-04-10 02:04:57.261788, cost_time=0:00:12.908789 2021-04-10 02:04:56,812 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.32ms, fps=3670 images/s, loss=0.0246, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:00.429684, arrival_time=2021-04-10 02:04:57.242019, cost_time=0:00:13.606731 2021-04-10 02:04:57,203 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=2.28ms, fps=3480 images/s, loss=0.0245, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:57.203883, cost_time=0:00:13.998150 2021-04-10 02:04:57,569 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=0.40ms, fps=7047 images/s, loss=0.3013, top1-acc=92.27%, top5-acc=99.73%, remaining_time=0:00:01.089840, arrival_time=2021-04-10 02:04:58.659207, cost_time=0:00:00.363285 2021-04-10 02:04:57,796 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=0.40ms, fps=11316 images/s, loss=0.3144, top1-acc=91.70%, top5-acc=99.80%, remaining_time=0:00:00.590000, arrival_time=2021-04-10 02:04:58.386081, cost_time=0:00:00.589990 2021-04-10 02:04:57,999 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=2.10ms, fps=12636 images/s, loss=0.3004, top1-acc=91.89%, top5-acc=99.78%, remaining_time=0:00:00.264360, arrival_time=2021-04-10 02:04:58.263534, cost_time=0:00:00.793093 2021-04-10 02:04:58,216 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.09ms, fps=10714 images/s, loss=0.2912, top1-acc=92.11%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:58.216137, cost_time=0:00:01.010111 2021-04-10 02:04:58,243 INFO : Epoch=0171 complete, best val top1-acc=92.25%, top5-acc=99.76% (epoch=166), remaining_time=0:07:14.580689, arrival_time=2021-04-10 02:12:12.824028, cost_time=0:42:42.527475 2021-04-10 02:04:58,243 INFO : Train start, epoch=0172, lr=0.005099 2021-04-10 02:04:59,157 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=0.28ms, fps=2801 images/s, loss=0.0222, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:16.998726, arrival_time=2021-04-10 02:05:16.156658, cost_time=0:00:00.913909 2021-04-10 02:04:59,851 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.44ms, fps=3693 images/s, loss=0.0207, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:14.146352, arrival_time=2021-04-10 02:05:13.997958, cost_time=0:00:01.607549 2021-04-10 02:05:00,552 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.40ms, fps=3655 images/s, loss=0.0211, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:12.775858, arrival_time=2021-04-10 02:05:13.328782, cost_time=0:00:02.308896 2021-04-10 02:05:01,249 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.39ms, fps=3678 images/s, loss=0.0204, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:11.720904, arrival_time=2021-04-10 02:05:12.970295, cost_time=0:00:03.005369 2021-04-10 02:05:01,948 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=2.25ms, fps=3666 images/s, loss=0.0210, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:10.815972, arrival_time=2021-04-10 02:05:12.764150, cost_time=0:00:03.704112 2021-04-10 02:05:02,648 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.92ms, fps=3658 images/s, loss=0.0218, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:09.983624, arrival_time=2021-04-10 02:05:12.632223, cost_time=0:00:04.404560 2021-04-10 02:05:03,354 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.99ms, fps=3630 images/s, loss=0.0211, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:09.198378, arrival_time=2021-04-10 02:05:12.552715, cost_time=0:00:05.110179 2021-04-10 02:05:04,054 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.56ms, fps=3661 images/s, loss=0.0221, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:08.424848, arrival_time=2021-04-10 02:05:12.479191, cost_time=0:00:05.810267 2021-04-10 02:05:04,757 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=2.41ms, fps=3642 images/s, loss=0.0221, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:07.671750, arrival_time=2021-04-10 02:05:12.429631, cost_time=0:00:06.513763 2021-04-10 02:05:05,481 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=28.59ms, fps=3542 images/s, loss=0.0218, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:06.947712, arrival_time=2021-04-10 02:05:12.428943, cost_time=0:00:07.237157 2021-04-10 02:05:06,195 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=2.14ms, fps=3590 images/s, loss=0.0217, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:06.216080, arrival_time=2021-04-10 02:05:12.411055, cost_time=0:00:07.950785 2021-04-10 02:05:06,933 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.44ms, fps=3469 images/s, loss=0.0215, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:05.503388, arrival_time=2021-04-10 02:05:12.437001, cost_time=0:00:08.689591 2021-04-10 02:05:07,628 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.80ms, fps=3687 images/s, loss=0.0215, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:04.764276, arrival_time=2021-04-10 02:05:12.392827, cost_time=0:00:09.384245 2021-04-10 02:05:08,335 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.44ms, fps=3627 images/s, loss=0.0216, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:04.036424, arrival_time=2021-04-10 02:05:12.371515, cost_time=0:00:10.091051 2021-04-10 02:05:09,035 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.44ms, fps=3658 images/s, loss=0.0216, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:03.309378, arrival_time=2021-04-10 02:05:12.344816, cost_time=0:00:10.791428 2021-04-10 02:05:09,728 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.50ms, fps=3699 images/s, loss=0.0214, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:02.583864, arrival_time=2021-04-10 02:05:12.311867, cost_time=0:00:11.483823 2021-04-10 02:05:10,427 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.96ms, fps=3664 images/s, loss=0.0215, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:01.863342, arrival_time=2021-04-10 02:05:12.290799, cost_time=0:00:12.183385 2021-04-10 02:05:11,126 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.92ms, fps=3664 images/s, loss=0.0214, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:01.145120, arrival_time=2021-04-10 02:05:12.271816, cost_time=0:00:12.882676 2021-04-10 02:05:11,819 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.51ms, fps=3700 images/s, loss=0.0212, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:00.428682, arrival_time=2021-04-10 02:05:12.247720, cost_time=0:00:13.574936 2021-04-10 02:05:12,193 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=0.09ms, fps=3636 images/s, loss=0.0213, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:12.193650, cost_time=0:00:13.949561 2021-04-10 02:05:12,523 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=0.27ms, fps=7793 images/s, loss=0.2971, top1-acc=91.95%, top5-acc=99.84%, remaining_time=0:00:00.985530, arrival_time=2021-04-10 02:05:13.509346, cost_time=0:00:00.328507 2021-04-10 02:05:12,745 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=0.35ms, fps=11599 images/s, loss=0.2804, top1-acc=92.60%, top5-acc=99.88%, remaining_time=0:00:00.549680, arrival_time=2021-04-10 02:05:13.294673, cost_time=0:00:00.549685 2021-04-10 02:05:12,968 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=2.43ms, fps=11461 images/s, loss=0.2836, top1-acc=92.43%, top5-acc=99.86%, remaining_time=0:00:00.257830, arrival_time=2021-04-10 02:05:13.226623, cost_time=0:00:00.773495 2021-04-10 02:05:13,210 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.07ms, fps=9624 images/s, loss=0.2876, top1-acc=92.21%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:13.210378, cost_time=0:00:01.015040 2021-04-10 02:05:13,238 INFO : Epoch=0172 complete, best val top1-acc=92.25%, top5-acc=99.76% (epoch=166), remaining_time=0:06:59.596716, arrival_time=2021-04-10 02:12:12.835286, cost_time=0:42:57.522701 2021-04-10 02:05:13,239 INFO : Train start, epoch=0173, lr=0.004759 2021-04-10 02:05:14,164 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=0.48ms, fps=2768 images/s, loss=0.0166, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:17.202954, arrival_time=2021-04-10 02:05:31.367127, cost_time=0:00:00.924891 2021-04-10 02:05:14,857 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.92ms, fps=3694 images/s, loss=0.0194, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:14.241920, arrival_time=2021-04-10 02:05:29.099578, cost_time=0:00:01.618400 2021-04-10 02:05:15,551 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.86ms, fps=3691 images/s, loss=0.0178, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:12.795446, arrival_time=2021-04-10 02:05:28.347136, cost_time=0:00:02.312434 2021-04-10 02:05:16,240 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=2.02ms, fps=3719 images/s, loss=0.0187, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:11.704368, arrival_time=2021-04-10 02:05:27.944761, cost_time=0:00:03.001102 2021-04-10 02:05:16,940 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.50ms, fps=3660 images/s, loss=0.0191, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:10.806920, arrival_time=2021-04-10 02:05:27.747215, cost_time=0:00:03.700991 2021-04-10 02:05:17,642 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=2.13ms, fps=3650 images/s, loss=0.0195, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:09.979952, arrival_time=2021-04-10 02:05:27.622147, cost_time=0:00:04.402902 2021-04-10 02:05:18,343 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.82ms, fps=3654 images/s, loss=0.0193, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:09.187164, arrival_time=2021-04-10 02:05:27.530474, cost_time=0:00:05.104007 2021-04-10 02:05:19,035 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.40ms, fps=3702 images/s, loss=0.0196, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:08.404200, arrival_time=2021-04-10 02:05:27.439588, cost_time=0:00:05.795982 2021-04-10 02:05:19,737 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.83ms, fps=3650 images/s, loss=0.0197, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:07.653200, arrival_time=2021-04-10 02:05:27.390492, cost_time=0:00:06.498019 2021-04-10 02:05:20,438 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=2.00ms, fps=3655 images/s, loss=0.0202, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:06.910944, arrival_time=2021-04-10 02:05:27.349275, cost_time=0:00:07.198917 2021-04-10 02:05:21,129 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.43ms, fps=3708 images/s, loss=0.0201, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:06.168694, arrival_time=2021-04-10 02:05:27.298190, cost_time=0:00:07.890222 2021-04-10 02:05:21,837 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.97ms, fps=3618 images/s, loss=0.0205, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:05.445552, arrival_time=2021-04-10 02:05:27.283232, cost_time=0:00:08.598207 2021-04-10 02:05:22,536 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.97ms, fps=3669 images/s, loss=0.0204, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:04.719924, arrival_time=2021-04-10 02:05:27.256044, cost_time=0:00:09.296798 2021-04-10 02:05:23,232 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.81ms, fps=3682 images/s, loss=0.0203, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:03.997112, arrival_time=2021-04-10 02:05:27.229199, cost_time=0:00:09.992788 2021-04-10 02:05:23,935 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=2.43ms, fps=3644 images/s, loss=0.0204, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:03.280076, arrival_time=2021-04-10 02:05:27.215436, cost_time=0:00:10.695951 2021-04-10 02:05:24,629 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.95ms, fps=3692 images/s, loss=0.0204, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:02.562768, arrival_time=2021-04-10 02:05:27.192171, cost_time=0:00:11.390107 2021-04-10 02:05:25,338 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=2.11ms, fps=3615 images/s, loss=0.0208, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:01.850446, arrival_time=2021-04-10 02:05:27.188757, cost_time=0:00:12.099059 2021-04-10 02:05:26,032 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=2.70ms, fps=3689 images/s, loss=0.0207, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:01.137184, arrival_time=2021-04-10 02:05:27.169999, cost_time=0:00:12.793409 2021-04-10 02:05:26,770 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.50ms, fps=3472 images/s, loss=0.0206, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:00.427314, arrival_time=2021-04-10 02:05:27.198234, cost_time=0:00:13.531651 2021-04-10 02:05:27,150 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=0.08ms, fps=3588 images/s, loss=0.0206, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:27.150410, cost_time=0:00:13.911120 2021-04-10 02:05:27,441 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=4.77ms, fps=8846 images/s, loss=0.3015, top1-acc=92.07%, top5-acc=99.88%, remaining_time=0:00:00.868230, arrival_time=2021-04-10 02:05:28.309515, cost_time=0:00:00.289406 2021-04-10 02:05:27,671 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=0.36ms, fps=11121 images/s, loss=0.2934, top1-acc=91.89%, top5-acc=99.86%, remaining_time=0:00:00.519920, arrival_time=2021-04-10 02:05:28.191735, cost_time=0:00:00.519926 2021-04-10 02:05:27,892 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=2.40ms, fps=11602 images/s, loss=0.2863, top1-acc=92.27%, top5-acc=99.84%, remaining_time=0:00:00.246970, arrival_time=2021-04-10 02:05:28.139781, cost_time=0:00:00.740905 2021-04-10 02:05:28,138 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.11ms, fps=9453 images/s, loss=0.2843, top1-acc=92.27%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:28.138674, cost_time=0:00:00.986767 2021-04-10 02:05:28,222 INFO : Epoch=0173 complete, best val top1-acc=92.27%, top5-acc=99.80% (epoch=173), remaining_time=0:06:44.610795, arrival_time=2021-04-10 02:12:12.832923, cost_time=0:43:12.506216 2021-04-10 02:05:28,223 INFO : Train start, epoch=0174, lr=0.004430 2021-04-10 02:05:29,168 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=0.38ms, fps=2708 images/s, loss=0.0189, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:17.585928, arrival_time=2021-04-10 02:05:46.754658, cost_time=0:00:00.945477 2021-04-10 02:05:29,887 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.91ms, fps=3567 images/s, loss=0.0205, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:14.640384, arrival_time=2021-04-10 02:05:44.527362, cost_time=0:00:01.663690 2021-04-10 02:05:30,581 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.44ms, fps=3691 images/s, loss=0.0204, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:13.046770, arrival_time=2021-04-10 02:05:43.627873, cost_time=0:00:02.357845 2021-04-10 02:05:31,279 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.33ms, fps=3668 images/s, loss=0.0205, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:11.919492, arrival_time=2021-04-10 02:05:43.198966, cost_time=0:00:03.056268 2021-04-10 02:05:31,975 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.87ms, fps=3681 images/s, loss=0.0200, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:10.956278, arrival_time=2021-04-10 02:05:42.931683, cost_time=0:00:03.752138 2021-04-10 02:05:32,680 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.99ms, fps=3632 images/s, loss=0.0204, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:10.103576, arrival_time=2021-04-10 02:05:42.784295, cost_time=0:00:04.457463 2021-04-10 02:05:33,380 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.42ms, fps=3662 images/s, loss=0.0199, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:09.282672, arrival_time=2021-04-10 02:05:42.662919, cost_time=0:00:05.157039 2021-04-10 02:05:34,094 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.55ms, fps=3585 images/s, loss=0.0198, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:08.513704, arrival_time=2021-04-10 02:05:42.608595, cost_time=0:00:05.871557 2021-04-10 02:05:34,794 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.90ms, fps=3662 images/s, loss=0.0198, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:07.739696, arrival_time=2021-04-10 02:05:42.534380, cost_time=0:00:06.571418 2021-04-10 02:05:35,502 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.85ms, fps=3621 images/s, loss=0.0196, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:06.987936, arrival_time=2021-04-10 02:05:42.490370, cost_time=0:00:07.279125 2021-04-10 02:05:36,248 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.88ms, fps=3435 images/s, loss=0.0195, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:06.274216, arrival_time=2021-04-10 02:05:42.522552, cost_time=0:00:08.025116 2021-04-10 02:05:36,958 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.54ms, fps=3607 images/s, loss=0.0193, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:05.532268, arrival_time=2021-04-10 02:05:42.490800, cost_time=0:00:08.735219 2021-04-10 02:05:37,655 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.69ms, fps=3676 images/s, loss=0.0194, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:04.788696, arrival_time=2021-04-10 02:05:42.444212, cost_time=0:00:09.432265 2021-04-10 02:05:38,351 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.53ms, fps=3684 images/s, loss=0.0192, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:04.051040, arrival_time=2021-04-10 02:05:42.402077, cost_time=0:00:10.127620 2021-04-10 02:05:39,050 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.56ms, fps=3664 images/s, loss=0.0191, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:03.320372, arrival_time=2021-04-10 02:05:42.370944, cost_time=0:00:10.827359 2021-04-10 02:05:39,746 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.86ms, fps=3684 images/s, loss=0.0192, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:02.592612, arrival_time=2021-04-10 02:05:42.338827, cost_time=0:00:11.522662 2021-04-10 02:05:40,449 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=2.61ms, fps=3643 images/s, loss=0.0192, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:01.869946, arrival_time=2021-04-10 02:05:42.319816, cost_time=0:00:12.226635 2021-04-10 02:05:41,151 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=2.14ms, fps=3651 images/s, loss=0.0192, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:01.149184, arrival_time=2021-04-10 02:05:42.300663, cost_time=0:00:12.928262 2021-04-10 02:05:41,849 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.33ms, fps=3672 images/s, loss=0.0193, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:00.430290, arrival_time=2021-04-10 02:05:42.279368, cost_time=0:00:13.625867 2021-04-10 02:05:42,220 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=0.11ms, fps=3666 images/s, loss=0.0194, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:42.220548, cost_time=0:00:13.997235 2021-04-10 02:05:42,528 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=41.37ms, fps=8353 images/s, loss=0.3419, top1-acc=90.78%, top5-acc=99.69%, remaining_time=0:00:00.919440, arrival_time=2021-04-10 02:05:43.447632, cost_time=0:00:00.306476 2021-04-10 02:05:42,752 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=0.27ms, fps=11427 images/s, loss=0.3040, top1-acc=91.87%, top5-acc=99.79%, remaining_time=0:00:00.530980, arrival_time=2021-04-10 02:05:43.283677, cost_time=0:00:00.530978 2021-04-10 02:05:43,041 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=40.72ms, fps=8888 images/s, loss=0.2937, top1-acc=92.02%, top5-acc=99.80%, remaining_time=0:00:00.273160, arrival_time=2021-04-10 02:05:43.314313, cost_time=0:00:00.819476 2021-04-10 02:05:43,203 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.06ms, fps=14279 images/s, loss=0.2883, top1-acc=92.17%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:43.203954, cost_time=0:00:00.982303 2021-04-10 02:05:43,230 INFO : Epoch=0174 complete, best val top1-acc=92.27%, top5-acc=99.80% (epoch=173), remaining_time=0:06:29.628694, arrival_time=2021-04-10 02:12:12.859602, cost_time=0:43:27.515050 2021-04-10 02:05:43,231 INFO : Train start, epoch=0175, lr=0.004112 2021-04-10 02:05:44,161 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=0.27ms, fps=2753 images/s, loss=0.0151, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:17.297442, arrival_time=2021-04-10 02:06:01.458985, cost_time=0:00:00.929967 2021-04-10 02:05:44,861 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.77ms, fps=3659 images/s, loss=0.0163, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:14.344704, arrival_time=2021-04-10 02:05:59.206366, cost_time=0:00:01.630077 2021-04-10 02:05:45,557 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=2.18ms, fps=3681 images/s, loss=0.0170, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:12.871308, arrival_time=2021-04-10 02:05:58.428974, cost_time=0:00:02.326132 2021-04-10 02:05:46,255 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.96ms, fps=3670 images/s, loss=0.0169, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:11.794224, arrival_time=2021-04-10 02:05:58.049924, cost_time=0:00:03.024166 2021-04-10 02:05:46,948 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.47ms, fps=3698 images/s, loss=0.0165, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:10.853056, arrival_time=2021-04-10 02:05:57.801415, cost_time=0:00:03.716782 2021-04-10 02:05:47,640 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.38ms, fps=3701 images/s, loss=0.0163, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:09.993824, arrival_time=2021-04-10 02:05:57.634400, cost_time=0:00:04.409033 2021-04-10 02:05:48,346 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.37ms, fps=3631 images/s, loss=0.0168, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:09.206190, arrival_time=2021-04-10 02:05:57.552391, cost_time=0:00:05.114522 2021-04-10 02:05:49,047 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.87ms, fps=3654 images/s, loss=0.0169, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:08.433200, arrival_time=2021-04-10 02:05:57.480746, cost_time=0:00:05.815963 2021-04-10 02:05:49,757 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=2.06ms, fps=3608 images/s, loss=0.0169, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:07.686166, arrival_time=2021-04-10 02:05:57.443837, cost_time=0:00:06.526011 2021-04-10 02:05:50,452 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.39ms, fps=3687 images/s, loss=0.0174, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:06.932256, arrival_time=2021-04-10 02:05:57.384903, cost_time=0:00:07.221111 2021-04-10 02:05:51,145 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.54ms, fps=3698 images/s, loss=0.0176, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:06.187098, arrival_time=2021-04-10 02:05:57.332545, cost_time=0:00:07.913739 2021-04-10 02:05:51,848 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=2.63ms, fps=3643 images/s, loss=0.0178, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:05.457636, arrival_time=2021-04-10 02:05:57.306512, cost_time=0:00:08.617334 2021-04-10 02:05:52,561 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=3.34ms, fps=3598 images/s, loss=0.0178, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:04.736358, arrival_time=2021-04-10 02:05:57.297367, cost_time=0:00:09.329184 2021-04-10 02:05:53,263 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.43ms, fps=3649 images/s, loss=0.0180, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:04.012848, arrival_time=2021-04-10 02:05:57.276516, cost_time=0:00:10.032089 2021-04-10 02:05:53,979 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.89ms, fps=3580 images/s, loss=0.0181, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:03.295946, arrival_time=2021-04-10 02:05:57.275345, cost_time=0:00:10.747671 2021-04-10 02:05:54,695 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=2.18ms, fps=3580 images/s, loss=0.0182, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:02.579328, arrival_time=2021-04-10 02:05:57.274698, cost_time=0:00:11.463652 2021-04-10 02:05:55,392 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.49ms, fps=3676 images/s, loss=0.0182, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:01.859910, arrival_time=2021-04-10 02:05:57.252540, cost_time=0:00:12.161013 2021-04-10 02:05:56,092 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.57ms, fps=3660 images/s, loss=0.0181, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:01.143200, arrival_time=2021-04-10 02:05:57.235899, cost_time=0:00:12.861068 2021-04-10 02:05:56,794 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.39ms, fps=3652 images/s, loss=0.0179, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:00.428292, arrival_time=2021-04-10 02:05:57.222479, cost_time=0:00:13.562653 2021-04-10 02:05:57,171 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=0.06ms, fps=3609 images/s, loss=0.0181, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:57.171489, cost_time=0:00:13.939927 2021-04-10 02:05:57,505 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=2.32ms, fps=7708 images/s, loss=0.2724, top1-acc=92.66%, top5-acc=99.80%, remaining_time=0:00:00.996390, arrival_time=2021-04-10 02:05:58.501568, cost_time=0:00:00.332127 2021-04-10 02:05:57,698 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.98ms, fps=13274 images/s, loss=0.2751, top1-acc=92.71%, top5-acc=99.79%, remaining_time=0:00:00.525780, arrival_time=2021-04-10 02:05:58.224533, cost_time=0:00:00.525785 2021-04-10 02:05:57,933 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=4.57ms, fps=10951 images/s, loss=0.2722, top1-acc=92.59%, top5-acc=99.80%, remaining_time=0:00:00.253360, arrival_time=2021-04-10 02:05:58.186409, cost_time=0:00:00.760095 2021-04-10 02:05:58,132 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.08ms, fps=11680 images/s, loss=0.2783, top1-acc=92.24%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:58.132125, cost_time=0:00:00.959244 2021-04-10 02:05:58,162 INFO : Epoch=0175 complete, best val top1-acc=92.27%, top5-acc=99.80% (epoch=173), remaining_time=0:06:14.635275, arrival_time=2021-04-10 02:12:12.798165, cost_time=0:43:42.446987 2021-04-10 02:05:58,163 INFO : Train start, epoch=0176, lr=0.003806 2021-04-10 02:05:59,111 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=0.27ms, fps=2703 images/s, loss=0.0148, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:17.618850, arrival_time=2021-04-10 02:06:16.730082, cost_time=0:00:00.947246 2021-04-10 02:05:59,810 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=2.03ms, fps=3664 images/s, loss=0.0140, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:14.487440, arrival_time=2021-04-10 02:06:14.297775, cost_time=0:00:01.646295 2021-04-10 02:06:00,517 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=2.10ms, fps=3622 images/s, loss=0.0150, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:13.024028, arrival_time=2021-04-10 02:06:13.541796, cost_time=0:00:02.353734 2021-04-10 02:06:01,216 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.90ms, fps=3669 images/s, loss=0.0147, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:11.903268, arrival_time=2021-04-10 02:06:13.119412, cost_time=0:00:03.052112 2021-04-10 02:06:01,916 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.43ms, fps=3657 images/s, loss=0.0154, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:10.958030, arrival_time=2021-04-10 02:06:12.874802, cost_time=0:00:03.752739 2021-04-10 02:06:02,611 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.51ms, fps=3688 images/s, loss=0.0158, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:10.081000, arrival_time=2021-04-10 02:06:12.692475, cost_time=0:00:04.447487 2021-04-10 02:06:03,318 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=2.07ms, fps=3626 images/s, loss=0.0158, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:09.276876, arrival_time=2021-04-10 02:06:12.594831, cost_time=0:00:05.153807 2021-04-10 02:06:04,027 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.68ms, fps=3615 images/s, loss=0.0161, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:08.501640, arrival_time=2021-04-10 02:06:12.528884, cost_time=0:00:05.863213 2021-04-10 02:06:04,749 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.91ms, fps=3546 images/s, loss=0.0160, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:07.756444, arrival_time=2021-04-10 02:06:12.506142, cost_time=0:00:06.585626 2021-04-10 02:06:05,455 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.82ms, fps=3633 images/s, loss=0.0163, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:06.999360, arrival_time=2021-04-10 02:06:12.454357, cost_time=0:00:07.290950 2021-04-10 02:06:06,157 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.41ms, fps=3650 images/s, loss=0.0161, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:06.249104, arrival_time=2021-04-10 02:06:12.406219, cost_time=0:00:07.993033 2021-04-10 02:06:06,868 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=2.32ms, fps=3601 images/s, loss=0.0166, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:05.512888, arrival_time=2021-04-10 02:06:12.381530, cost_time=0:00:08.704576 2021-04-10 02:06:07,567 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.56ms, fps=3667 images/s, loss=0.0165, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:04.773978, arrival_time=2021-04-10 02:06:12.341316, cost_time=0:00:09.403263 2021-04-10 02:06:08,259 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.54ms, fps=3700 images/s, loss=0.0164, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:04.038272, arrival_time=2021-04-10 02:06:12.298019, cost_time=0:00:10.095743 2021-04-10 02:06:08,958 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.67ms, fps=3668 images/s, loss=0.0165, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:03.310160, arrival_time=2021-04-10 02:06:12.268260, cost_time=0:00:10.794074 2021-04-10 02:06:09,664 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=2.17ms, fps=3625 images/s, loss=0.0166, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:02.587680, arrival_time=2021-04-10 02:06:12.252538, cost_time=0:00:11.500728 2021-04-10 02:06:10,360 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.46ms, fps=3685 images/s, loss=0.0167, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:01.865292, arrival_time=2021-04-10 02:06:12.225475, cost_time=0:00:12.196196 2021-04-10 02:06:11,052 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.51ms, fps=3699 images/s, loss=0.0166, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:01.145664, arrival_time=2021-04-10 02:06:12.198494, cost_time=0:00:12.888772 2021-04-10 02:06:11,754 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.24ms, fps=3651 images/s, loss=0.0166, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:00.429174, arrival_time=2021-04-10 02:06:12.183872, cost_time=0:00:13.590578 2021-04-10 02:06:12,140 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=0.12ms, fps=3536 images/s, loss=0.0167, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:12.140042, cost_time=0:00:13.975993 2021-04-10 02:06:12,486 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=10.01ms, fps=7425 images/s, loss=0.2935, top1-acc=91.99%, top5-acc=99.88%, remaining_time=0:00:01.034250, arrival_time=2021-04-10 02:06:13.520900, cost_time=0:00:00.344752 2021-04-10 02:06:12,700 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=0.93ms, fps=12031 images/s, loss=0.2727, top1-acc=92.27%, top5-acc=99.84%, remaining_time=0:00:00.558160, arrival_time=2021-04-10 02:06:13.258241, cost_time=0:00:00.558170 2021-04-10 02:06:12,937 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=0.35ms, fps=10791 images/s, loss=0.2699, top1-acc=92.34%, top5-acc=99.87%, remaining_time=0:00:00.265300, arrival_time=2021-04-10 02:06:13.203072, cost_time=0:00:00.795899 2021-04-10 02:06:13,106 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.05ms, fps=13772 images/s, loss=0.2782, top1-acc=92.28%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:13.106627, cost_time=0:00:00.964694 2021-04-10 02:06:13,160 INFO : Epoch=0176 complete, best val top1-acc=92.28%, top5-acc=99.80% (epoch=176), remaining_time=0:05:59.651496, arrival_time=2021-04-10 02:12:12.811688, cost_time=0:43:57.444298 2021-04-10 02:06:13,160 INFO : Train start, epoch=0177, lr=0.003511 2021-04-10 02:06:14,070 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=0.50ms, fps=2815 images/s, loss=0.0152, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:16.915398, arrival_time=2021-04-10 02:06:30.985832, cost_time=0:00:00.909432 2021-04-10 02:06:14,767 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.53ms, fps=3673 images/s, loss=0.0153, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:14.139664, arrival_time=2021-04-10 02:06:28.907503, cost_time=0:00:01.606779 2021-04-10 02:06:15,466 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=2.61ms, fps=3666 images/s, loss=0.0152, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:12.757930, arrival_time=2021-04-10 02:06:28.224631, cost_time=0:00:02.305646 2021-04-10 02:06:16,172 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.43ms, fps=3632 images/s, loss=0.0147, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:11.743368, arrival_time=2021-04-10 02:06:27.915507, cost_time=0:00:03.011130 2021-04-10 02:06:16,870 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=2.07ms, fps=3666 images/s, loss=0.0147, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:10.832762, arrival_time=2021-04-10 02:06:27.703674, cost_time=0:00:03.709870 2021-04-10 02:06:17,571 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.86ms, fps=3657 images/s, loss=0.0146, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:09.996816, arrival_time=2021-04-10 02:06:27.568197, cost_time=0:00:04.410331 2021-04-10 02:06:18,267 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.39ms, fps=3680 images/s, loss=0.0149, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:09.191826, arrival_time=2021-04-10 02:06:27.459441, cost_time=0:00:05.106602 2021-04-10 02:06:18,972 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.81ms, fps=3635 images/s, loss=0.0147, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:08.426356, arrival_time=2021-04-10 02:06:27.398824, cost_time=0:00:05.811301 2021-04-10 02:06:19,676 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.53ms, fps=3642 images/s, loss=0.0149, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:07.673446, arrival_time=2021-04-10 02:06:27.349621, cost_time=0:00:06.515162 2021-04-10 02:06:20,382 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.53ms, fps=3627 images/s, loss=0.0150, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:06.932448, arrival_time=2021-04-10 02:06:27.314926, cost_time=0:00:07.221307 2021-04-10 02:06:21,083 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.41ms, fps=3657 images/s, loss=0.0151, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:06.193720, arrival_time=2021-04-10 02:06:27.277226, cost_time=0:00:07.922204 2021-04-10 02:06:21,784 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.84ms, fps=3656 images/s, loss=0.0149, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:05.461588, arrival_time=2021-04-10 02:06:27.246136, cost_time=0:00:08.623506 2021-04-10 02:06:22,483 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.45ms, fps=3664 images/s, loss=0.0150, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:04.733058, arrival_time=2021-04-10 02:06:27.216828, cost_time=0:00:09.322710 2021-04-10 02:06:23,189 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=2.14ms, fps=3633 images/s, loss=0.0151, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:04.011224, arrival_time=2021-04-10 02:06:27.200399, cost_time=0:00:10.027998 2021-04-10 02:06:23,882 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.56ms, fps=3699 images/s, loss=0.0150, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:03.287758, arrival_time=2021-04-10 02:06:27.169754, cost_time=0:00:10.720948 2021-04-10 02:06:24,576 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.90ms, fps=3690 images/s, loss=0.0149, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:02.568420, arrival_time=2021-04-10 02:06:27.144970, cost_time=0:00:11.415194 2021-04-10 02:06:25,273 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.95ms, fps=3681 images/s, loss=0.0150, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:01.852422, arrival_time=2021-04-10 02:06:27.125457, cost_time=0:00:12.111955 2021-04-10 02:06:25,972 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.72ms, fps=3663 images/s, loss=0.0151, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:01.138784, arrival_time=2021-04-10 02:06:27.111197, cost_time=0:00:12.811398 2021-04-10 02:06:26,669 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.23ms, fps=3675 images/s, loss=0.0154, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:00.426582, arrival_time=2021-04-10 02:06:27.096059, cost_time=0:00:13.508464 2021-04-10 02:06:27,043 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=0.08ms, fps=3644 images/s, loss=0.0154, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:27.043169, cost_time=0:00:13.882092 2021-04-10 02:06:27,397 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=0.37ms, fps=7250 images/s, loss=0.2441, top1-acc=93.24%, top5-acc=99.84%, remaining_time=0:00:01.059210, arrival_time=2021-04-10 02:06:28.456561, cost_time=0:00:00.353072 2021-04-10 02:06:27,616 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=0.27ms, fps=11686 images/s, loss=0.2698, top1-acc=92.68%, top5-acc=99.84%, remaining_time=0:00:00.572640, arrival_time=2021-04-10 02:06:28.189546, cost_time=0:00:00.572638 2021-04-10 02:06:27,841 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=0.39ms, fps=11407 images/s, loss=0.2784, top1-acc=92.23%, top5-acc=99.83%, remaining_time=0:00:00.265840, arrival_time=2021-04-10 02:06:28.107634, cost_time=0:00:00.797526 2021-04-10 02:06:28,041 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.05ms, fps=11620 images/s, loss=0.2896, top1-acc=92.17%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:28.041879, cost_time=0:00:00.997669 2021-04-10 02:06:28,068 INFO : Epoch=0177 complete, best val top1-acc=92.28%, top5-acc=99.80% (epoch=176), remaining_time=0:05:44.655989, arrival_time=2021-04-10 02:12:12.724469, cost_time=0:44:12.352618 2021-04-10 02:06:28,069 INFO : Train start, epoch=0178, lr=0.003228 2021-04-10 02:06:28,974 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=0.35ms, fps=2828 images/s, loss=0.0148, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:16.837650, arrival_time=2021-04-10 02:06:45.812040, cost_time=0:00:00.905250 2021-04-10 02:06:29,670 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.94ms, fps=3680 images/s, loss=0.0153, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:14.091440, arrival_time=2021-04-10 02:06:43.761881, cost_time=0:00:01.601297 2021-04-10 02:06:30,368 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=2.18ms, fps=3668 images/s, loss=0.0154, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:12.725062, arrival_time=2021-04-10 02:06:43.093965, cost_time=0:00:02.299717 2021-04-10 02:06:31,062 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.45ms, fps=3695 images/s, loss=0.0154, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:11.673168, arrival_time=2021-04-10 02:06:42.735423, cost_time=0:00:02.993107 2021-04-10 02:06:31,758 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.92ms, fps=3681 images/s, loss=0.0159, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:10.771734, arrival_time=2021-04-10 02:06:42.529854, cost_time=0:00:03.688940 2021-04-10 02:06:32,457 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.92ms, fps=3665 images/s, loss=0.0153, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:09.945952, arrival_time=2021-04-10 02:06:42.403036, cost_time=0:00:04.387906 2021-04-10 02:06:33,148 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=2.12ms, fps=3705 images/s, loss=0.0156, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:09.142938, arrival_time=2021-04-10 02:06:42.291591, cost_time=0:00:05.079376 2021-04-10 02:06:33,849 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.95ms, fps=3655 images/s, loss=0.0164, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:08.381696, arrival_time=2021-04-10 02:06:42.231398, cost_time=0:00:05.780518 2021-04-10 02:06:34,563 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=2.01ms, fps=3592 images/s, loss=0.0164, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:07.648112, arrival_time=2021-04-10 02:06:42.211061, cost_time=0:00:06.493657 2021-04-10 02:06:35,274 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.88ms, fps=3602 images/s, loss=0.0162, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:06.917088, arrival_time=2021-04-10 02:06:42.191540, cost_time=0:00:07.205261 2021-04-10 02:06:35,967 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.58ms, fps=3699 images/s, loss=0.0163, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:06.174714, arrival_time=2021-04-10 02:06:42.141929, cost_time=0:00:07.897913 2021-04-10 02:06:36,665 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.95ms, fps=3670 images/s, loss=0.0162, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:05.444412, arrival_time=2021-04-10 02:06:42.110019, cost_time=0:00:08.596391 2021-04-10 02:06:37,408 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=2.24ms, fps=3449 images/s, loss=0.0161, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:04.741440, arrival_time=2021-04-10 02:06:42.149805, cost_time=0:00:09.339155 2021-04-10 02:06:38,116 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.82ms, fps=3618 images/s, loss=0.0159, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:04.018896, arrival_time=2021-04-10 02:06:42.135455, cost_time=0:00:10.047281 2021-04-10 02:06:38,845 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=2.01ms, fps=3513 images/s, loss=0.0158, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:03.304824, arrival_time=2021-04-10 02:06:42.150678, cost_time=0:00:10.776660 2021-04-10 02:06:39,546 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=2.22ms, fps=3660 images/s, loss=0.0158, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:02.582244, arrival_time=2021-04-10 02:06:42.128183, cost_time=0:00:11.476634 2021-04-10 02:06:40,242 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.45ms, fps=3677 images/s, loss=0.0155, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:01.861886, arrival_time=2021-04-10 02:06:42.104840, cost_time=0:00:12.173813 2021-04-10 02:06:40,951 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.97ms, fps=3618 images/s, loss=0.0155, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:01.145040, arrival_time=2021-04-10 02:06:42.096056, cost_time=0:00:12.881700 2021-04-10 02:06:41,646 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.44ms, fps=3683 images/s, loss=0.0155, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00.428772, arrival_time=2021-04-10 02:06:42.075704, cost_time=0:00:13.577744 2021-04-10 02:06:42,029 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=0.10ms, fps=3564 images/s, loss=0.0156, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:42.029148, cost_time=0:00:13.959863 2021-04-10 02:06:42,379 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=37.76ms, fps=7348 images/s, loss=0.2817, top1-acc=92.38%, top5-acc=99.80%, remaining_time=0:00:01.045140, arrival_time=2021-04-10 02:06:43.424339, cost_time=0:00:00.348380 2021-04-10 02:06:42,583 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=0.30ms, fps=12565 images/s, loss=0.2855, top1-acc=92.40%, top5-acc=99.84%, remaining_time=0:00:00.552620, arrival_time=2021-04-10 02:06:43.136047, cost_time=0:00:00.552629 2021-04-10 02:06:42,823 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=4.49ms, fps=10676 images/s, loss=0.2891, top1-acc=92.25%, top5-acc=99.83%, remaining_time=0:00:00.264280, arrival_time=2021-04-10 02:06:43.087999, cost_time=0:00:00.792843 2021-04-10 02:06:43,033 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.06ms, fps=11066 images/s, loss=0.2888, top1-acc=92.20%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:43.033868, cost_time=0:00:01.003129 2021-04-10 02:06:43,061 INFO : Epoch=0178 complete, best val top1-acc=92.28%, top5-acc=99.80% (epoch=176), remaining_time=0:05:29.671892, arrival_time=2021-04-10 02:12:12.733132, cost_time=0:44:27.345378 2021-04-10 02:06:43,061 INFO : Train start, epoch=0179, lr=0.002956 2021-04-10 02:06:43,955 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.81ms, fps=2865 images/s, loss=0.0135, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:16.622076, arrival_time=2021-04-10 02:07:00.577769, cost_time=0:00:00.893655 2021-04-10 02:06:44,648 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.44ms, fps=3696 images/s, loss=0.0132, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:13.964016, arrival_time=2021-04-10 02:06:58.612839, cost_time=0:00:01.586828 2021-04-10 02:06:45,341 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.57ms, fps=3697 images/s, loss=0.0135, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:12.614506, arrival_time=2021-04-10 02:06:57.956221, cost_time=0:00:02.279717 2021-04-10 02:06:46,040 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.78ms, fps=3667 images/s, loss=0.0144, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:11.615604, arrival_time=2021-04-10 02:06:57.656004, cost_time=0:00:02.978373 2021-04-10 02:06:46,744 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=2.02ms, fps=3638 images/s, loss=0.0143, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:10.753046, arrival_time=2021-04-10 02:06:57.497612, cost_time=0:00:03.682554 2021-04-10 02:06:47,446 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.65ms, fps=3650 images/s, loss=0.0145, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:09.937928, arrival_time=2021-04-10 02:06:57.384331, cost_time=0:00:04.384378 2021-04-10 02:06:48,139 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.45ms, fps=3697 images/s, loss=0.0145, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:09.139158, arrival_time=2021-04-10 02:06:57.278601, cost_time=0:00:05.077317 2021-04-10 02:06:48,840 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.42ms, fps=3657 images/s, loss=0.0147, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:08.378216, arrival_time=2021-04-10 02:06:57.218262, cost_time=0:00:05.778056 2021-04-10 02:06:49,538 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.39ms, fps=3666 images/s, loss=0.0146, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:07.628184, arrival_time=2021-04-10 02:06:57.167000, cost_time=0:00:06.476725 2021-04-10 02:06:50,238 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=2.10ms, fps=3661 images/s, loss=0.0147, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:06.889536, arrival_time=2021-04-10 02:06:57.128377, cost_time=0:00:07.176563 2021-04-10 02:06:50,938 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.92ms, fps=3665 images/s, loss=0.0149, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:06.157772, arrival_time=2021-04-10 02:06:57.095989, cost_time=0:00:07.876208 2021-04-10 02:06:51,648 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.47ms, fps=3607 images/s, loss=0.0149, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:05.438028, arrival_time=2021-04-10 02:06:57.086372, cost_time=0:00:08.586356 2021-04-10 02:06:52,355 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=2.67ms, fps=3622 images/s, loss=0.0148, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:04.718274, arrival_time=2021-04-10 02:06:57.073865, cost_time=0:00:09.293543 2021-04-10 02:06:53,050 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.57ms, fps=3688 images/s, loss=0.0152, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:03.995320, arrival_time=2021-04-10 02:06:57.045668, cost_time=0:00:09.988350 2021-04-10 02:06:53,745 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.40ms, fps=3687 images/s, loss=0.0152, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:03.276166, arrival_time=2021-04-10 02:06:57.021297, cost_time=0:00:10.683093 2021-04-10 02:06:54,441 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.79ms, fps=3681 images/s, loss=0.0153, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:02.560320, arrival_time=2021-04-10 02:06:57.001472, cost_time=0:00:11.379156 2021-04-10 02:06:55,138 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.33ms, fps=3674 images/s, loss=0.0152, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:01.846962, arrival_time=2021-04-10 02:06:56.985297, cost_time=0:00:12.076338 2021-04-10 02:06:55,837 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.92ms, fps=3663 images/s, loss=0.0153, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:01.135616, arrival_time=2021-04-10 02:06:56.973394, cost_time=0:00:12.775728 2021-04-10 02:06:56,539 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.46ms, fps=3654 images/s, loss=0.0153, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:00.425592, arrival_time=2021-04-10 02:06:56.964744, cost_time=0:00:13.477011 2021-04-10 02:06:56,916 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=0.11ms, fps=3614 images/s, loss=0.0154, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:56.916201, cost_time=0:00:13.854153 2021-04-10 02:06:57,243 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=7.93ms, fps=7864 images/s, loss=0.2702, top1-acc=93.01%, top5-acc=99.77%, remaining_time=0:00:00.976590, arrival_time=2021-04-10 02:06:58.219876, cost_time=0:00:00.325530 2021-04-10 02:06:57,512 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=0.42ms, fps=9518 images/s, loss=0.2885, top1-acc=92.54%, top5-acc=99.80%, remaining_time=0:00:00.594920, arrival_time=2021-04-10 02:06:58.107614, cost_time=0:00:00.594919 2021-04-10 02:06:57,761 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=0.43ms, fps=10338 images/s, loss=0.2817, top1-acc=92.46%, top5-acc=99.79%, remaining_time=0:00:00.281000, arrival_time=2021-04-10 02:06:58.041978, cost_time=0:00:00.843011 2021-04-10 02:06:58,016 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.11ms, fps=9128 images/s, loss=0.2802, top1-acc=92.34%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:58.016108, cost_time=0:00:01.098347 2021-04-10 02:06:58,082 INFO : Epoch=0179 complete, best val top1-acc=92.34%, top5-acc=99.80% (epoch=179), remaining_time=0:05:14.691090, arrival_time=2021-04-10 02:12:12.773817, cost_time=0:44:42.366829 2021-04-10 02:06:58,083 INFO : Train start, epoch=0180, lr=0.002696 2021-04-10 02:06:58,971 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=3.01ms, fps=2882 images/s, loss=0.0135, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:16.522938, arrival_time=2021-04-10 02:07:15.494864, cost_time=0:00:00.888327 2021-04-10 02:06:59,660 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.51ms, fps=3720 images/s, loss=0.0130, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:13.876544, arrival_time=2021-04-10 02:07:13.537028, cost_time=0:00:01.576886 2021-04-10 02:07:00,356 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.62ms, fps=3683 images/s, loss=0.0132, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:12.573836, arrival_time=2021-04-10 02:07:12.929868, cost_time=0:00:02.272389 2021-04-10 02:07:01,057 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.46ms, fps=3652 images/s, loss=0.0130, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:11.598132, arrival_time=2021-04-10 02:07:12.655660, cost_time=0:00:02.973885 2021-04-10 02:07:01,767 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.82ms, fps=3606 images/s, loss=0.0128, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:10.758156, arrival_time=2021-04-10 02:07:12.526093, cost_time=0:00:03.684297 2021-04-10 02:07:02,466 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.52ms, fps=3665 images/s, loss=0.0130, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:09.935616, arrival_time=2021-04-10 02:07:12.402546, cost_time=0:00:04.383334 2021-04-10 02:07:03,162 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.45ms, fps=3681 images/s, loss=0.0131, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:09.142434, arrival_time=2021-04-10 02:07:12.305156, cost_time=0:00:05.079124 2021-04-10 02:07:03,850 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.40ms, fps=3723 images/s, loss=0.0137, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:08.362324, arrival_time=2021-04-10 02:07:12.213180, cost_time=0:00:05.767095 2021-04-10 02:07:04,560 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=2.03ms, fps=3614 images/s, loss=0.0135, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:07.627654, arrival_time=2021-04-10 02:07:12.187688, cost_time=0:00:06.476287 2021-04-10 02:07:05,253 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.39ms, fps=3696 images/s, loss=0.0135, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:06.883008, arrival_time=2021-04-10 02:07:12.136420, cost_time=0:00:07.169757 2021-04-10 02:07:05,967 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=2.20ms, fps=3586 images/s, loss=0.0136, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:06.164050, arrival_time=2021-04-10 02:07:12.131932, cost_time=0:00:07.884224 2021-04-10 02:07:06,681 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=5.75ms, fps=3595 images/s, loss=0.0137, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:05.444944, arrival_time=2021-04-10 02:07:12.125964, cost_time=0:00:08.597336 2021-04-10 02:07:07,402 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=3.22ms, fps=3554 images/s, loss=0.0137, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:04.730814, arrival_time=2021-04-10 02:07:12.132847, cost_time=0:00:09.318263 2021-04-10 02:07:08,145 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.58ms, fps=3449 images/s, loss=0.0136, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:04.024552, arrival_time=2021-04-10 02:07:12.169580, cost_time=0:00:10.061411 2021-04-10 02:07:08,843 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=2.29ms, fps=3671 images/s, loss=0.0136, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:03.299488, arrival_time=2021-04-10 02:07:12.142444, cost_time=0:00:10.759199 2021-04-10 02:07:09,537 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.45ms, fps=3691 images/s, loss=0.0136, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:02.577024, arrival_time=2021-04-10 02:07:12.114119, cost_time=0:00:11.453488 2021-04-10 02:07:10,242 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.49ms, fps=3633 images/s, loss=0.0136, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:01.859572, arrival_time=2021-04-10 02:07:12.101928, cost_time=0:00:12.158660 2021-04-10 02:07:10,930 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.42ms, fps=3726 images/s, loss=0.0136, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:01.141904, arrival_time=2021-04-10 02:07:12.071949, cost_time=0:00:12.846405 2021-04-10 02:07:11,629 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.42ms, fps=3663 images/s, loss=0.0136, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:00.427764, arrival_time=2021-04-10 02:07:12.057286, cost_time=0:00:13.545843 2021-04-10 02:07:12,008 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=0.11ms, fps=3599 images/s, loss=0.0139, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:12.007995, cost_time=0:00:13.924400 2021-04-10 02:07:12,319 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=1.90ms, fps=8246 images/s, loss=0.3043, top1-acc=92.27%, top5-acc=99.88%, remaining_time=0:00:00.931320, arrival_time=2021-04-10 02:07:13.250831, cost_time=0:00:00.310438 2021-04-10 02:07:12,545 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=2.23ms, fps=11351 images/s, loss=0.2898, top1-acc=92.50%, top5-acc=99.88%, remaining_time=0:00:00.536440, arrival_time=2021-04-10 02:07:13.081941, cost_time=0:00:00.536432 2021-04-10 02:07:12,813 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=0.19ms, fps=9558 images/s, loss=0.2912, top1-acc=92.46%, top5-acc=99.80%, remaining_time=0:00:00.268240, arrival_time=2021-04-10 02:07:13.082083, cost_time=0:00:00.804730 2021-04-10 02:07:13,033 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.09ms, fps=10574 images/s, loss=0.2985, top1-acc=92.35%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:13.033783, cost_time=0:00:01.024684 2021-04-10 02:07:13,105 INFO : Epoch=0180 complete, best val top1-acc=92.35%, top5-acc=99.76% (epoch=180), remaining_time=0:04:59.709940, arrival_time=2021-04-10 02:12:12.815214, cost_time=0:44:57.389394 2021-04-10 02:07:13,105 INFO : Train start, epoch=0181, lr=0.002447 2021-04-10 02:07:13,990 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=0.49ms, fps=2895 images/s, loss=0.0146, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:16.449654, arrival_time=2021-04-10 02:07:30.440039, cost_time=0:00:00.884388 2021-04-10 02:07:14,690 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.89ms, fps=3661 images/s, loss=0.0143, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:13.939904, arrival_time=2021-04-10 02:07:28.629969, cost_time=0:00:01.584072 2021-04-10 02:07:15,390 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.94ms, fps=3658 images/s, loss=0.0144, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:12.639738, arrival_time=2021-04-10 02:07:28.030019, cost_time=0:00:02.284286 2021-04-10 02:07:16,087 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.35ms, fps=3676 images/s, loss=0.0146, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:11.625900, arrival_time=2021-04-10 02:07:27.712952, cost_time=0:00:02.981013 2021-04-10 02:07:16,786 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.94ms, fps=3663 images/s, loss=0.0140, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:10.746914, arrival_time=2021-04-10 02:07:27.533418, cost_time=0:00:03.680464 2021-04-10 02:07:17,484 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.72ms, fps=3673 images/s, loss=0.0142, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:09.923648, arrival_time=2021-04-10 02:07:27.407701, cost_time=0:00:04.378061 2021-04-10 02:07:18,191 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.86ms, fps=3623 images/s, loss=0.0141, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:09.152892, arrival_time=2021-04-10 02:07:27.343900, cost_time=0:00:05.084968 2021-04-10 02:07:18,890 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=2.10ms, fps=3665 images/s, loss=0.0140, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:08.387032, arrival_time=2021-04-10 02:07:27.277245, cost_time=0:00:05.784132 2021-04-10 02:07:19,583 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.61ms, fps=3695 images/s, loss=0.0138, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:07.629244, arrival_time=2021-04-10 02:07:27.212923, cost_time=0:00:06.477686 2021-04-10 02:07:20,283 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=2.37ms, fps=3661 images/s, loss=0.0140, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:06.890304, arrival_time=2021-04-10 02:07:27.173850, cost_time=0:00:07.177385 2021-04-10 02:07:21,003 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=2.21ms, fps=3561 images/s, loss=0.0139, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:06.174112, arrival_time=2021-04-10 02:07:27.177308, cost_time=0:00:07.897150 2021-04-10 02:07:21,710 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.61ms, fps=3624 images/s, loss=0.0143, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:05.449352, arrival_time=2021-04-10 02:07:27.159687, cost_time=0:00:08.604195 2021-04-10 02:07:22,413 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=2.27ms, fps=3644 images/s, loss=0.0141, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:04.725336, arrival_time=2021-04-10 02:07:27.138869, cost_time=0:00:09.307500 2021-04-10 02:07:23,115 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.45ms, fps=3649 images/s, loss=0.0142, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:04.003832, arrival_time=2021-04-10 02:07:27.119565, cost_time=0:00:10.009562 2021-04-10 02:07:23,820 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=2.22ms, fps=3638 images/s, loss=0.0141, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:03.285688, arrival_time=2021-04-10 02:07:27.105962, cost_time=0:00:10.714241 2021-04-10 02:07:24,537 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=2.95ms, fps=3573 images/s, loss=0.0142, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:02.572056, arrival_time=2021-04-10 02:07:27.109576, cost_time=0:00:11.431372 2021-04-10 02:07:25,241 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.90ms, fps=3639 images/s, loss=0.0142, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:01.856062, arrival_time=2021-04-10 02:07:27.097890, cost_time=0:00:12.135812 2021-04-10 02:07:25,936 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.55ms, fps=3686 images/s, loss=0.0142, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:01.140512, arrival_time=2021-04-10 02:07:27.077405, cost_time=0:00:12.830807 2021-04-10 02:07:26,644 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.45ms, fps=3621 images/s, loss=0.0141, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:00.427530, arrival_time=2021-04-10 02:07:27.071955, cost_time=0:00:13.538430 2021-04-10 02:07:27,018 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=0.08ms, fps=3638 images/s, loss=0.0144, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:27.018816, cost_time=0:00:13.912681 2021-04-10 02:07:27,322 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=5.32ms, fps=8470 images/s, loss=0.3225, top1-acc=91.80%, top5-acc=99.77%, remaining_time=0:00:00.906720, arrival_time=2021-04-10 02:07:28.229392, cost_time=0:00:00.302239 2021-04-10 02:07:27,529 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=0.25ms, fps=12424 images/s, loss=0.2984, top1-acc=92.05%, top5-acc=99.71%, remaining_time=0:00:00.508820, arrival_time=2021-04-10 02:07:28.038010, cost_time=0:00:00.508813 2021-04-10 02:07:27,764 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=0.38ms, fps=10903 images/s, loss=0.2847, top1-acc=92.36%, top5-acc=99.74%, remaining_time=0:00:00.247980, arrival_time=2021-04-10 02:07:28.012324, cost_time=0:00:00.743932 2021-04-10 02:07:28,029 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.07ms, fps=8768 images/s, loss=0.2799, top1-acc=92.41%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:28.029381, cost_time=0:00:01.009003 2021-04-10 02:07:28,087 INFO : Epoch=0181 complete, best val top1-acc=92.41%, top5-acc=99.73% (epoch=181), remaining_time=0:04:44.724063, arrival_time=2021-04-10 02:12:12.811340, cost_time=0:45:12.371391 2021-04-10 02:07:28,088 INFO : Train start, epoch=0182, lr=0.002210 2021-04-10 02:07:28,988 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=0.47ms, fps=2843 images/s, loss=0.0146, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:16.747626, arrival_time=2021-04-10 02:07:45.736326, cost_time=0:00:00.900408 2021-04-10 02:07:29,680 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.31ms, fps=3705 images/s, loss=0.0139, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:14.009248, arrival_time=2021-04-10 02:07:43.689428, cost_time=0:00:01.591962 2021-04-10 02:07:30,377 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.46ms, fps=3673 images/s, loss=0.0131, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:12.667294, arrival_time=2021-04-10 02:07:43.044822, cost_time=0:00:02.289271 2021-04-10 02:07:31,077 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=2.00ms, fps=3659 images/s, loss=0.0129, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:11.658972, arrival_time=2021-04-10 02:07:42.736665, cost_time=0:00:02.989476 2021-04-10 02:07:31,770 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.57ms, fps=3698 images/s, loss=0.0135, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:10.752024, arrival_time=2021-04-10 02:07:42.522438, cost_time=0:00:03.682192 2021-04-10 02:07:32,464 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.84ms, fps=3691 images/s, loss=0.0133, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:09.919296, arrival_time=2021-04-10 02:07:42.383737, cost_time=0:00:04.376176 2021-04-10 02:07:33,159 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.81ms, fps=3687 images/s, loss=0.0135, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:09.127944, arrival_time=2021-04-10 02:07:42.287255, cost_time=0:00:05.071052 2021-04-10 02:07:33,856 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.40ms, fps=3677 images/s, loss=0.0135, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:08.363368, arrival_time=2021-04-10 02:07:42.219504, cost_time=0:00:05.767804 2021-04-10 02:07:34,558 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=2.15ms, fps=3647 images/s, loss=0.0137, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:07.620658, arrival_time=2021-04-10 02:07:42.179355, cost_time=0:00:06.470400 2021-04-10 02:07:35,265 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.93ms, fps=3627 images/s, loss=0.0137, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:06.889824, arrival_time=2021-04-10 02:07:42.155062, cost_time=0:00:07.176933 2021-04-10 02:07:35,968 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=2.29ms, fps=3645 images/s, loss=0.0139, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:06.160696, arrival_time=2021-04-10 02:07:42.128900, cost_time=0:00:07.879926 2021-04-10 02:07:36,666 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.48ms, fps=3672 images/s, loss=0.0139, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:05.432708, arrival_time=2021-04-10 02:07:42.099111, cost_time=0:00:08.577988 2021-04-10 02:07:37,386 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.99ms, fps=3558 images/s, loss=0.0139, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:04.720848, arrival_time=2021-04-10 02:07:42.107689, cost_time=0:00:09.298583 2021-04-10 02:07:38,106 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.93ms, fps=3563 images/s, loss=0.0139, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:04.007024, arrival_time=2021-04-10 02:07:42.112971, cost_time=0:00:10.017545 2021-04-10 02:07:38,826 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.47ms, fps=3557 images/s, loss=0.0141, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:03.293048, arrival_time=2021-04-10 02:07:42.119537, cost_time=0:00:10.738273 2021-04-10 02:07:39,521 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.59ms, fps=3688 images/s, loss=0.0140, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:02.572416, arrival_time=2021-04-10 02:07:42.093632, cost_time=0:00:11.432901 2021-04-10 02:07:40,224 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.49ms, fps=3646 images/s, loss=0.0140, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:01.856062, arrival_time=2021-04-10 02:07:42.080132, cost_time=0:00:12.135765 2021-04-10 02:07:40,926 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.42ms, fps=3645 images/s, loss=0.0140, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:01.141216, arrival_time=2021-04-10 02:07:42.068132, cost_time=0:00:12.838686 2021-04-10 02:07:41,627 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.87ms, fps=3656 images/s, loss=0.0142, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:00.427560, arrival_time=2021-04-10 02:07:42.055211, cost_time=0:00:13.539314 2021-04-10 02:07:42,011 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.71ms, fps=3546 images/s, loss=0.0142, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:42.011852, cost_time=0:00:13.923585 2021-04-10 02:07:42,342 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=0.17ms, fps=7769 images/s, loss=0.3241, top1-acc=92.03%, top5-acc=99.73%, remaining_time=0:00:00.988560, arrival_time=2021-04-10 02:07:43.331488, cost_time=0:00:00.329523 2021-04-10 02:07:42,584 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=0.64ms, fps=10606 images/s, loss=0.2910, top1-acc=92.54%, top5-acc=99.84%, remaining_time=0:00:00.571200, arrival_time=2021-04-10 02:07:43.155952, cost_time=0:00:00.571196 2021-04-10 02:07:42,835 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=0.30ms, fps=10234 images/s, loss=0.2908, top1-acc=92.41%, top5-acc=99.82%, remaining_time=0:00:00.274030, arrival_time=2021-04-10 02:07:43.109663, cost_time=0:00:00.822099 2021-04-10 02:07:43,098 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.09ms, fps=8846 images/s, loss=0.2929, top1-acc=92.47%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:43.098445, cost_time=0:00:01.084987 2021-04-10 02:07:43,178 INFO : Epoch=0182 complete, best val top1-acc=92.47%, top5-acc=99.82% (epoch=182), remaining_time=0:04:29.749008, arrival_time=2021-04-10 02:12:12.927087, cost_time=0:45:27.462184 2021-04-10 02:07:43,178 INFO : Train start, epoch=0183, lr=0.001985 2021-04-10 02:07:44,095 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=0.51ms, fps=2794 images/s, loss=0.0154, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:17.040948, arrival_time=2021-04-10 02:08:01.136057, cost_time=0:00:00.916177 2021-04-10 02:07:44,789 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=2.00ms, fps=3688 images/s, loss=0.0135, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:14.176096, arrival_time=2021-04-10 02:07:58.965967, cost_time=0:00:01.610929 2021-04-10 02:07:45,480 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.53ms, fps=3711 images/s, loss=0.0143, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:12.734192, arrival_time=2021-04-10 02:07:58.214455, cost_time=0:00:02.301371 2021-04-10 02:07:46,170 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.97ms, fps=3711 images/s, loss=0.0138, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:11.667552, arrival_time=2021-04-10 02:07:57.838174, cost_time=0:00:02.991685 2021-04-10 02:07:46,874 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=2.23ms, fps=3638 images/s, loss=0.0132, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.792174, arrival_time=2021-04-10 02:07:57.667046, cost_time=0:00:03.695974 2021-04-10 02:07:47,570 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.94ms, fps=3682 images/s, loss=0.0130, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.954384, arrival_time=2021-04-10 02:07:57.524958, cost_time=0:00:04.391631 2021-04-10 02:07:48,269 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.90ms, fps=3668 images/s, loss=0.0129, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.162342, arrival_time=2021-04-10 02:07:57.431477, cost_time=0:00:05.090195 2021-04-10 02:07:48,972 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.98ms, fps=3641 images/s, loss=0.0131, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:08.401068, arrival_time=2021-04-10 02:07:57.373862, cost_time=0:00:05.793814 2021-04-10 02:07:49,669 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=2.03ms, fps=3680 images/s, loss=0.0128, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:07.643872, arrival_time=2021-04-10 02:07:57.312893, cost_time=0:00:06.490075 2021-04-10 02:07:50,371 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=2.10ms, fps=3650 images/s, loss=0.0127, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:06.904416, arrival_time=2021-04-10 02:07:57.275580, cost_time=0:00:07.192071 2021-04-10 02:07:51,068 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=3.98ms, fps=3677 images/s, loss=0.0127, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:06.167920, arrival_time=2021-04-10 02:07:57.236071, cost_time=0:00:07.889254 2021-04-10 02:07:51,761 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.55ms, fps=3693 images/s, loss=0.0128, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:05.435748, arrival_time=2021-04-10 02:07:57.197562, cost_time=0:00:08.582788 2021-04-10 02:07:52,463 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=2.22ms, fps=3652 images/s, loss=0.0131, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:04.713654, arrival_time=2021-04-10 02:07:57.177059, cost_time=0:00:09.284452 2021-04-10 02:07:53,177 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.94ms, fps=3589 images/s, loss=0.0131, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:03.999352, arrival_time=2021-04-10 02:07:57.176734, cost_time=0:00:09.998401 2021-04-10 02:07:53,872 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.50ms, fps=3689 images/s, loss=0.0134, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:03.279202, arrival_time=2021-04-10 02:07:57.151213, cost_time=0:00:10.693053 2021-04-10 02:07:54,575 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.71ms, fps=3642 images/s, loss=0.0134, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:02.564208, arrival_time=2021-04-10 02:07:57.139650, cost_time=0:00:11.396554 2021-04-10 02:07:55,275 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=2.42ms, fps=3661 images/s, loss=0.0134, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:01.850004, arrival_time=2021-04-10 02:07:57.125270, cost_time=0:00:12.096209 2021-04-10 02:07:55,970 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.88ms, fps=3684 images/s, loss=0.0133, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:01.137072, arrival_time=2021-04-10 02:07:57.107995, cost_time=0:00:12.791978 2021-04-10 02:07:56,666 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.21ms, fps=3681 images/s, loss=0.0132, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00.425934, arrival_time=2021-04-10 02:07:57.092809, cost_time=0:00:13.487952 2021-04-10 02:07:57,049 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=0.12ms, fps=3561 images/s, loss=0.0131, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:57.049429, cost_time=0:00:13.870380 2021-04-10 02:07:57,366 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=32.34ms, fps=8120 images/s, loss=0.2854, top1-acc=92.58%, top5-acc=99.84%, remaining_time=0:00:00.945780, arrival_time=2021-04-10 02:07:58.312206, cost_time=0:00:00.315261 2021-04-10 02:07:57,597 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=0.20ms, fps=11088 images/s, loss=0.2828, top1-acc=92.40%, top5-acc=99.80%, remaining_time=0:00:00.546660, arrival_time=2021-04-10 02:07:58.144427, cost_time=0:00:00.546658 2021-04-10 02:07:57,889 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=40.37ms, fps=8796 images/s, loss=0.2806, top1-acc=92.43%, top5-acc=99.78%, remaining_time=0:00:00.279340, arrival_time=2021-04-10 02:07:58.168524, cost_time=0:00:00.838032 2021-04-10 02:07:58,086 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.16ms, fps=11800 images/s, loss=0.2790, top1-acc=92.60%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:58.086258, cost_time=0:00:01.035114 2021-04-10 02:07:58,153 INFO : Epoch=0183 complete, best val top1-acc=92.60%, top5-acc=99.81% (epoch=183), remaining_time=0:04:14.761915, arrival_time=2021-04-10 02:12:12.914947, cost_time=0:45:42.437112 2021-04-10 02:07:58,154 INFO : Train start, epoch=0184, lr=0.001772 2021-04-10 02:07:59,088 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=0.29ms, fps=2740 images/s, loss=0.0108, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:17.377608, arrival_time=2021-04-10 02:08:16.466161, cost_time=0:00:00.934283 2021-04-10 02:07:59,816 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.80ms, fps=3520 images/s, loss=0.0119, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:14.628944, arrival_time=2021-04-10 02:08:14.445500, cost_time=0:00:01.662377 2021-04-10 02:08:00,526 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.49ms, fps=3610 images/s, loss=0.0126, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:13.125454, arrival_time=2021-04-10 02:08:13.651801, cost_time=0:00:02.372069 2021-04-10 02:08:01,222 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.82ms, fps=3684 images/s, loss=0.0127, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:11.964732, arrival_time=2021-04-10 02:08:13.186777, cost_time=0:00:03.067897 2021-04-10 02:08:01,920 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.56ms, fps=3671 images/s, loss=0.0130, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:10.996136, arrival_time=2021-04-10 02:08:12.916116, cost_time=0:00:03.765779 2021-04-10 02:08:02,612 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.82ms, fps=3701 images/s, loss=0.0130, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:10.105208, arrival_time=2021-04-10 02:08:12.717518, cost_time=0:00:04.458165 2021-04-10 02:08:03,317 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=3.37ms, fps=3633 images/s, loss=0.0130, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:09.294138, arrival_time=2021-04-10 02:08:12.611788, cost_time=0:00:05.163378 2021-04-10 02:08:04,018 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.92ms, fps=3658 images/s, loss=0.0128, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:08.502916, arrival_time=2021-04-10 02:08:12.521160, cost_time=0:00:05.864073 2021-04-10 02:08:04,721 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.52ms, fps=3643 images/s, loss=0.0127, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:07.734926, arrival_time=2021-04-10 02:08:12.456434, cost_time=0:00:06.567405 2021-04-10 02:08:05,416 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.79ms, fps=3687 images/s, loss=0.0125, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:06.971616, arrival_time=2021-04-10 02:08:12.388042, cost_time=0:00:07.262147 2021-04-10 02:08:06,123 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.97ms, fps=3624 images/s, loss=0.0125, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:06.230700, arrival_time=2021-04-10 02:08:12.354336, cost_time=0:00:07.969482 2021-04-10 02:08:06,828 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=2.76ms, fps=3635 images/s, loss=0.0128, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:05.493736, arrival_time=2021-04-10 02:08:12.322181, cost_time=0:00:08.674267 2021-04-10 02:08:07,531 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.89ms, fps=3642 images/s, loss=0.0128, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:04.760910, arrival_time=2021-04-10 02:08:12.292655, cost_time=0:00:09.377598 2021-04-10 02:08:08,241 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=2.22ms, fps=3612 images/s, loss=0.0127, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:04.034744, arrival_time=2021-04-10 02:08:12.275903, cost_time=0:00:10.086907 2021-04-10 02:08:08,942 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=2.19ms, fps=3657 images/s, loss=0.0127, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:03.308274, arrival_time=2021-04-10 02:08:12.250226, cost_time=0:00:10.787793 2021-04-10 02:08:09,646 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=2.08ms, fps=3636 images/s, loss=0.0127, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:02.585808, arrival_time=2021-04-10 02:08:12.232534, cost_time=0:00:11.492452 2021-04-10 02:08:10,347 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=2.25ms, fps=3658 images/s, loss=0.0126, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:01.864850, arrival_time=2021-04-10 02:08:12.212245, cost_time=0:00:12.193233 2021-04-10 02:08:11,050 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=2.19ms, fps=3649 images/s, loss=0.0125, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:01.146288, arrival_time=2021-04-10 02:08:12.196269, cost_time=0:00:12.895664 2021-04-10 02:08:11,745 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.43ms, fps=3682 images/s, loss=0.0124, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00.429216, arrival_time=2021-04-10 02:08:12.175109, cost_time=0:00:13.591768 2021-04-10 02:08:12,122 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=0.08ms, fps=3611 images/s, loss=0.0128, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:12.122911, cost_time=0:00:13.968792 2021-04-10 02:08:12,450 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=21.59ms, fps=7851 images/s, loss=0.2722, top1-acc=92.38%, top5-acc=99.80%, remaining_time=0:00:00.978120, arrival_time=2021-04-10 02:08:13.428084, cost_time=0:00:00.326043 2021-04-10 02:08:12,687 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=0.26ms, fps=10828 images/s, loss=0.2709, top1-acc=92.81%, top5-acc=99.80%, remaining_time=0:00:00.562760, arrival_time=2021-04-10 02:08:13.249750, cost_time=0:00:00.562751 2021-04-10 02:08:12,968 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=47.17ms, fps=9130 images/s, loss=0.2788, top1-acc=92.55%, top5-acc=99.77%, remaining_time=0:00:00.281390, arrival_time=2021-04-10 02:08:13.249516, cost_time=0:00:00.844156 2021-04-10 02:08:13,160 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.08ms, fps=12111 images/s, loss=0.2734, top1-acc=92.57%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:13.160155, cost_time=0:00:01.036196 2021-04-10 02:08:13,209 INFO : Epoch=0184 complete, best val top1-acc=92.60%, top5-acc=99.81% (epoch=183), remaining_time=0:03:59.782064, arrival_time=2021-04-10 02:12:12.991779, cost_time=0:45:57.493806 2021-04-10 02:08:13,210 INFO : Train start, epoch=0185, lr=0.001571 2021-04-10 02:08:14,120 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=0.26ms, fps=2815 images/s, loss=0.0117, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:16.914654, arrival_time=2021-04-10 02:08:31.034908, cost_time=0:00:00.909390 2021-04-10 02:08:14,814 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=2.11ms, fps=3692 images/s, loss=0.0114, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:14.109216, arrival_time=2021-04-10 02:08:28.923519, cost_time=0:00:01.603318 2021-04-10 02:08:15,515 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.77ms, fps=3657 images/s, loss=0.0121, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:12.749630, arrival_time=2021-04-10 02:08:28.264783, cost_time=0:00:02.304154 2021-04-10 02:08:16,219 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.54ms, fps=3637 images/s, loss=0.0113, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:11.734944, arrival_time=2021-04-10 02:08:27.954763, cost_time=0:00:03.008965 2021-04-10 02:08:16,910 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=2.18ms, fps=3710 images/s, loss=0.0113, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:10.802394, arrival_time=2021-04-10 02:08:27.712830, cost_time=0:00:03.699459 2021-04-10 02:08:17,608 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=2.61ms, fps=3672 images/s, loss=0.0117, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:09.967712, arrival_time=2021-04-10 02:08:27.576114, cost_time=0:00:04.397493 2021-04-10 02:08:18,310 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.41ms, fps=3650 images/s, loss=0.0118, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:09.179226, arrival_time=2021-04-10 02:08:27.489692, cost_time=0:00:05.099568 2021-04-10 02:08:19,014 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.95ms, fps=3641 images/s, loss=0.0116, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:08.414640, arrival_time=2021-04-10 02:08:27.428752, cost_time=0:00:05.803184 2021-04-10 02:08:19,708 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.76ms, fps=3692 images/s, loss=0.0118, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:07.652140, arrival_time=2021-04-10 02:08:27.360153, cost_time=0:00:06.497133 2021-04-10 02:08:20,408 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.79ms, fps=3659 images/s, loss=0.0120, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:06.909408, arrival_time=2021-04-10 02:08:27.317745, cost_time=0:00:07.197302 2021-04-10 02:08:21,115 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.86ms, fps=3623 images/s, loss=0.0123, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:06.180218, arrival_time=2021-04-10 02:08:27.296001, cost_time=0:00:07.904881 2021-04-10 02:08:21,818 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.93ms, fps=3645 images/s, loss=0.0123, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:05.451632, arrival_time=2021-04-10 02:08:27.270329, cost_time=0:00:08.607809 2021-04-10 02:08:22,517 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=2.14ms, fps=3666 images/s, loss=0.0122, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:04.724874, arrival_time=2021-04-10 02:08:27.242379, cost_time=0:00:09.306623 2021-04-10 02:08:23,226 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=2.19ms, fps=3615 images/s, loss=0.0121, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:04.006128, arrival_time=2021-04-10 02:08:27.232471, cost_time=0:00:10.015308 2021-04-10 02:08:23,922 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.50ms, fps=3679 images/s, loss=0.0121, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:03.284998, arrival_time=2021-04-10 02:08:27.207854, cost_time=0:00:10.712014 2021-04-10 02:08:24,615 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.40ms, fps=3698 images/s, loss=0.0121, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:02.566080, arrival_time=2021-04-10 02:08:27.181719, cost_time=0:00:11.404798 2021-04-10 02:08:25,313 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.42ms, fps=3672 images/s, loss=0.0120, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:01.850940, arrival_time=2021-04-10 02:08:27.164446, cost_time=0:00:12.102343 2021-04-10 02:08:26,014 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.83ms, fps=3658 images/s, loss=0.0121, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:01.138080, arrival_time=2021-04-10 02:08:27.152353, cost_time=0:00:12.803378 2021-04-10 02:08:26,715 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.40ms, fps=3652 images/s, loss=0.0122, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00.426474, arrival_time=2021-04-10 02:08:27.142337, cost_time=0:00:13.504984 2021-04-10 02:08:27,089 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=0.07ms, fps=3647 images/s, loss=0.0121, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:27.089273, cost_time=0:00:13.878441 2021-04-10 02:08:27,410 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=7.24ms, fps=8006 images/s, loss=0.2910, top1-acc=92.58%, top5-acc=99.80%, remaining_time=0:00:00.959280, arrival_time=2021-04-10 02:08:28.369309, cost_time=0:00:00.319757 2021-04-10 02:08:27,628 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=2.01ms, fps=11748 images/s, loss=0.2744, top1-acc=92.70%, top5-acc=99.80%, remaining_time=0:00:00.538080, arrival_time=2021-04-10 02:08:28.166485, cost_time=0:00:00.538076 2021-04-10 02:08:27,873 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=0.31ms, fps=10482 images/s, loss=0.2810, top1-acc=92.58%, top5-acc=99.80%, remaining_time=0:00:00.260960, arrival_time=2021-04-10 02:08:28.134080, cost_time=0:00:00.782873 2021-04-10 02:08:28,047 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.05ms, fps=13331 images/s, loss=0.2761, top1-acc=92.32%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:28.047506, cost_time=0:00:00.957286 2021-04-10 02:08:28,074 INFO : Epoch=0185 complete, best val top1-acc=92.60%, top5-acc=99.81% (epoch=183), remaining_time=0:03:44.785830, arrival_time=2021-04-10 02:12:12.860320, cost_time=0:46:12.358626 2021-04-10 02:08:28,075 INFO : Train start, epoch=0186, lr=0.001382 2021-04-10 02:08:28,945 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=2.90ms, fps=2941 images/s, loss=0.0108, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:16.190370, arrival_time=2021-04-10 02:08:45.136041, cost_time=0:00:00.870449 2021-04-10 02:08:29,646 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.88ms, fps=3659 images/s, loss=0.0111, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:13.821632, arrival_time=2021-04-10 02:08:43.467601, cost_time=0:00:01.570641 2021-04-10 02:08:30,340 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.43ms, fps=3689 images/s, loss=0.0117, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:12.534992, arrival_time=2021-04-10 02:08:42.875548, cost_time=0:00:02.265347 2021-04-10 02:08:31,035 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=2.10ms, fps=3688 images/s, loss=0.0118, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:11.543844, arrival_time=2021-04-10 02:08:42.579096, cost_time=0:00:02.959977 2021-04-10 02:08:31,733 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=2.59ms, fps=3668 images/s, loss=0.0115, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:10.682966, arrival_time=2021-04-10 02:08:42.416758, cost_time=0:00:03.658534 2021-04-10 02:08:32,447 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.94ms, fps=3594 images/s, loss=0.0115, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.909504, arrival_time=2021-04-10 02:08:42.356703, cost_time=0:00:04.371859 2021-04-10 02:08:33,143 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.88ms, fps=3681 images/s, loss=0.0122, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:09.122904, arrival_time=2021-04-10 02:08:42.266393, cost_time=0:00:05.068254 2021-04-10 02:08:33,879 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.98ms, fps=3481 images/s, loss=0.0120, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:08.416032, arrival_time=2021-04-10 02:08:42.295514, cost_time=0:00:05.804135 2021-04-10 02:08:34,589 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=2.70ms, fps=3612 images/s, loss=0.0120, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:07.671644, arrival_time=2021-04-10 02:08:42.260594, cost_time=0:00:06.513684 2021-04-10 02:08:35,289 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.51ms, fps=3657 images/s, loss=0.0121, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:06.925632, arrival_time=2021-04-10 02:08:42.215071, cost_time=0:00:07.214243 2021-04-10 02:08:35,987 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=2.07ms, fps=3670 images/s, loss=0.0121, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:06.185980, arrival_time=2021-04-10 02:08:42.173510, cost_time=0:00:07.912258 2021-04-10 02:08:36,698 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.90ms, fps=3605 images/s, loss=0.0119, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:05.461284, arrival_time=2021-04-10 02:08:42.159601, cost_time=0:00:08.623077 2021-04-10 02:08:37,402 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=2.23ms, fps=3641 images/s, loss=0.0120, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:04.735170, arrival_time=2021-04-10 02:08:42.137272, cost_time=0:00:09.326876 2021-04-10 02:08:38,132 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=2.61ms, fps=3511 images/s, loss=0.0119, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:04.022648, arrival_time=2021-04-10 02:08:42.154587, cost_time=0:00:10.056599 2021-04-10 02:08:38,833 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=2.18ms, fps=3652 images/s, loss=0.0120, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:03.299258, arrival_time=2021-04-10 02:08:42.133075, cost_time=0:00:10.758472 2021-04-10 02:08:39,576 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=2.17ms, fps=3448 images/s, loss=0.0118, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:02.587896, arrival_time=2021-04-10 02:08:42.164819, cost_time=0:00:11.501725 2021-04-10 02:08:40,277 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=2.05ms, fps=3656 images/s, loss=0.0118, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:01.866254, arrival_time=2021-04-10 02:08:42.143986, cost_time=0:00:12.202355 2021-04-10 02:08:40,979 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.36ms, fps=3650 images/s, loss=0.0119, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:01.147072, arrival_time=2021-04-10 02:08:42.126876, cost_time=0:00:12.904579 2021-04-10 02:08:41,685 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.48ms, fps=3630 images/s, loss=0.0118, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:00.429804, arrival_time=2021-04-10 02:08:42.115465, cost_time=0:00:13.610406 2021-04-10 02:08:42,058 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.47ms, fps=3649 images/s, loss=0.0118, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:42.058946, cost_time=0:00:13.983771 2021-04-10 02:08:42,385 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=2.38ms, fps=7868 images/s, loss=0.3088, top1-acc=92.38%, top5-acc=99.73%, remaining_time=0:00:00.976110, arrival_time=2021-04-10 02:08:43.361403, cost_time=0:00:00.325367 2021-04-10 02:08:42,628 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=0.23ms, fps=10531 images/s, loss=0.2818, top1-acc=92.68%, top5-acc=99.80%, remaining_time=0:00:00.568900, arrival_time=2021-04-10 02:08:43.197715, cost_time=0:00:00.568891 2021-04-10 02:08:42,860 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=0.18ms, fps=11091 images/s, loss=0.2869, top1-acc=92.41%, top5-acc=99.75%, remaining_time=0:00:00.266720, arrival_time=2021-04-10 02:08:43.126859, cost_time=0:00:00.800169 2021-04-10 02:08:43,018 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.11ms, fps=14724 images/s, loss=0.2846, top1-acc=92.53%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:43.018187, cost_time=0:00:00.958305 2021-04-10 02:08:43,053 INFO : Epoch=0186 complete, best val top1-acc=92.60%, top5-acc=99.81% (epoch=183), remaining_time=0:03:29.799646, arrival_time=2021-04-10 02:12:12.853598, cost_time=0:46:27.338091 2021-04-10 02:08:43,054 INFO : Train start, epoch=0187, lr=0.001204 2021-04-10 02:08:43,962 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.40ms, fps=2819 images/s, loss=0.0111, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:16.888614, arrival_time=2021-04-10 02:09:00.851225, cost_time=0:00:00.907989 2021-04-10 02:08:44,656 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.91ms, fps=3694 images/s, loss=0.0113, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:14.092320, arrival_time=2021-04-10 02:08:58.748383, cost_time=0:00:01.601395 2021-04-10 02:08:45,356 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.67ms, fps=3658 images/s, loss=0.0112, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:12.737014, arrival_time=2021-04-10 02:08:58.093526, cost_time=0:00:02.301857 2021-04-10 02:08:46,082 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=2.66ms, fps=3530 images/s, loss=0.0109, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.807328, arrival_time=2021-04-10 02:08:57.889646, cost_time=0:00:03.027530 2021-04-10 02:08:46,789 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.50ms, fps=3623 images/s, loss=0.0109, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:10.906638, arrival_time=2021-04-10 02:08:57.696448, cost_time=0:00:03.735142 2021-04-10 02:08:47,488 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.94ms, fps=3669 images/s, loss=0.0108, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:10.049040, arrival_time=2021-04-10 02:08:57.537236, cost_time=0:00:04.433421 2021-04-10 02:08:48,186 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.45ms, fps=3669 images/s, loss=0.0111, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:09.237690, arrival_time=2021-04-10 02:08:57.424393, cost_time=0:00:05.132033 2021-04-10 02:08:48,886 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=2.10ms, fps=3660 images/s, loss=0.0115, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:08.456632, arrival_time=2021-04-10 02:08:57.343521, cost_time=0:00:05.832185 2021-04-10 02:08:49,583 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=2.14ms, fps=3676 images/s, loss=0.0116, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:07.689876, arrival_time=2021-04-10 02:08:57.273685, cost_time=0:00:06.529147 2021-04-10 02:08:50,289 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=2.03ms, fps=3633 images/s, loss=0.0114, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.944928, arrival_time=2021-04-10 02:08:57.233986, cost_time=0:00:07.234345 2021-04-10 02:08:50,985 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.90ms, fps=3681 images/s, loss=0.0116, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.200084, arrival_time=2021-04-10 02:08:57.185138, cost_time=0:00:07.930391 2021-04-10 02:08:51,681 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.42ms, fps=3680 images/s, loss=0.0117, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:05.463488, arrival_time=2021-04-10 02:08:57.144684, cost_time=0:00:08.626576 2021-04-10 02:08:52,385 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.92ms, fps=3640 images/s, loss=0.0116, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:04.736886, arrival_time=2021-04-10 02:08:57.121854, cost_time=0:00:09.330192 2021-04-10 02:08:53,092 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.47ms, fps=3624 images/s, loss=0.0119, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:04.015032, arrival_time=2021-04-10 02:08:57.107206, cost_time=0:00:10.037554 2021-04-10 02:08:53,808 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.90ms, fps=3577 images/s, loss=0.0118, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:03.297786, arrival_time=2021-04-10 02:08:57.106084, cost_time=0:00:10.753637 2021-04-10 02:08:54,503 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.89ms, fps=3686 images/s, loss=0.0119, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:02.575944, arrival_time=2021-04-10 02:08:57.079417, cost_time=0:00:11.448706 2021-04-10 02:08:55,198 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=2.18ms, fps=3686 images/s, loss=0.0121, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:01.857336, arrival_time=2021-04-10 02:08:57.056150, cost_time=0:00:12.144124 2021-04-10 02:08:55,899 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.89ms, fps=3658 images/s, loss=0.0122, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:01.141744, arrival_time=2021-04-10 02:08:57.040992, cost_time=0:00:12.844632 2021-04-10 02:08:56,604 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.92ms, fps=3635 images/s, loss=0.0122, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:00.427872, arrival_time=2021-04-10 02:08:57.031862, cost_time=0:00:13.549336 2021-04-10 02:08:56,981 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=0.08ms, fps=3612 images/s, loss=0.0123, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:56.981067, cost_time=0:00:13.926389 2021-04-10 02:08:57,340 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.26ms, fps=7137 images/s, loss=0.2746, top1-acc=92.62%, top5-acc=99.88%, remaining_time=0:00:01.075980, arrival_time=2021-04-10 02:08:58.416797, cost_time=0:00:00.358662 2021-04-10 02:08:57,528 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=3.65ms, fps=13705 images/s, loss=0.2703, top1-acc=92.36%, top5-acc=99.84%, remaining_time=0:00:00.545960, arrival_time=2021-04-10 02:08:58.074023, cost_time=0:00:00.545953 2021-04-10 02:08:57,737 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=0.26ms, fps=12223 images/s, loss=0.2721, top1-acc=92.49%, top5-acc=99.80%, remaining_time=0:00:00.251910, arrival_time=2021-04-10 02:08:57.989797, cost_time=0:00:00.755716 2021-04-10 02:08:57,932 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=1.25ms, fps=11937 images/s, loss=0.2727, top1-acc=92.38%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:57.932638, cost_time=0:00:00.950539 2021-04-10 02:08:57,959 INFO : Epoch=0187 complete, best val top1-acc=92.60%, top5-acc=99.81% (epoch=183), remaining_time=0:03:14.808367, arrival_time=2021-04-10 02:12:12.767693, cost_time=0:46:42.243465 2021-04-10 02:08:57,959 INFO : Train start, epoch=0188, lr=0.001039 2021-04-10 02:08:58,821 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=0.26ms, fps=2973 images/s, loss=0.0128, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:16.016646, arrival_time=2021-04-10 02:09:14.837770, cost_time=0:00:00.861106 2021-04-10 02:08:59,518 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.92ms, fps=3676 images/s, loss=0.0110, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:13.711280, arrival_time=2021-04-10 02:09:13.229357, cost_time=0:00:01.558100 2021-04-10 02:09:00,230 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=2.19ms, fps=3594 images/s, loss=0.0104, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:12.564872, arrival_time=2021-04-10 02:09:12.795647, cost_time=0:00:02.270748 2021-04-10 02:09:00,931 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.41ms, fps=3656 images/s, loss=0.0113, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:11.589240, arrival_time=2021-04-10 02:09:12.520861, cost_time=0:00:02.971598 2021-04-10 02:09:01,630 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.45ms, fps=3668 images/s, loss=0.0107, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.716838, arrival_time=2021-04-10 02:09:12.347068, cost_time=0:00:03.670166 2021-04-10 02:09:02,327 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.42ms, fps=3677 images/s, loss=0.0109, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:09.898352, arrival_time=2021-04-10 02:09:12.225337, cost_time=0:00:04.366938 2021-04-10 02:09:03,024 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.59ms, fps=3674 images/s, loss=0.0111, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:09.115722, arrival_time=2021-04-10 02:09:12.140067, cost_time=0:00:05.064275 2021-04-10 02:09:03,719 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=2.03ms, fps=3684 images/s, loss=0.0110, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:08.351768, arrival_time=2021-04-10 02:09:12.071577, cost_time=0:00:05.759817 2021-04-10 02:09:04,417 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.58ms, fps=3674 images/s, loss=0.0110, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:07.604864, arrival_time=2021-04-10 02:09:12.021905, cost_time=0:00:06.456965 2021-04-10 02:09:05,111 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.35ms, fps=3691 images/s, loss=0.0114, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.865248, arrival_time=2021-04-10 02:09:11.976545, cost_time=0:00:07.151254 2021-04-10 02:09:05,807 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=2.19ms, fps=3683 images/s, loss=0.0114, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:06.134896, arrival_time=2021-04-10 02:09:11.942012, cost_time=0:00:07.846992 2021-04-10 02:09:06,504 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.34ms, fps=3677 images/s, loss=0.0114, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:05.411200, arrival_time=2021-04-10 02:09:11.915180, cost_time=0:00:08.543967 2021-04-10 02:09:07,204 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.48ms, fps=3656 images/s, loss=0.0114, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:04.693458, arrival_time=2021-04-10 02:09:11.898135, cost_time=0:00:09.244662 2021-04-10 02:09:07,911 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=2.49ms, fps=3627 images/s, loss=0.0116, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:03.980368, arrival_time=2021-04-10 02:09:11.891405, cost_time=0:00:09.950886 2021-04-10 02:09:08,625 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=2.49ms, fps=3588 images/s, loss=0.0116, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:03.270692, arrival_time=2021-04-10 02:09:11.896047, cost_time=0:00:10.665324 2021-04-10 02:09:09,328 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=2.08ms, fps=3644 images/s, loss=0.0115, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:02.557908, arrival_time=2021-04-10 02:09:11.886308, cost_time=0:00:11.368417 2021-04-10 02:09:10,046 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=3.86ms, fps=3567 images/s, loss=0.0115, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:01.848522, arrival_time=2021-04-10 02:09:11.895152, cost_time=0:00:12.086496 2021-04-10 02:09:10,756 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=2.00ms, fps=3611 images/s, loss=0.0114, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:01.137456, arrival_time=2021-04-10 02:09:11.893778, cost_time=0:00:12.796301 2021-04-10 02:09:11,453 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.23ms, fps=3677 images/s, loss=0.0114, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00.426096, arrival_time=2021-04-10 02:09:11.879097, cost_time=0:00:13.493022 2021-04-10 02:09:11,822 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=0.08ms, fps=3681 images/s, loss=0.0114, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:11.822834, cost_time=0:00:13.862869 2021-04-10 02:09:12,158 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=1.92ms, fps=7641 images/s, loss=0.2979, top1-acc=92.30%, top5-acc=99.73%, remaining_time=0:00:01.005030, arrival_time=2021-04-10 02:09:13.163882, cost_time=0:00:00.335010 2021-04-10 02:09:12,379 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=0.43ms, fps=11627 images/s, loss=0.2855, top1-acc=92.70%, top5-acc=99.77%, remaining_time=0:00:00.555720, arrival_time=2021-04-10 02:09:12.935259, cost_time=0:00:00.555720 2021-04-10 02:09:12,629 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=0.31ms, fps=10279 images/s, loss=0.2926, top1-acc=92.32%, top5-acc=99.77%, remaining_time=0:00:00.268420, arrival_time=2021-04-10 02:09:12.897478, cost_time=0:00:00.805255 2021-04-10 02:09:12,850 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.09ms, fps=10523 images/s, loss=0.2745, top1-acc=92.42%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:12.849952, cost_time=0:00:01.026174 2021-04-10 02:09:12,888 INFO : Epoch=0188 complete, best val top1-acc=92.60%, top5-acc=99.81% (epoch=183), remaining_time=0:02:59.819508, arrival_time=2021-04-10 02:12:12.707779, cost_time=0:46:57.172378 2021-04-10 02:09:12,889 INFO : Train start, epoch=0189, lr=0.000886 2021-04-10 02:09:13,781 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=0.26ms, fps=2870 images/s, loss=0.0119, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:16.590456, arrival_time=2021-04-10 02:09:30.371747, cost_time=0:00:00.891961 2021-04-10 02:09:14,478 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.81ms, fps=3673 images/s, loss=0.0117, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:13.988304, arrival_time=2021-04-10 02:09:28.467200, cost_time=0:00:01.589571 2021-04-10 02:09:15,182 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.96ms, fps=3643 images/s, loss=0.0117, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:12.687214, arrival_time=2021-04-10 02:09:27.869429, cost_time=0:00:02.292882 2021-04-10 02:09:15,887 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.78ms, fps=3634 images/s, loss=0.0114, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:11.691420, arrival_time=2021-04-10 02:09:27.578561, cost_time=0:00:02.997819 2021-04-10 02:09:16,612 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.79ms, fps=3534 images/s, loss=0.0111, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:10.870430, arrival_time=2021-04-10 02:09:27.482504, cost_time=0:00:03.722751 2021-04-10 02:09:17,310 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.46ms, fps=3670 images/s, loss=0.0108, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:10.020480, arrival_time=2021-04-10 02:09:27.330580, cost_time=0:00:04.420815 2021-04-10 02:09:18,019 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=2.92ms, fps=3611 images/s, loss=0.0109, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:09.234288, arrival_time=2021-04-10 02:09:27.253999, cost_time=0:00:05.130144 2021-04-10 02:09:18,738 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=2.05ms, fps=3568 images/s, loss=0.0109, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:08.480760, arrival_time=2021-04-10 02:09:27.218880, cost_time=0:00:05.848766 2021-04-10 02:09:19,440 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.68ms, fps=3650 images/s, loss=0.0110, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:07.715316, arrival_time=2021-04-10 02:09:27.155425, cost_time=0:00:06.550704 2021-04-10 02:09:20,138 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.74ms, fps=3671 images/s, loss=0.0109, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.958848, arrival_time=2021-04-10 02:09:27.096893, cost_time=0:00:07.248751 2021-04-10 02:09:20,843 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.91ms, fps=3635 images/s, loss=0.0109, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:06.218230, arrival_time=2021-04-10 02:09:27.061137, cost_time=0:00:07.953500 2021-04-10 02:09:21,548 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=2.21ms, fps=3632 images/s, loss=0.0108, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.484084, arrival_time=2021-04-10 02:09:27.032471, cost_time=0:00:08.659058 2021-04-10 02:09:22,247 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.50ms, fps=3667 images/s, loss=0.0106, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.750878, arrival_time=2021-04-10 02:09:26.998040, cost_time=0:00:09.357790 2021-04-10 02:09:22,946 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=2.14ms, fps=3665 images/s, loss=0.0107, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.022760, arrival_time=2021-04-10 02:09:26.969057, cost_time=0:00:10.056945 2021-04-10 02:09:23,650 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=2.59ms, fps=3636 images/s, loss=0.0108, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.300224, arrival_time=2021-04-10 02:09:26.951076, cost_time=0:00:10.761536 2021-04-10 02:09:24,352 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.98ms, fps=3649 images/s, loss=0.0108, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.579292, arrival_time=2021-04-10 02:09:26.932205, cost_time=0:00:11.463546 2021-04-10 02:09:25,054 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=2.04ms, fps=3655 images/s, loss=0.0108, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.860456, arrival_time=2021-04-10 02:09:26.914414, cost_time=0:00:12.164591 2021-04-10 02:09:25,753 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=2.03ms, fps=3665 images/s, loss=0.0107, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:01.143456, arrival_time=2021-04-10 02:09:26.896587, cost_time=0:00:12.863794 2021-04-10 02:09:26,448 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.99ms, fps=3684 images/s, loss=0.0107, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00.428190, arrival_time=2021-04-10 02:09:26.876883, cost_time=0:00:13.559321 2021-04-10 02:09:26,820 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=0.09ms, fps=3659 images/s, loss=0.0108, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:26.820897, cost_time=0:00:13.931561 2021-04-10 02:09:27,117 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=2.22ms, fps=8689 images/s, loss=0.2930, top1-acc=92.23%, top5-acc=99.80%, remaining_time=0:00:00.883830, arrival_time=2021-04-10 02:09:28.000840, cost_time=0:00:00.294608 2021-04-10 02:09:27,351 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=6.59ms, fps=10938 images/s, loss=0.2813, top1-acc=92.46%, top5-acc=99.75%, remaining_time=0:00:00.529100, arrival_time=2021-04-10 02:09:27.880611, cost_time=0:00:00.529108 2021-04-10 02:09:27,592 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=8.35ms, fps=10634 images/s, loss=0.2759, top1-acc=92.54%, top5-acc=99.79%, remaining_time=0:00:00.256770, arrival_time=2021-04-10 02:09:27.849440, cost_time=0:00:00.770307 2021-04-10 02:09:27,801 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.07ms, fps=11150 images/s, loss=0.2826, top1-acc=92.52%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:27.801048, cost_time=0:00:00.978702 2021-04-10 02:09:27,840 INFO : Epoch=0189 complete, best val top1-acc=92.60%, top5-acc=99.81% (epoch=183), remaining_time=0:02:44.832646, arrival_time=2021-04-10 02:12:12.673138, cost_time=0:47:12.124582 2021-04-10 02:09:27,841 INFO : Train start, epoch=0190, lr=0.000745 2021-04-10 02:09:28,738 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=0.26ms, fps=2854 images/s, loss=0.0105, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.684572, arrival_time=2021-04-10 02:09:45.423444, cost_time=0:00:00.897023 2021-04-10 02:09:29,447 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.44ms, fps=3614 images/s, loss=0.0104, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:14.132272, arrival_time=2021-04-10 02:09:43.580142, cost_time=0:00:01.605941 2021-04-10 02:09:30,140 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.59ms, fps=3697 images/s, loss=0.0107, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:12.721078, arrival_time=2021-04-10 02:09:42.861941, cost_time=0:00:02.299002 2021-04-10 02:09:30,841 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.44ms, fps=3658 images/s, loss=0.0113, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:11.697816, arrival_time=2021-04-10 02:09:42.539190, cost_time=0:00:02.999436 2021-04-10 02:09:31,537 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=2.04ms, fps=3681 images/s, loss=0.0113, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:10.791298, arrival_time=2021-04-10 02:09:42.328815, cost_time=0:00:03.695658 2021-04-10 02:09:32,243 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.84ms, fps=3629 images/s, loss=0.0112, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:09.977368, arrival_time=2021-04-10 02:09:42.221036, cost_time=0:00:04.401778 2021-04-10 02:09:32,944 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.38ms, fps=3654 images/s, loss=0.0111, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:09.185400, arrival_time=2021-04-10 02:09:42.130228, cost_time=0:00:05.103009 2021-04-10 02:09:33,643 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.96ms, fps=3664 images/s, loss=0.0112, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:08.413016, arrival_time=2021-04-10 02:09:42.056910, cost_time=0:00:05.802044 2021-04-10 02:09:34,340 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.65ms, fps=3676 images/s, loss=0.0110, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:07.654366, arrival_time=2021-04-10 02:09:41.995268, cost_time=0:00:06.498998 2021-04-10 02:09:35,037 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.91ms, fps=3681 images/s, loss=0.0108, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.907296, arrival_time=2021-04-10 02:09:41.944283, cost_time=0:00:07.195141 2021-04-10 02:09:35,738 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.73ms, fps=3653 images/s, loss=0.0107, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:06.173596, arrival_time=2021-04-10 02:09:41.911823, cost_time=0:00:07.896417 2021-04-10 02:09:36,442 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.39ms, fps=3636 images/s, loss=0.0107, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:05.447300, arrival_time=2021-04-10 02:09:41.890160, cost_time=0:00:08.600968 2021-04-10 02:09:37,140 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.73ms, fps=3676 images/s, loss=0.0108, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.720584, arrival_time=2021-04-10 02:09:41.860531, cost_time=0:00:09.298077 2021-04-10 02:09:37,845 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=2.11ms, fps=3629 images/s, loss=0.0108, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.001648, arrival_time=2021-04-10 02:09:41.847567, cost_time=0:00:10.004064 2021-04-10 02:09:38,582 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=2.51ms, fps=3479 images/s, loss=0.0107, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.293738, arrival_time=2021-04-10 02:09:41.876310, cost_time=0:00:10.740477 2021-04-10 02:09:39,326 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=2.20ms, fps=3449 images/s, loss=0.0107, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.583972, arrival_time=2021-04-10 02:09:41.910078, cost_time=0:00:11.484245 2021-04-10 02:09:40,031 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.60ms, fps=3634 images/s, loss=0.0107, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.864252, arrival_time=2021-04-10 02:09:41.895554, cost_time=0:00:12.189343 2021-04-10 02:09:40,762 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=2.23ms, fps=3507 images/s, loss=0.0106, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:01.148448, arrival_time=2021-04-10 02:09:41.910450, cost_time=0:00:12.920128 2021-04-10 02:09:41,500 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.49ms, fps=3470 images/s, loss=0.0106, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00.431322, arrival_time=2021-04-10 02:09:41.931840, cost_time=0:00:13.658617 2021-04-10 02:09:41,878 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.91ms, fps=3599 images/s, loss=0.0105, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:41.878932, cost_time=0:00:14.037109 2021-04-10 02:09:42,242 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=33.86ms, fps=7072 images/s, loss=0.2632, top1-acc=93.05%, top5-acc=99.84%, remaining_time=0:00:01.085940, arrival_time=2021-04-10 02:09:43.328184, cost_time=0:00:00.361981 2021-04-10 02:09:42,486 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=0.18ms, fps=10517 images/s, loss=0.2667, top1-acc=92.56%, top5-acc=99.80%, remaining_time=0:00:00.605880, arrival_time=2021-04-10 02:09:43.091980, cost_time=0:00:00.605884 2021-04-10 02:09:42,676 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=4.66ms, fps=13511 images/s, loss=0.2744, top1-acc=92.53%, top5-acc=99.83%, remaining_time=0:00:00.265230, arrival_time=2021-04-10 02:09:42.941225, cost_time=0:00:00.795690 2021-04-10 02:09:42,838 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.06ms, fps=14316 images/s, loss=0.2754, top1-acc=92.55%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:42.838493, cost_time=0:00:00.958284 2021-04-10 02:09:42,911 INFO : Epoch=0190 complete, best val top1-acc=92.60%, top5-acc=99.81% (epoch=183), remaining_time=0:02:29.852400, arrival_time=2021-04-10 02:12:12.763927, cost_time=0:47:27.195643 2021-04-10 02:09:42,912 INFO : Train start, epoch=0191, lr=0.000616 2021-04-10 02:09:43,806 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=0.37ms, fps=2864 images/s, loss=0.0129, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:16.625982, arrival_time=2021-04-10 02:10:00.432173, cost_time=0:00:00.893869 2021-04-10 02:09:44,495 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.43ms, fps=3715 images/s, loss=0.0116, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:13.935504, arrival_time=2021-04-10 02:09:58.431409, cost_time=0:00:01.583583 2021-04-10 02:09:45,188 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.71ms, fps=3698 images/s, loss=0.0111, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:12.595748, arrival_time=2021-04-10 02:09:57.784431, cost_time=0:00:02.276333 2021-04-10 02:09:45,885 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=2.11ms, fps=3677 images/s, loss=0.0111, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:11.594856, arrival_time=2021-04-10 02:09:57.480231, cost_time=0:00:02.973052 2021-04-10 02:09:46,583 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.59ms, fps=3670 images/s, loss=0.0110, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:10.719612, arrival_time=2021-04-10 02:09:57.302986, cost_time=0:00:03.671087 2021-04-10 02:09:47,281 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.43ms, fps=3669 images/s, loss=0.0110, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:09.903520, arrival_time=2021-04-10 02:09:57.185070, cost_time=0:00:04.369220 2021-04-10 02:09:47,982 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.58ms, fps=3657 images/s, loss=0.0110, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:09.125802, arrival_time=2021-04-10 02:09:57.107955, cost_time=0:00:05.069856 2021-04-10 02:09:48,676 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.53ms, fps=3690 images/s, loss=0.0109, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:08.357800, arrival_time=2021-04-10 02:09:57.034103, cost_time=0:00:05.763986 2021-04-10 02:09:49,377 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.53ms, fps=3654 images/s, loss=0.0108, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:07.614510, arrival_time=2021-04-10 02:09:56.992063, cost_time=0:00:06.465182 2021-04-10 02:09:50,074 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.42ms, fps=3676 images/s, loss=0.0106, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:06.875712, arrival_time=2021-04-10 02:09:56.950160, cost_time=0:00:07.162166 2021-04-10 02:09:50,780 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.51ms, fps=3630 images/s, loss=0.0106, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:06.151150, arrival_time=2021-04-10 02:09:56.931334, cost_time=0:00:07.867789 2021-04-10 02:09:51,474 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.91ms, fps=3692 images/s, loss=0.0105, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.422600, arrival_time=2021-04-10 02:09:56.896876, cost_time=0:00:08.561947 2021-04-10 02:09:52,176 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.49ms, fps=3650 images/s, loss=0.0106, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.703160, arrival_time=2021-04-10 02:09:56.879339, cost_time=0:00:09.263811 2021-04-10 02:09:52,875 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=2.01ms, fps=3666 images/s, loss=0.0106, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.985128, arrival_time=2021-04-10 02:09:56.860179, cost_time=0:00:09.962756 2021-04-10 02:09:53,578 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.99ms, fps=3642 images/s, loss=0.0105, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.270968, arrival_time=2021-04-10 02:09:56.849444, cost_time=0:00:10.666143 2021-04-10 02:09:54,290 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.53ms, fps=3600 images/s, loss=0.0104, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.559996, arrival_time=2021-04-10 02:09:56.850124, cost_time=0:00:11.377768 2021-04-10 02:09:54,996 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.91ms, fps=3630 images/s, loss=0.0104, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.848080, arrival_time=2021-04-10 02:09:56.844065, cost_time=0:00:12.083628 2021-04-10 02:09:55,693 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.71ms, fps=3675 images/s, loss=0.0104, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.136080, arrival_time=2021-04-10 02:09:56.829275, cost_time=0:00:12.780866 2021-04-10 02:09:56,398 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.34ms, fps=3632 images/s, loss=0.0103, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00.425880, arrival_time=2021-04-10 02:09:56.824537, cost_time=0:00:13.486235 2021-04-10 02:09:56,771 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=0.07ms, fps=3651 images/s, loss=0.0104, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:56.771867, cost_time=0:00:13.859589 2021-04-10 02:09:57,123 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=0.37ms, fps=7297 images/s, loss=0.2846, top1-acc=92.27%, top5-acc=99.77%, remaining_time=0:00:01.052460, arrival_time=2021-04-10 02:09:58.176164, cost_time=0:00:00.350824 2021-04-10 02:09:57,309 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.71ms, fps=13777 images/s, loss=0.2680, top1-acc=92.83%, top5-acc=99.82%, remaining_time=0:00:00.537100, arrival_time=2021-04-10 02:09:57.847045, cost_time=0:00:00.537108 2021-04-10 02:09:57,540 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=22.83ms, fps=11138 images/s, loss=0.2857, top1-acc=92.54%, top5-acc=99.79%, remaining_time=0:00:00.255750, arrival_time=2021-04-10 02:09:57.795850, cost_time=0:00:00.767255 2021-04-10 02:09:57,747 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.05ms, fps=11226 images/s, loss=0.2808, top1-acc=92.59%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:57.747156, cost_time=0:00:00.974243 2021-04-10 02:09:57,774 INFO : Epoch=0191 complete, best val top1-acc=92.60%, top5-acc=99.81% (epoch=183), remaining_time=0:02:14.861400, arrival_time=2021-04-10 02:12:12.635857, cost_time=0:47:42.058605 2021-04-10 02:09:57,774 INFO : Train start, epoch=0192, lr=0.000499 2021-04-10 02:09:58,626 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=2.60ms, fps=3007 images/s, loss=0.0098, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:15.834366, arrival_time=2021-04-10 02:10:14.460732, cost_time=0:00:00.851308 2021-04-10 02:09:59,314 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.32ms, fps=3724 images/s, loss=0.0102, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:13.544960, arrival_time=2021-04-10 02:10:12.859226, cost_time=0:00:01.539206 2021-04-10 02:10:00,004 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.43ms, fps=3709 images/s, loss=0.0105, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.338116, arrival_time=2021-04-10 02:10:12.343000, cost_time=0:00:02.229782 2021-04-10 02:10:00,703 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.44ms, fps=3666 images/s, loss=0.0106, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:11.421696, arrival_time=2021-04-10 02:10:12.125450, cost_time=0:00:02.928651 2021-04-10 02:10:01,395 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.35ms, fps=3703 images/s, loss=0.0102, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.572152, arrival_time=2021-04-10 02:10:11.967842, cost_time=0:00:03.620584 2021-04-10 02:10:02,098 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.77ms, fps=3644 images/s, loss=0.0106, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:09.800568, arrival_time=2021-04-10 02:10:11.899383, cost_time=0:00:04.323762 2021-04-10 02:10:02,790 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=2.24ms, fps=3704 images/s, loss=0.0104, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.027648, arrival_time=2021-04-10 02:10:11.818090, cost_time=0:00:05.015326 2021-04-10 02:10:03,486 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.37ms, fps=3681 images/s, loss=0.0103, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.281472, arrival_time=2021-04-10 02:10:11.767991, cost_time=0:00:05.711371 2021-04-10 02:10:04,197 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.92ms, fps=3605 images/s, loss=0.0103, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:07.563736, arrival_time=2021-04-10 02:10:11.760887, cost_time=0:00:06.422035 2021-04-10 02:10:04,901 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.96ms, fps=3638 images/s, loss=0.0105, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.841248, arrival_time=2021-04-10 02:10:11.742805, cost_time=0:00:07.126345 2021-04-10 02:10:05,602 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.87ms, fps=3659 images/s, loss=0.0105, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.119244, arrival_time=2021-04-10 02:10:11.721221, cost_time=0:00:07.826910 2021-04-10 02:10:06,292 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.58ms, fps=3709 images/s, loss=0.0103, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:05.394480, arrival_time=2021-04-10 02:10:11.687276, cost_time=0:00:08.517633 2021-04-10 02:10:06,982 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.59ms, fps=3715 images/s, loss=0.0103, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:04.674582, arrival_time=2021-04-10 02:10:11.657102, cost_time=0:00:09.207448 2021-04-10 02:10:07,678 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=2.04ms, fps=3682 images/s, loss=0.0104, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.961272, arrival_time=2021-04-10 02:10:11.639510, cost_time=0:00:09.903135 2021-04-10 02:10:08,378 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=2.23ms, fps=3661 images/s, loss=0.0105, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:03.251556, arrival_time=2021-04-10 02:10:11.629707, cost_time=0:00:10.602921 2021-04-10 02:10:09,118 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.88ms, fps=3462 images/s, loss=0.0106, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:02.552256, arrival_time=2021-04-10 02:10:11.670697, cost_time=0:00:11.343332 2021-04-10 02:10:09,820 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=2.63ms, fps=3651 images/s, loss=0.0106, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.842204, arrival_time=2021-04-10 02:10:11.662454, cost_time=0:00:12.045143 2021-04-10 02:10:10,528 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.62ms, fps=3619 images/s, loss=0.0107, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.133600, arrival_time=2021-04-10 02:10:11.661829, cost_time=0:00:12.753078 2021-04-10 02:10:11,230 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.45ms, fps=3650 images/s, loss=0.0107, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00.424902, arrival_time=2021-04-10 02:10:11.655140, cost_time=0:00:13.455180 2021-04-10 02:10:11,603 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=0.07ms, fps=3651 images/s, loss=0.0108, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:11.603186, cost_time=0:00:13.828092 2021-04-10 02:10:11,912 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=2.53ms, fps=8312 images/s, loss=0.2385, top1-acc=93.24%, top5-acc=99.77%, remaining_time=0:00:00.923940, arrival_time=2021-04-10 02:10:12.836752, cost_time=0:00:00.307976 2021-04-10 02:10:12,189 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=0.43ms, fps=9296 images/s, loss=0.2754, top1-acc=92.42%, top5-acc=99.79%, remaining_time=0:00:00.584100, arrival_time=2021-04-10 02:10:12.773044, cost_time=0:00:00.584095 2021-04-10 02:10:12,409 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=0.32ms, fps=11668 images/s, loss=0.2811, top1-acc=92.40%, top5-acc=99.79%, remaining_time=0:00:00.268070, arrival_time=2021-04-10 02:10:12.677151, cost_time=0:00:00.804221 2021-04-10 02:10:12,704 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.11ms, fps=7885 images/s, loss=0.2847, top1-acc=92.54%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:12.703979, cost_time=0:00:01.099176 2021-04-10 02:10:12,738 INFO : Epoch=0192 complete, best val top1-acc=92.60%, top5-acc=99.81% (epoch=183), remaining_time=0:01:59.875928, arrival_time=2021-04-10 02:12:12.614176, cost_time=0:47:57.022344 2021-04-10 02:10:12,739 INFO : Train start, epoch=0193, lr=0.000394 2021-04-10 02:10:13,671 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=0.38ms, fps=2746 images/s, loss=0.0084, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.337060, arrival_time=2021-04-10 02:10:31.008364, cost_time=0:00:00.932100 2021-04-10 02:10:14,368 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.43ms, fps=3673 images/s, loss=0.0095, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.340832, arrival_time=2021-04-10 02:10:28.709637, cost_time=0:00:01.629639 2021-04-10 02:10:15,063 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=2.11ms, fps=3685 images/s, loss=0.0095, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.863672, arrival_time=2021-04-10 02:10:27.927612, cost_time=0:00:02.324774 2021-04-10 02:10:15,757 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=2.11ms, fps=3695 images/s, loss=0.0103, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.770356, arrival_time=2021-04-10 02:10:27.527571, cost_time=0:00:03.018033 2021-04-10 02:10:16,450 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.57ms, fps=3696 images/s, loss=0.0101, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.836558, arrival_time=2021-04-10 02:10:27.286870, cost_time=0:00:03.711143 2021-04-10 02:10:17,146 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.85ms, fps=3681 images/s, loss=0.0105, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.989200, arrival_time=2021-04-10 02:10:27.135358, cost_time=0:00:04.406993 2021-04-10 02:10:17,845 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.94ms, fps=3662 images/s, loss=0.0105, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.191574, arrival_time=2021-04-10 02:10:27.037403, cost_time=0:00:05.106438 2021-04-10 02:10:18,546 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.45ms, fps=3657 images/s, loss=0.0106, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:08.420788, arrival_time=2021-04-10 02:10:26.967443, cost_time=0:00:05.807422 2021-04-10 02:10:19,246 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.96ms, fps=3662 images/s, loss=0.0108, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:07.663906, arrival_time=2021-04-10 02:10:26.910364, cost_time=0:00:06.507081 2021-04-10 02:10:19,948 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.85ms, fps=3648 images/s, loss=0.0107, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.921312, arrival_time=2021-04-10 02:10:26.870235, cost_time=0:00:07.209690 2021-04-10 02:10:20,644 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=2.07ms, fps=3685 images/s, loss=0.0106, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.180218, arrival_time=2021-04-10 02:10:26.824485, cost_time=0:00:07.904944 2021-04-10 02:10:21,342 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.53ms, fps=3669 images/s, loss=0.0106, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:05.448972, arrival_time=2021-04-10 02:10:26.791771, cost_time=0:00:08.603618 2021-04-10 02:10:22,035 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.69ms, fps=3701 images/s, loss=0.0104, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:04.719396, arrival_time=2021-04-10 02:10:26.754355, cost_time=0:00:09.295785 2021-04-10 02:10:22,726 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.36ms, fps=3704 images/s, loss=0.0103, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:03.994928, arrival_time=2021-04-10 02:10:26.721598, cost_time=0:00:09.987343 2021-04-10 02:10:23,423 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.76ms, fps=3679 images/s, loss=0.0104, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:03.276442, arrival_time=2021-04-10 02:10:26.699675, cost_time=0:00:10.684068 2021-04-10 02:10:24,118 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=2.12ms, fps=3685 images/s, loss=0.0104, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:02.560320, arrival_time=2021-04-10 02:10:26.678738, cost_time=0:00:11.379172 2021-04-10 02:10:24,824 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.59ms, fps=3628 images/s, loss=0.0104, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.848366, arrival_time=2021-04-10 02:10:26.673063, cost_time=0:00:12.085473 2021-04-10 02:10:25,520 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.43ms, fps=3681 images/s, loss=0.0105, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.136128, arrival_time=2021-04-10 02:10:26.656779, cost_time=0:00:12.781487 2021-04-10 02:10:26,212 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.48ms, fps=3706 images/s, loss=0.0105, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00.425448, arrival_time=2021-04-10 02:10:26.637418, cost_time=0:00:13.472596 2021-04-10 02:10:26,590 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=0.16ms, fps=3601 images/s, loss=0.0105, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:26.590402, cost_time=0:00:13.851185 2021-04-10 02:10:26,964 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=0.31ms, fps=6865 images/s, loss=0.2824, top1-acc=92.58%, top5-acc=99.65%, remaining_time=0:00:01.118610, arrival_time=2021-04-10 02:10:28.083397, cost_time=0:00:00.372874 2021-04-10 02:10:27,220 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=0.18ms, fps=10041 images/s, loss=0.2607, top1-acc=92.87%, top5-acc=99.67%, remaining_time=0:00:00.628300, arrival_time=2021-04-10 02:10:27.848457, cost_time=0:00:00.628303 2021-04-10 02:10:27,473 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=0.40ms, fps=10142 images/s, loss=0.2632, top1-acc=92.85%, top5-acc=99.77%, remaining_time=0:00:00.293670, arrival_time=2021-04-10 02:10:27.766649, cost_time=0:00:00.881024 2021-04-10 02:10:27,706 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.09ms, fps=9961 images/s, loss=0.2764, top1-acc=92.54%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:27.706384, cost_time=0:00:01.114540 2021-04-10 02:10:27,733 INFO : Epoch=0193 complete, best val top1-acc=92.60%, top5-acc=99.81% (epoch=183), remaining_time=0:01:44.891836, arrival_time=2021-04-10 02:12:12.625397, cost_time=0:48:12.017696 2021-04-10 02:10:27,734 INFO : Train start, epoch=0194, lr=0.000302 2021-04-10 02:10:28,590 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.58ms, fps=2988 images/s, loss=0.0104, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.933318, arrival_time=2021-04-10 02:10:44.524184, cost_time=0:00:00.856630 2021-04-10 02:10:29,278 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.59ms, fps=3726 images/s, loss=0.0106, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:13.587200, arrival_time=2021-04-10 02:10:42.865457, cost_time=0:00:01.544009 2021-04-10 02:10:29,971 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.88ms, fps=3694 images/s, loss=0.0100, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.380280, arrival_time=2021-04-10 02:10:42.351934, cost_time=0:00:02.237410 2021-04-10 02:10:30,666 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.42ms, fps=3685 images/s, loss=0.0099, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.436984, arrival_time=2021-04-10 02:10:42.103804, cost_time=0:00:02.932572 2021-04-10 02:10:31,365 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.42ms, fps=3668 images/s, loss=0.0095, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.602228, arrival_time=2021-04-10 02:10:41.967411, cost_time=0:00:03.630891 2021-04-10 02:10:32,061 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.40ms, fps=3680 images/s, loss=0.0094, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:09.808320, arrival_time=2021-04-10 02:10:41.869770, cost_time=0:00:04.327208 2021-04-10 02:10:32,765 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.96ms, fps=3637 images/s, loss=0.0095, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.056502, arrival_time=2021-04-10 02:10:41.822295, cost_time=0:00:05.031412 2021-04-10 02:10:33,464 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=2.03ms, fps=3670 images/s, loss=0.0096, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.308152, arrival_time=2021-04-10 02:10:41.772214, cost_time=0:00:05.729755 2021-04-10 02:10:34,165 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.59ms, fps=3654 images/s, loss=0.0098, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.574230, arrival_time=2021-04-10 02:10:41.739547, cost_time=0:00:06.430981 2021-04-10 02:10:34,868 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.44ms, fps=3647 images/s, loss=0.0100, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.848256, arrival_time=2021-04-10 02:10:41.716196, cost_time=0:00:07.133631 2021-04-10 02:10:35,564 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.43ms, fps=3681 images/s, loss=0.0099, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.121394, arrival_time=2021-04-10 02:10:41.685386, cost_time=0:00:07.829672 2021-04-10 02:10:36,261 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.77ms, fps=3671 images/s, loss=0.0100, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.400788, arrival_time=2021-04-10 02:10:41.662654, cost_time=0:00:08.527604 2021-04-10 02:10:36,958 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.42ms, fps=3681 images/s, loss=0.0100, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.682700, arrival_time=2021-04-10 02:10:41.640626, cost_time=0:00:09.223477 2021-04-10 02:10:37,650 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.36ms, fps=3699 images/s, loss=0.0098, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.966536, arrival_time=2021-04-10 02:10:41.617152, cost_time=0:00:09.916355 2021-04-10 02:10:38,349 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=2.03ms, fps=3667 images/s, loss=0.0098, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.255236, arrival_time=2021-04-10 02:10:41.604346, cost_time=0:00:10.614829 2021-04-10 02:10:39,053 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.61ms, fps=3638 images/s, loss=0.0098, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.546784, arrival_time=2021-04-10 02:10:41.600250, cost_time=0:00:11.319089 2021-04-10 02:10:39,794 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=3.15ms, fps=3460 images/s, loss=0.0097, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.844492, arrival_time=2021-04-10 02:10:41.638873, cost_time=0:00:12.060125 2021-04-10 02:10:40,496 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.61ms, fps=3650 images/s, loss=0.0097, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.134400, arrival_time=2021-04-10 02:10:41.630712, cost_time=0:00:12.761971 2021-04-10 02:10:41,199 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.68ms, fps=3643 images/s, loss=0.0098, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00.425220, arrival_time=2021-04-10 02:10:41.624775, cost_time=0:00:13.465309 2021-04-10 02:10:41,578 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=0.11ms, fps=3593 images/s, loss=0.0099, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:41.578635, cost_time=0:00:13.844293 2021-04-10 02:10:41,912 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=1.85ms, fps=7691 images/s, loss=0.2368, top1-acc=93.44%, top5-acc=99.80%, remaining_time=0:00:00.998580, arrival_time=2021-04-10 02:10:42.911295, cost_time=0:00:00.332864 2021-04-10 02:10:42,113 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=0.18ms, fps=12776 images/s, loss=0.2608, top1-acc=92.97%, top5-acc=99.80%, remaining_time=0:00:00.533660, arrival_time=2021-04-10 02:10:42.647148, cost_time=0:00:00.533661 2021-04-10 02:10:42,339 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=0.41ms, fps=11360 images/s, loss=0.2720, top1-acc=92.73%, top5-acc=99.78%, remaining_time=0:00:00.253120, arrival_time=2021-04-10 02:10:42.592348, cost_time=0:00:00.759365 2021-04-10 02:10:42,606 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.18ms, fps=8710 images/s, loss=0.2746, top1-acc=92.57%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:42.606108, cost_time=0:00:01.026207 2021-04-10 02:10:42,637 INFO : Epoch=0194 complete, best val top1-acc=92.60%, top5-acc=99.81% (epoch=183), remaining_time=0:01:29.904786, arrival_time=2021-04-10 02:12:12.542103, cost_time=0:48:26.921459 2021-04-10 02:10:42,637 INFO : Train start, epoch=0195, lr=0.000222 2021-04-10 02:10:43,507 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=0.37ms, fps=2945 images/s, loss=0.0088, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.166748, arrival_time=2021-04-10 02:10:59.673867, cost_time=0:00:00.869175 2021-04-10 02:10:44,200 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.90ms, fps=3696 images/s, loss=0.0088, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.747008, arrival_time=2021-04-10 02:10:57.947164, cost_time=0:00:01.562169 2021-04-10 02:10:44,898 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=2.17ms, fps=3670 images/s, loss=0.0096, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:12.506440, arrival_time=2021-04-10 02:10:57.404642, cost_time=0:00:02.260208 2021-04-10 02:10:45,596 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=2.13ms, fps=3667 images/s, loss=0.0094, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:11.539476, arrival_time=2021-04-10 02:10:57.136259, cost_time=0:00:02.958841 2021-04-10 02:10:46,302 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=2.15ms, fps=3629 images/s, loss=0.0097, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.700924, arrival_time=2021-04-10 02:10:57.003564, cost_time=0:00:03.664692 2021-04-10 02:10:47,001 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=2.28ms, fps=3666 images/s, loss=0.0096, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.890464, arrival_time=2021-04-10 02:10:56.891907, cost_time=0:00:04.363442 2021-04-10 02:10:47,698 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.38ms, fps=3676 images/s, loss=0.0099, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.108666, arrival_time=2021-04-10 02:10:56.807074, cost_time=0:00:05.060395 2021-04-10 02:10:48,406 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.37ms, fps=3621 images/s, loss=0.0099, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.363600, arrival_time=2021-04-10 02:10:56.769548, cost_time=0:00:05.767968 2021-04-10 02:10:49,096 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.40ms, fps=3711 images/s, loss=0.0098, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:07.606454, arrival_time=2021-04-10 02:10:56.702720, cost_time=0:00:06.458318 2021-04-10 02:10:49,800 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=2.09ms, fps=3639 images/s, loss=0.0098, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.875808, arrival_time=2021-04-10 02:10:56.676168, cost_time=0:00:07.162276 2021-04-10 02:10:50,498 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=2.41ms, fps=3670 images/s, loss=0.0098, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.145560, arrival_time=2021-04-10 02:10:56.644129, cost_time=0:00:07.860550 2021-04-10 02:10:51,203 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.51ms, fps=3637 images/s, loss=0.0099, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:05.424500, arrival_time=2021-04-10 02:10:56.627510, cost_time=0:00:08.564972 2021-04-10 02:10:51,907 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.91ms, fps=3636 images/s, loss=0.0099, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.706196, arrival_time=2021-04-10 02:10:56.613944, cost_time=0:00:09.269755 2021-04-10 02:10:52,612 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.51ms, fps=3635 images/s, loss=0.0099, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.989832, arrival_time=2021-04-10 02:10:56.602425, cost_time=0:00:09.974549 2021-04-10 02:10:53,308 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=2.18ms, fps=3679 images/s, loss=0.0099, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.272440, arrival_time=2021-04-10 02:10:56.581385, cost_time=0:00:10.671000 2021-04-10 02:10:54,007 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=2.38ms, fps=3667 images/s, loss=0.0101, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:02.558160, arrival_time=2021-04-10 02:10:56.565865, cost_time=0:00:11.369597 2021-04-10 02:10:54,709 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.47ms, fps=3654 images/s, loss=0.0101, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.846234, arrival_time=2021-04-10 02:10:56.555696, cost_time=0:00:12.071511 2021-04-10 02:10:55,406 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.91ms, fps=3674 images/s, loss=0.0101, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.134992, arrival_time=2021-04-10 02:10:56.541797, cost_time=0:00:12.768655 2021-04-10 02:10:56,106 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.63ms, fps=3661 images/s, loss=0.0101, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00.425328, arrival_time=2021-04-10 02:10:56.532076, cost_time=0:00:13.468795 2021-04-10 02:10:56,480 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.29ms, fps=3645 images/s, loss=0.0102, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:56.480229, cost_time=0:00:13.842291 2021-04-10 02:10:56,820 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=0.43ms, fps=7547 images/s, loss=0.2838, top1-acc=92.27%, top5-acc=99.69%, remaining_time=0:00:01.017660, arrival_time=2021-04-10 02:10:57.838111, cost_time=0:00:00.339219 2021-04-10 02:10:57,043 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=2.08ms, fps=11544 images/s, loss=0.2798, top1-acc=92.52%, top5-acc=99.75%, remaining_time=0:00:00.561380, arrival_time=2021-04-10 02:10:57.604256, cost_time=0:00:00.561378 2021-04-10 02:10:57,281 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=0.39ms, fps=10771 images/s, loss=0.2808, top1-acc=92.46%, top5-acc=99.74%, remaining_time=0:00:00.266690, arrival_time=2021-04-10 02:10:57.548000, cost_time=0:00:00.800071 2021-04-10 02:10:57,461 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.05ms, fps=12887 images/s, loss=0.2748, top1-acc=92.50%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:57.461787, cost_time=0:00:00.980590 2021-04-10 02:10:57,489 INFO : Epoch=0195 complete, best val top1-acc=92.60%, top5-acc=99.81% (epoch=183), remaining_time=0:01:14.917265, arrival_time=2021-04-10 02:12:12.406381, cost_time=0:48:41.773255 2021-04-10 02:10:57,489 INFO : Train start, epoch=0196, lr=0.000154 2021-04-10 02:10:58,381 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=2.48ms, fps=2871 images/s, loss=0.0089, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:16.582830, arrival_time=2021-04-10 02:11:14.964140, cost_time=0:00:00.891552 2021-04-10 02:10:59,080 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.90ms, fps=3662 images/s, loss=0.0085, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.000448, arrival_time=2021-04-10 02:11:13.081254, cost_time=0:00:01.590955 2021-04-10 02:10:59,775 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.54ms, fps=3690 images/s, loss=0.0094, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:12.645382, arrival_time=2021-04-10 02:11:12.420472, cost_time=0:00:02.285309 2021-04-10 02:11:00,470 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=2.08ms, fps=3685 images/s, loss=0.0092, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.623716, arrival_time=2021-04-10 02:11:12.093986, cost_time=0:00:02.980426 2021-04-10 02:11:01,159 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.48ms, fps=3715 images/s, loss=0.0095, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:10.716546, arrival_time=2021-04-10 02:11:11.876387, cost_time=0:00:03.670063 2021-04-10 02:11:01,860 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.89ms, fps=3657 images/s, loss=0.0095, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.906376, arrival_time=2021-04-10 02:11:11.766576, cost_time=0:00:04.370440 2021-04-10 02:11:02,565 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.41ms, fps=3636 images/s, loss=0.0097, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.135000, arrival_time=2021-04-10 02:11:11.699924, cost_time=0:00:05.074995 2021-04-10 02:11:03,262 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.56ms, fps=3672 images/s, loss=0.0098, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.371024, arrival_time=2021-04-10 02:11:11.633880, cost_time=0:00:05.773100 2021-04-10 02:11:03,953 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.58ms, fps=3711 images/s, loss=0.0098, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.612390, arrival_time=2021-04-10 02:11:11.565503, cost_time=0:00:06.463359 2021-04-10 02:11:04,649 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.62ms, fps=3680 images/s, loss=0.0097, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.873024, arrival_time=2021-04-10 02:11:11.522395, cost_time=0:00:07.159438 2021-04-10 02:11:05,343 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.51ms, fps=3693 images/s, loss=0.0100, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:06.140056, arrival_time=2021-04-10 02:11:11.483333, cost_time=0:00:07.853519 2021-04-10 02:11:06,037 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.94ms, fps=3693 images/s, loss=0.0100, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:05.413176, arrival_time=2021-04-10 02:11:11.450229, cost_time=0:00:08.547094 2021-04-10 02:11:06,734 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.83ms, fps=3676 images/s, loss=0.0101, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.693326, arrival_time=2021-04-10 02:11:11.427566, cost_time=0:00:09.244412 2021-04-10 02:11:07,429 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.61ms, fps=3687 images/s, loss=0.0100, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.975776, arrival_time=2021-04-10 02:11:11.405037, cost_time=0:00:09.939457 2021-04-10 02:11:08,121 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.44ms, fps=3700 images/s, loss=0.0100, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.260434, arrival_time=2021-04-10 02:11:11.382059, cost_time=0:00:10.631863 2021-04-10 02:11:08,824 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.93ms, fps=3646 images/s, loss=0.0101, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.550240, arrival_time=2021-04-10 02:11:11.374518, cost_time=0:00:11.334363 2021-04-10 02:11:09,528 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.53ms, fps=3641 images/s, loss=0.0102, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.841216, arrival_time=2021-04-10 02:11:11.369633, cost_time=0:00:12.038643 2021-04-10 02:11:10,231 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=2.06ms, fps=3646 images/s, loss=0.0102, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.132560, arrival_time=2021-04-10 02:11:11.363628, cost_time=0:00:12.741311 2021-04-10 02:11:10,928 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.29ms, fps=3675 images/s, loss=0.0102, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00.424368, arrival_time=2021-04-10 02:11:11.352499, cost_time=0:00:13.438310 2021-04-10 02:11:11,300 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.27ms, fps=3654 images/s, loss=0.0103, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:11.300889, cost_time=0:00:13.811133 2021-04-10 02:11:11,661 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=49.96ms, fps=7117 images/s, loss=0.2996, top1-acc=92.34%, top5-acc=99.77%, remaining_time=0:00:01.079070, arrival_time=2021-04-10 02:11:12.740764, cost_time=0:00:00.359693 2021-04-10 02:11:11,892 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=0.24ms, fps=11119 images/s, loss=0.2745, top1-acc=92.56%, top5-acc=99.79%, remaining_time=0:00:00.590380, arrival_time=2021-04-10 02:11:12.482954, cost_time=0:00:00.590379 2021-04-10 02:11:12,192 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=36.11ms, fps=8615 images/s, loss=0.2726, top1-acc=92.72%, top5-acc=99.79%, remaining_time=0:00:00.296810, arrival_time=2021-04-10 02:11:12.489308, cost_time=0:00:00.890421 2021-04-10 02:11:12,417 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.12ms, fps=10351 images/s, loss=0.2732, top1-acc=92.50%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:12.417159, cost_time=0:00:01.115190 2021-04-10 02:11:12,445 INFO : Epoch=0196 complete, best val top1-acc=92.60%, top5-acc=99.81% (epoch=183), remaining_time=0:00:59.933252, arrival_time=2021-04-10 02:12:12.378477, cost_time=0:48:56.729351 2021-04-10 02:11:12,445 INFO : Train start, epoch=0197, lr=0.000099 2021-04-10 02:11:13,379 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=0.64ms, fps=2742 images/s, loss=0.0112, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:17.364960, arrival_time=2021-04-10 02:11:30.744516, cost_time=0:00:00.933600 2021-04-10 02:11:14,076 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.49ms, fps=3676 images/s, loss=0.0106, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:14.347872, arrival_time=2021-04-10 02:11:28.424327, cost_time=0:00:01.630449 2021-04-10 02:11:14,773 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.45ms, fps=3678 images/s, loss=0.0102, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.876620, arrival_time=2021-04-10 02:11:27.649672, cost_time=0:00:02.327094 2021-04-10 02:11:15,466 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.42ms, fps=3693 images/s, loss=0.0100, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.780652, arrival_time=2021-04-10 02:11:27.247329, cost_time=0:00:03.020678 2021-04-10 02:11:16,159 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.45ms, fps=3698 images/s, loss=0.0098, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:10.843566, arrival_time=2021-04-10 02:11:27.003072, cost_time=0:00:03.713547 2021-04-10 02:11:16,857 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.41ms, fps=3670 images/s, loss=0.0099, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.999536, arrival_time=2021-04-10 02:11:26.857073, cost_time=0:00:04.411538 2021-04-10 02:11:17,554 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.91ms, fps=3675 images/s, loss=0.0098, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.195732, arrival_time=2021-04-10 02:11:26.750446, cost_time=0:00:05.108755 2021-04-10 02:11:18,252 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.89ms, fps=3674 images/s, loss=0.0099, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.418468, arrival_time=2021-04-10 02:11:26.670422, cost_time=0:00:05.805866 2021-04-10 02:11:18,948 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.92ms, fps=3681 images/s, loss=0.0100, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:07.658076, arrival_time=2021-04-10 02:11:26.606197, cost_time=0:00:06.502113 2021-04-10 02:11:19,645 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.45ms, fps=3676 images/s, loss=0.0098, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.911040, arrival_time=2021-04-10 02:11:26.556110, cost_time=0:00:07.199024 2021-04-10 02:11:20,342 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.43ms, fps=3678 images/s, loss=0.0098, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:06.173080, arrival_time=2021-04-10 02:11:26.515001, cost_time=0:00:07.895754 2021-04-10 02:11:21,039 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.45ms, fps=3676 images/s, loss=0.0100, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.442284, arrival_time=2021-04-10 02:11:26.481336, cost_time=0:00:08.593070 2021-04-10 02:11:21,734 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.92ms, fps=3684 images/s, loss=0.0101, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.715634, arrival_time=2021-04-10 02:11:26.449978, cost_time=0:00:09.288397 2021-04-10 02:11:22,433 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.91ms, fps=3665 images/s, loss=0.0101, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:03.994928, arrival_time=2021-04-10 02:11:26.428380, cost_time=0:00:09.987336 2021-04-10 02:11:23,132 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.66ms, fps=3667 images/s, loss=0.0101, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:03.277178, arrival_time=2021-04-10 02:11:26.409545, cost_time=0:00:10.686413 2021-04-10 02:11:23,836 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=2.11ms, fps=3640 images/s, loss=0.0101, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:02.562768, arrival_time=2021-04-10 02:11:26.399009, cost_time=0:00:11.390124 2021-04-10 02:11:24,539 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.86ms, fps=3642 images/s, loss=0.0101, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:01.849640, arrival_time=2021-04-10 02:11:26.389509, cost_time=0:00:12.093853 2021-04-10 02:11:25,238 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.88ms, fps=3666 images/s, loss=0.0102, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:01.137136, arrival_time=2021-04-10 02:11:26.375938, cost_time=0:00:12.792846 2021-04-10 02:11:25,937 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.81ms, fps=3665 images/s, loss=0.0101, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00.426054, arrival_time=2021-04-10 02:11:26.363899, cost_time=0:00:13.491800 2021-04-10 02:11:26,319 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=0.11ms, fps=3570 images/s, loss=0.0101, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:26.319364, cost_time=0:00:13.873411 2021-04-10 02:11:26,628 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=2.46ms, fps=8303 images/s, loss=0.2943, top1-acc=92.07%, top5-acc=99.80%, remaining_time=0:00:00.924900, arrival_time=2021-04-10 02:11:27.553611, cost_time=0:00:00.308295 2021-04-10 02:11:26,811 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=0.38ms, fps=14069 images/s, loss=0.2943, top1-acc=92.03%, top5-acc=99.79%, remaining_time=0:00:00.490700, arrival_time=2021-04-10 02:11:27.301817, cost_time=0:00:00.490705 2021-04-10 02:11:27,097 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=32.07ms, fps=8950 images/s, loss=0.2907, top1-acc=92.30%, top5-acc=99.75%, remaining_time=0:00:00.259050, arrival_time=2021-04-10 02:11:27.356613, cost_time=0:00:00.777151 2021-04-10 02:11:27,264 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.09ms, fps=13946 images/s, loss=0.2745, top1-acc=92.57%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:27.264351, cost_time=0:00:00.943962 2021-04-10 02:11:27,303 INFO : Epoch=0197 complete, best val top1-acc=92.60%, top5-acc=99.81% (epoch=183), remaining_time=0:00:44.948034, arrival_time=2021-04-10 02:12:12.251504, cost_time=0:49:11.587606 2021-04-10 02:11:27,304 INFO : Train start, epoch=0198, lr=0.000056 2021-04-10 02:11:28,209 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=0.26ms, fps=2826 images/s, loss=0.0103, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:16.848438, arrival_time=2021-04-10 02:11:45.058382, cost_time=0:00:00.905833 2021-04-10 02:11:28,905 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.85ms, fps=3685 images/s, loss=0.0106, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:14.087568, arrival_time=2021-04-10 02:11:42.992580, cost_time=0:00:01.600860 2021-04-10 02:11:29,597 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=2.04ms, fps=3699 images/s, loss=0.0101, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:12.690866, arrival_time=2021-04-10 02:11:42.288519, cost_time=0:00:02.293538 2021-04-10 02:11:30,291 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.91ms, fps=3695 images/s, loss=0.0107, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:11.648676, arrival_time=2021-04-10 02:11:41.939675, cost_time=0:00:02.986824 2021-04-10 02:11:30,987 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.40ms, fps=3677 images/s, loss=0.0105, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:10.756550, arrival_time=2021-04-10 02:11:41.744436, cost_time=0:00:03.683727 2021-04-10 02:11:31,686 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.92ms, fps=3669 images/s, loss=0.0105, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:09.932760, arrival_time=2021-04-10 02:11:41.619033, cost_time=0:00:04.382112 2021-04-10 02:11:32,383 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.71ms, fps=3677 images/s, loss=0.0104, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:09.142182, arrival_time=2021-04-10 02:11:41.525447, cost_time=0:00:05.078973 2021-04-10 02:11:33,089 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.53ms, fps=3630 images/s, loss=0.0104, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:08.388308, arrival_time=2021-04-10 02:11:41.477535, cost_time=0:00:05.785073 2021-04-10 02:11:33,791 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=2.25ms, fps=3650 images/s, loss=0.0105, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:07.640162, arrival_time=2021-04-10 02:11:41.431290, cost_time=0:00:06.486915 2021-04-10 02:11:34,484 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.44ms, fps=3699 images/s, loss=0.0106, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.892512, arrival_time=2021-04-10 02:11:41.376517, cost_time=0:00:07.179695 2021-04-10 02:11:35,186 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.59ms, fps=3648 images/s, loss=0.0106, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.162502, arrival_time=2021-04-10 02:11:41.348952, cost_time=0:00:07.882286 2021-04-10 02:11:35,904 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=2.61ms, fps=3568 images/s, loss=0.0107, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:05.446768, arrival_time=2021-04-10 02:11:41.351133, cost_time=0:00:08.600202 2021-04-10 02:11:36,637 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.59ms, fps=3494 images/s, loss=0.0108, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:04.738536, arrival_time=2021-04-10 02:11:41.376266, cost_time=0:00:09.333522 2021-04-10 02:11:37,331 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.57ms, fps=3693 images/s, loss=0.0108, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:04.010888, arrival_time=2021-04-10 02:11:41.342271, cost_time=0:00:10.027269 2021-04-10 02:11:38,032 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=2.60ms, fps=3653 images/s, loss=0.0107, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:03.290058, arrival_time=2021-04-10 02:11:41.322651, cost_time=0:00:10.728376 2021-04-10 02:11:38,725 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=2.17ms, fps=3699 images/s, loss=0.0107, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:02.569752, arrival_time=2021-04-10 02:11:41.295089, cost_time=0:00:11.421181 2021-04-10 02:11:39,429 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=2.21ms, fps=3638 images/s, loss=0.0106, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:01.854450, arrival_time=2021-04-10 02:11:41.283915, cost_time=0:00:12.125311 2021-04-10 02:11:40,128 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.91ms, fps=3664 images/s, loss=0.0106, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:01.139968, arrival_time=2021-04-10 02:11:41.268724, cost_time=0:00:12.824650 2021-04-10 02:11:40,843 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.36ms, fps=3587 images/s, loss=0.0108, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:00.427542, arrival_time=2021-04-10 02:11:41.270576, cost_time=0:00:13.538767 2021-04-10 02:11:41,223 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=0.08ms, fps=3585 images/s, loss=0.0109, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:41.223120, cost_time=0:00:13.919004 2021-04-10 02:11:41,594 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=0.43ms, fps=6910 images/s, loss=0.2900, top1-acc=92.27%, top5-acc=99.73%, remaining_time=0:00:01.111380, arrival_time=2021-04-10 02:11:42.706093, cost_time=0:00:00.370462 2021-04-10 02:11:41,836 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=0.28ms, fps=10598 images/s, loss=0.2807, top1-acc=92.29%, top5-acc=99.79%, remaining_time=0:00:00.612500, arrival_time=2021-04-10 02:11:42.449248, cost_time=0:00:00.612505 2021-04-10 02:11:42,079 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=2.18ms, fps=10587 images/s, loss=0.2903, top1-acc=92.32%, top5-acc=99.79%, remaining_time=0:00:00.284930, arrival_time=2021-04-10 02:11:42.363999, cost_time=0:00:00.854791 2021-04-10 02:11:42,278 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.09ms, fps=11674 images/s, loss=0.2721, top1-acc=92.60%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:42.278294, cost_time=0:00:01.054063 2021-04-10 02:11:42,323 INFO : Epoch=0198 complete, best val top1-acc=92.60%, top5-acc=99.81% (epoch=183), remaining_time=0:00:29.965736, arrival_time=2021-04-10 02:12:12.289516, cost_time=0:49:26.607878 2021-04-10 02:11:42,324 INFO : Train start, epoch=0199, lr=0.000025 2021-04-10 02:11:43,251 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.54ms, fps=2763 images/s, loss=0.0092, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:17.230482, arrival_time=2021-04-10 02:12:00.481877, cost_time=0:00:00.926373 2021-04-10 02:11:43,942 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.43ms, fps=3706 images/s, loss=0.0092, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:14.235232, arrival_time=2021-04-10 02:11:58.177976, cost_time=0:00:01.617633 2021-04-10 02:11:44,641 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.55ms, fps=3667 images/s, loss=0.0096, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:12.817192, arrival_time=2021-04-10 02:11:57.458795, cost_time=0:00:02.316368 2021-04-10 02:11:45,340 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.46ms, fps=3667 images/s, loss=0.0093, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.760060, arrival_time=2021-04-10 02:11:57.100503, cost_time=0:00:03.015401 2021-04-10 02:11:46,036 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.51ms, fps=3680 images/s, loss=0.0096, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.837580, arrival_time=2021-04-10 02:11:56.874216, cost_time=0:00:03.711479 2021-04-10 02:11:46,730 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.56ms, fps=3692 images/s, loss=0.0094, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.986208, arrival_time=2021-04-10 02:11:56.716886, cost_time=0:00:04.405653 2021-04-10 02:11:47,427 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.66ms, fps=3676 images/s, loss=0.0097, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.184518, arrival_time=2021-04-10 02:11:56.612169, cost_time=0:00:05.102543 2021-04-10 02:11:48,123 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.90ms, fps=3682 images/s, loss=0.0095, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.407680, arrival_time=2021-04-10 02:11:56.531113, cost_time=0:00:05.798386 2021-04-10 02:11:48,821 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=2.13ms, fps=3668 images/s, loss=0.0094, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.651716, arrival_time=2021-04-10 02:11:56.473472, cost_time=0:00:06.496734 2021-04-10 02:11:49,523 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=2.15ms, fps=3651 images/s, loss=0.0094, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.910368, arrival_time=2021-04-10 02:11:56.433814, cost_time=0:00:07.198341 2021-04-10 02:11:50,220 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.93ms, fps=3674 images/s, loss=0.0095, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.173080, arrival_time=2021-04-10 02:11:56.393937, cost_time=0:00:07.895792 2021-04-10 02:11:50,920 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.85ms, fps=3662 images/s, loss=0.0094, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.443804, arrival_time=2021-04-10 02:11:56.364271, cost_time=0:00:08.595440 2021-04-10 02:11:51,627 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=2.67ms, fps=3627 images/s, loss=0.0095, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.722432, arrival_time=2021-04-10 02:11:56.349339, cost_time=0:00:09.301739 2021-04-10 02:11:52,322 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.65ms, fps=3685 images/s, loss=0.0096, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.998904, arrival_time=2021-04-10 02:11:56.321285, cost_time=0:00:09.997315 2021-04-10 02:11:53,020 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=2.22ms, fps=3672 images/s, loss=0.0098, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.279800, arrival_time=2021-04-10 02:11:56.299939, cost_time=0:00:10.695069 2021-04-10 02:11:53,724 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=3.21ms, fps=3638 images/s, loss=0.0097, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.564856, arrival_time=2021-04-10 02:11:56.289271, cost_time=0:00:11.399349 2021-04-10 02:11:54,425 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.75ms, fps=3656 images/s, loss=0.0098, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.850602, arrival_time=2021-04-10 02:11:56.275847, cost_time=0:00:12.100101 2021-04-10 02:11:55,124 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.81ms, fps=3663 images/s, loss=0.0097, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.137744, arrival_time=2021-04-10 02:11:56.262420, cost_time=0:00:12.799652 2021-04-10 02:11:55,825 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.70ms, fps=3656 images/s, loss=0.0098, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00.426324, arrival_time=2021-04-10 02:11:56.251623, cost_time=0:00:13.500292 2021-04-10 02:11:56,195 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=0.08ms, fps=3678 images/s, loss=0.0098, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:56.195416, cost_time=0:00:13.870403 2021-04-10 02:11:56,516 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=1.94ms, fps=7996 images/s, loss=0.2934, top1-acc=92.38%, top5-acc=99.84%, remaining_time=0:00:00.960420, arrival_time=2021-04-10 02:11:57.476968, cost_time=0:00:00.320144 2021-04-10 02:11:56,751 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=0.28ms, fps=10927 images/s, loss=0.2693, top1-acc=92.77%, top5-acc=99.77%, remaining_time=0:00:00.554780, arrival_time=2021-04-10 02:11:57.305948, cost_time=0:00:00.554771 2021-04-10 02:11:56,978 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=0.19ms, fps=11287 images/s, loss=0.2639, top1-acc=92.84%, top5-acc=99.78%, remaining_time=0:00:00.260640, arrival_time=2021-04-10 02:11:57.239022, cost_time=0:00:00.781916 2021-04-10 02:11:57,137 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.07ms, fps=14616 images/s, loss=0.2761, top1-acc=92.59%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:57.137569, cost_time=0:00:00.941175 2021-04-10 02:11:57,165 INFO : Epoch=0199 complete, best val top1-acc=92.60%, top5-acc=99.81% (epoch=183), remaining_time=0:00:14.982156, arrival_time=2021-04-10 02:12:12.147127, cost_time=0:49:41.449106 2021-04-10 02:11:57,165 INFO : Train start, epoch=0200, lr=0.000006 2021-04-10 02:11:58,048 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=2.24ms, fps=2902 images/s, loss=0.0087, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.410408, arrival_time=2021-04-10 02:12:14.458380, cost_time=0:00:00.882282 2021-04-10 02:11:58,746 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.85ms, fps=3670 images/s, loss=0.0085, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.907696, arrival_time=2021-04-10 02:12:12.653798, cost_time=0:00:01.580426 2021-04-10 02:11:59,451 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.88ms, fps=3630 images/s, loss=0.0094, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.650030, arrival_time=2021-04-10 02:12:12.101871, cost_time=0:00:02.286147 2021-04-10 02:12:00,153 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.73ms, fps=3652 images/s, loss=0.0103, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:11.651640, arrival_time=2021-04-10 02:12:11.804941, cost_time=0:00:02.987616 2021-04-10 02:12:00,850 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.63ms, fps=3673 images/s, loss=0.0102, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:10.760346, arrival_time=2021-04-10 02:12:11.611092, cost_time=0:00:03.685062 2021-04-10 02:12:01,549 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.87ms, fps=3666 images/s, loss=0.0100, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.936976, arrival_time=2021-04-10 02:12:11.486583, cost_time=0:00:04.383965 2021-04-10 02:12:02,248 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.73ms, fps=3667 images/s, loss=0.0100, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.148482, arrival_time=2021-04-10 02:12:11.396643, cost_time=0:00:05.082474 2021-04-10 02:12:02,945 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=2.04ms, fps=3677 images/s, loss=0.0101, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.379840, arrival_time=2021-04-10 02:12:11.324885, cost_time=0:00:05.779230 2021-04-10 02:12:03,644 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.45ms, fps=3667 images/s, loss=0.0102, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:07.629986, arrival_time=2021-04-10 02:12:11.273945, cost_time=0:00:06.478316 2021-04-10 02:12:04,365 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=2.12ms, fps=3549 images/s, loss=0.0104, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:06.912000, arrival_time=2021-04-10 02:12:11.277820, cost_time=0:00:07.200006 2021-04-10 02:12:05,069 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.88ms, fps=3644 images/s, loss=0.0105, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:06.179358, arrival_time=2021-04-10 02:12:11.248791, cost_time=0:00:07.903785 2021-04-10 02:12:05,766 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.56ms, fps=3676 images/s, loss=0.0103, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.447072, arrival_time=2021-04-10 02:12:11.213508, cost_time=0:00:08.600622 2021-04-10 02:12:06,460 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.56ms, fps=3692 images/s, loss=0.0105, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.718934, arrival_time=2021-04-10 02:12:11.179519, cost_time=0:00:09.294926 2021-04-10 02:12:07,154 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.68ms, fps=3690 images/s, loss=0.0105, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.995656, arrival_time=2021-04-10 02:12:11.150533, cost_time=0:00:09.989144 2021-04-10 02:12:07,854 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.45ms, fps=3660 images/s, loss=0.0106, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:03.278006, arrival_time=2021-04-10 02:12:11.132875, cost_time=0:00:10.689211 2021-04-10 02:12:08,545 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=2.04ms, fps=3709 images/s, loss=0.0105, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.560464, arrival_time=2021-04-10 02:12:11.105920, cost_time=0:00:11.379810 2021-04-10 02:12:09,242 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.36ms, fps=3676 images/s, loss=0.0105, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.846988, arrival_time=2021-04-10 02:12:11.089248, cost_time=0:00:12.076527 2021-04-10 02:12:09,945 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.98ms, fps=3641 images/s, loss=0.0104, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.136032, arrival_time=2021-04-10 02:12:11.081976, cost_time=0:00:12.780294 2021-04-10 02:12:10,638 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.27ms, fps=3702 images/s, loss=0.0103, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00.425442, arrival_time=2021-04-10 02:12:11.063504, cost_time=0:00:13.472281 2021-04-10 02:12:11,013 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=0.06ms, fps=3625 images/s, loss=0.0103, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:11.013857, cost_time=0:00:13.848225 2021-04-10 02:12:11,300 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.29ms, fps=8975 images/s, loss=0.2550, top1-acc=92.85%, top5-acc=99.69%, remaining_time=0:00:00.855720, arrival_time=2021-04-10 02:12:12.155838, cost_time=0:00:00.285243 2021-04-10 02:12:11,511 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.98ms, fps=12126 images/s, loss=0.2848, top1-acc=92.44%, top5-acc=99.73%, remaining_time=0:00:00.496860, arrival_time=2021-04-10 02:12:12.008603, cost_time=0:00:00.496869 2021-04-10 02:12:11,814 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=0.20ms, fps=8475 images/s, loss=0.2799, top1-acc=92.55%, top5-acc=99.75%, remaining_time=0:00:00.266500, arrival_time=2021-04-10 02:12:12.080845, cost_time=0:00:00.799493 2021-04-10 02:12:12,065 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.08ms, fps=9250 images/s, loss=0.2857, top1-acc=92.56%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:12.065569, cost_time=0:00:01.050783 2021-04-10 02:12:12,093 INFO : Epoch=0200 complete, best val top1-acc=92.60%, top5-acc=99.81% (epoch=183), remaining_time=0:00:00, arrival_time=2021-04-10 02:12:12.093497, cost_time=0:49:56.377622