2021-04-14 21:11:04,966 INFO : Collect envs from system: PyTorch version: 1.8.1 Is debug build: False CUDA used to build PyTorch: 11.1 ROCM used to build PyTorch: N/A OS: Ubuntu 18.04.5 LTS (x86_64) GCC version: (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0 Clang version: Could not collect CMake version: version 3.10.2 Python version: 3.9 (64-bit runtime) Is CUDA available: True CUDA runtime version: Could not collect GPU models and configuration: GPU 0: GeForce GTX 1080 GPU 1: GeForce GTX 1080 GPU 2: GeForce GTX 1080 GPU 3: GeForce GTX 1080 GPU 4: GeForce GTX 1080 GPU 5: GeForce GTX 1080 GPU 6: GeForce GTX 1080 GPU 7: GeForce GTX 1080 Nvidia driver version: 450.102.04 cuDNN version: Could not collect HIP runtime version: N/A MIOpen runtime version: N/A Versions of relevant libraries: [pip3] numpy==1.20.2 [pip3] torch==1.8.1 [pip3] torchaudio==0.8.0a0+e4e171a [pip3] torchvision==0.9.1 [conda] blas 2.106 mkl conda-forge [conda] cudatoolkit 11.1.1 h6406543_8 conda-forge [conda] ffmpeg 4.3 hf484d3e_0 pytorch [conda] libblas 3.9.0 6_mkl conda-forge [conda] libcblas 3.9.0 6_mkl conda-forge [conda] liblapack 3.9.0 6_mkl conda-forge [conda] liblapacke 3.9.0 6_mkl conda-forge [conda] mkl 2020.4 h726a3e6_304 conda-forge [conda] numpy 1.20.2 py39hdbf815f_0 conda-forge [conda] pytorch 1.8.1 py3.9_cuda11.1_cudnn8.0.5_0 pytorch [conda] torchaudio 0.8.1 py39 pytorch [conda] torchvision 0.9.1 py39_cu111 pytorch 2021-04-14 21:11:04,970 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('sync_batchnorm', False), ('data', ConfigTree([('type_', 'cifar100'), ('is_vit', False), ('image_size', 32), ('num_classes', 100), ('root', 'data/cifar100'), ('mean', [0.507, 0.4865, 0.4409]), ('std', [0.2673, 0.2564, 0.2761]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar100_shufflenetv2_x1_0'), ('pretrained', False)])), ('optimizer', ConfigTree([('type_', 'SGD'), ('lr', 0.1), ('momentum', 0.9), ('dampening', 0), ('weight_decay', 0.0005), ('nesterov', True)])), ('scheduler', ConfigTree([('type_', 'CosineAnnealingLR'), ('T_max', 200), ('eta_min', 0)])), ('criterion', ConfigTree([('type_', 'CrossEntropyLoss')]))]), 'dist_backend': 'nccl', 'dist_url': 'tcp://127.0.0.1:48035', 'modifications': ['model.name=cifar100_shufflenetv2_x1_0'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/shufflenetv2_x1_0'), 'world_size': 1} 2021-04-14 21:11:05,089 INFO : Model details: n_params=1.36M, flops=45.09M. 2021-04-14 21:11:12,991 INFO : Train start, epoch=0001, lr=0.100000 2021-04-14 21:11:15,221 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=2.05ms, fps=1148 images/s, loss=4.6566, top1-acc=1.05%, top5-acc=5.00%, remaining_time=0:00:41.464236, arrival_time=2021-04-14 21:11:56.685455, cost_time=0:00:02.229263 2021-04-14 21:11:16,188 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.48ms, fps=2648 images/s, loss=4.6411, top1-acc=1.19%, top5-acc=5.80%, remaining_time=0:00:28.131664, arrival_time=2021-04-14 21:11:44.320334, cost_time=0:00:03.196786 2021-04-14 21:11:17,155 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.78ms, fps=2658 images/s, loss=4.6070, top1-acc=1.63%, top5-acc=7.08%, remaining_time=0:00:23.022374, arrival_time=2021-04-14 21:11:40.177500, cost_time=0:00:04.160678 2021-04-14 21:11:18,125 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.28ms, fps=2642 images/s, loss=4.5634, top1-acc=1.93%, top5-acc=8.49%, remaining_time=0:00:20.019324, arrival_time=2021-04-14 21:11:38.144333, cost_time=0:00:05.133161 2021-04-14 21:11:19,090 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.47ms, fps=2653 images/s, loss=4.5159, top1-acc=2.45%, top5-acc=10.19%, remaining_time=0:00:17.808350, arrival_time=2021-04-14 21:11:36.898988, cost_time=0:00:06.098750 2021-04-14 21:11:20,046 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.47ms, fps=2679 images/s, loss=4.4695, top1-acc=2.92%, top5-acc=11.59%, remaining_time=0:00:15.991152, arrival_time=2021-04-14 21:11:36.037905, cost_time=0:00:07.054919 2021-04-14 21:11:21,015 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.65ms, fps=2645 images/s, loss=4.4210, top1-acc=3.37%, top5-acc=13.02%, remaining_time=0:00:14.441994, arrival_time=2021-04-14 21:11:35.457209, cost_time=0:00:08.023344 2021-04-14 21:11:21,971 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.46ms, fps=2680 images/s, loss=4.3791, top1-acc=3.75%, top5-acc=14.14%, remaining_time=0:00:13.019956, arrival_time=2021-04-14 21:11:34.990988, cost_time=0:00:08.979250 2021-04-14 21:11:22,933 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.48ms, fps=2661 images/s, loss=4.3396, top1-acc=4.23%, top5-acc=15.40%, remaining_time=0:00:11.709184, arrival_time=2021-04-14 21:11:34.642754, cost_time=0:00:09.941722 2021-04-14 21:11:23,905 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.43ms, fps=2636 images/s, loss=4.2976, top1-acc=4.73%, top5-acc=16.78%, remaining_time=0:00:10.476960, arrival_time=2021-04-14 21:11:34.382249, cost_time=0:00:10.913503 2021-04-14 21:11:24,868 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.50ms, fps=2658 images/s, loss=4.2614, top1-acc=5.21%, top5-acc=17.91%, remaining_time=0:00:09.285592, arrival_time=2021-04-14 21:11:34.154306, cost_time=0:00:11.876934 2021-04-14 21:11:25,845 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.55ms, fps=2622 images/s, loss=4.2260, top1-acc=5.68%, top5-acc=19.02%, remaining_time=0:00:08.140588, arrival_time=2021-04-14 21:11:33.986031, cost_time=0:00:12.853593 2021-04-14 21:11:26,810 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.47ms, fps=2654 images/s, loss=4.1929, top1-acc=6.12%, top5-acc=20.14%, remaining_time=0:00:07.015734, arrival_time=2021-04-14 21:11:33.826366, cost_time=0:00:13.818851 2021-04-14 21:11:27,782 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.44ms, fps=2636 images/s, loss=4.1618, top1-acc=6.50%, top5-acc=21.04%, remaining_time=0:00:05.916120, arrival_time=2021-04-14 21:11:33.698213, cost_time=0:00:14.790316 2021-04-14 21:11:28,767 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.42ms, fps=2600 images/s, loss=4.1299, top1-acc=6.92%, top5-acc=22.08%, remaining_time=0:00:04.837774, arrival_time=2021-04-14 21:11:33.605050, cost_time=0:00:15.775352 2021-04-14 21:11:29,742 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.88ms, fps=2627 images/s, loss=4.1007, top1-acc=7.29%, top5-acc=22.99%, remaining_time=0:00:03.768840, arrival_time=2021-04-14 21:11:33.511058, cost_time=0:00:16.750425 2021-04-14 21:11:30,708 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.38ms, fps=2650 images/s, loss=4.0743, top1-acc=7.67%, top5-acc=23.85%, remaining_time=0:00:02.709642, arrival_time=2021-04-14 21:11:33.418350, cost_time=0:00:17.716931 2021-04-14 21:11:31,682 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.55ms, fps=2630 images/s, loss=4.0451, top1-acc=8.02%, top5-acc=24.82%, remaining_time=0:00:01.661376, arrival_time=2021-04-14 21:11:33.343660, cost_time=0:00:18.690507 2021-04-14 21:11:32,650 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.39ms, fps=2644 images/s, loss=4.0181, top1-acc=8.41%, top5-acc=25.70%, remaining_time=0:00:00.620808, arrival_time=2021-04-14 21:11:33.271580, cost_time=0:00:19.658930 2021-04-14 21:11:33,194 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=0.07ms, fps=2505 images/s, loss=4.0047, top1-acc=8.60%, top5-acc=26.10%, remaining_time=0:00:00, arrival_time=2021-04-14 21:11:33.194118, cost_time=0:00:20.202344 2021-04-14 21:11:33,770 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=4.06ms, fps=4461 images/s, loss=3.5932, top1-acc=13.59%, top5-acc=39.06%, remaining_time=0:00:01.721550, arrival_time=2021-04-14 21:11:35.491705, cost_time=0:00:00.573852 2021-04-14 21:11:34,102 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.79ms, fps=7714 images/s, loss=3.5851, top1-acc=13.79%, top5-acc=39.20%, remaining_time=0:00:00.906520, arrival_time=2021-04-14 21:11:35.009183, cost_time=0:00:00.906530 2021-04-14 21:11:34,440 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=2.51ms, fps=7589 images/s, loss=3.5957, top1-acc=13.75%, top5-acc=38.70%, remaining_time=0:00:00.414740, arrival_time=2021-04-14 21:11:34.855087, cost_time=0:00:01.244221 2021-04-14 21:11:34,753 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.07ms, fps=7426 images/s, loss=3.6098, top1-acc=13.80%, top5-acc=38.78%, remaining_time=0:00:00, arrival_time=2021-04-14 21:11:34.753091, cost_time=0:00:01.556982 2021-04-14 21:11:34,894 INFO : Epoch=0001 complete, best val top1-acc=13.80%, top5-acc=38.78% (epoch=1), remaining_time=1:12:38.906945, arrival_time=2021-04-14 22:24:13.801583, cost_time=0:00:21.904055 2021-04-14 21:11:34,896 INFO : Train start, epoch=0002, lr=0.099994 2021-04-14 21:11:36,018 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.29ms, fps=2282 images/s, loss=3.4935, top1-acc=15.27%, top5-acc=41.99%, remaining_time=0:00:20.867340, arrival_time=2021-04-14 21:11:56.885638, cost_time=0:00:01.121900 2021-04-14 21:11:36,973 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.53ms, fps=2681 images/s, loss=3.4563, top1-acc=16.54%, top5-acc=42.77%, remaining_time=0:00:18.278480, arrival_time=2021-04-14 21:11:55.252001, cost_time=0:00:02.077106 2021-04-14 21:11:37,940 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.35ms, fps=2648 images/s, loss=3.4316, top1-acc=17.17%, top5-acc=43.45%, remaining_time=0:00:16.844850, arrival_time=2021-04-14 21:11:54.785599, cost_time=0:00:03.044264 2021-04-14 21:11:38,909 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=2.43ms, fps=2646 images/s, loss=3.4218, top1-acc=17.49%, top5-acc=44.07%, remaining_time=0:00:15.648048, arrival_time=2021-04-14 21:11:54.556963, cost_time=0:00:04.012335 2021-04-14 21:11:39,887 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.91ms, fps=2619 images/s, loss=3.4030, top1-acc=17.98%, top5-acc=44.70%, remaining_time=0:00:14.572990, arrival_time=2021-04-14 21:11:54.460292, cost_time=0:00:04.990741 2021-04-14 21:11:40,903 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=7.93ms, fps=2522 images/s, loss=3.3856, top1-acc=18.18%, top5-acc=45.16%, remaining_time=0:00:13.615368, arrival_time=2021-04-14 21:11:54.518607, cost_time=0:00:06.006779 2021-04-14 21:11:41,875 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.72ms, fps=2637 images/s, loss=3.3803, top1-acc=18.31%, top5-acc=45.28%, remaining_time=0:00:12.561444, arrival_time=2021-04-14 21:11:54.436486, cost_time=0:00:06.978567 2021-04-14 21:11:42,838 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.45ms, fps=2658 images/s, loss=3.3716, top1-acc=18.55%, top5-acc=45.48%, remaining_time=0:00:11.516248, arrival_time=2021-04-14 21:11:54.354905, cost_time=0:00:07.942226 2021-04-14 21:11:43,837 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.56ms, fps=2564 images/s, loss=3.3610, top1-acc=18.82%, top5-acc=45.76%, remaining_time=0:00:10.530464, arrival_time=2021-04-14 21:11:54.368009, cost_time=0:00:08.941000 2021-04-14 21:11:44,807 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.43ms, fps=2641 images/s, loss=3.3468, top1-acc=19.10%, top5-acc=46.01%, remaining_time=0:00:09.514848, arrival_time=2021-04-14 21:11:54.322548, cost_time=0:00:09.911290 2021-04-14 21:11:45,774 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.98ms, fps=2650 images/s, loss=3.3335, top1-acc=19.36%, top5-acc=46.37%, remaining_time=0:00:08.504368, arrival_time=2021-04-14 21:11:54.278588, cost_time=0:00:10.877676 2021-04-14 21:11:46,755 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=2.07ms, fps=2611 images/s, loss=3.3211, top1-acc=19.55%, top5-acc=46.70%, remaining_time=0:00:07.510700, arrival_time=2021-04-14 21:11:54.266181, cost_time=0:00:11.859027 2021-04-14 21:11:47,726 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.43ms, fps=2637 images/s, loss=3.3108, top1-acc=19.74%, top5-acc=47.04%, remaining_time=0:00:06.513870, arrival_time=2021-04-14 21:11:54.240636, cost_time=0:00:12.830362 2021-04-14 21:11:48,692 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=2.49ms, fps=2653 images/s, loss=3.3001, top1-acc=19.96%, top5-acc=47.34%, remaining_time=0:00:05.518240, arrival_time=2021-04-14 21:11:54.210255, cost_time=0:00:13.795543 2021-04-14 21:11:49,653 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.52ms, fps=2663 images/s, loss=3.2903, top1-acc=20.13%, top5-acc=47.66%, remaining_time=0:00:04.525618, arrival_time=2021-04-14 21:11:54.179543, cost_time=0:00:14.757514 2021-04-14 21:11:50,619 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.66ms, fps=2653 images/s, loss=3.2780, top1-acc=20.23%, top5-acc=48.04%, remaining_time=0:00:03.537612, arrival_time=2021-04-14 21:11:54.156794, cost_time=0:00:15.722720 2021-04-14 21:11:51,581 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.35ms, fps=2662 images/s, loss=3.2683, top1-acc=20.39%, top5-acc=48.35%, remaining_time=0:00:02.551796, arrival_time=2021-04-14 21:11:54.133042, cost_time=0:00:16.684849 2021-04-14 21:11:52,549 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.34ms, fps=2647 images/s, loss=3.2546, top1-acc=20.67%, top5-acc=48.70%, remaining_time=0:00:01.569120, arrival_time=2021-04-14 21:11:54.118128, cost_time=0:00:17.652524 2021-04-14 21:11:53,516 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.18ms, fps=2648 images/s, loss=3.2433, top1-acc=20.89%, top5-acc=48.99%, remaining_time=0:00:00.588000, arrival_time=2021-04-14 21:11:54.104450, cost_time=0:00:18.619994 2021-04-14 21:11:54,065 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.41ms, fps=2479 images/s, loss=3.2392, top1-acc=20.95%, top5-acc=49.11%, remaining_time=0:00:00, arrival_time=2021-04-14 21:11:54.065587, cost_time=0:00:19.169182 2021-04-14 21:11:54,521 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=3.06ms, fps=5650 images/s, loss=3.2267, top1-acc=20.20%, top5-acc=49.96%, remaining_time=0:00:01.359240, arrival_time=2021-04-14 21:11:55.880630, cost_time=0:00:00.453083 2021-04-14 21:11:54,860 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=2.72ms, fps=7556 images/s, loss=3.2228, top1-acc=21.19%, top5-acc=50.64%, remaining_time=0:00:00.792240, arrival_time=2021-04-14 21:11:55.652847, cost_time=0:00:00.792244 2021-04-14 21:11:55,198 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=2.80ms, fps=7592 images/s, loss=3.2173, top1-acc=21.24%, top5-acc=50.38%, remaining_time=0:00:00.376670, arrival_time=2021-04-14 21:11:55.574978, cost_time=0:00:01.130008 2021-04-14 21:11:55,503 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.07ms, fps=7610 images/s, loss=3.2371, top1-acc=21.07%, top5-acc=49.58%, remaining_time=0:00:00, arrival_time=2021-04-14 21:11:55.503492, cost_time=0:00:01.435217 2021-04-14 21:11:55,737 INFO : Epoch=0002 complete, best val top1-acc=21.07%, top5-acc=49.58% (epoch=2), remaining_time=1:10:31.943298, arrival_time=2021-04-14 22:22:27.680793, cost_time=0:00:42.746902 2021-04-14 21:11:55,739 INFO : Train start, epoch=0003, lr=0.099975 2021-04-14 21:11:56,899 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=0.23ms, fps=2207 images/s, loss=2.9974, top1-acc=25.23%, top5-acc=55.20%, remaining_time=0:00:21.577488, arrival_time=2021-04-14 21:12:18.477329, cost_time=0:00:01.160082 2021-04-14 21:11:57,870 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.52ms, fps=2639 images/s, loss=2.9443, top1-acc=26.23%, top5-acc=56.35%, remaining_time=0:00:18.749808, arrival_time=2021-04-14 21:12:16.620274, cost_time=0:00:02.130656 2021-04-14 21:11:58,849 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=2.27ms, fps=2617 images/s, loss=2.9301, top1-acc=26.54%, top5-acc=56.56%, remaining_time=0:00:17.206232, arrival_time=2021-04-14 21:12:16.055605, cost_time=0:00:03.109570 2021-04-14 21:11:59,843 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.67ms, fps=2576 images/s, loss=2.9294, top1-acc=26.42%, top5-acc=56.53%, remaining_time=0:00:16.004352, arrival_time=2021-04-14 21:12:15.847808, cost_time=0:00:04.103682 2021-04-14 21:12:00,839 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.48ms, fps=2571 images/s, loss=2.9252, top1-acc=26.62%, top5-acc=56.55%, remaining_time=0:00:14.891124, arrival_time=2021-04-14 21:12:15.730626, cost_time=0:00:05.099676 2021-04-14 21:12:01,812 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.30ms, fps=2634 images/s, loss=2.9111, top1-acc=26.80%, top5-acc=56.93%, remaining_time=0:00:13.763880, arrival_time=2021-04-14 21:12:15.576030, cost_time=0:00:06.072320 2021-04-14 21:12:02,772 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.32ms, fps=2667 images/s, loss=2.9016, top1-acc=26.98%, top5-acc=57.25%, remaining_time=0:00:12.659094, arrival_time=2021-04-14 21:12:15.431764, cost_time=0:00:07.032839 2021-04-14 21:12:03,745 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.47ms, fps=2632 images/s, loss=2.9025, top1-acc=27.02%, top5-acc=57.30%, remaining_time=0:00:11.608584, arrival_time=2021-04-14 21:12:15.354362, cost_time=0:00:08.005930 2021-04-14 21:12:04,724 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=2.28ms, fps=2617 images/s, loss=2.8916, top1-acc=27.11%, top5-acc=57.60%, remaining_time=0:00:10.582086, arrival_time=2021-04-14 21:12:15.306724, cost_time=0:00:08.984796 2021-04-14 21:12:05,684 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.52ms, fps=2670 images/s, loss=2.8898, top1-acc=27.12%, top5-acc=57.72%, remaining_time=0:00:09.546528, arrival_time=2021-04-14 21:12:15.230603, cost_time=0:00:09.944251 2021-04-14 21:12:06,682 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.93ms, fps=2566 images/s, loss=2.8806, top1-acc=27.35%, top5-acc=57.99%, remaining_time=0:00:08.554850, arrival_time=2021-04-14 21:12:15.237041, cost_time=0:00:10.942300 2021-04-14 21:12:07,659 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=2.60ms, fps=2623 images/s, loss=2.8722, top1-acc=27.55%, top5-acc=58.21%, remaining_time=0:00:07.548776, arrival_time=2021-04-14 21:12:15.207849, cost_time=0:00:11.919170 2021-04-14 21:12:08,640 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.57ms, fps=2610 images/s, loss=2.8663, top1-acc=27.64%, top5-acc=58.39%, remaining_time=0:00:06.549774, arrival_time=2021-04-14 21:12:15.190609, cost_time=0:00:12.901069 2021-04-14 21:12:09,610 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.64ms, fps=2641 images/s, loss=2.8545, top1-acc=27.91%, top5-acc=58.62%, remaining_time=0:00:05.548312, arrival_time=2021-04-14 21:12:15.158941, cost_time=0:00:13.870793 2021-04-14 21:12:10,569 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.59ms, fps=2672 images/s, loss=2.8441, top1-acc=28.12%, top5-acc=58.89%, remaining_time=0:00:04.547744, arrival_time=2021-04-14 21:12:15.117142, cost_time=0:00:14.829626 2021-04-14 21:12:11,526 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.35ms, fps=2677 images/s, loss=2.8343, top1-acc=28.30%, top5-acc=59.12%, remaining_time=0:00:03.551904, arrival_time=2021-04-14 21:12:15.077931, cost_time=0:00:15.786200 2021-04-14 21:12:12,492 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.48ms, fps=2650 images/s, loss=2.8252, top1-acc=28.49%, top5-acc=59.37%, remaining_time=0:00:02.562170, arrival_time=2021-04-14 21:12:15.054713, cost_time=0:00:16.752731 2021-04-14 21:12:13,468 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.41ms, fps=2626 images/s, loss=2.8179, top1-acc=28.67%, top5-acc=59.56%, remaining_time=0:00:01.575824, arrival_time=2021-04-14 21:12:15.043743, cost_time=0:00:17.728014 2021-04-14 21:12:14,474 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.29ms, fps=2544 images/s, loss=2.8093, top1-acc=28.86%, top5-acc=59.75%, remaining_time=0:00:00.591630, arrival_time=2021-04-14 21:12:15.066288, cost_time=0:00:18.734891 2021-04-14 21:12:15,027 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.29ms, fps=2460 images/s, loss=2.8065, top1-acc=28.95%, top5-acc=59.80%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:15.027865, cost_time=0:00:19.288085 2021-04-14 21:12:15,595 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=14.00ms, fps=4530 images/s, loss=2.6472, top1-acc=32.19%, top5-acc=63.55%, remaining_time=0:00:01.695480, arrival_time=2021-04-14 21:12:17.290594, cost_time=0:00:00.565164 2021-04-14 21:12:15,967 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=3.86ms, fps=6890 images/s, loss=2.6911, top1-acc=31.56%, top5-acc=62.27%, remaining_time=0:00:00.937220, arrival_time=2021-04-14 21:12:16.904468, cost_time=0:00:00.937211 2021-04-14 21:12:16,345 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=2.50ms, fps=6784 images/s, loss=2.6930, top1-acc=31.59%, top5-acc=62.16%, remaining_time=0:00:00.438440, arrival_time=2021-04-14 21:12:16.783736, cost_time=0:00:01.315334 2021-04-14 21:12:16,653 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.07ms, fps=7537 images/s, loss=2.7015, top1-acc=31.38%, top5-acc=61.84%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:16.653590, cost_time=0:00:01.623722 2021-04-14 21:12:16,876 INFO : Epoch=0003 complete, best val top1-acc=31.38%, top5-acc=61.84% (epoch=3), remaining_time=1:09:55.172524, arrival_time=2021-04-14 22:22:12.048973, cost_time=0:01:03.885875 2021-04-14 21:12:16,877 INFO : Train start, epoch=0004, lr=0.099944 2021-04-14 21:12:18,015 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.55ms, fps=2250 images/s, loss=2.4629, top1-acc=35.39%, top5-acc=68.09%, remaining_time=0:00:21.158244, arrival_time=2021-04-14 21:12:39.173768, cost_time=0:00:01.137540 2021-04-14 21:12:18,987 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=2.01ms, fps=2635 images/s, loss=2.4999, top1-acc=34.55%, top5-acc=67.23%, remaining_time=0:00:18.566240, arrival_time=2021-04-14 21:12:37.553930, cost_time=0:00:02.109793 2021-04-14 21:12:19,959 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.72ms, fps=2635 images/s, loss=2.5001, top1-acc=34.54%, top5-acc=67.17%, remaining_time=0:00:17.052682, arrival_time=2021-04-14 21:12:37.012342, cost_time=0:00:03.081802 2021-04-14 21:12:20,929 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.51ms, fps=2641 images/s, loss=2.5033, top1-acc=34.20%, top5-acc=66.99%, remaining_time=0:00:15.801708, arrival_time=2021-04-14 21:12:36.731356, cost_time=0:00:04.051736 2021-04-14 21:12:21,896 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=2.01ms, fps=2650 images/s, loss=2.4984, top1-acc=34.37%, top5-acc=67.05%, remaining_time=0:00:14.653436, arrival_time=2021-04-14 21:12:36.549650, cost_time=0:00:05.018304 2021-04-14 21:12:22,862 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.51ms, fps=2650 images/s, loss=2.5066, top1-acc=34.32%, top5-acc=66.83%, remaining_time=0:00:13.566000, arrival_time=2021-04-14 21:12:36.428868, cost_time=0:00:05.985018 2021-04-14 21:12:23,827 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.71ms, fps=2657 images/s, loss=2.5057, top1-acc=34.43%, top5-acc=66.83%, remaining_time=0:00:12.508272, arrival_time=2021-04-14 21:12:36.335239, cost_time=0:00:06.949046 2021-04-14 21:12:24,795 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.47ms, fps=2644 images/s, loss=2.5051, top1-acc=34.48%, top5-acc=66.78%, remaining_time=0:00:11.480752, arrival_time=2021-04-14 21:12:36.276360, cost_time=0:00:07.917750 2021-04-14 21:12:25,759 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.57ms, fps=2657 images/s, loss=2.5104, top1-acc=34.30%, top5-acc=66.73%, remaining_time=0:00:10.460716, arrival_time=2021-04-14 21:12:36.220343, cost_time=0:00:08.881749 2021-04-14 21:12:26,727 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.61ms, fps=2646 images/s, loss=2.5080, top1-acc=34.34%, top5-acc=66.90%, remaining_time=0:00:09.455712, arrival_time=2021-04-14 21:12:36.183312, cost_time=0:00:09.849678 2021-04-14 21:12:27,688 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.42ms, fps=2666 images/s, loss=2.5041, top1-acc=34.51%, top5-acc=67.06%, remaining_time=0:00:08.451994, arrival_time=2021-04-14 21:12:36.140495, cost_time=0:00:10.810651 2021-04-14 21:12:28,714 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.60ms, fps=2497 images/s, loss=2.5008, top1-acc=34.53%, top5-acc=67.17%, remaining_time=0:00:07.496336, arrival_time=2021-04-14 21:12:36.210673, cost_time=0:00:11.836343 2021-04-14 21:12:29,693 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.45ms, fps=2618 images/s, loss=2.4955, top1-acc=34.68%, top5-acc=67.30%, remaining_time=0:00:06.506148, arrival_time=2021-04-14 21:12:36.199172, cost_time=0:00:12.815078 2021-04-14 21:12:30,670 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.97ms, fps=2621 images/s, loss=2.4870, top1-acc=34.88%, top5-acc=67.47%, remaining_time=0:00:05.517008, arrival_time=2021-04-14 21:12:36.187445, cost_time=0:00:13.792544 2021-04-14 21:12:31,638 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.44ms, fps=2647 images/s, loss=2.4806, top1-acc=35.00%, top5-acc=67.64%, remaining_time=0:00:04.526492, arrival_time=2021-04-14 21:12:36.164747, cost_time=0:00:14.760339 2021-04-14 21:12:32,617 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.83ms, fps=2615 images/s, loss=2.4747, top1-acc=35.20%, top5-acc=67.79%, remaining_time=0:00:03.541464, arrival_time=2021-04-14 21:12:36.159233, cost_time=0:00:15.739797 2021-04-14 21:12:33,650 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=2.58ms, fps=2481 images/s, loss=2.4723, top1-acc=35.27%, top5-acc=67.89%, remaining_time=0:00:02.565186, arrival_time=2021-04-14 21:12:36.215451, cost_time=0:00:16.772362 2021-04-14 21:12:34,649 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=2.24ms, fps=2563 images/s, loss=2.4662, top1-acc=35.39%, top5-acc=68.03%, remaining_time=0:00:01.579728, arrival_time=2021-04-14 21:12:36.229536, cost_time=0:00:17.771893 2021-04-14 21:12:35,607 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.24ms, fps=2674 images/s, loss=2.4582, top1-acc=35.54%, top5-acc=68.23%, remaining_time=0:00:00.591468, arrival_time=2021-04-14 21:12:36.199106, cost_time=0:00:18.729809 2021-04-14 21:12:36,149 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.47ms, fps=2513 images/s, loss=2.4570, top1-acc=35.59%, top5-acc=68.29%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:36.149233, cost_time=0:00:19.271381 2021-04-14 21:12:36,685 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=0.35ms, fps=4789 images/s, loss=2.5851, top1-acc=32.54%, top5-acc=65.08%, remaining_time=0:00:01.603530, arrival_time=2021-04-14 21:12:38.289147, cost_time=0:00:00.534512 2021-04-14 21:12:37,021 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=3.78ms, fps=7643 images/s, loss=2.5619, top1-acc=34.04%, top5-acc=65.72%, remaining_time=0:00:00.870020, arrival_time=2021-04-14 21:12:37.891138, cost_time=0:00:00.870012 2021-04-14 21:12:37,375 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=0.23ms, fps=7229 images/s, loss=2.5688, top1-acc=33.54%, top5-acc=65.47%, remaining_time=0:00:00.408260, arrival_time=2021-04-14 21:12:37.784075, cost_time=0:00:01.224776 2021-04-14 21:12:37,692 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.06ms, fps=7338 images/s, loss=2.5759, top1-acc=33.67%, top5-acc=65.65%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:37.692351, cost_time=0:00:01.541345 2021-04-14 21:12:37,889 INFO : Epoch=0004 complete, best val top1-acc=33.67%, top5-acc=65.65% (epoch=4), remaining_time=1:09:20.029440, arrival_time=2021-04-14 22:21:57.918580, cost_time=0:01:24.898558 2021-04-14 21:12:37,890 INFO : Train start, epoch=0005, lr=0.099901 2021-04-14 21:12:39,059 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=0.21ms, fps=2191 images/s, loss=2.2168, top1-acc=41.95%, top5-acc=73.95%, remaining_time=0:00:21.735402, arrival_time=2021-04-14 21:13:00.794623, cost_time=0:00:01.168573 2021-04-14 21:12:40,019 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.74ms, fps=2666 images/s, loss=2.2108, top1-acc=41.37%, top5-acc=73.59%, remaining_time=0:00:18.737136, arrival_time=2021-04-14 21:12:58.757030, cost_time=0:00:02.129212 2021-04-14 21:12:40,982 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.51ms, fps=2662 images/s, loss=2.2258, top1-acc=41.08%, top5-acc=73.46%, remaining_time=0:00:17.106134, arrival_time=2021-04-14 21:12:58.088278, cost_time=0:00:03.091468 2021-04-14 21:12:41,971 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.52ms, fps=2590 images/s, loss=2.2376, top1-acc=40.81%, top5-acc=73.28%, remaining_time=0:00:15.913560, arrival_time=2021-04-14 21:12:57.884645, cost_time=0:00:04.080407 2021-04-14 21:12:42,950 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.59ms, fps=2614 images/s, loss=2.2302, top1-acc=41.00%, top5-acc=73.23%, remaining_time=0:00:14.775930, arrival_time=2021-04-14 21:12:57.726801, cost_time=0:00:05.060258 2021-04-14 21:12:43,936 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.69ms, fps=2600 images/s, loss=2.2326, top1-acc=40.96%, top5-acc=73.18%, remaining_time=0:00:13.702680, arrival_time=2021-04-14 21:12:57.638684, cost_time=0:00:06.045316 2021-04-14 21:12:44,900 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.42ms, fps=2655 images/s, loss=2.2448, top1-acc=40.73%, top5-acc=72.91%, remaining_time=0:00:12.617892, arrival_time=2021-04-14 21:12:57.518465, cost_time=0:00:07.009945 2021-04-14 21:12:45,867 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.40ms, fps=2649 images/s, loss=2.2516, top1-acc=40.53%, top5-acc=72.92%, remaining_time=0:00:11.566476, arrival_time=2021-04-14 21:12:57.434006, cost_time=0:00:07.976910 2021-04-14 21:12:46,851 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.38ms, fps=2602 images/s, loss=2.2488, top1-acc=40.57%, top5-acc=72.87%, remaining_time=0:00:10.553996, arrival_time=2021-04-14 21:12:57.405584, cost_time=0:00:08.960966 2021-04-14 21:12:47,822 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.51ms, fps=2639 images/s, loss=2.2388, top1-acc=40.77%, top5-acc=73.15%, remaining_time=0:00:09.534048, arrival_time=2021-04-14 21:12:57.356054, cost_time=0:00:09.931320 2021-04-14 21:12:48,795 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.85ms, fps=2631 images/s, loss=2.2384, top1-acc=40.73%, top5-acc=73.10%, remaining_time=0:00:08.525696, arrival_time=2021-04-14 21:12:57.321342, cost_time=0:00:10.904994 2021-04-14 21:12:49,773 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.86ms, fps=2619 images/s, loss=2.2332, top1-acc=40.83%, top5-acc=73.17%, remaining_time=0:00:07.525824, arrival_time=2021-04-14 21:12:57.299304, cost_time=0:00:11.882863 2021-04-14 21:12:50,742 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=2.02ms, fps=2644 images/s, loss=2.2263, top1-acc=40.91%, top5-acc=73.25%, remaining_time=0:00:06.524562, arrival_time=2021-04-14 21:12:57.266597, cost_time=0:00:12.851421 2021-04-14 21:12:51,701 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.47ms, fps=2670 images/s, loss=2.2214, top1-acc=40.94%, top5-acc=73.28%, remaining_time=0:00:05.524232, arrival_time=2021-04-14 21:12:57.225451, cost_time=0:00:13.810600 2021-04-14 21:12:52,669 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.49ms, fps=2646 images/s, loss=2.2153, top1-acc=41.06%, top5-acc=73.40%, remaining_time=0:00:04.532104, arrival_time=2021-04-14 21:12:57.201329, cost_time=0:00:14.778602 2021-04-14 21:12:53,628 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.38ms, fps=2669 images/s, loss=2.2143, top1-acc=40.98%, top5-acc=73.49%, remaining_time=0:00:03.541068, arrival_time=2021-04-14 21:12:57.169807, cost_time=0:00:15.738119 2021-04-14 21:12:54,611 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.80ms, fps=2605 images/s, loss=2.2121, top1-acc=41.01%, top5-acc=73.57%, remaining_time=0:00:02.557360, arrival_time=2021-04-14 21:12:57.169203, cost_time=0:00:16.721180 2021-04-14 21:12:55,592 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.42ms, fps=2613 images/s, loss=2.2091, top1-acc=41.05%, top5-acc=73.63%, remaining_time=0:00:01.573472, arrival_time=2021-04-14 21:12:57.165602, cost_time=0:00:17.701514 2021-04-14 21:12:56,566 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.21ms, fps=2630 images/s, loss=2.2056, top1-acc=41.14%, top5-acc=73.69%, remaining_time=0:00:00.589740, arrival_time=2021-04-14 21:12:57.155747, cost_time=0:00:18.675188 2021-04-14 21:12:57,117 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.17ms, fps=2468 images/s, loss=2.2031, top1-acc=41.20%, top5-acc=73.73%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:57.117719, cost_time=0:00:19.227107 2021-04-14 21:12:57,666 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=32.08ms, fps=4684 images/s, loss=2.2890, top1-acc=38.79%, top5-acc=71.87%, remaining_time=0:00:01.639710, arrival_time=2021-04-14 21:12:59.305824, cost_time=0:00:00.546569 2021-04-14 21:12:58,052 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=0.20ms, fps=6639 images/s, loss=2.3118, top1-acc=38.52%, top5-acc=71.31%, remaining_time=0:00:00.932640, arrival_time=2021-04-14 21:12:58.984846, cost_time=0:00:00.932650 2021-04-14 21:12:58,491 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=29.41ms, fps=5835 images/s, loss=2.2883, top1-acc=38.79%, top5-acc=71.87%, remaining_time=0:00:00.457300, arrival_time=2021-04-14 21:12:58.948704, cost_time=0:00:01.371893 2021-04-14 21:12:58,794 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.11ms, fps=7676 images/s, loss=2.2913, top1-acc=38.48%, top5-acc=71.73%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:58.793964, cost_time=0:00:01.674459 2021-04-14 21:12:59,074 INFO : Epoch=0005 complete, best val top1-acc=38.48%, top5-acc=71.73% (epoch=5), remaining_time=1:08:57.289650, arrival_time=2021-04-14 22:21:56.364570, cost_time=0:01:46.084350 2021-04-14 21:12:59,076 INFO : Train start, epoch=0006, lr=0.099846 2021-04-14 21:13:00,356 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=0.25ms, fps=2000 images/s, loss=2.0155, top1-acc=45.12%, top5-acc=76.84%, remaining_time=0:00:23.813208, arrival_time=2021-04-14 21:13:24.169834, cost_time=0:00:01.280277 2021-04-14 21:13:01,346 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.93ms, fps=2589 images/s, loss=2.0412, top1-acc=44.00%, top5-acc=76.87%, remaining_time=0:00:19.973712, arrival_time=2021-04-14 21:13:21.319777, cost_time=0:00:02.269747 2021-04-14 21:13:02,317 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.38ms, fps=2638 images/s, loss=2.0457, top1-acc=44.35%, top5-acc=76.63%, remaining_time=0:00:17.931818, arrival_time=2021-04-14 21:13:20.248777, cost_time=0:00:03.240698 2021-04-14 21:13:03,283 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.44ms, fps=2650 images/s, loss=2.0504, top1-acc=44.37%, top5-acc=76.45%, remaining_time=0:00:16.407924, arrival_time=2021-04-14 21:13:19.691404, cost_time=0:00:04.207151 2021-04-14 21:13:04,255 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.41ms, fps=2635 images/s, loss=2.0471, top1-acc=44.38%, top5-acc=76.41%, remaining_time=0:00:15.123702, arrival_time=2021-04-14 21:13:19.379288, cost_time=0:00:05.179327 2021-04-14 21:13:05,231 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.88ms, fps=2625 images/s, loss=2.0397, top1-acc=44.73%, top5-acc=76.47%, remaining_time=0:00:13.950880, arrival_time=2021-04-14 21:13:19.182099, cost_time=0:00:06.154822 2021-04-14 21:13:06,203 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.34ms, fps=2635 images/s, loss=2.0422, top1-acc=44.72%, top5-acc=76.43%, remaining_time=0:00:12.828816, arrival_time=2021-04-14 21:13:19.032454, cost_time=0:00:07.127146 2021-04-14 21:13:07,166 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.36ms, fps=2662 images/s, loss=2.0323, top1-acc=44.89%, top5-acc=76.67%, remaining_time=0:00:11.730384, arrival_time=2021-04-14 21:13:18.896616, cost_time=0:00:08.089914 2021-04-14 21:13:08,133 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.51ms, fps=2647 images/s, loss=2.0320, top1-acc=44.81%, top5-acc=76.67%, remaining_time=0:00:10.667734, arrival_time=2021-04-14 21:13:18.801487, cost_time=0:00:09.057495 2021-04-14 21:13:09,107 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.60ms, fps=2629 images/s, loss=2.0323, top1-acc=44.80%, top5-acc=76.64%, remaining_time=0:00:09.630336, arrival_time=2021-04-14 21:13:18.738229, cost_time=0:00:10.031570 2021-04-14 21:13:10,078 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.52ms, fps=2639 images/s, loss=2.0311, top1-acc=44.86%, top5-acc=76.71%, remaining_time=0:00:08.601720, arrival_time=2021-04-14 21:13:18.680171, cost_time=0:00:11.002194 2021-04-14 21:13:11,036 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.63ms, fps=2674 images/s, loss=2.0318, top1-acc=44.90%, top5-acc=76.71%, remaining_time=0:00:07.574616, arrival_time=2021-04-14 21:13:18.610737, cost_time=0:00:11.959876 2021-04-14 21:13:12,000 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.38ms, fps=2656 images/s, loss=2.0281, top1-acc=44.93%, top5-acc=76.84%, remaining_time=0:00:06.561390, arrival_time=2021-04-14 21:13:18.561719, cost_time=0:00:12.923942 2021-04-14 21:13:12,980 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.45ms, fps=2614 images/s, loss=2.0252, top1-acc=44.97%, top5-acc=76.90%, remaining_time=0:00:05.561640, arrival_time=2021-04-14 21:13:18.542029, cost_time=0:00:13.904097 2021-04-14 21:13:13,946 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.90ms, fps=2653 images/s, loss=2.0195, top1-acc=45.09%, top5-acc=77.05%, remaining_time=0:00:04.560072, arrival_time=2021-04-14 21:13:18.506086, cost_time=0:00:14.869727 2021-04-14 21:13:14,909 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.42ms, fps=2660 images/s, loss=2.0155, top1-acc=45.24%, top5-acc=77.16%, remaining_time=0:00:03.562380, arrival_time=2021-04-14 21:13:18.471440, cost_time=0:00:15.832730 2021-04-14 21:13:15,869 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.58ms, fps=2668 images/s, loss=2.0142, top1-acc=45.23%, top5-acc=77.26%, remaining_time=0:00:02.568306, arrival_time=2021-04-14 21:13:18.437380, cost_time=0:00:16.792766 2021-04-14 21:13:16,834 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.39ms, fps=2652 images/s, loss=2.0114, top1-acc=45.31%, top5-acc=77.30%, remaining_time=0:00:01.578544, arrival_time=2021-04-14 21:13:18.413362, cost_time=0:00:17.758561 2021-04-14 21:13:17,813 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.37ms, fps=2616 images/s, loss=2.0077, top1-acc=45.41%, top5-acc=77.40%, remaining_time=0:00:00.591708, arrival_time=2021-04-14 21:13:18.405325, cost_time=0:00:18.737367 2021-04-14 21:13:18,357 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.39ms, fps=2505 images/s, loss=2.0062, top1-acc=45.42%, top5-acc=77.45%, remaining_time=0:00:00, arrival_time=2021-04-14 21:13:18.356972, cost_time=0:00:19.280603 2021-04-14 21:13:18,804 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=2.37ms, fps=5741 images/s, loss=2.1504, top1-acc=42.15%, top5-acc=75.51%, remaining_time=0:00:01.337730, arrival_time=2021-04-14 21:13:20.142570, cost_time=0:00:00.445910 2021-04-14 21:13:19,137 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=0.28ms, fps=7695 images/s, loss=2.1706, top1-acc=41.68%, top5-acc=74.80%, remaining_time=0:00:00.778960, arrival_time=2021-04-14 21:13:19.916881, cost_time=0:00:00.778956 2021-04-14 21:13:19,474 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.72ms, fps=7614 images/s, loss=2.1596, top1-acc=41.87%, top5-acc=75.05%, remaining_time=0:00:00.371890, arrival_time=2021-04-14 21:13:19.846520, cost_time=0:00:01.115661 2021-04-14 21:13:19,782 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.06ms, fps=7550 images/s, loss=2.1623, top1-acc=41.62%, top5-acc=74.86%, remaining_time=0:00:00, arrival_time=2021-04-14 21:13:19.782345, cost_time=0:00:01.423459 2021-04-14 21:13:19,985 INFO : Epoch=0006 complete, best val top1-acc=41.62%, top5-acc=74.86% (epoch=6), remaining_time=1:08:26.161320, arrival_time=2021-04-14 22:21:46.146580, cost_time=0:02:06.994683 2021-04-14 21:13:19,986 INFO : Train start, epoch=0007, lr=0.099778 2021-04-14 21:13:21,201 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.64ms, fps=2108 images/s, loss=1.8999, top1-acc=47.23%, top5-acc=79.92%, remaining_time=0:00:22.590444, arrival_time=2021-04-14 21:13:43.791661, cost_time=0:00:01.214539 2021-04-14 21:13:22,166 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=2.10ms, fps=2653 images/s, loss=1.8931, top1-acc=47.58%, top5-acc=80.20%, remaining_time=0:00:19.184528, arrival_time=2021-04-14 21:13:41.351227, cost_time=0:00:02.180054 2021-04-14 21:13:23,143 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.75ms, fps=2621 images/s, loss=1.8666, top1-acc=48.35%, top5-acc=80.59%, remaining_time=0:00:17.469674, arrival_time=2021-04-14 21:13:40.613467, cost_time=0:00:03.157166 2021-04-14 21:13:24,127 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.53ms, fps=2604 images/s, loss=1.8606, top1-acc=48.67%, top5-acc=80.69%, remaining_time=0:00:16.149588, arrival_time=2021-04-14 21:13:40.277161, cost_time=0:00:04.140911 2021-04-14 21:13:25,095 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.51ms, fps=2646 images/s, loss=1.8527, top1-acc=48.86%, top5-acc=80.77%, remaining_time=0:00:14.918280, arrival_time=2021-04-14 21:13:40.013873, cost_time=0:00:05.108985 2021-04-14 21:13:26,065 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.82ms, fps=2640 images/s, loss=1.8589, top1-acc=48.79%, top5-acc=80.53%, remaining_time=0:00:13.779384, arrival_time=2021-04-14 21:13:39.845253, cost_time=0:00:06.079164 2021-04-14 21:13:27,045 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.50ms, fps=2615 images/s, loss=1.8635, top1-acc=48.58%, top5-acc=80.43%, remaining_time=0:00:12.706092, arrival_time=2021-04-14 21:13:39.751597, cost_time=0:00:07.058933 2021-04-14 21:13:28,042 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.38ms, fps=2569 images/s, loss=1.8607, top1-acc=48.67%, top5-acc=80.43%, remaining_time=0:00:11.681084, arrival_time=2021-04-14 21:13:39.723639, cost_time=0:00:08.055901 2021-04-14 21:13:28,999 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.55ms, fps=2677 images/s, loss=1.8683, top1-acc=48.52%, top5-acc=80.22%, remaining_time=0:00:10.615052, arrival_time=2021-04-14 21:13:39.614430, cost_time=0:00:09.012792 2021-04-14 21:13:29,958 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.71ms, fps=2670 images/s, loss=1.8655, top1-acc=48.58%, top5-acc=80.29%, remaining_time=0:00:09.573216, arrival_time=2021-04-14 21:13:39.531946, cost_time=0:00:09.972080 2021-04-14 21:13:30,936 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.51ms, fps=2618 images/s, loss=1.8598, top1-acc=48.76%, top5-acc=80.38%, remaining_time=0:00:08.561214, arrival_time=2021-04-14 21:13:39.498164, cost_time=0:00:10.950373 2021-04-14 21:13:31,902 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.61ms, fps=2651 images/s, loss=1.8622, top1-acc=48.66%, top5-acc=80.31%, remaining_time=0:00:07.547028, arrival_time=2021-04-14 21:13:39.449935, cost_time=0:00:11.916328 2021-04-14 21:13:32,868 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.45ms, fps=2654 images/s, loss=1.8640, top1-acc=48.65%, top5-acc=80.29%, remaining_time=0:00:06.539676, arrival_time=2021-04-14 21:13:39.407621, cost_time=0:00:12.881235 2021-04-14 21:13:33,853 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.35ms, fps=2599 images/s, loss=1.8645, top1-acc=48.64%, top5-acc=80.23%, remaining_time=0:00:05.546744, arrival_time=2021-04-14 21:13:39.400238, cost_time=0:00:13.866911 2021-04-14 21:13:34,815 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.35ms, fps=2663 images/s, loss=1.8604, top1-acc=48.75%, top5-acc=80.27%, remaining_time=0:00:04.547468, arrival_time=2021-04-14 21:13:39.362702, cost_time=0:00:14.828643 2021-04-14 21:13:35,778 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.43ms, fps=2660 images/s, loss=1.8619, top1-acc=48.67%, top5-acc=80.25%, remaining_time=0:00:03.553092, arrival_time=2021-04-14 21:13:39.331319, cost_time=0:00:15.791580 2021-04-14 21:13:36,750 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.82ms, fps=2635 images/s, loss=1.8625, top1-acc=48.64%, top5-acc=80.30%, remaining_time=0:00:02.563834, arrival_time=2021-04-14 21:13:39.314027, cost_time=0:00:16.763607 2021-04-14 21:13:37,713 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.36ms, fps=2659 images/s, loss=1.8604, top1-acc=48.72%, top5-acc=80.35%, remaining_time=0:00:01.575728, arrival_time=2021-04-14 21:13:39.289214, cost_time=0:00:17.726907 2021-04-14 21:13:38,671 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.40ms, fps=2673 images/s, loss=1.8570, top1-acc=48.83%, top5-acc=80.41%, remaining_time=0:00:00.590046, arrival_time=2021-04-14 21:13:39.261467, cost_time=0:00:18.684848 2021-04-14 21:13:39,211 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.21ms, fps=2521 images/s, loss=1.8564, top1-acc=48.84%, top5-acc=80.42%, remaining_time=0:00:00, arrival_time=2021-04-14 21:13:39.211206, cost_time=0:00:19.224626 2021-04-14 21:13:39,722 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=0.30ms, fps=5023 images/s, loss=2.0177, top1-acc=45.98%, top5-acc=77.46%, remaining_time=0:00:01.529040, arrival_time=2021-04-14 21:13:41.251936, cost_time=0:00:00.509676 2021-04-14 21:13:40,067 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=0.20ms, fps=7434 images/s, loss=2.0591, top1-acc=44.92%, top5-acc=76.45%, remaining_time=0:00:00.854740, arrival_time=2021-04-14 21:13:40.922610, cost_time=0:00:00.854741 2021-04-14 21:13:40,436 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=0.42ms, fps=6956 images/s, loss=2.0502, top1-acc=45.08%, top5-acc=76.90%, remaining_time=0:00:00.407750, arrival_time=2021-04-14 21:13:40.844138, cost_time=0:00:01.223258 2021-04-14 21:13:40,738 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.08ms, fps=7682 images/s, loss=2.0547, top1-acc=44.86%, top5-acc=76.60%, remaining_time=0:00:00, arrival_time=2021-04-14 21:13:40.738859, cost_time=0:00:01.525802 2021-04-14 21:13:40,975 INFO : Epoch=0007 complete, best val top1-acc=44.86%, top5-acc=76.60% (epoch=7), remaining_time=1:08:00.166101, arrival_time=2021-04-14 22:21:41.141979, cost_time=0:02:27.985296 2021-04-14 21:13:40,977 INFO : Train start, epoch=0008, lr=0.099698 2021-04-14 21:13:42,154 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=2.01ms, fps=2174 images/s, loss=1.7770, top1-acc=50.59%, top5-acc=81.84%, remaining_time=0:00:21.901872, arrival_time=2021-04-14 21:14:04.056701, cost_time=0:00:01.177523 2021-04-14 21:13:43,131 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.40ms, fps=2624 images/s, loss=1.7553, top1-acc=50.98%, top5-acc=82.34%, remaining_time=0:00:18.952384, arrival_time=2021-04-14 21:14:02.083359, cost_time=0:00:02.153670 2021-04-14 21:13:44,100 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.43ms, fps=2642 images/s, loss=1.7463, top1-acc=51.15%, top5-acc=82.47%, remaining_time=0:00:17.281928, arrival_time=2021-04-14 21:14:01.382485, cost_time=0:00:03.123238 2021-04-14 21:13:45,059 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.40ms, fps=2670 images/s, loss=1.7434, top1-acc=51.27%, top5-acc=82.44%, remaining_time=0:00:15.921048, arrival_time=2021-04-14 21:14:00.980831, cost_time=0:00:04.082314 2021-04-14 21:13:46,031 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.61ms, fps=2635 images/s, loss=1.7382, top1-acc=51.62%, top5-acc=82.62%, remaining_time=0:00:14.758994, arrival_time=2021-04-14 21:14:00.790804, cost_time=0:00:05.054455 2021-04-14 21:13:47,005 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.82ms, fps=2630 images/s, loss=1.7277, top1-acc=51.87%, top5-acc=82.72%, remaining_time=0:00:13.664736, arrival_time=2021-04-14 21:14:00.670591, cost_time=0:00:06.028556 2021-04-14 21:13:47,965 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.36ms, fps=2668 images/s, loss=1.7395, top1-acc=51.80%, top5-acc=82.56%, remaining_time=0:00:12.579084, arrival_time=2021-04-14 21:14:00.544784, cost_time=0:00:06.988397 2021-04-14 21:13:48,934 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.90ms, fps=2643 images/s, loss=1.7408, top1-acc=51.84%, top5-acc=82.41%, remaining_time=0:00:11.537940, arrival_time=2021-04-14 21:14:00.472435, cost_time=0:00:07.957191 2021-04-14 21:13:49,906 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.85ms, fps=2636 images/s, loss=1.7435, top1-acc=51.67%, top5-acc=82.39%, remaining_time=0:00:10.516048, arrival_time=2021-04-14 21:14:00.422110, cost_time=0:00:08.928758 2021-04-14 21:13:50,874 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.52ms, fps=2646 images/s, loss=1.7398, top1-acc=51.67%, top5-acc=82.43%, remaining_time=0:00:09.500736, arrival_time=2021-04-14 21:14:00.374725, cost_time=0:00:09.896627 2021-04-14 21:13:51,833 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.34ms, fps=2668 images/s, loss=1.7407, top1-acc=51.61%, top5-acc=82.43%, remaining_time=0:00:08.487856, arrival_time=2021-04-14 21:14:00.321741, cost_time=0:00:10.856569 2021-04-14 21:13:52,814 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.98ms, fps=2612 images/s, loss=1.7444, top1-acc=51.52%, top5-acc=82.36%, remaining_time=0:00:07.496868, arrival_time=2021-04-14 21:14:00.311336, cost_time=0:00:11.837122 2021-04-14 21:13:53,813 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=2.04ms, fps=2565 images/s, loss=1.7409, top1-acc=51.68%, top5-acc=82.40%, remaining_time=0:00:06.516642, arrival_time=2021-04-14 21:14:00.329726, cost_time=0:00:12.835761 2021-04-14 21:13:54,823 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=2.25ms, fps=2534 images/s, loss=1.7407, top1-acc=51.68%, top5-acc=82.41%, remaining_time=0:00:05.538568, arrival_time=2021-04-14 21:14:00.362383, cost_time=0:00:13.846441 2021-04-14 21:13:55,791 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.46ms, fps=2647 images/s, loss=1.7366, top1-acc=51.79%, top5-acc=82.52%, remaining_time=0:00:04.543006, arrival_time=2021-04-14 21:14:00.334436, cost_time=0:00:14.814118 2021-04-14 21:13:56,758 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.53ms, fps=2650 images/s, loss=1.7345, top1-acc=51.87%, top5-acc=82.55%, remaining_time=0:00:03.550644, arrival_time=2021-04-14 21:14:00.308695, cost_time=0:00:15.780685 2021-04-14 21:13:57,722 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.61ms, fps=2656 images/s, loss=1.7323, top1-acc=51.91%, top5-acc=82.61%, remaining_time=0:00:02.561026, arrival_time=2021-04-14 21:14:00.283600, cost_time=0:00:16.745213 2021-04-14 21:13:58,705 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.86ms, fps=2606 images/s, loss=1.7320, top1-acc=51.88%, top5-acc=82.66%, remaining_time=0:00:01.575824, arrival_time=2021-04-14 21:14:00.281098, cost_time=0:00:17.727972 2021-04-14 21:13:59,670 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.29ms, fps=2655 images/s, loss=1.7332, top1-acc=51.90%, top5-acc=82.62%, remaining_time=0:00:00.590298, arrival_time=2021-04-14 21:14:00.260450, cost_time=0:00:18.692733 2021-04-14 21:14:00,213 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.46ms, fps=2504 images/s, loss=1.7354, top1-acc=51.88%, top5-acc=82.58%, remaining_time=0:00:00, arrival_time=2021-04-14 21:14:00.213952, cost_time=0:00:19.236655 2021-04-14 21:14:00,781 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=0.35ms, fps=4523 images/s, loss=1.8780, top1-acc=48.40%, top5-acc=79.53%, remaining_time=0:00:01.697910, arrival_time=2021-04-14 21:14:02.479591, cost_time=0:00:00.565974 2021-04-14 21:14:01,111 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=0.21ms, fps=7772 images/s, loss=1.8984, top1-acc=48.46%, top5-acc=79.04%, remaining_time=0:00:00.895840, arrival_time=2021-04-14 21:14:02.007415, cost_time=0:00:00.895842 2021-04-14 21:14:01,466 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=0.31ms, fps=7217 images/s, loss=1.8987, top1-acc=48.68%, top5-acc=79.23%, remaining_time=0:00:00.417020, arrival_time=2021-04-14 21:14:01.883775, cost_time=0:00:01.251049 2021-04-14 21:14:01,773 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.08ms, fps=7585 images/s, loss=1.8846, top1-acc=48.50%, top5-acc=79.72%, remaining_time=0:00:00, arrival_time=2021-04-14 21:14:01.773042, cost_time=0:00:01.557410 2021-04-14 21:14:02,023 INFO : Epoch=0008 complete, best val top1-acc=48.50%, top5-acc=79.72% (epoch=8), remaining_time=1:07:36.790080, arrival_time=2021-04-14 22:21:38.813579, cost_time=0:02:49.032919 2021-04-14 21:14:02,024 INFO : Train start, epoch=0009, lr=0.099606 2021-04-14 21:14:03,227 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=0.45ms, fps=2129 images/s, loss=1.5784, top1-acc=54.96%, top5-acc=85.62%, remaining_time=0:00:22.368360, arrival_time=2021-04-14 21:14:25.596105, cost_time=0:00:01.202597 2021-04-14 21:14:04,209 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.62ms, fps=2608 images/s, loss=1.6326, top1-acc=53.96%, top5-acc=84.57%, remaining_time=0:00:19.224832, arrival_time=2021-04-14 21:14:23.434630, cost_time=0:00:02.184631 2021-04-14 21:14:05,170 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.39ms, fps=2666 images/s, loss=1.6461, top1-acc=54.13%, top5-acc=84.34%, remaining_time=0:00:17.404104, arrival_time=2021-04-14 21:14:22.574519, cost_time=0:00:03.145332 2021-04-14 21:14:06,139 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.40ms, fps=2644 images/s, loss=1.6476, top1-acc=54.11%, top5-acc=84.37%, remaining_time=0:00:16.043820, arrival_time=2021-04-14 21:14:22.182757, cost_time=0:00:04.113783 2021-04-14 21:14:07,104 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.48ms, fps=2654 images/s, loss=1.6520, top1-acc=53.93%, top5-acc=84.23%, remaining_time=0:00:14.830096, arrival_time=2021-04-14 21:14:21.934171, cost_time=0:00:05.078813 2021-04-14 21:14:08,071 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.69ms, fps=2650 images/s, loss=1.6496, top1-acc=54.10%, top5-acc=84.21%, remaining_time=0:00:13.703904, arrival_time=2021-04-14 21:14:21.774851, cost_time=0:00:06.045858 2021-04-14 21:14:09,033 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.47ms, fps=2660 images/s, loss=1.6448, top1-acc=54.20%, top5-acc=84.35%, remaining_time=0:00:12.615372, arrival_time=2021-04-14 21:14:21.649117, cost_time=0:00:07.008542 2021-04-14 21:14:10,000 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.40ms, fps=2650 images/s, loss=1.6497, top1-acc=54.04%, top5-acc=84.33%, remaining_time=0:00:11.564156, arrival_time=2021-04-14 21:14:21.564534, cost_time=0:00:07.975289 2021-04-14 21:14:10,969 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.42ms, fps=2643 images/s, loss=1.6411, top1-acc=54.15%, top5-acc=84.54%, remaining_time=0:00:10.534492, arrival_time=2021-04-14 21:14:21.503969, cost_time=0:00:08.944391 2021-04-14 21:14:11,937 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.58ms, fps=2645 images/s, loss=1.6453, top1-acc=53.93%, top5-acc=84.54%, remaining_time=0:00:09.516096, arrival_time=2021-04-14 21:14:21.453848, cost_time=0:00:09.912602 2021-04-14 21:14:12,916 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=2.13ms, fps=2617 images/s, loss=1.6428, top1-acc=53.96%, top5-acc=84.61%, remaining_time=0:00:08.515118, arrival_time=2021-04-14 21:14:21.431612, cost_time=0:00:10.891397 2021-04-14 21:14:13,888 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=2.04ms, fps=2635 images/s, loss=1.6404, top1-acc=54.09%, top5-acc=84.58%, remaining_time=0:00:07.513360, arrival_time=2021-04-14 21:14:21.401709, cost_time=0:00:11.863210 2021-04-14 21:14:14,865 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.95ms, fps=2621 images/s, loss=1.6397, top1-acc=54.07%, top5-acc=84.61%, remaining_time=0:00:06.519018, arrival_time=2021-04-14 21:14:21.384628, cost_time=0:00:12.840438 2021-04-14 21:14:15,832 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.54ms, fps=2649 images/s, loss=1.6431, top1-acc=54.00%, top5-acc=84.48%, remaining_time=0:00:05.522888, arrival_time=2021-04-14 21:14:21.355244, cost_time=0:00:13.807280 2021-04-14 21:14:16,797 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.47ms, fps=2654 images/s, loss=1.6465, top1-acc=53.90%, top5-acc=84.42%, remaining_time=0:00:04.530172, arrival_time=2021-04-14 21:14:21.327572, cost_time=0:00:14.772326 2021-04-14 21:14:17,763 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.38ms, fps=2651 images/s, loss=1.6429, top1-acc=53.99%, top5-acc=84.47%, remaining_time=0:00:03.541104, arrival_time=2021-04-14 21:14:21.304393, cost_time=0:00:15.738206 2021-04-14 21:14:18,725 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.43ms, fps=2662 images/s, loss=1.6460, top1-acc=53.99%, top5-acc=84.37%, remaining_time=0:00:02.554136, arrival_time=2021-04-14 21:14:21.279452, cost_time=0:00:16.700110 2021-04-14 21:14:19,728 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=2.50ms, fps=2553 images/s, loss=1.6439, top1-acc=54.05%, top5-acc=84.39%, remaining_time=0:00:01.573648, arrival_time=2021-04-14 21:14:21.302362, cost_time=0:00:17.703627 2021-04-14 21:14:20,710 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.82ms, fps=2608 images/s, loss=1.6453, top1-acc=54.00%, top5-acc=84.33%, remaining_time=0:00:00.590076, arrival_time=2021-04-14 21:14:21.300960, cost_time=0:00:18.685761 2021-04-14 21:14:21,278 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.21ms, fps=2400 images/s, loss=1.6459, top1-acc=53.97%, top5-acc=84.31%, remaining_time=0:00:00, arrival_time=2021-04-14 21:14:21.278019, cost_time=0:00:19.252949 2021-04-14 21:14:21,736 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=2.02ms, fps=5610 images/s, loss=1.8059, top1-acc=51.56%, top5-acc=80.78%, remaining_time=0:00:01.368930, arrival_time=2021-04-14 21:14:23.105058, cost_time=0:00:00.456307 2021-04-14 21:14:22,067 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=2.37ms, fps=7748 images/s, loss=1.8336, top1-acc=50.00%, top5-acc=80.39%, remaining_time=0:00:00.787200, arrival_time=2021-04-14 21:14:22.854218, cost_time=0:00:00.787190 2021-04-14 21:14:22,428 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=32.01ms, fps=7090 images/s, loss=1.8654, top1-acc=49.17%, top5-acc=79.82%, remaining_time=0:00:00.382920, arrival_time=2021-04-14 21:14:22.811500, cost_time=0:00:01.148764 2021-04-14 21:14:22,739 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.07ms, fps=7472 images/s, loss=1.8645, top1-acc=49.09%, top5-acc=80.13%, remaining_time=0:00:00, arrival_time=2021-04-14 21:14:22.739501, cost_time=0:00:01.459746 2021-04-14 21:14:22,973 INFO : Epoch=0009 complete, best val top1-acc=49.09%, top5-acc=80.13% (epoch=9), remaining_time=1:07:11.864458, arrival_time=2021-04-14 22:21:34.838182, cost_time=0:03:09.983140 2021-04-14 21:14:22,975 INFO : Train start, epoch=0010, lr=0.099501 2021-04-14 21:14:24,134 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=0.34ms, fps=2209 images/s, loss=1.5635, top1-acc=55.43%, top5-acc=85.90%, remaining_time=0:00:21.557400, arrival_time=2021-04-14 21:14:45.691563, cost_time=0:00:01.158998 2021-04-14 21:14:25,100 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.47ms, fps=2651 images/s, loss=1.5532, top1-acc=55.88%, top5-acc=86.17%, remaining_time=0:00:18.701760, arrival_time=2021-04-14 21:14:43.802130, cost_time=0:00:02.125201 2021-04-14 21:14:26,074 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.70ms, fps=2630 images/s, loss=1.5549, top1-acc=55.76%, top5-acc=86.07%, remaining_time=0:00:17.148464, arrival_time=2021-04-14 21:14:43.222747, cost_time=0:00:03.099110 2021-04-14 21:14:27,057 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.49ms, fps=2604 images/s, loss=1.5372, top1-acc=56.28%, top5-acc=86.20%, remaining_time=0:00:15.921984, arrival_time=2021-04-14 21:14:42.979736, cost_time=0:00:04.082580 2021-04-14 21:14:28,044 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=2.31ms, fps=2595 images/s, loss=1.5428, top1-acc=56.05%, top5-acc=86.03%, remaining_time=0:00:14.802794, arrival_time=2021-04-14 21:14:42.847470, cost_time=0:00:05.069444 2021-04-14 21:14:29,008 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.55ms, fps=2658 images/s, loss=1.5478, top1-acc=55.83%, top5-acc=85.82%, remaining_time=0:00:13.674800, arrival_time=2021-04-14 21:14:42.682996, cost_time=0:00:06.033018 2021-04-14 21:14:29,966 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.59ms, fps=2674 images/s, loss=1.5458, top1-acc=55.91%, top5-acc=85.85%, remaining_time=0:00:12.583620, arrival_time=2021-04-14 21:14:42.549660, cost_time=0:00:06.990871 2021-04-14 21:14:30,942 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.46ms, fps=2622 images/s, loss=1.5507, top1-acc=55.81%, top5-acc=85.71%, remaining_time=0:00:11.552904, arrival_time=2021-04-14 21:14:42.495748, cost_time=0:00:07.967499 2021-04-14 21:14:31,913 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.52ms, fps=2640 images/s, loss=1.5615, top1-acc=55.53%, top5-acc=85.52%, remaining_time=0:00:10.526860, arrival_time=2021-04-14 21:14:42.439943, cost_time=0:00:08.937899 2021-04-14 21:14:32,889 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.79ms, fps=2624 images/s, loss=1.5645, top1-acc=55.60%, top5-acc=85.42%, remaining_time=0:00:09.517536, arrival_time=2021-04-14 21:14:42.406862, cost_time=0:00:09.914075 2021-04-14 21:14:33,853 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.36ms, fps=2657 images/s, loss=1.5643, top1-acc=55.58%, top5-acc=85.40%, remaining_time=0:00:08.504626, arrival_time=2021-04-14 21:14:42.357914, cost_time=0:00:10.878052 2021-04-14 21:14:34,811 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.40ms, fps=2674 images/s, loss=1.5639, top1-acc=55.60%, top5-acc=85.36%, remaining_time=0:00:07.496260, arrival_time=2021-04-14 21:14:42.307574, cost_time=0:00:11.836144 2021-04-14 21:14:35,773 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.50ms, fps=2662 images/s, loss=1.5633, top1-acc=55.65%, top5-acc=85.38%, remaining_time=0:00:06.497634, arrival_time=2021-04-14 21:14:42.271230, cost_time=0:00:12.798375 2021-04-14 21:14:36,743 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.47ms, fps=2640 images/s, loss=1.5607, top1-acc=55.72%, top5-acc=85.41%, remaining_time=0:00:05.507488, arrival_time=2021-04-14 21:14:42.251314, cost_time=0:00:13.768650 2021-04-14 21:14:37,710 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.33ms, fps=2650 images/s, loss=1.5595, top1-acc=55.73%, top5-acc=85.45%, remaining_time=0:00:04.518764, arrival_time=2021-04-14 21:14:42.229197, cost_time=0:00:14.735115 2021-04-14 21:14:38,680 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.34ms, fps=2640 images/s, loss=1.5631, top1-acc=55.63%, top5-acc=85.35%, remaining_time=0:00:03.533760, arrival_time=2021-04-14 21:14:42.214478, cost_time=0:00:15.705553 2021-04-14 21:14:39,649 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.38ms, fps=2645 images/s, loss=1.5647, top1-acc=55.70%, top5-acc=85.33%, remaining_time=0:00:02.550132, arrival_time=2021-04-14 21:14:42.199293, cost_time=0:00:16.673858 2021-04-14 21:14:40,625 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.44ms, fps=2623 images/s, loss=1.5612, top1-acc=55.79%, top5-acc=85.40%, remaining_time=0:00:01.568944, arrival_time=2021-04-14 21:14:42.194723, cost_time=0:00:17.650599 2021-04-14 21:14:41,590 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.22ms, fps=2656 images/s, loss=1.5611, top1-acc=55.79%, top5-acc=85.41%, remaining_time=0:00:00.587838, arrival_time=2021-04-14 21:14:42.177879, cost_time=0:00:18.614885 2021-04-14 21:14:42,131 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=0.08ms, fps=2514 images/s, loss=1.5636, top1-acc=55.75%, top5-acc=85.37%, remaining_time=0:00:00, arrival_time=2021-04-14 21:14:42.131558, cost_time=0:00:19.156214 2021-04-14 21:14:42,630 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=0.30ms, fps=5169 images/s, loss=1.9199, top1-acc=47.23%, top5-acc=79.61%, remaining_time=0:00:01.485840, arrival_time=2021-04-14 21:14:44.116210, cost_time=0:00:00.495277 2021-04-14 21:14:42,976 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=2.34ms, fps=7413 images/s, loss=1.8822, top1-acc=48.85%, top5-acc=80.16%, remaining_time=0:00:00.840980, arrival_time=2021-04-14 21:14:43.817091, cost_time=0:00:00.840971 2021-04-14 21:14:43,317 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=5.22ms, fps=7519 images/s, loss=1.8695, top1-acc=49.09%, top5-acc=79.93%, remaining_time=0:00:00.393980, arrival_time=2021-04-14 21:14:43.711060, cost_time=0:00:01.181953 2021-04-14 21:14:43,625 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.07ms, fps=7531 images/s, loss=1.8421, top1-acc=49.14%, top5-acc=79.83%, remaining_time=0:00:00, arrival_time=2021-04-14 21:14:43.625560, cost_time=0:00:01.490491 2021-04-14 21:14:43,955 INFO : Epoch=0010 complete, best val top1-acc=49.14%, top5-acc=79.83% (epoch=10), remaining_time=1:06:48.335000, arrival_time=2021-04-14 22:21:32.290564, cost_time=0:03:30.964995 2021-04-14 21:14:43,957 INFO : Train start, epoch=0011, lr=0.099384 2021-04-14 21:14:45,105 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.61ms, fps=2229 images/s, loss=1.5287, top1-acc=56.80%, top5-acc=86.33%, remaining_time=0:00:21.358566, arrival_time=2021-04-14 21:15:06.463961, cost_time=0:00:01.148306 2021-04-14 21:14:46,083 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.71ms, fps=2618 images/s, loss=1.5177, top1-acc=56.66%, top5-acc=86.64%, remaining_time=0:00:18.714256, arrival_time=2021-04-14 21:15:04.798060, cost_time=0:00:02.126619 2021-04-14 21:14:47,048 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.69ms, fps=2656 images/s, loss=1.4992, top1-acc=57.51%, top5-acc=86.85%, remaining_time=0:00:17.104806, arrival_time=2021-04-14 21:15:04.153195, cost_time=0:00:03.091222 2021-04-14 21:14:48,023 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.53ms, fps=2626 images/s, loss=1.5039, top1-acc=57.46%, top5-acc=86.49%, remaining_time=0:00:15.859584, arrival_time=2021-04-14 21:15:03.883259, cost_time=0:00:04.066568 2021-04-14 21:14:48,998 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.89ms, fps=2628 images/s, loss=1.4984, top1-acc=57.27%, top5-acc=86.55%, remaining_time=0:00:14.720450, arrival_time=2021-04-14 21:15:03.718814, cost_time=0:00:05.041269 2021-04-14 21:14:49,970 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.41ms, fps=2634 images/s, loss=1.5004, top1-acc=57.17%, top5-acc=86.50%, remaining_time=0:00:13.630600, arrival_time=2021-04-14 21:15:03.601331, cost_time=0:00:06.013487 2021-04-14 21:14:50,958 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.93ms, fps=2593 images/s, loss=1.5019, top1-acc=57.26%, top5-acc=86.57%, remaining_time=0:00:12.603024, arrival_time=2021-04-14 21:15:03.561821, cost_time=0:00:07.001693 2021-04-14 21:14:51,932 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.80ms, fps=2630 images/s, loss=1.5046, top1-acc=57.15%, top5-acc=86.49%, remaining_time=0:00:11.564272, arrival_time=2021-04-14 21:15:03.496726, cost_time=0:00:07.975356 2021-04-14 21:14:52,898 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.44ms, fps=2651 images/s, loss=1.5100, top1-acc=56.97%, top5-acc=86.40%, remaining_time=0:00:10.530994, arrival_time=2021-04-14 21:15:03.429544, cost_time=0:00:08.941409 2021-04-14 21:14:53,864 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.71ms, fps=2651 images/s, loss=1.5125, top1-acc=56.91%, top5-acc=86.35%, remaining_time=0:00:09.511296, arrival_time=2021-04-14 21:15:03.376050, cost_time=0:00:09.907604 2021-04-14 21:14:54,846 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.47ms, fps=2609 images/s, loss=1.5189, top1-acc=56.71%, top5-acc=86.20%, remaining_time=0:00:08.513570, arrival_time=2021-04-14 21:15:03.360236, cost_time=0:00:10.889454 2021-04-14 21:14:55,809 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.49ms, fps=2662 images/s, loss=1.5167, top1-acc=56.77%, top5-acc=86.25%, remaining_time=0:00:07.506216, arrival_time=2021-04-14 21:15:03.315194, cost_time=0:00:11.851888 2021-04-14 21:14:56,773 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.40ms, fps=2654 images/s, loss=1.5188, top1-acc=56.73%, top5-acc=86.21%, remaining_time=0:00:06.506940, arrival_time=2021-04-14 21:15:03.280781, cost_time=0:00:12.816743 2021-04-14 21:14:57,759 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.47ms, fps=2598 images/s, loss=1.5174, top1-acc=56.90%, top5-acc=86.24%, remaining_time=0:00:05.520928, arrival_time=2021-04-14 21:15:03.280412, cost_time=0:00:13.802335 2021-04-14 21:14:58,730 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.38ms, fps=2639 images/s, loss=1.5166, top1-acc=56.99%, top5-acc=86.18%, remaining_time=0:00:04.530402, arrival_time=2021-04-14 21:15:03.260533, cost_time=0:00:14.773033 2021-04-14 21:14:59,694 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.42ms, fps=2656 images/s, loss=1.5174, top1-acc=57.01%, top5-acc=86.16%, remaining_time=0:00:03.540888, arrival_time=2021-04-14 21:15:03.235325, cost_time=0:00:15.737336 2021-04-14 21:15:00,662 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.55ms, fps=2646 images/s, loss=1.5174, top1-acc=56.98%, top5-acc=86.14%, remaining_time=0:00:02.554890, arrival_time=2021-04-14 21:15:03.217210, cost_time=0:00:16.705096 2021-04-14 21:15:01,621 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.43ms, fps=2671 images/s, loss=1.5191, top1-acc=56.93%, top5-acc=86.09%, remaining_time=0:00:01.570144, arrival_time=2021-04-14 21:15:03.191356, cost_time=0:00:17.664124 2021-04-14 21:15:02,585 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.37ms, fps=2655 images/s, loss=1.5180, top1-acc=56.98%, top5-acc=86.09%, remaining_time=0:00:00.588270, arrival_time=2021-04-14 21:15:03.173924, cost_time=0:00:18.628561 2021-04-14 21:15:03,130 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.21ms, fps=2498 images/s, loss=1.5161, top1-acc=56.96%, top5-acc=86.10%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:03.130459, cost_time=0:00:19.173364 2021-04-14 21:15:03,624 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=0.41ms, fps=5200 images/s, loss=1.8598, top1-acc=49.96%, top5-acc=80.20%, remaining_time=0:00:01.476930, arrival_time=2021-04-14 21:15:05.101618, cost_time=0:00:00.492313 2021-04-14 21:15:03,962 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=2.02ms, fps=7594 images/s, loss=1.8312, top1-acc=50.57%, top5-acc=80.62%, remaining_time=0:00:00.829900, arrival_time=2021-04-14 21:15:04.792141, cost_time=0:00:00.829907 2021-04-14 21:15:04,306 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=0.19ms, fps=7442 images/s, loss=1.8294, top1-acc=50.51%, top5-acc=80.57%, remaining_time=0:00:00.391410, arrival_time=2021-04-14 21:15:04.698038, cost_time=0:00:01.174240 2021-04-14 21:15:04,627 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.06ms, fps=7234 images/s, loss=1.8235, top1-acc=50.71%, top5-acc=80.69%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:04.627792, cost_time=0:00:01.495476 2021-04-14 21:15:04,882 INFO : Epoch=0011 complete, best val top1-acc=50.71%, top5-acc=80.69% (epoch=11), remaining_time=1:06:24.328089, arrival_time=2021-04-14 22:21:29.210785, cost_time=0:03:51.892107 2021-04-14 21:15:04,883 INFO : Train start, epoch=0012, lr=0.099255 2021-04-14 21:15:06,070 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=0.29ms, fps=2157 images/s, loss=1.4544, top1-acc=58.55%, top5-acc=86.99%, remaining_time=0:00:22.075224, arrival_time=2021-04-14 21:15:28.146151, cost_time=0:00:01.186835 2021-04-14 21:15:07,036 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.48ms, fps=2652 images/s, loss=1.4226, top1-acc=58.67%, top5-acc=87.48%, remaining_time=0:00:18.943056, arrival_time=2021-04-14 21:15:25.979731, cost_time=0:00:02.152629 2021-04-14 21:15:08,006 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.34ms, fps=2643 images/s, loss=1.4277, top1-acc=58.84%, top5-acc=87.40%, remaining_time=0:00:17.273628, arrival_time=2021-04-14 21:15:25.279572, cost_time=0:00:03.121752 2021-04-14 21:15:08,982 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.40ms, fps=2622 images/s, loss=1.4281, top1-acc=58.87%, top5-acc=87.35%, remaining_time=0:00:15.985008, arrival_time=2021-04-14 21:15:24.967808, cost_time=0:00:04.098732 2021-04-14 21:15:09,945 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.42ms, fps=2659 images/s, loss=1.4261, top1-acc=58.99%, top5-acc=87.47%, remaining_time=0:00:14.780310, arrival_time=2021-04-14 21:15:24.726126, cost_time=0:00:05.061735 2021-04-14 21:15:10,920 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.83ms, fps=2627 images/s, loss=1.4263, top1-acc=59.05%, top5-acc=87.55%, remaining_time=0:00:13.682960, arrival_time=2021-04-14 21:15:24.603586, cost_time=0:00:06.036570 2021-04-14 21:15:11,888 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.35ms, fps=2647 images/s, loss=1.4311, top1-acc=58.91%, top5-acc=87.48%, remaining_time=0:00:12.607308, arrival_time=2021-04-14 21:15:24.495413, cost_time=0:00:07.004031 2021-04-14 21:15:12,876 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.73ms, fps=2593 images/s, loss=1.4343, top1-acc=58.91%, top5-acc=87.40%, remaining_time=0:00:11.588284, arrival_time=2021-04-14 21:15:24.464305, cost_time=0:00:07.991907 2021-04-14 21:15:13,862 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.47ms, fps=2596 images/s, loss=1.4379, top1-acc=58.84%, top5-acc=87.42%, remaining_time=0:00:10.574984, arrival_time=2021-04-14 21:15:24.437773, cost_time=0:00:08.978740 2021-04-14 21:15:14,880 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.71ms, fps=2516 images/s, loss=1.4351, top1-acc=58.91%, top5-acc=87.50%, remaining_time=0:00:09.596736, arrival_time=2021-04-14 21:15:24.477425, cost_time=0:00:09.996623 2021-04-14 21:15:15,847 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=3.10ms, fps=2651 images/s, loss=1.4407, top1-acc=58.90%, top5-acc=87.40%, remaining_time=0:00:08.570932, arrival_time=2021-04-14 21:15:24.417967, cost_time=0:00:10.962824 2021-04-14 21:15:16,815 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.42ms, fps=2644 images/s, loss=1.4465, top1-acc=58.73%, top5-acc=87.40%, remaining_time=0:00:07.556832, arrival_time=2021-04-14 21:15:24.372741, cost_time=0:00:11.931862 2021-04-14 21:15:17,784 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.42ms, fps=2644 images/s, loss=1.4483, top1-acc=58.69%, top5-acc=87.39%, remaining_time=0:00:06.549378, arrival_time=2021-04-14 21:15:24.333764, cost_time=0:00:12.900326 2021-04-14 21:15:18,745 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.40ms, fps=2665 images/s, loss=1.4463, top1-acc=58.76%, top5-acc=87.44%, remaining_time=0:00:05.544504, arrival_time=2021-04-14 21:15:24.289844, cost_time=0:00:13.861291 2021-04-14 21:15:19,711 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.36ms, fps=2652 images/s, loss=1.4483, top1-acc=58.65%, top5-acc=87.38%, remaining_time=0:00:04.546962, arrival_time=2021-04-14 21:15:24.257993, cost_time=0:00:14.826981 2021-04-14 21:15:20,683 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.40ms, fps=2633 images/s, loss=1.4521, top1-acc=58.62%, top5-acc=87.25%, remaining_time=0:00:03.554928, arrival_time=2021-04-14 21:15:24.238609, cost_time=0:00:15.799633 2021-04-14 21:15:21,655 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.30ms, fps=2636 images/s, loss=1.4544, top1-acc=58.56%, top5-acc=87.18%, remaining_time=0:00:02.564978, arrival_time=2021-04-14 21:15:24.220085, cost_time=0:00:16.771013 2021-04-14 21:15:22,624 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.37ms, fps=2641 images/s, loss=1.4557, top1-acc=58.54%, top5-acc=87.14%, remaining_time=0:00:01.576960, arrival_time=2021-04-14 21:15:24.201786, cost_time=0:00:17.740777 2021-04-14 21:15:23,588 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.19ms, fps=2656 images/s, loss=1.4570, top1-acc=58.50%, top5-acc=87.13%, remaining_time=0:00:00.590676, arrival_time=2021-04-14 21:15:24.179602, cost_time=0:00:18.704820 2021-04-14 21:15:24,136 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.25ms, fps=2486 images/s, loss=1.4565, top1-acc=58.53%, top5-acc=87.10%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:24.136439, cost_time=0:00:19.252377 2021-04-14 21:15:24,632 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.29ms, fps=5184 images/s, loss=1.7779, top1-acc=51.45%, top5-acc=81.91%, remaining_time=0:00:01.481460, arrival_time=2021-04-14 21:15:26.113746, cost_time=0:00:00.493823 2021-04-14 21:15:24,965 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=2.06ms, fps=7705 images/s, loss=1.7831, top1-acc=50.92%, top5-acc=81.35%, remaining_time=0:00:00.826580, arrival_time=2021-04-14 21:15:25.791620, cost_time=0:00:00.826585 2021-04-14 21:15:25,297 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=0.20ms, fps=7715 images/s, loss=1.7937, top1-acc=50.96%, top5-acc=81.12%, remaining_time=0:00:00.386310, arrival_time=2021-04-14 21:15:25.683650, cost_time=0:00:01.158934 2021-04-14 21:15:25,601 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.06ms, fps=7625 images/s, loss=1.8031, top1-acc=50.98%, top5-acc=80.97%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:25.601931, cost_time=0:00:01.463552 2021-04-14 21:15:25,801 INFO : Epoch=0012 complete, best val top1-acc=50.98%, top5-acc=80.97% (epoch=12), remaining_time=1:06:00.702596, arrival_time=2021-04-14 22:21:26.503985, cost_time=0:04:12.810808 2021-04-14 21:15:25,802 INFO : Train start, epoch=0013, lr=0.099114 2021-04-14 21:15:26,962 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=0.23ms, fps=2207 images/s, loss=1.3178, top1-acc=61.21%, top5-acc=89.57%, remaining_time=0:00:21.572280, arrival_time=2021-04-14 21:15:48.534838, cost_time=0:00:01.159796 2021-04-14 21:15:27,933 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=2.45ms, fps=2638 images/s, loss=1.3340, top1-acc=61.25%, top5-acc=89.06%, remaining_time=0:00:18.749808, arrival_time=2021-04-14 21:15:46.683306, cost_time=0:00:02.130664 2021-04-14 21:15:28,918 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.40ms, fps=2602 images/s, loss=1.3357, top1-acc=61.58%, top5-acc=88.82%, remaining_time=0:00:17.237772, arrival_time=2021-04-14 21:15:46.155780, cost_time=0:00:03.115261 2021-04-14 21:15:29,892 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.82ms, fps=2630 images/s, loss=1.3510, top1-acc=61.18%, top5-acc=88.75%, remaining_time=0:00:15.948348, arrival_time=2021-04-14 21:15:45.840330, cost_time=0:00:04.089305 2021-04-14 21:15:30,859 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.57ms, fps=2649 images/s, loss=1.3577, top1-acc=61.13%, top5-acc=88.65%, remaining_time=0:00:14.764104, arrival_time=2021-04-14 21:15:45.623086, cost_time=0:00:05.056223 2021-04-14 21:15:31,832 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.41ms, fps=2632 images/s, loss=1.3694, top1-acc=60.61%, top5-acc=88.63%, remaining_time=0:00:13.667184, arrival_time=2021-04-14 21:15:45.499474, cost_time=0:00:06.029621 2021-04-14 21:15:32,813 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.56ms, fps=2610 images/s, loss=1.3755, top1-acc=60.62%, top5-acc=88.50%, remaining_time=0:00:12.619278, arrival_time=2021-04-14 21:15:45.432797, cost_time=0:00:07.010697 2021-04-14 21:15:33,795 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.48ms, fps=2608 images/s, loss=1.3828, top1-acc=60.52%, top5-acc=88.37%, remaining_time=0:00:11.590024, arrival_time=2021-04-14 21:15:45.385785, cost_time=0:00:07.993098 2021-04-14 21:15:34,780 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=2.52ms, fps=2600 images/s, loss=1.3877, top1-acc=60.34%, top5-acc=88.29%, remaining_time=0:00:10.574136, arrival_time=2021-04-14 21:15:45.354903, cost_time=0:00:08.978009 2021-04-14 21:15:35,749 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=2.13ms, fps=2645 images/s, loss=1.3904, top1-acc=60.29%, top5-acc=88.23%, remaining_time=0:00:09.548544, arrival_time=2021-04-14 21:15:45.297592, cost_time=0:00:09.946361 2021-04-14 21:15:36,722 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.38ms, fps=2632 images/s, loss=1.3952, top1-acc=60.13%, top5-acc=88.09%, remaining_time=0:00:08.537048, arrival_time=2021-04-14 21:15:45.259323, cost_time=0:00:10.919512 2021-04-14 21:15:37,689 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.52ms, fps=2650 images/s, loss=1.3978, top1-acc=60.12%, top5-acc=88.08%, remaining_time=0:00:07.527952, arrival_time=2021-04-14 21:15:45.216964, cost_time=0:00:11.886238 2021-04-14 21:15:38,657 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.40ms, fps=2645 images/s, loss=1.4027, top1-acc=59.97%, top5-acc=88.00%, remaining_time=0:00:06.526146, arrival_time=2021-04-14 21:15:45.183388, cost_time=0:00:12.854573 2021-04-14 21:15:39,654 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=2.22ms, fps=2568 images/s, loss=1.4044, top1-acc=59.92%, top5-acc=87.95%, remaining_time=0:00:05.540696, arrival_time=2021-04-14 21:15:45.195215, cost_time=0:00:13.851754 2021-04-14 21:15:40,629 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=2.47ms, fps=2627 images/s, loss=1.4065, top1-acc=59.86%, top5-acc=87.89%, remaining_time=0:00:04.546962, arrival_time=2021-04-14 21:15:45.176733, cost_time=0:00:14.826990 2021-04-14 21:15:41,598 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.93ms, fps=2643 images/s, loss=1.4103, top1-acc=59.73%, top5-acc=87.86%, remaining_time=0:00:03.554136, arrival_time=2021-04-14 21:15:45.152988, cost_time=0:00:15.796143 2021-04-14 21:15:42,568 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.40ms, fps=2642 images/s, loss=1.4102, top1-acc=59.74%, top5-acc=87.85%, remaining_time=0:00:02.564120, arrival_time=2021-04-14 21:15:45.132427, cost_time=0:00:16.765484 2021-04-14 21:15:43,552 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.42ms, fps=2603 images/s, loss=1.4124, top1-acc=59.63%, top5-acc=87.84%, remaining_time=0:00:01.577760, arrival_time=2021-04-14 21:15:45.130137, cost_time=0:00:17.749711 2021-04-14 21:15:44,527 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.58ms, fps=2626 images/s, loss=1.4138, top1-acc=59.67%, top5-acc=87.80%, remaining_time=0:00:00.591318, arrival_time=2021-04-14 21:15:45.119181, cost_time=0:00:18.724989 2021-04-14 21:15:45,072 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.26ms, fps=2500 images/s, loss=1.4151, top1-acc=59.69%, top5-acc=87.78%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:45.072646, cost_time=0:00:19.269981 2021-04-14 21:15:45,559 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=5.85ms, fps=5275 images/s, loss=1.8225, top1-acc=51.05%, top5-acc=81.72%, remaining_time=0:00:01.455900, arrival_time=2021-04-14 21:15:47.015767, cost_time=0:00:00.485299 2021-04-14 21:15:45,903 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=0.18ms, fps=7458 images/s, loss=1.8339, top1-acc=50.23%, top5-acc=81.11%, remaining_time=0:00:00.828880, arrival_time=2021-04-14 21:15:46.732340, cost_time=0:00:00.828887 2021-04-14 21:15:46,326 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=37.62ms, fps=6055 images/s, loss=1.8132, top1-acc=50.39%, top5-acc=81.22%, remaining_time=0:00:00.417350, arrival_time=2021-04-14 21:15:46.743978, cost_time=0:00:01.252055 2021-04-14 21:15:46,641 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.07ms, fps=7374 images/s, loss=1.8178, top1-acc=50.33%, top5-acc=81.13%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:46.641567, cost_time=0:00:01.567004 2021-04-14 21:15:46,785 INFO : Epoch=0013 complete, best val top1-acc=50.98%, top5-acc=80.97% (epoch=12), remaining_time=1:05:38.429440, arrival_time=2021-04-14 22:21:25.214581, cost_time=0:04:33.794563 2021-04-14 21:15:46,786 INFO : Train start, epoch=0014, lr=0.098961 2021-04-14 21:15:47,989 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=2.05ms, fps=2129 images/s, loss=1.3225, top1-acc=62.85%, top5-acc=88.83%, remaining_time=0:00:22.365198, arrival_time=2021-04-14 21:16:10.354155, cost_time=0:00:01.202427 2021-04-14 21:15:48,952 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.47ms, fps=2658 images/s, loss=1.3153, top1-acc=62.83%, top5-acc=89.10%, remaining_time=0:00:19.061856, arrival_time=2021-04-14 21:16:08.014437, cost_time=0:00:02.166125 2021-04-14 21:15:49,914 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.35ms, fps=2663 images/s, loss=1.3247, top1-acc=62.19%, top5-acc=89.17%, remaining_time=0:00:17.307990, arrival_time=2021-04-14 21:16:07.222368, cost_time=0:00:03.127939 2021-04-14 21:15:50,887 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.45ms, fps=2633 images/s, loss=1.3234, top1-acc=62.03%, top5-acc=89.24%, remaining_time=0:00:15.992964, arrival_time=2021-04-14 21:16:06.880288, cost_time=0:00:04.100764 2021-04-14 21:15:51,852 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.55ms, fps=2654 images/s, loss=1.3233, top1-acc=62.04%, top5-acc=89.20%, remaining_time=0:00:14.792866, arrival_time=2021-04-14 21:16:06.645441, cost_time=0:00:05.066061 2021-04-14 21:15:52,834 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=2.13ms, fps=2609 images/s, loss=1.3233, top1-acc=62.02%, top5-acc=89.17%, remaining_time=0:00:13.708800, arrival_time=2021-04-14 21:16:06.543212, cost_time=0:00:06.047973 2021-04-14 21:15:53,799 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.52ms, fps=2654 images/s, loss=1.3220, top1-acc=62.01%, top5-acc=89.14%, remaining_time=0:00:12.623436, arrival_time=2021-04-14 21:16:06.422863, cost_time=0:00:07.012992 2021-04-14 21:15:54,758 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.24ms, fps=2670 images/s, loss=1.3300, top1-acc=61.69%, top5-acc=89.01%, remaining_time=0:00:11.559632, arrival_time=2021-04-14 21:16:06.318296, cost_time=0:00:07.972191 2021-04-14 21:15:55,736 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.82ms, fps=2621 images/s, loss=1.3342, top1-acc=61.66%, top5-acc=88.92%, remaining_time=0:00:10.540534, arrival_time=2021-04-14 21:16:06.276573, cost_time=0:00:08.949520 2021-04-14 21:15:56,699 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.48ms, fps=2658 images/s, loss=1.3382, top1-acc=61.61%, top5-acc=88.83%, remaining_time=0:00:09.516672, arrival_time=2021-04-14 21:16:06.216290, cost_time=0:00:09.913182 2021-04-14 21:15:57,674 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=2.14ms, fps=2626 images/s, loss=1.3453, top1-acc=61.38%, top5-acc=88.78%, remaining_time=0:00:08.512710, arrival_time=2021-04-14 21:16:06.187546, cost_time=0:00:10.888403 2021-04-14 21:15:58,637 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.48ms, fps=2662 images/s, loss=1.3512, top1-acc=61.21%, top5-acc=88.75%, remaining_time=0:00:07.505380, arrival_time=2021-04-14 21:16:06.142455, cost_time=0:00:11.850647 2021-04-14 21:15:59,601 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.47ms, fps=2655 images/s, loss=1.3532, top1-acc=61.17%, top5-acc=88.69%, remaining_time=0:00:06.506148, arrival_time=2021-04-14 21:16:06.107876, cost_time=0:00:12.815155 2021-04-14 21:16:00,573 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.51ms, fps=2636 images/s, loss=1.3560, top1-acc=61.08%, top5-acc=88.63%, remaining_time=0:00:05.514768, arrival_time=2021-04-14 21:16:06.088120, cost_time=0:00:13.786903 2021-04-14 21:16:01,555 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.59ms, fps=2608 images/s, loss=1.3570, top1-acc=61.02%, top5-acc=88.60%, remaining_time=0:00:04.529114, arrival_time=2021-04-14 21:16:06.084414, cost_time=0:00:14.768865 2021-04-14 21:16:02,517 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.38ms, fps=2661 images/s, loss=1.3586, top1-acc=61.04%, top5-acc=88.58%, remaining_time=0:00:03.539556, arrival_time=2021-04-14 21:16:06.057332, cost_time=0:00:15.731340 2021-04-14 21:16:03,492 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.70ms, fps=2628 images/s, loss=1.3648, top1-acc=60.84%, top5-acc=88.52%, remaining_time=0:00:02.555046, arrival_time=2021-04-14 21:16:06.047475, cost_time=0:00:16.705994 2021-04-14 21:16:04,456 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.26ms, fps=2658 images/s, loss=1.3680, top1-acc=60.73%, top5-acc=88.47%, remaining_time=0:00:01.570640, arrival_time=2021-04-14 21:16:06.026750, cost_time=0:00:17.669682 2021-04-14 21:16:05,428 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.85ms, fps=2634 images/s, loss=1.3707, top1-acc=60.66%, top5-acc=88.45%, remaining_time=0:00:00.588696, arrival_time=2021-04-14 21:16:06.017339, cost_time=0:00:18.642040 2021-04-14 21:16:05,977 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=0.09ms, fps=2480 images/s, loss=1.3728, top1-acc=60.62%, top5-acc=88.43%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:05.977681, cost_time=0:00:19.191251 2021-04-14 21:16:06,557 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=0.21ms, fps=4439 images/s, loss=1.7454, top1-acc=53.01%, top5-acc=81.76%, remaining_time=0:00:01.730100, arrival_time=2021-04-14 21:16:08.287136, cost_time=0:00:00.576698 2021-04-14 21:16:06,934 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=0.29ms, fps=6800 images/s, loss=1.7403, top1-acc=53.36%, top5-acc=81.99%, remaining_time=0:00:00.953740, arrival_time=2021-04-14 21:16:07.887777, cost_time=0:00:00.953743 2021-04-14 21:16:07,319 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=0.39ms, fps=6657 images/s, loss=1.7582, top1-acc=52.92%, top5-acc=81.86%, remaining_time=0:00:00.446250, arrival_time=2021-04-14 21:16:07.765308, cost_time=0:00:01.338749 2021-04-14 21:16:07,642 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.07ms, fps=7194 images/s, loss=1.7654, top1-acc=52.69%, top5-acc=82.04%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:07.641972, cost_time=0:00:01.661719 2021-04-14 21:16:07,917 INFO : Epoch=0014 complete, best val top1-acc=52.69%, top5-acc=82.04% (epoch=14), remaining_time=1:05:18.316734, arrival_time=2021-04-14 22:21:26.234417, cost_time=0:04:54.927070 2021-04-14 21:16:07,919 INFO : Train start, epoch=0015, lr=0.098796 2021-04-14 21:16:09,083 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.67ms, fps=2201 images/s, loss=1.3244, top1-acc=61.95%, top5-acc=89.10%, remaining_time=0:00:21.634590, arrival_time=2021-04-14 21:16:30.717551, cost_time=0:00:01.163149 2021-04-14 21:16:10,044 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.54ms, fps=2665 images/s, loss=1.3296, top1-acc=62.03%, top5-acc=88.87%, remaining_time=0:00:18.694192, arrival_time=2021-04-14 21:16:28.738392, cost_time=0:00:02.124335 2021-04-14 21:16:11,008 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.32ms, fps=2656 images/s, loss=1.3050, top1-acc=62.90%, top5-acc=89.24%, remaining_time=0:00:17.091526, arrival_time=2021-04-14 21:16:28.100107, cost_time=0:00:03.088843 2021-04-14 21:16:12,001 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.80ms, fps=2580 images/s, loss=1.2948, top1-acc=63.17%, top5-acc=89.32%, remaining_time=0:00:15.918864, arrival_time=2021-04-14 21:16:27.920405, cost_time=0:00:04.081766 2021-04-14 21:16:12,971 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.48ms, fps=2640 images/s, loss=1.3004, top1-acc=62.99%, top5-acc=89.23%, remaining_time=0:00:14.751694, arrival_time=2021-04-14 21:16:27.723333, cost_time=0:00:05.051957 2021-04-14 21:16:13,939 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.98ms, fps=2648 images/s, loss=1.3021, top1-acc=62.62%, top5-acc=89.37%, remaining_time=0:00:13.643656, arrival_time=2021-04-14 21:16:27.582696, cost_time=0:00:06.019272 2021-04-14 21:16:14,901 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.82ms, fps=2662 images/s, loss=1.3061, top1-acc=62.42%, top5-acc=89.30%, remaining_time=0:00:12.567114, arrival_time=2021-04-14 21:16:27.468496, cost_time=0:00:06.981702 2021-04-14 21:16:15,876 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.50ms, fps=2628 images/s, loss=1.3159, top1-acc=62.22%, top5-acc=89.18%, remaining_time=0:00:11.536548, arrival_time=2021-04-14 21:16:27.412586, cost_time=0:00:07.956276 2021-04-14 21:16:16,837 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.42ms, fps=2665 images/s, loss=1.3204, top1-acc=62.20%, top5-acc=89.10%, remaining_time=0:00:10.502904, arrival_time=2021-04-14 21:16:27.340119, cost_time=0:00:08.917541 2021-04-14 21:16:17,800 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.35ms, fps=2659 images/s, loss=1.3209, top1-acc=62.19%, top5-acc=89.07%, remaining_time=0:00:09.485280, arrival_time=2021-04-14 21:16:27.285582, cost_time=0:00:09.880542 2021-04-14 21:16:18,763 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.59ms, fps=2661 images/s, loss=1.3245, top1-acc=62.14%, top5-acc=89.00%, remaining_time=0:00:08.477450, arrival_time=2021-04-14 21:16:27.240412, cost_time=0:00:10.843236 2021-04-14 21:16:19,730 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.42ms, fps=2648 images/s, loss=1.3248, top1-acc=62.06%, top5-acc=88.97%, remaining_time=0:00:07.480072, arrival_time=2021-04-14 21:16:27.210469, cost_time=0:00:11.810681 2021-04-14 21:16:20,707 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.49ms, fps=2622 images/s, loss=1.3230, top1-acc=62.13%, top5-acc=89.03%, remaining_time=0:00:06.492156, arrival_time=2021-04-14 21:16:27.199535, cost_time=0:00:12.787595 2021-04-14 21:16:21,672 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.39ms, fps=2655 images/s, loss=1.3254, top1-acc=62.07%, top5-acc=88.96%, remaining_time=0:00:05.501048, arrival_time=2021-04-14 21:16:27.173322, cost_time=0:00:13.752590 2021-04-14 21:16:22,631 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.48ms, fps=2669 images/s, loss=1.3327, top1-acc=61.84%, top5-acc=88.83%, remaining_time=0:00:04.511726, arrival_time=2021-04-14 21:16:27.143556, cost_time=0:00:14.712154 2021-04-14 21:16:23,610 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=2.02ms, fps=2617 images/s, loss=1.3352, top1-acc=61.75%, top5-acc=88.78%, remaining_time=0:00:03.530448, arrival_time=2021-04-14 21:16:27.141091, cost_time=0:00:15.690887 2021-04-14 21:16:24,581 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.52ms, fps=2639 images/s, loss=1.3400, top1-acc=61.61%, top5-acc=88.70%, remaining_time=0:00:02.548208, arrival_time=2021-04-14 21:16:27.129277, cost_time=0:00:16.661380 2021-04-14 21:16:25,546 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.67ms, fps=2653 images/s, loss=1.3418, top1-acc=61.60%, top5-acc=88.68%, remaining_time=0:00:01.566800, arrival_time=2021-04-14 21:16:27.113056, cost_time=0:00:17.626582 2021-04-14 21:16:26,513 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.21ms, fps=2649 images/s, loss=1.3418, top1-acc=61.58%, top5-acc=88.69%, remaining_time=0:00:00.587166, arrival_time=2021-04-14 21:16:27.100360, cost_time=0:00:18.593516 2021-04-14 21:16:27,067 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.44ms, fps=2455 images/s, loss=1.3443, top1-acc=61.50%, top5-acc=88.68%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:27.067560, cost_time=0:00:19.147899 2021-04-14 21:16:27,568 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=0.33ms, fps=5136 images/s, loss=1.7245, top1-acc=53.01%, top5-acc=82.03%, remaining_time=0:00:01.495200, arrival_time=2021-04-14 21:16:29.063403, cost_time=0:00:00.498401 2021-04-14 21:16:27,933 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=0.43ms, fps=7027 images/s, loss=1.7178, top1-acc=53.03%, top5-acc=82.32%, remaining_time=0:00:00.863580, arrival_time=2021-04-14 21:16:28.796841, cost_time=0:00:00.863578 2021-04-14 21:16:28,278 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=2.73ms, fps=7436 images/s, loss=1.6890, top1-acc=53.80%, top5-acc=82.85%, remaining_time=0:00:00.402800, arrival_time=2021-04-14 21:16:28.680880, cost_time=0:00:01.208395 2021-04-14 21:16:28,591 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.06ms, fps=7425 images/s, loss=1.6751, top1-acc=54.14%, top5-acc=83.05%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:28.590999, cost_time=0:00:01.521406 2021-04-14 21:16:28,810 INFO : Epoch=0015 complete, best val top1-acc=54.14%, top5-acc=83.05% (epoch=15), remaining_time=1:04:55.113950, arrival_time=2021-04-14 22:21:23.924576, cost_time=0:05:15.820046 2021-04-14 21:16:28,811 INFO : Train start, epoch=0016, lr=0.098618 2021-04-14 21:16:29,991 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.48ms, fps=2171 images/s, loss=1.2691, top1-acc=64.34%, top5-acc=90.00%, remaining_time=0:00:21.932562, arrival_time=2021-04-14 21:16:51.923732, cost_time=0:00:01.179167 2021-04-14 21:16:30,960 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.28ms, fps=2643 images/s, loss=1.2556, top1-acc=64.71%, top5-acc=90.45%, remaining_time=0:00:18.903456, arrival_time=2021-04-14 21:16:49.863569, cost_time=0:00:02.148130 2021-04-14 21:16:31,930 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=2.05ms, fps=2639 images/s, loss=1.2587, top1-acc=64.70%, top5-acc=90.56%, remaining_time=0:00:17.256862, arrival_time=2021-04-14 21:16:49.187613, cost_time=0:00:03.118721 2021-04-14 21:16:32,910 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.55ms, fps=2614 images/s, loss=1.2725, top1-acc=63.99%, top5-acc=90.17%, remaining_time=0:00:15.984540, arrival_time=2021-04-14 21:16:48.895245, cost_time=0:00:04.098619 2021-04-14 21:16:33,886 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.51ms, fps=2626 images/s, loss=1.2639, top1-acc=64.02%, top5-acc=90.28%, remaining_time=0:00:14.816518, arrival_time=2021-04-14 21:16:48.702652, cost_time=0:00:05.074130 2021-04-14 21:16:34,866 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.81ms, fps=2612 images/s, loss=1.2712, top1-acc=63.83%, top5-acc=90.02%, remaining_time=0:00:13.724168, arrival_time=2021-04-14 21:16:48.590968, cost_time=0:00:06.054799 2021-04-14 21:16:35,837 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.34ms, fps=2638 images/s, loss=1.2685, top1-acc=63.71%, top5-acc=90.08%, remaining_time=0:00:12.645990, arrival_time=2021-04-14 21:16:48.483556, cost_time=0:00:07.025539 2021-04-14 21:16:36,804 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.69ms, fps=2648 images/s, loss=1.2738, top1-acc=63.55%, top5-acc=89.93%, remaining_time=0:00:11.589444, arrival_time=2021-04-14 21:16:48.394209, cost_time=0:00:07.992707 2021-04-14 21:16:37,785 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.39ms, fps=2613 images/s, loss=1.2813, top1-acc=63.37%, top5-acc=89.79%, remaining_time=0:00:10.568412, arrival_time=2021-04-14 21:16:48.353574, cost_time=0:00:08.973177 2021-04-14 21:16:38,746 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.65ms, fps=2664 images/s, loss=1.2869, top1-acc=63.14%, top5-acc=89.67%, remaining_time=0:00:09.536928, arrival_time=2021-04-14 21:16:48.283350, cost_time=0:00:09.934347 2021-04-14 21:16:39,722 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.49ms, fps=2625 images/s, loss=1.2876, top1-acc=63.10%, top5-acc=89.61%, remaining_time=0:00:08.529824, arrival_time=2021-04-14 21:16:48.252037, cost_time=0:00:10.910203 2021-04-14 21:16:40,681 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.60ms, fps=2670 images/s, loss=1.2970, top1-acc=62.81%, top5-acc=89.48%, remaining_time=0:00:07.517312, arrival_time=2021-04-14 21:16:48.198725, cost_time=0:00:11.869419 2021-04-14 21:16:41,665 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.90ms, fps=2602 images/s, loss=1.2990, top1-acc=62.73%, top5-acc=89.47%, remaining_time=0:00:06.525684, arrival_time=2021-04-14 21:16:48.191373, cost_time=0:00:12.853626 2021-04-14 21:16:42,635 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.45ms, fps=2642 images/s, loss=1.3003, top1-acc=62.65%, top5-acc=89.47%, remaining_time=0:00:05.529272, arrival_time=2021-04-14 21:16:48.164485, cost_time=0:00:13.823223 2021-04-14 21:16:43,595 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.47ms, fps=2666 images/s, loss=1.3016, top1-acc=62.54%, top5-acc=89.51%, remaining_time=0:00:04.533714, arrival_time=2021-04-14 21:16:48.129623, cost_time=0:00:14.783878 2021-04-14 21:16:44,565 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.81ms, fps=2642 images/s, loss=1.3043, top1-acc=62.43%, top5-acc=89.50%, remaining_time=0:00:03.544488, arrival_time=2021-04-14 21:16:48.109812, cost_time=0:00:15.753330 2021-04-14 21:16:45,534 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.60ms, fps=2642 images/s, loss=1.3089, top1-acc=62.33%, top5-acc=89.40%, remaining_time=0:00:02.557568, arrival_time=2021-04-14 21:16:48.092150, cost_time=0:00:16.722502 2021-04-14 21:16:46,504 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.85ms, fps=2641 images/s, loss=1.3107, top1-acc=62.26%, top5-acc=89.37%, remaining_time=0:00:01.572672, arrival_time=2021-04-14 21:16:48.077180, cost_time=0:00:17.692485 2021-04-14 21:16:47,485 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.20ms, fps=2611 images/s, loss=1.3140, top1-acc=62.10%, top5-acc=89.36%, remaining_time=0:00:00.589686, arrival_time=2021-04-14 21:16:48.075061, cost_time=0:00:18.673391 2021-04-14 21:16:48,027 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.42ms, fps=2509 images/s, loss=1.3154, top1-acc=62.04%, top5-acc=89.33%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:48.027869, cost_time=0:00:19.215851 2021-04-14 21:16:48,530 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=0.40ms, fps=5121 images/s, loss=1.8926, top1-acc=48.71%, top5-acc=80.12%, remaining_time=0:00:01.499760, arrival_time=2021-04-14 21:16:50.030032, cost_time=0:00:00.499923 2021-04-14 21:16:48,875 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=6.32ms, fps=7435 images/s, loss=1.8136, top1-acc=50.35%, top5-acc=81.78%, remaining_time=0:00:00.844760, arrival_time=2021-04-14 21:16:49.719823, cost_time=0:00:00.844758 2021-04-14 21:16:49,203 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=3.91ms, fps=7816 images/s, loss=1.8077, top1-acc=50.44%, top5-acc=81.69%, remaining_time=0:00:00.390890, arrival_time=2021-04-14 21:16:49.593911, cost_time=0:00:01.172658 2021-04-14 21:16:49,512 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.06ms, fps=7519 images/s, loss=1.7920, top1-acc=51.04%, top5-acc=81.65%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:49.512296, cost_time=0:00:01.482009 2021-04-14 21:16:49,638 INFO : Epoch=0016 complete, best val top1-acc=54.14%, top5-acc=83.05% (epoch=15), remaining_time=1:04:31.452368, arrival_time=2021-04-14 22:21:21.090981, cost_time=0:05:36.648031 2021-04-14 21:16:49,639 INFO : Train start, epoch=0017, lr=0.098429 2021-04-14 21:16:50,782 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=0.36ms, fps=2241 images/s, loss=1.2282, top1-acc=63.91%, top5-acc=91.09%, remaining_time=0:00:21.244920, arrival_time=2021-04-14 21:17:12.027036, cost_time=0:00:01.142200 2021-04-14 21:16:51,747 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.44ms, fps=2652 images/s, loss=1.2268, top1-acc=64.10%, top5-acc=90.68%, remaining_time=0:00:18.550400, arrival_time=2021-04-14 21:17:10.298317, cost_time=0:00:02.107994 2021-04-14 21:16:52,711 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.37ms, fps=2657 images/s, loss=1.2270, top1-acc=63.92%, top5-acc=90.64%, remaining_time=0:00:16.997570, arrival_time=2021-04-14 21:17:09.709349, cost_time=0:00:03.071864 2021-04-14 21:16:53,672 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.40ms, fps=2666 images/s, loss=1.2312, top1-acc=63.90%, top5-acc=90.54%, remaining_time=0:00:15.726828, arrival_time=2021-04-14 21:17:09.399259, cost_time=0:00:04.032517 2021-04-14 21:16:54,632 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.29ms, fps=2667 images/s, loss=1.2288, top1-acc=64.19%, top5-acc=90.62%, remaining_time=0:00:14.579268, arrival_time=2021-04-14 21:17:09.212182, cost_time=0:00:04.992923 2021-04-14 21:16:55,595 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.51ms, fps=2661 images/s, loss=1.2335, top1-acc=64.26%, top5-acc=90.58%, remaining_time=0:00:13.499632, arrival_time=2021-04-14 21:17:09.095251, cost_time=0:00:05.955704 2021-04-14 21:16:56,563 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.42ms, fps=2648 images/s, loss=1.2394, top1-acc=63.94%, top5-acc=90.58%, remaining_time=0:00:12.461526, arrival_time=2021-04-14 21:17:09.024523, cost_time=0:00:06.923038 2021-04-14 21:16:57,532 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.51ms, fps=2643 images/s, loss=1.2470, top1-acc=63.73%, top5-acc=90.46%, remaining_time=0:00:11.443632, arrival_time=2021-04-14 21:17:08.975678, cost_time=0:00:07.892134 2021-04-14 21:16:58,503 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.32ms, fps=2637 images/s, loss=1.2499, top1-acc=63.52%, top5-acc=90.41%, remaining_time=0:00:10.438880, arrival_time=2021-04-14 21:17:08.941983, cost_time=0:00:08.863179 2021-04-14 21:16:59,494 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=2.05ms, fps=2584 images/s, loss=1.2539, top1-acc=63.40%, top5-acc=90.33%, remaining_time=0:00:09.460224, arrival_time=2021-04-14 21:17:08.954606, cost_time=0:00:09.854428 2021-04-14 21:17:00,499 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.71ms, fps=2547 images/s, loss=1.2626, top1-acc=63.20%, top5-acc=90.15%, remaining_time=0:00:08.490522, arrival_time=2021-04-14 21:17:08.990447, cost_time=0:00:10.860008 2021-04-14 21:17:01,476 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.42ms, fps=2623 images/s, loss=1.2693, top1-acc=63.09%, top5-acc=90.06%, remaining_time=0:00:07.496488, arrival_time=2021-04-14 21:17:08.972999, cost_time=0:00:11.836546 2021-04-14 21:17:02,444 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.71ms, fps=2645 images/s, loss=1.2703, top1-acc=63.03%, top5-acc=90.00%, remaining_time=0:00:06.500934, arrival_time=2021-04-14 21:17:08.945687, cost_time=0:00:12.804840 2021-04-14 21:17:03,413 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.31ms, fps=2643 images/s, loss=1.2715, top1-acc=63.00%, top5-acc=89.96%, remaining_time=0:00:05.509504, arrival_time=2021-04-14 21:17:08.923113, cost_time=0:00:13.773697 2021-04-14 21:17:04,384 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.37ms, fps=2637 images/s, loss=1.2766, top1-acc=62.89%, top5-acc=89.84%, remaining_time=0:00:04.521754, arrival_time=2021-04-14 21:17:08.906590, cost_time=0:00:14.744818 2021-04-14 21:17:05,352 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.43ms, fps=2647 images/s, loss=1.2772, top1-acc=62.95%, top5-acc=89.78%, remaining_time=0:00:03.535380, arrival_time=2021-04-14 21:17:08.888021, cost_time=0:00:15.712726 2021-04-14 21:17:06,325 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.52ms, fps=2633 images/s, loss=1.2800, top1-acc=62.94%, top5-acc=89.77%, remaining_time=0:00:02.551874, arrival_time=2021-04-14 21:17:08.877051, cost_time=0:00:16.685253 2021-04-14 21:17:07,296 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.49ms, fps=2636 images/s, loss=1.2812, top1-acc=62.92%, top5-acc=89.76%, remaining_time=0:00:01.569504, arrival_time=2021-04-14 21:17:08.866371, cost_time=0:00:17.656957 2021-04-14 21:17:08,266 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.25ms, fps=2642 images/s, loss=1.2819, top1-acc=62.86%, top5-acc=89.80%, remaining_time=0:00:00.588198, arrival_time=2021-04-14 21:17:08.854439, cost_time=0:00:18.626326 2021-04-14 21:17:08,812 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.39ms, fps=2493 images/s, loss=1.2849, top1-acc=62.79%, top5-acc=89.79%, remaining_time=0:00:00, arrival_time=2021-04-14 21:17:08.812085, cost_time=0:00:19.172177 2021-04-14 21:17:09,277 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.29ms, fps=5526 images/s, loss=1.7495, top1-acc=53.01%, top5-acc=81.48%, remaining_time=0:00:01.389840, arrival_time=2021-04-14 21:17:10.667104, cost_time=0:00:00.463277 2021-04-14 21:17:09,627 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=0.28ms, fps=7326 images/s, loss=1.7292, top1-acc=53.32%, top5-acc=82.21%, remaining_time=0:00:00.813200, arrival_time=2021-04-14 21:17:10.440346, cost_time=0:00:00.813196 2021-04-14 21:17:09,963 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=0.20ms, fps=7608 images/s, loss=1.7468, top1-acc=52.80%, top5-acc=82.08%, remaining_time=0:00:00.383330, arrival_time=2021-04-14 21:17:10.347284, cost_time=0:00:01.150003 2021-04-14 21:17:10,272 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.06ms, fps=7528 images/s, loss=1.7573, top1-acc=52.59%, top5-acc=82.07%, remaining_time=0:00:00, arrival_time=2021-04-14 21:17:10.272457, cost_time=0:00:01.458519 2021-04-14 21:17:10,375 INFO : Epoch=0017 complete, best val top1-acc=54.14%, top5-acc=83.05% (epoch=15), remaining_time=1:04:07.143669, arrival_time=2021-04-14 22:21:17.519171, cost_time=0:05:57.384923 2021-04-14 21:17:10,376 INFO : Train start, epoch=0018, lr=0.098228 2021-04-14 21:17:11,534 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=0.24ms, fps=2212 images/s, loss=1.2602, top1-acc=64.45%, top5-acc=89.80%, remaining_time=0:00:21.527268, arrival_time=2021-04-14 21:17:33.061660, cost_time=0:00:01.157385 2021-04-14 21:17:12,494 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.90ms, fps=2669 images/s, loss=1.2385, top1-acc=64.61%, top5-acc=89.88%, remaining_time=0:00:18.630304, arrival_time=2021-04-14 21:17:31.124406, cost_time=0:00:02.117089 2021-04-14 21:17:13,460 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.36ms, fps=2649 images/s, loss=1.2232, top1-acc=65.27%, top5-acc=90.21%, remaining_time=0:00:17.064302, arrival_time=2021-04-14 21:17:30.525184, cost_time=0:00:03.083901 2021-04-14 21:17:14,430 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.97ms, fps=2643 images/s, loss=1.2297, top1-acc=64.70%, top5-acc=90.36%, remaining_time=0:00:15.806232, arrival_time=2021-04-14 21:17:30.236141, cost_time=0:00:04.052885 2021-04-14 21:17:15,414 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=2.26ms, fps=2603 images/s, loss=1.2199, top1-acc=64.68%, top5-acc=90.59%, remaining_time=0:00:14.708040, arrival_time=2021-04-14 21:17:30.122057, cost_time=0:00:05.037000 2021-04-14 21:17:16,389 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.95ms, fps=2625 images/s, loss=1.2254, top1-acc=64.75%, top5-acc=90.41%, remaining_time=0:00:13.629104, arrival_time=2021-04-14 21:17:30.018896, cost_time=0:00:06.012853 2021-04-14 21:17:17,356 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.36ms, fps=2650 images/s, loss=1.2350, top1-acc=64.47%, top5-acc=90.31%, remaining_time=0:00:12.562578, arrival_time=2021-04-14 21:17:29.918924, cost_time=0:00:06.979242 2021-04-14 21:17:18,330 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.80ms, fps=2629 images/s, loss=1.2316, top1-acc=64.62%, top5-acc=90.35%, remaining_time=0:00:11.533184, arrival_time=2021-04-14 21:17:29.864053, cost_time=0:00:07.953932 2021-04-14 21:17:19,299 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.60ms, fps=2644 images/s, loss=1.2355, top1-acc=64.48%, top5-acc=90.26%, remaining_time=0:00:10.508628, arrival_time=2021-04-14 21:17:29.807948, cost_time=0:00:08.922389 2021-04-14 21:17:20,274 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.36ms, fps=2627 images/s, loss=1.2360, top1-acc=64.44%, top5-acc=90.32%, remaining_time=0:00:09.501312, arrival_time=2021-04-14 21:17:29.775605, cost_time=0:00:09.897201 2021-04-14 21:17:21,242 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=2.05ms, fps=2647 images/s, loss=1.2420, top1-acc=64.24%, top5-acc=90.29%, remaining_time=0:00:08.494564, arrival_time=2021-04-14 21:17:29.736664, cost_time=0:00:10.865170 2021-04-14 21:17:22,205 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.56ms, fps=2658 images/s, loss=1.2439, top1-acc=64.17%, top5-acc=90.26%, remaining_time=0:00:07.491624, arrival_time=2021-04-14 21:17:29.697390, cost_time=0:00:11.828834 2021-04-14 21:17:23,178 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.35ms, fps=2632 images/s, loss=1.2489, top1-acc=64.01%, top5-acc=90.23%, remaining_time=0:00:06.499416, arrival_time=2021-04-14 21:17:29.678258, cost_time=0:00:12.801816 2021-04-14 21:17:24,145 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.38ms, fps=2649 images/s, loss=1.2557, top1-acc=63.79%, top5-acc=90.15%, remaining_time=0:00:05.507600, arrival_time=2021-04-14 21:17:29.653504, cost_time=0:00:13.768973 2021-04-14 21:17:25,124 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.51ms, fps=2619 images/s, loss=1.2576, top1-acc=63.77%, top5-acc=90.12%, remaining_time=0:00:04.522398, arrival_time=2021-04-14 21:17:29.646347, cost_time=0:00:14.746974 2021-04-14 21:17:26,152 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=2.10ms, fps=2490 images/s, loss=1.2607, top1-acc=63.69%, top5-acc=90.06%, remaining_time=0:00:03.549564, arrival_time=2021-04-14 21:17:29.702430, cost_time=0:00:15.775783 2021-04-14 21:17:27,153 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.89ms, fps=2560 images/s, loss=1.2621, top1-acc=63.70%, top5-acc=90.01%, remaining_time=0:00:02.565784, arrival_time=2021-04-14 21:17:29.719137, cost_time=0:00:16.776357 2021-04-14 21:17:28,124 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.55ms, fps=2639 images/s, loss=1.2606, top1-acc=63.75%, top5-acc=90.00%, remaining_time=0:00:01.577520, arrival_time=2021-04-14 21:17:29.701698, cost_time=0:00:17.747160 2021-04-14 21:17:29,091 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.50ms, fps=2649 images/s, loss=1.2630, top1-acc=63.67%, top5-acc=89.98%, remaining_time=0:00:00.590976, arrival_time=2021-04-14 21:17:29.682249, cost_time=0:00:18.714263 2021-04-14 21:17:29,633 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.39ms, fps=2510 images/s, loss=1.2656, top1-acc=63.57%, top5-acc=89.94%, remaining_time=0:00:00, arrival_time=2021-04-14 21:17:29.633606, cost_time=0:00:19.256673 2021-04-14 21:17:30,111 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=2.55ms, fps=5392 images/s, loss=1.6763, top1-acc=53.28%, top5-acc=83.36%, remaining_time=0:00:01.424220, arrival_time=2021-04-14 21:17:31.535230, cost_time=0:00:00.474740 2021-04-14 21:17:30,525 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.82ms, fps=6183 images/s, loss=1.6710, top1-acc=53.87%, top5-acc=83.44%, remaining_time=0:00:00.889240, arrival_time=2021-04-14 21:17:31.414791, cost_time=0:00:00.889249 2021-04-14 21:17:30,982 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=12.81ms, fps=5605 images/s, loss=1.6657, top1-acc=53.91%, top5-acc=83.42%, remaining_time=0:00:00.448850, arrival_time=2021-04-14 21:17:31.431621, cost_time=0:00:01.346539 2021-04-14 21:17:31,327 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.06ms, fps=6740 images/s, loss=1.6759, top1-acc=54.01%, top5-acc=83.53%, remaining_time=0:00:00, arrival_time=2021-04-14 21:17:31.327344, cost_time=0:00:01.691144 2021-04-14 21:17:31,456 INFO : Epoch=0018 complete, best val top1-acc=54.14%, top5-acc=83.05% (epoch=15), remaining_time=1:03:46.706884, arrival_time=2021-04-14 22:21:18.163004, cost_time=0:06:18.465511 2021-04-14 21:17:31,458 INFO : Train start, epoch=0019, lr=0.098015 2021-04-14 21:17:32,609 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.51ms, fps=2225 images/s, loss=1.1973, top1-acc=64.96%, top5-acc=90.90%, remaining_time=0:00:21.398928, arrival_time=2021-04-14 21:17:54.007943, cost_time=0:00:01.150475 2021-04-14 21:17:33,577 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.29ms, fps=2646 images/s, loss=1.1820, top1-acc=65.66%, top5-acc=91.43%, remaining_time=0:00:18.644736, arrival_time=2021-04-14 21:17:52.221992, cost_time=0:00:02.118719 2021-04-14 21:17:34,546 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.83ms, fps=2643 images/s, loss=1.2039, top1-acc=65.01%, top5-acc=91.08%, remaining_time=0:00:17.086380, arrival_time=2021-04-14 21:17:51.632857, cost_time=0:00:03.087897 2021-04-14 21:17:35,509 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.56ms, fps=2659 images/s, loss=1.2040, top1-acc=65.05%, top5-acc=91.15%, remaining_time=0:00:15.800460, arrival_time=2021-04-14 21:17:51.310323, cost_time=0:00:04.051410 2021-04-14 21:17:36,476 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.43ms, fps=2650 images/s, loss=1.2047, top1-acc=64.83%, top5-acc=91.12%, remaining_time=0:00:14.651976, arrival_time=2021-04-14 21:17:51.128326, cost_time=0:00:05.017806 2021-04-14 21:17:37,444 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.75ms, fps=2646 images/s, loss=1.2120, top1-acc=64.58%, top5-acc=90.99%, remaining_time=0:00:13.568312, arrival_time=2021-04-14 21:17:51.012775, cost_time=0:00:05.986011 2021-04-14 21:17:38,412 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.95ms, fps=2646 images/s, loss=1.2114, top1-acc=64.63%, top5-acc=90.96%, remaining_time=0:00:12.517344, arrival_time=2021-04-14 21:17:50.929965, cost_time=0:00:06.954077 2021-04-14 21:17:39,377 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.99ms, fps=2655 images/s, loss=1.2129, top1-acc=64.57%, top5-acc=90.94%, remaining_time=0:00:11.482260, arrival_time=2021-04-14 21:17:50.859486, cost_time=0:00:07.918786 2021-04-14 21:17:40,355 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=2.20ms, fps=2619 images/s, loss=1.2176, top1-acc=64.31%, top5-acc=90.92%, remaining_time=0:00:10.478206, arrival_time=2021-04-14 21:17:50.833471, cost_time=0:00:08.896632 2021-04-14 21:17:41,323 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.53ms, fps=2645 images/s, loss=1.2227, top1-acc=64.18%, top5-acc=90.84%, remaining_time=0:00:09.470688, arrival_time=2021-04-14 21:17:50.794482, cost_time=0:00:09.865313 2021-04-14 21:17:42,292 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=2.09ms, fps=2644 images/s, loss=1.2249, top1-acc=64.23%, top5-acc=90.77%, remaining_time=0:00:08.470312, arrival_time=2021-04-14 21:17:50.762930, cost_time=0:00:10.834164 2021-04-14 21:17:43,264 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.55ms, fps=2635 images/s, loss=1.2267, top1-acc=64.23%, top5-acc=90.74%, remaining_time=0:00:07.477108, arrival_time=2021-04-14 21:17:50.741583, cost_time=0:00:11.805917 2021-04-14 21:17:44,237 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.49ms, fps=2634 images/s, loss=1.2260, top1-acc=64.33%, top5-acc=90.69%, remaining_time=0:00:06.487602, arrival_time=2021-04-14 21:17:50.724642, cost_time=0:00:12.778548 2021-04-14 21:17:45,217 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.97ms, fps=2612 images/s, loss=1.2308, top1-acc=64.21%, top5-acc=90.61%, remaining_time=0:00:05.503736, arrival_time=2021-04-14 21:17:50.721531, cost_time=0:00:13.759304 2021-04-14 21:17:46,183 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.84ms, fps=2653 images/s, loss=1.2345, top1-acc=64.09%, top5-acc=90.55%, remaining_time=0:00:04.515544, arrival_time=2021-04-14 21:17:50.698698, cost_time=0:00:14.724619 2021-04-14 21:17:47,181 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=3.34ms, fps=2565 images/s, loss=1.2350, top1-acc=64.11%, top5-acc=90.52%, remaining_time=0:00:03.537684, arrival_time=2021-04-14 21:17:50.719264, cost_time=0:00:15.723094 2021-04-14 21:17:48,155 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.53ms, fps=2629 images/s, loss=1.2367, top1-acc=64.12%, top5-acc=90.46%, remaining_time=0:00:02.553694, arrival_time=2021-04-14 21:17:50.709518, cost_time=0:00:16.697253 2021-04-14 21:17:49,130 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.66ms, fps=2629 images/s, loss=1.2382, top1-acc=64.10%, top5-acc=90.44%, remaining_time=0:00:01.570832, arrival_time=2021-04-14 21:17:50.701186, cost_time=0:00:17.671814 2021-04-14 21:17:50,106 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.45ms, fps=2626 images/s, loss=1.2412, top1-acc=64.00%, top5-acc=90.40%, remaining_time=0:00:00.588864, arrival_time=2021-04-14 21:17:50.694842, cost_time=0:00:18.647445 2021-04-14 21:17:50,656 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=0.09ms, fps=2474 images/s, loss=1.2441, top1-acc=63.93%, top5-acc=90.40%, remaining_time=0:00:00, arrival_time=2021-04-14 21:17:50.656192, cost_time=0:00:19.197748 2021-04-14 21:17:51,113 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=5.21ms, fps=5621 images/s, loss=1.7895, top1-acc=52.03%, top5-acc=81.84%, remaining_time=0:00:01.366260, arrival_time=2021-04-14 21:17:52.479592, cost_time=0:00:00.455420 2021-04-14 21:17:51,456 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=0.49ms, fps=7467 images/s, loss=1.8107, top1-acc=51.21%, top5-acc=81.54%, remaining_time=0:00:00.798560, arrival_time=2021-04-14 21:17:52.255220, cost_time=0:00:00.798569 2021-04-14 21:17:51,805 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=4.12ms, fps=7360 images/s, loss=1.8182, top1-acc=50.96%, top5-acc=81.59%, remaining_time=0:00:00.382400, arrival_time=2021-04-14 21:17:52.187572, cost_time=0:00:01.147200 2021-04-14 21:17:52,183 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.09ms, fps=6133 images/s, loss=1.8060, top1-acc=51.11%, top5-acc=81.50%, remaining_time=0:00:00, arrival_time=2021-04-14 21:17:52.183936, cost_time=0:00:01.526022 2021-04-14 21:17:52,305 INFO : Epoch=0019 complete, best val top1-acc=54.14%, top5-acc=83.05% (epoch=15), remaining_time=1:03:24.002609, arrival_time=2021-04-14 22:21:16.308376, cost_time=0:06:39.315190 2021-04-14 21:17:52,307 INFO : Train start, epoch=0020, lr=0.097790 2021-04-14 21:17:53,531 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=0.21ms, fps=2090 images/s, loss=1.2935, top1-acc=61.99%, top5-acc=90.27%, remaining_time=0:00:22.777560, arrival_time=2021-04-14 21:18:16.309319, cost_time=0:00:01.224595 2021-04-14 21:17:54,499 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.56ms, fps=2648 images/s, loss=1.2418, top1-acc=63.59%, top5-acc=91.23%, remaining_time=0:00:19.287488, arrival_time=2021-04-14 21:18:13.786562, cost_time=0:00:02.191754 2021-04-14 21:17:55,480 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.55ms, fps=2610 images/s, loss=1.2324, top1-acc=63.97%, top5-acc=91.09%, remaining_time=0:00:17.558484, arrival_time=2021-04-14 21:18:13.038913, cost_time=0:00:03.173208 2021-04-14 21:17:56,458 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.59ms, fps=2620 images/s, loss=1.2241, top1-acc=64.31%, top5-acc=90.98%, remaining_time=0:00:16.189056, arrival_time=2021-04-14 21:18:12.647332, cost_time=0:00:04.151020 2021-04-14 21:17:57,418 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.37ms, fps=2669 images/s, loss=1.2228, top1-acc=64.21%, top5-acc=91.07%, remaining_time=0:00:14.923536, arrival_time=2021-04-14 21:18:12.341500, cost_time=0:00:05.110794 2021-04-14 21:17:58,383 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.40ms, fps=2653 images/s, loss=1.2173, top1-acc=64.45%, top5-acc=91.15%, remaining_time=0:00:13.772448, arrival_time=2021-04-14 21:18:12.155676, cost_time=0:00:06.076057 2021-04-14 21:17:59,359 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.52ms, fps=2623 images/s, loss=1.2194, top1-acc=64.51%, top5-acc=91.07%, remaining_time=0:00:12.694122, arrival_time=2021-04-14 21:18:12.053673, cost_time=0:00:07.052292 2021-04-14 21:18:00,329 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.53ms, fps=2642 images/s, loss=1.2145, top1-acc=64.88%, top5-acc=91.02%, remaining_time=0:00:11.631668, arrival_time=2021-04-14 21:18:11.960699, cost_time=0:00:08.021861 2021-04-14 21:18:01,294 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.35ms, fps=2653 images/s, loss=1.2132, top1-acc=64.82%, top5-acc=90.96%, remaining_time=0:00:10.584842, arrival_time=2021-04-14 21:18:11.879156, cost_time=0:00:08.987148 2021-04-14 21:18:02,261 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.39ms, fps=2648 images/s, loss=1.2182, top1-acc=64.66%, top5-acc=90.86%, remaining_time=0:00:09.556128, arrival_time=2021-04-14 21:18:11.817696, cost_time=0:00:09.954321 2021-04-14 21:18:03,222 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.51ms, fps=2666 images/s, loss=1.2225, top1-acc=64.52%, top5-acc=90.81%, remaining_time=0:00:08.533780, arrival_time=2021-04-14 21:18:11.756235, cost_time=0:00:10.915274 2021-04-14 21:18:04,192 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.72ms, fps=2639 images/s, loss=1.2264, top1-acc=64.46%, top5-acc=90.72%, remaining_time=0:00:07.527572, arrival_time=2021-04-14 21:18:11.720325, cost_time=0:00:11.885581 2021-04-14 21:18:05,153 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.56ms, fps=2665 images/s, loss=1.2269, top1-acc=64.50%, top5-acc=90.67%, remaining_time=0:00:06.522054, arrival_time=2021-04-14 21:18:11.675748, cost_time=0:00:12.846533 2021-04-14 21:18:06,116 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.46ms, fps=2661 images/s, loss=1.2299, top1-acc=64.39%, top5-acc=90.62%, remaining_time=0:00:05.523504, arrival_time=2021-04-14 21:18:11.639522, cost_time=0:00:13.808763 2021-04-14 21:18:07,082 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.35ms, fps=2651 images/s, loss=1.2292, top1-acc=64.36%, top5-acc=90.59%, remaining_time=0:00:04.531000, arrival_time=2021-04-14 21:18:11.613129, cost_time=0:00:14.774947 2021-04-14 21:18:08,067 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.87ms, fps=2599 images/s, loss=1.2274, top1-acc=64.42%, top5-acc=90.63%, remaining_time=0:00:03.546072, arrival_time=2021-04-14 21:18:11.613492, cost_time=0:00:15.760253 2021-04-14 21:18:09,030 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.38ms, fps=2659 images/s, loss=1.2288, top1-acc=64.38%, top5-acc=90.58%, remaining_time=0:00:02.557698, arrival_time=2021-04-14 21:18:11.588255, cost_time=0:00:16.723388 2021-04-14 21:18:10,007 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=2.05ms, fps=2622 images/s, loss=1.2309, top1-acc=64.32%, top5-acc=90.57%, remaining_time=0:00:01.573328, arrival_time=2021-04-14 21:18:11.580444, cost_time=0:00:17.699951 2021-04-14 21:18:10,986 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.23ms, fps=2615 images/s, loss=1.2307, top1-acc=64.31%, top5-acc=90.59%, remaining_time=0:00:00.589872, arrival_time=2021-04-14 21:18:11.576367, cost_time=0:00:18.679247 2021-04-14 21:18:11,531 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=0.09ms, fps=2499 images/s, loss=1.2317, top1-acc=64.29%, top5-acc=90.56%, remaining_time=0:00:00, arrival_time=2021-04-14 21:18:11.531245, cost_time=0:00:19.224073 2021-04-14 21:18:12,053 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=43.11ms, fps=4916 images/s, loss=1.7278, top1-acc=53.59%, top5-acc=82.42%, remaining_time=0:00:01.562070, arrival_time=2021-04-14 21:18:13.615969, cost_time=0:00:00.520686 2021-04-14 21:18:12,459 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=0.29ms, fps=6321 images/s, loss=1.7359, top1-acc=52.77%, top5-acc=82.36%, remaining_time=0:00:00.926200, arrival_time=2021-04-14 21:18:13.385610, cost_time=0:00:00.926203 2021-04-14 21:18:12,827 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=33.52ms, fps=6955 images/s, loss=1.7219, top1-acc=52.88%, top5-acc=82.89%, remaining_time=0:00:00.431600, arrival_time=2021-04-14 21:18:13.259536, cost_time=0:00:01.294785 2021-04-14 21:18:13,146 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.07ms, fps=7289 images/s, loss=1.7132, top1-acc=53.14%, top5-acc=82.76%, remaining_time=0:00:00, arrival_time=2021-04-14 21:18:13.146550, cost_time=0:00:01.613414 2021-04-14 21:18:13,273 INFO : Epoch=0020 complete, best val top1-acc=54.14%, top5-acc=83.05% (epoch=15), remaining_time=1:03:02.543400, arrival_time=2021-04-14 22:21:15.816570, cost_time=0:07:00.282591 2021-04-14 21:18:13,274 INFO : Train start, epoch=0021, lr=0.097553 2021-04-14 21:18:14,450 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=0.45ms, fps=2178 images/s, loss=1.1587, top1-acc=66.45%, top5-acc=91.29%, remaining_time=0:00:21.865788, arrival_time=2021-04-14 21:18:36.315858, cost_time=0:00:01.175581 2021-04-14 21:18:15,425 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.65ms, fps=2627 images/s, loss=1.1579, top1-acc=66.29%, top5-acc=91.62%, remaining_time=0:00:18.924400, arrival_time=2021-04-14 21:18:34.349455, cost_time=0:00:02.150509 2021-04-14 21:18:16,409 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=2.08ms, fps=2603 images/s, loss=1.1513, top1-acc=66.73%, top5-acc=91.51%, remaining_time=0:00:17.345174, arrival_time=2021-04-14 21:18:33.754348, cost_time=0:00:03.134673 2021-04-14 21:18:17,384 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.76ms, fps=2628 images/s, loss=1.1420, top1-acc=66.73%, top5-acc=91.80%, remaining_time=0:00:16.026660, arrival_time=2021-04-14 21:18:33.410636, cost_time=0:00:04.109394 2021-04-14 21:18:18,370 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=2.15ms, fps=2597 images/s, loss=1.1645, top1-acc=66.19%, top5-acc=91.49%, remaining_time=0:00:14.879590, arrival_time=2021-04-14 21:18:33.249888, cost_time=0:00:05.095738 2021-04-14 21:18:19,354 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=2.18ms, fps=2603 images/s, loss=1.1669, top1-acc=66.20%, top5-acc=91.45%, remaining_time=0:00:13.781152, arrival_time=2021-04-14 21:18:33.135610, cost_time=0:00:06.079892 2021-04-14 21:18:20,343 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.71ms, fps=2591 images/s, loss=1.1735, top1-acc=66.03%, top5-acc=91.38%, remaining_time=0:00:12.723480, arrival_time=2021-04-14 21:18:33.066595, cost_time=0:00:07.068565 2021-04-14 21:18:21,316 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.46ms, fps=2632 images/s, loss=1.1747, top1-acc=66.08%, top5-acc=91.40%, remaining_time=0:00:11.660668, arrival_time=2021-04-14 21:18:32.976983, cost_time=0:00:08.041829 2021-04-14 21:18:22,274 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.41ms, fps=2672 images/s, loss=1.1713, top1-acc=66.02%, top5-acc=91.38%, remaining_time=0:00:10.600424, arrival_time=2021-04-14 21:18:32.875271, cost_time=0:00:09.000350 2021-04-14 21:18:23,249 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.54ms, fps=2627 images/s, loss=1.1707, top1-acc=66.05%, top5-acc=91.39%, remaining_time=0:00:09.576288, arrival_time=2021-04-14 21:18:32.826154, cost_time=0:00:09.975317 2021-04-14 21:18:24,230 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.60ms, fps=2613 images/s, loss=1.1737, top1-acc=65.83%, top5-acc=91.41%, remaining_time=0:00:08.565342, arrival_time=2021-04-14 21:18:32.795636, cost_time=0:00:10.955641 2021-04-14 21:18:25,203 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.55ms, fps=2633 images/s, loss=1.1793, top1-acc=65.63%, top5-acc=91.32%, remaining_time=0:00:07.554856, arrival_time=2021-04-14 21:18:32.758144, cost_time=0:00:11.928761 2021-04-14 21:18:26,186 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.39ms, fps=2606 images/s, loss=1.1786, top1-acc=65.64%, top5-acc=91.31%, remaining_time=0:00:06.555120, arrival_time=2021-04-14 21:18:32.741250, cost_time=0:00:12.911569 2021-04-14 21:18:27,164 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.86ms, fps=2618 images/s, loss=1.1816, top1-acc=65.55%, top5-acc=91.19%, remaining_time=0:00:05.556040, arrival_time=2021-04-14 21:18:32.720670, cost_time=0:00:13.890090 2021-04-14 21:18:28,132 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.49ms, fps=2646 images/s, loss=1.1877, top1-acc=65.39%, top5-acc=91.09%, remaining_time=0:00:04.556484, arrival_time=2021-04-14 21:18:32.689118, cost_time=0:00:14.858083 2021-04-14 21:18:29,100 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=2.14ms, fps=2647 images/s, loss=1.1910, top1-acc=65.34%, top5-acc=91.02%, remaining_time=0:00:03.560832, arrival_time=2021-04-14 21:18:32.661241, cost_time=0:00:15.825915 2021-04-14 21:18:30,074 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.35ms, fps=2630 images/s, loss=1.1925, top1-acc=65.32%, top5-acc=90.99%, remaining_time=0:00:02.569372, arrival_time=2021-04-14 21:18:32.643673, cost_time=0:00:16.799809 2021-04-14 21:18:31,044 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.47ms, fps=2640 images/s, loss=1.1965, top1-acc=65.25%, top5-acc=90.93%, remaining_time=0:00:01.579536, arrival_time=2021-04-14 21:18:32.623887, cost_time=0:00:17.769857 2021-04-14 21:18:32,006 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.24ms, fps=2662 images/s, loss=1.1991, top1-acc=65.18%, top5-acc=90.91%, remaining_time=0:00:00.591534, arrival_time=2021-04-14 21:18:32.598027, cost_time=0:00:18.731996 2021-04-14 21:18:32,571 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=0.10ms, fps=2409 images/s, loss=1.2003, top1-acc=65.16%, top5-acc=90.88%, remaining_time=0:00:00, arrival_time=2021-04-14 21:18:32.571536, cost_time=0:00:19.296901 2021-04-14 21:18:33,114 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=0.42ms, fps=4738 images/s, loss=1.6784, top1-acc=53.01%, top5-acc=83.12%, remaining_time=0:00:01.620840, arrival_time=2021-04-14 21:18:34.735568, cost_time=0:00:00.540284 2021-04-14 21:18:33,464 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=0.21ms, fps=7321 images/s, loss=1.6667, top1-acc=54.00%, top5-acc=83.38%, remaining_time=0:00:00.890440, arrival_time=2021-04-14 21:18:34.355268, cost_time=0:00:00.890438 2021-04-14 21:18:33,800 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=0.30ms, fps=7644 images/s, loss=1.6638, top1-acc=53.85%, top5-acc=83.74%, remaining_time=0:00:00.408550, arrival_time=2021-04-14 21:18:34.208622, cost_time=0:00:01.225663 2021-04-14 21:18:34,104 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.07ms, fps=7635 images/s, loss=1.6676, top1-acc=53.82%, top5-acc=83.43%, remaining_time=0:00:00, arrival_time=2021-04-14 21:18:34.104297, cost_time=0:00:01.529929 2021-04-14 21:18:34,218 INFO : Epoch=0021 complete, best val top1-acc=54.14%, top5-acc=83.05% (epoch=15), remaining_time=1:02:40.938749, arrival_time=2021-04-14 22:21:15.156774, cost_time=0:07:21.227444 2021-04-14 21:18:34,219 INFO : Train start, epoch=0022, lr=0.097304 2021-04-14 21:18:35,369 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=2.17ms, fps=2226 images/s, loss=1.1590, top1-acc=66.91%, top5-acc=91.33%, remaining_time=0:00:21.390558, arrival_time=2021-04-14 21:18:56.759929, cost_time=0:00:01.150028 2021-04-14 21:18:36,331 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.46ms, fps=2663 images/s, loss=1.1549, top1-acc=66.82%, top5-acc=91.33%, remaining_time=0:00:18.583136, arrival_time=2021-04-14 21:18:54.914240, cost_time=0:00:02.111726 2021-04-14 21:18:37,301 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.48ms, fps=2640 images/s, loss=1.1610, top1-acc=66.16%, top5-acc=91.43%, remaining_time=0:00:17.052350, arrival_time=2021-04-14 21:18:54.353460, cost_time=0:00:03.081763 2021-04-14 21:18:38,279 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.60ms, fps=2618 images/s, loss=1.1706, top1-acc=65.83%, top5-acc=91.45%, remaining_time=0:00:15.834000, arrival_time=2021-04-14 21:18:54.113338, cost_time=0:00:04.059998 2021-04-14 21:18:39,257 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.36ms, fps=2619 images/s, loss=1.1646, top1-acc=66.11%, top5-acc=91.48%, remaining_time=0:00:14.710376, arrival_time=2021-04-14 21:18:53.967506, cost_time=0:00:05.037783 2021-04-14 21:18:40,227 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.40ms, fps=2640 images/s, loss=1.1677, top1-acc=65.85%, top5-acc=91.56%, remaining_time=0:00:13.617816, arrival_time=2021-04-14 21:18:53.845105, cost_time=0:00:06.007887 2021-04-14 21:18:41,200 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.36ms, fps=2632 images/s, loss=1.1774, top1-acc=65.57%, top5-acc=91.33%, remaining_time=0:00:12.565854, arrival_time=2021-04-14 21:18:53.766246, cost_time=0:00:06.981044 2021-04-14 21:18:42,178 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.48ms, fps=2619 images/s, loss=1.1876, top1-acc=65.42%, top5-acc=91.13%, remaining_time=0:00:11.540144, arrival_time=2021-04-14 21:18:53.718337, cost_time=0:00:07.958744 2021-04-14 21:18:43,156 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.98ms, fps=2620 images/s, loss=1.1852, top1-acc=65.40%, top5-acc=91.15%, remaining_time=0:00:10.525376, arrival_time=2021-04-14 21:18:53.681387, cost_time=0:00:08.936665 2021-04-14 21:18:44,118 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.36ms, fps=2661 images/s, loss=1.1841, top1-acc=65.42%, top5-acc=91.10%, remaining_time=0:00:09.503136, arrival_time=2021-04-14 21:18:53.621630, cost_time=0:00:09.899080 2021-04-14 21:18:45,101 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.79ms, fps=2606 images/s, loss=1.1808, top1-acc=65.56%, top5-acc=91.13%, remaining_time=0:00:08.507808, arrival_time=2021-04-14 21:18:53.609223, cost_time=0:00:10.882062 2021-04-14 21:18:46,083 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.72ms, fps=2607 images/s, loss=1.1770, top1-acc=65.67%, top5-acc=91.19%, remaining_time=0:00:07.514120, arrival_time=2021-04-14 21:18:53.597836, cost_time=0:00:11.864356 2021-04-14 21:18:47,070 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.40ms, fps=2595 images/s, loss=1.1818, top1-acc=65.60%, top5-acc=91.12%, remaining_time=0:00:06.524562, arrival_time=2021-04-14 21:18:53.595290, cost_time=0:00:12.851386 2021-04-14 21:18:48,043 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.62ms, fps=2632 images/s, loss=1.1845, top1-acc=65.59%, top5-acc=91.09%, remaining_time=0:00:05.529720, arrival_time=2021-04-14 21:18:53.573333, cost_time=0:00:13.824268 2021-04-14 21:18:49,013 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=2.17ms, fps=2640 images/s, loss=1.1833, top1-acc=65.64%, top5-acc=91.14%, remaining_time=0:00:04.536934, arrival_time=2021-04-14 21:18:53.550614, cost_time=0:00:14.794290 2021-04-14 21:18:49,982 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.57ms, fps=2644 images/s, loss=1.1848, top1-acc=65.53%, top5-acc=91.11%, remaining_time=0:00:03.546648, arrival_time=2021-04-14 21:18:53.528883, cost_time=0:00:15.762885 2021-04-14 21:18:50,960 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.39ms, fps=2619 images/s, loss=1.1855, top1-acc=65.55%, top5-acc=91.10%, remaining_time=0:00:02.560376, arrival_time=2021-04-14 21:18:53.520618, cost_time=0:00:16.740851 2021-04-14 21:18:51,924 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.33ms, fps=2657 images/s, loss=1.1869, top1-acc=65.49%, top5-acc=91.11%, remaining_time=0:00:01.573776, arrival_time=2021-04-14 21:18:53.498175, cost_time=0:00:17.705050 2021-04-14 21:18:52,904 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.21ms, fps=2612 images/s, loss=1.1907, top1-acc=65.37%, top5-acc=91.07%, remaining_time=0:00:00.590070, arrival_time=2021-04-14 21:18:53.494928, cost_time=0:00:18.685509 2021-04-14 21:18:53,450 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.42ms, fps=2492 images/s, loss=1.1944, top1-acc=65.32%, top5-acc=91.04%, remaining_time=0:00:00, arrival_time=2021-04-14 21:18:53.450889, cost_time=0:00:19.231541 2021-04-14 21:18:53,917 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=0.43ms, fps=5514 images/s, loss=1.6796, top1-acc=54.30%, top5-acc=83.95%, remaining_time=0:00:01.392690, arrival_time=2021-04-14 21:18:55.309786, cost_time=0:00:00.464230 2021-04-14 21:18:54,261 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=4.02ms, fps=7438 images/s, loss=1.7142, top1-acc=53.67%, top5-acc=83.57%, remaining_time=0:00:00.808880, arrival_time=2021-04-14 21:18:55.070639, cost_time=0:00:00.808883 2021-04-14 21:18:54,611 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=6.67ms, fps=7329 images/s, loss=1.6755, top1-acc=54.43%, top5-acc=83.57%, remaining_time=0:00:00.386220, arrival_time=2021-04-14 21:18:54.997747, cost_time=0:00:01.158666 2021-04-14 21:18:54,917 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.06ms, fps=7585 images/s, loss=1.7106, top1-acc=54.11%, top5-acc=83.17%, remaining_time=0:00:00, arrival_time=2021-04-14 21:18:54.917787, cost_time=0:00:01.464973 2021-04-14 21:18:55,034 INFO : Epoch=0022 complete, best val top1-acc=54.14%, top5-acc=83.05% (epoch=15), remaining_time=1:02:18.357246, arrival_time=2021-04-14 22:21:13.391977, cost_time=0:07:42.044150 2021-04-14 21:18:55,035 INFO : Train start, epoch=0023, lr=0.097044 2021-04-14 21:18:56,164 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=0.22ms, fps=2269 images/s, loss=1.1677, top1-acc=66.09%, top5-acc=91.60%, remaining_time=0:00:20.986938, arrival_time=2021-04-14 21:19:17.151461, cost_time=0:00:01.128334 2021-04-14 21:18:57,133 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.56ms, fps=2645 images/s, loss=1.1620, top1-acc=65.98%, top5-acc=91.54%, remaining_time=0:00:18.452368, arrival_time=2021-04-14 21:19:15.585356, cost_time=0:00:02.096867 2021-04-14 21:18:58,110 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.46ms, fps=2621 images/s, loss=1.1528, top1-acc=66.47%, top5-acc=91.69%, remaining_time=0:00:17.009854, arrival_time=2021-04-14 21:19:15.120068, cost_time=0:00:03.074070 2021-04-14 21:18:59,080 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.76ms, fps=2640 images/s, loss=1.1528, top1-acc=66.31%, top5-acc=91.61%, remaining_time=0:00:15.773472, arrival_time=2021-04-14 21:19:14.854190, cost_time=0:00:04.044460 2021-04-14 21:19:00,063 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.44ms, fps=2608 images/s, loss=1.1527, top1-acc=66.33%, top5-acc=91.64%, remaining_time=0:00:14.679132, arrival_time=2021-04-14 21:19:14.742275, cost_time=0:00:05.027089 2021-04-14 21:19:01,026 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.72ms, fps=2659 images/s, loss=1.1622, top1-acc=66.07%, top5-acc=91.56%, remaining_time=0:00:13.578104, arrival_time=2021-04-14 21:19:14.604599, cost_time=0:00:05.990360 2021-04-14 21:19:01,994 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.88ms, fps=2646 images/s, loss=1.1556, top1-acc=66.24%, top5-acc=91.74%, remaining_time=0:00:12.525408, arrival_time=2021-04-14 21:19:14.520028, cost_time=0:00:06.958525 2021-04-14 21:19:02,976 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.90ms, fps=2609 images/s, loss=1.1605, top1-acc=66.01%, top5-acc=91.59%, remaining_time=0:00:11.513232, arrival_time=2021-04-14 21:19:14.489508, cost_time=0:00:07.940156 2021-04-14 21:19:03,955 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.50ms, fps=2615 images/s, loss=1.1651, top1-acc=65.89%, top5-acc=91.55%, remaining_time=0:00:10.505448, arrival_time=2021-04-14 21:19:14.461210, cost_time=0:00:08.919705 2021-04-14 21:19:04,936 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.36ms, fps=2612 images/s, loss=1.1620, top1-acc=66.11%, top5-acc=91.61%, remaining_time=0:00:09.504192, arrival_time=2021-04-14 21:19:14.440529, cost_time=0:00:09.900208 2021-04-14 21:19:05,909 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.33ms, fps=2632 images/s, loss=1.1607, top1-acc=66.14%, top5-acc=91.62%, remaining_time=0:00:08.500928, arrival_time=2021-04-14 21:19:14.410239, cost_time=0:00:10.873249 2021-04-14 21:19:06,884 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.50ms, fps=2627 images/s, loss=1.1621, top1-acc=66.10%, top5-acc=91.59%, remaining_time=0:00:07.503784, arrival_time=2021-04-14 21:19:14.388034, cost_time=0:00:11.848135 2021-04-14 21:19:07,862 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.49ms, fps=2619 images/s, loss=1.1623, top1-acc=66.04%, top5-acc=91.58%, remaining_time=0:00:06.511824, arrival_time=2021-04-14 21:19:14.374316, cost_time=0:00:12.826259 2021-04-14 21:19:08,828 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.39ms, fps=2651 images/s, loss=1.1599, top1-acc=66.18%, top5-acc=91.55%, remaining_time=0:00:05.517064, arrival_time=2021-04-14 21:19:14.345803, cost_time=0:00:13.792636 2021-04-14 21:19:09,801 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.72ms, fps=2632 images/s, loss=1.1629, top1-acc=66.14%, top5-acc=91.47%, remaining_time=0:00:04.528194, arrival_time=2021-04-14 21:19:14.330031, cost_time=0:00:14.765788 2021-04-14 21:19:10,773 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=2.02ms, fps=2635 images/s, loss=1.1637, top1-acc=66.07%, top5-acc=91.46%, remaining_time=0:00:03.540960, arrival_time=2021-04-14 21:19:14.314652, cost_time=0:00:15.737573 2021-04-14 21:19:11,754 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.48ms, fps=2613 images/s, loss=1.1651, top1-acc=66.02%, top5-acc=91.48%, remaining_time=0:00:02.556840, arrival_time=2021-04-14 21:19:14.310778, cost_time=0:00:16.717825 2021-04-14 21:19:12,761 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.75ms, fps=2541 images/s, loss=1.1667, top1-acc=65.97%, top5-acc=91.48%, remaining_time=0:00:01.575616, arrival_time=2021-04-14 21:19:14.337393, cost_time=0:00:17.725734 2021-04-14 21:19:13,736 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.45ms, fps=2628 images/s, loss=1.1696, top1-acc=65.87%, top5-acc=91.42%, remaining_time=0:00:00.590532, arrival_time=2021-04-14 21:19:14.326862, cost_time=0:00:18.700202 2021-04-14 21:19:14,279 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=0.07ms, fps=2504 images/s, loss=1.1723, top1-acc=65.79%, top5-acc=91.40%, remaining_time=0:00:00, arrival_time=2021-04-14 21:19:14.279933, cost_time=0:00:19.243903 2021-04-14 21:19:14,807 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.44ms, fps=4867 images/s, loss=1.9805, top1-acc=48.55%, top5-acc=77.93%, remaining_time=0:00:01.578000, arrival_time=2021-04-14 21:19:16.385795, cost_time=0:00:00.526005 2021-04-14 21:19:15,158 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=0.30ms, fps=7312 images/s, loss=1.9377, top1-acc=49.10%, top5-acc=78.83%, remaining_time=0:00:00.876620, arrival_time=2021-04-14 21:19:16.035007, cost_time=0:00:00.876614 2021-04-14 21:19:15,510 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=0.42ms, fps=7291 images/s, loss=1.9751, top1-acc=48.29%, top5-acc=78.44%, remaining_time=0:00:00.409410, arrival_time=2021-04-14 21:19:15.919409, cost_time=0:00:01.228242 2021-04-14 21:19:15,824 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.07ms, fps=7386 images/s, loss=1.9956, top1-acc=48.04%, top5-acc=78.41%, remaining_time=0:00:00, arrival_time=2021-04-14 21:19:15.824586, cost_time=0:00:01.542840 2021-04-14 21:19:15,938 INFO : Epoch=0023 complete, best val top1-acc=54.14%, top5-acc=83.05% (epoch=15), remaining_time=1:01:56.600334, arrival_time=2021-04-14 22:21:12.538986, cost_time=0:08:02.948069 2021-04-14 21:19:15,939 INFO : Train start, epoch=0024, lr=0.096772 2021-04-14 21:19:17,102 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=0.24ms, fps=2203 images/s, loss=1.1416, top1-acc=67.30%, top5-acc=91.76%, remaining_time=0:00:21.615060, arrival_time=2021-04-14 21:19:38.717314, cost_time=0:00:01.162097 2021-04-14 21:19:18,073 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.43ms, fps=2638 images/s, loss=1.1179, top1-acc=67.25%, top5-acc=92.34%, remaining_time=0:00:18.773216, arrival_time=2021-04-14 21:19:36.846702, cost_time=0:00:02.133322 2021-04-14 21:19:19,038 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.81ms, fps=2655 images/s, loss=1.1135, top1-acc=67.60%, top5-acc=92.24%, remaining_time=0:00:17.142654, arrival_time=2021-04-14 21:19:36.180878, cost_time=0:00:03.098058 2021-04-14 21:19:20,009 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.73ms, fps=2638 images/s, loss=1.1006, top1-acc=67.88%, top5-acc=92.51%, remaining_time=0:00:15.869568, arrival_time=2021-04-14 21:19:35.878756, cost_time=0:00:04.069120 2021-04-14 21:19:20,986 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.60ms, fps=2622 images/s, loss=1.1037, top1-acc=68.03%, top5-acc=92.45%, remaining_time=0:00:14.734466, arrival_time=2021-04-14 21:19:35.720753, cost_time=0:00:05.046063 2021-04-14 21:19:21,969 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.83ms, fps=2607 images/s, loss=1.1119, top1-acc=67.64%, top5-acc=92.32%, remaining_time=0:00:13.665280, arrival_time=2021-04-14 21:19:35.634229, cost_time=0:00:06.028818 2021-04-14 21:19:22,951 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.56ms, fps=2609 images/s, loss=1.1099, top1-acc=67.73%, top5-acc=92.35%, remaining_time=0:00:12.619404, arrival_time=2021-04-14 21:19:35.570349, cost_time=0:00:07.010789 2021-04-14 21:19:23,917 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.50ms, fps=2650 images/s, loss=1.1135, top1-acc=67.65%, top5-acc=92.29%, remaining_time=0:00:11.567056, arrival_time=2021-04-14 21:19:35.484408, cost_time=0:00:07.977279 2021-04-14 21:19:24,876 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.29ms, fps=2669 images/s, loss=1.1217, top1-acc=67.32%, top5-acc=92.12%, remaining_time=0:00:10.525482, arrival_time=2021-04-14 21:19:35.402365, cost_time=0:00:08.936690 2021-04-14 21:19:25,850 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.50ms, fps=2631 images/s, loss=1.1301, top1-acc=67.06%, top5-acc=92.04%, remaining_time=0:00:09.513984, arrival_time=2021-04-14 21:19:35.364421, cost_time=0:00:09.910358 2021-04-14 21:19:26,811 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.46ms, fps=2664 images/s, loss=1.1342, top1-acc=66.91%, top5-acc=92.00%, remaining_time=0:00:08.499724, arrival_time=2021-04-14 21:19:35.311506, cost_time=0:00:10.871706 2021-04-14 21:19:27,774 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.31ms, fps=2661 images/s, loss=1.1389, top1-acc=66.86%, top5-acc=91.91%, remaining_time=0:00:07.494968, arrival_time=2021-04-14 21:19:35.269256, cost_time=0:00:11.834118 2021-04-14 21:19:28,741 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.45ms, fps=2649 images/s, loss=1.1453, top1-acc=66.61%, top5-acc=91.86%, remaining_time=0:00:06.499086, arrival_time=2021-04-14 21:19:35.240351, cost_time=0:00:12.801191 2021-04-14 21:19:29,706 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.58ms, fps=2654 images/s, loss=1.1479, top1-acc=66.54%, top5-acc=91.80%, remaining_time=0:00:05.506480, arrival_time=2021-04-14 21:19:35.212736, cost_time=0:00:13.766183 2021-04-14 21:19:30,683 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.84ms, fps=2621 images/s, loss=1.1517, top1-acc=66.47%, top5-acc=91.74%, remaining_time=0:00:04.521248, arrival_time=2021-04-14 21:19:35.204594, cost_time=0:00:14.743136 2021-04-14 21:19:31,647 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.36ms, fps=2656 images/s, loss=1.1552, top1-acc=66.38%, top5-acc=91.70%, remaining_time=0:00:03.534228, arrival_time=2021-04-14 21:19:35.181920, cost_time=0:00:15.707615 2021-04-14 21:19:32,616 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.41ms, fps=2645 images/s, loss=1.1599, top1-acc=66.30%, top5-acc=91.57%, remaining_time=0:00:02.550444, arrival_time=2021-04-14 21:19:35.166554, cost_time=0:00:16.676037 2021-04-14 21:19:33,583 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.42ms, fps=2648 images/s, loss=1.1624, top1-acc=66.21%, top5-acc=91.57%, remaining_time=0:00:01.568272, arrival_time=2021-04-14 21:19:35.151402, cost_time=0:00:17.643053 2021-04-14 21:19:34,544 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.87ms, fps=2664 images/s, loss=1.1663, top1-acc=66.15%, top5-acc=91.48%, remaining_time=0:00:00.587508, arrival_time=2021-04-14 21:19:35.132102, cost_time=0:00:18.604455 2021-04-14 21:19:35,088 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.29ms, fps=2504 images/s, loss=1.1685, top1-acc=66.10%, top5-acc=91.45%, remaining_time=0:00:00, arrival_time=2021-04-14 21:19:35.088121, cost_time=0:00:19.148014 2021-04-14 21:19:35,588 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.44ms, fps=5135 images/s, loss=1.8736, top1-acc=49.77%, top5-acc=81.13%, remaining_time=0:00:01.495470, arrival_time=2021-04-14 21:19:37.084068, cost_time=0:00:00.498489 2021-04-14 21:19:35,941 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=0.41ms, fps=7261 images/s, loss=1.8483, top1-acc=50.43%, top5-acc=81.29%, remaining_time=0:00:00.851640, arrival_time=2021-04-14 21:19:36.793362, cost_time=0:00:00.851646 2021-04-14 21:19:36,279 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=2.92ms, fps=7586 images/s, loss=1.8597, top1-acc=50.39%, top5-acc=80.96%, remaining_time=0:00:00.396550, arrival_time=2021-04-14 21:19:36.676220, cost_time=0:00:01.189655 2021-04-14 21:19:36,589 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.07ms, fps=7496 images/s, loss=1.8458, top1-acc=50.59%, top5-acc=81.13%, remaining_time=0:00:00, arrival_time=2021-04-14 21:19:36.589506, cost_time=0:00:01.499507 2021-04-14 21:19:36,753 INFO : Epoch=0024 complete, best val top1-acc=54.14%, top5-acc=83.05% (epoch=15), remaining_time=1:01:34.262880, arrival_time=2021-04-14 22:21:11.016579, cost_time=0:08:23.763122 2021-04-14 21:19:36,754 INFO : Train start, epoch=0025, lr=0.096489 2021-04-14 21:19:37,968 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=0.30ms, fps=2110 images/s, loss=1.0972, top1-acc=69.22%, top5-acc=92.70%, remaining_time=0:00:22.567380, arrival_time=2021-04-14 21:20:00.535814, cost_time=0:00:01.213296 2021-04-14 21:19:38,950 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=2.52ms, fps=2609 images/s, loss=1.1001, top1-acc=68.09%, top5-acc=92.79%, remaining_time=0:00:19.318640, arrival_time=2021-04-14 21:19:58.269130, cost_time=0:00:02.195294 2021-04-14 21:19:39,953 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=2.04ms, fps=2554 images/s, loss=1.0963, top1-acc=68.18%, top5-acc=92.79%, remaining_time=0:00:17.697094, arrival_time=2021-04-14 21:19:57.650481, cost_time=0:00:03.198278 2021-04-14 21:19:40,925 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.56ms, fps=2637 images/s, loss=1.1036, top1-acc=67.73%, top5-acc=92.66%, remaining_time=0:00:16.261908, arrival_time=2021-04-14 21:19:57.186849, cost_time=0:00:04.169729 2021-04-14 21:19:41,888 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=2.08ms, fps=2658 images/s, loss=1.0949, top1-acc=68.04%, top5-acc=92.64%, remaining_time=0:00:14.990550, arrival_time=2021-04-14 21:19:56.879451, cost_time=0:00:05.133767 2021-04-14 21:19:42,854 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.38ms, fps=2653 images/s, loss=1.0959, top1-acc=68.00%, top5-acc=92.73%, remaining_time=0:00:13.825352, arrival_time=2021-04-14 21:19:56.679869, cost_time=0:00:06.099392 2021-04-14 21:19:43,835 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=2.01ms, fps=2612 images/s, loss=1.0967, top1-acc=67.86%, top5-acc=92.68%, remaining_time=0:00:12.744144, arrival_time=2021-04-14 21:19:56.579460, cost_time=0:00:07.080074 2021-04-14 21:19:44,798 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.30ms, fps=2661 images/s, loss=1.1057, top1-acc=67.50%, top5-acc=92.53%, remaining_time=0:00:11.662524, arrival_time=2021-04-14 21:19:56.460682, cost_time=0:00:08.043094 2021-04-14 21:19:45,768 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.55ms, fps=2639 images/s, loss=1.1116, top1-acc=67.34%, top5-acc=92.46%, remaining_time=0:00:10.616006, arrival_time=2021-04-14 21:19:56.384658, cost_time=0:00:09.013554 2021-04-14 21:19:46,749 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.78ms, fps=2612 images/s, loss=1.1188, top1-acc=67.16%, top5-acc=92.32%, remaining_time=0:00:09.594432, arrival_time=2021-04-14 21:19:56.343773, cost_time=0:00:09.994201 2021-04-14 21:19:47,709 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.40ms, fps=2667 images/s, loss=1.1244, top1-acc=67.10%, top5-acc=92.23%, remaining_time=0:00:08.564396, arrival_time=2021-04-14 21:19:56.273959, cost_time=0:00:10.954510 2021-04-14 21:19:48,671 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.36ms, fps=2664 images/s, loss=1.1274, top1-acc=66.98%, top5-acc=92.16%, remaining_time=0:00:07.546724, arrival_time=2021-04-14 21:19:56.217709, cost_time=0:00:11.915891 2021-04-14 21:19:49,644 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.41ms, fps=2633 images/s, loss=1.1294, top1-acc=66.93%, top5-acc=92.12%, remaining_time=0:00:06.543570, arrival_time=2021-04-14 21:19:56.187529, cost_time=0:00:12.888817 2021-04-14 21:19:50,609 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.42ms, fps=2654 images/s, loss=1.1325, top1-acc=66.79%, top5-acc=92.12%, remaining_time=0:00:05.541592, arrival_time=2021-04-14 21:19:56.150602, cost_time=0:00:13.853912 2021-04-14 21:19:51,580 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.46ms, fps=2637 images/s, loss=1.1353, top1-acc=66.67%, top5-acc=92.06%, remaining_time=0:00:04.546364, arrival_time=2021-04-14 21:19:56.126527, cost_time=0:00:14.825115 2021-04-14 21:19:52,558 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.82ms, fps=2619 images/s, loss=1.1397, top1-acc=66.56%, top5-acc=92.01%, remaining_time=0:00:03.555684, arrival_time=2021-04-14 21:19:56.113821, cost_time=0:00:15.802996 2021-04-14 21:19:53,529 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.42ms, fps=2636 images/s, loss=1.1434, top1-acc=66.50%, top5-acc=91.92%, remaining_time=0:00:02.565524, arrival_time=2021-04-14 21:19:56.095202, cost_time=0:00:16.774608 2021-04-14 21:19:54,495 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.57ms, fps=2652 images/s, loss=1.1459, top1-acc=66.40%, top5-acc=91.87%, remaining_time=0:00:01.576928, arrival_time=2021-04-14 21:19:56.072437, cost_time=0:00:17.740426 2021-04-14 21:19:55,463 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.20ms, fps=2647 images/s, loss=1.1458, top1-acc=66.37%, top5-acc=91.88%, remaining_time=0:00:00.590778, arrival_time=2021-04-14 21:19:56.053803, cost_time=0:00:18.707965 2021-04-14 21:19:56,006 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.20ms, fps=2506 images/s, loss=1.1485, top1-acc=66.28%, top5-acc=91.84%, remaining_time=0:00:00, arrival_time=2021-04-14 21:19:56.006185, cost_time=0:00:19.251144 2021-04-14 21:19:56,515 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=0.22ms, fps=5049 images/s, loss=1.5459, top1-acc=57.27%, top5-acc=85.12%, remaining_time=0:00:01.521180, arrival_time=2021-04-14 21:19:58.036304, cost_time=0:00:00.507058 2021-04-14 21:19:56,858 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.67ms, fps=7468 images/s, loss=1.5810, top1-acc=56.82%, top5-acc=84.36%, remaining_time=0:00:00.850420, arrival_time=2021-04-14 21:19:57.708883, cost_time=0:00:00.850417 2021-04-14 21:19:57,192 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=0.30ms, fps=7677 images/s, loss=1.5994, top1-acc=56.35%, top5-acc=84.17%, remaining_time=0:00:00.394810, arrival_time=2021-04-14 21:19:57.587212, cost_time=0:00:01.184442 2021-04-14 21:19:57,501 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.05ms, fps=7526 images/s, loss=1.5835, top1-acc=56.42%, top5-acc=84.30%, remaining_time=0:00:00, arrival_time=2021-04-14 21:19:57.500993, cost_time=0:00:01.493044 2021-04-14 21:19:57,780 INFO : Epoch=0025 complete, best val top1-acc=56.42%, top5-acc=84.30% (epoch=25), remaining_time=1:01:13.529825, arrival_time=2021-04-14 22:21:11.310380, cost_time=0:08:44.789966 2021-04-14 21:19:57,781 INFO : Train start, epoch=0026, lr=0.096194 2021-04-14 21:19:58,953 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=0.24ms, fps=2186 images/s, loss=1.1281, top1-acc=67.62%, top5-acc=92.27%, remaining_time=0:00:21.782646, arrival_time=2021-04-14 21:20:20.735744, cost_time=0:00:01.171107 2021-04-14 21:19:59,931 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.80ms, fps=2617 images/s, loss=1.1077, top1-acc=68.05%, top5-acc=92.48%, remaining_time=0:00:18.917712, arrival_time=2021-04-14 21:20:18.849484, cost_time=0:00:02.149737 2021-04-14 21:20:00,899 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.38ms, fps=2647 images/s, loss=1.1112, top1-acc=67.62%, top5-acc=92.43%, remaining_time=0:00:17.250720, arrival_time=2021-04-14 21:20:18.150339, cost_time=0:00:03.117595 2021-04-14 21:20:01,863 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.89ms, fps=2659 images/s, loss=1.1075, top1-acc=67.67%, top5-acc=92.42%, remaining_time=0:00:15.915900, arrival_time=2021-04-14 21:20:17.778869, cost_time=0:00:04.081004 2021-04-14 21:20:02,837 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.28ms, fps=2627 images/s, loss=1.1051, top1-acc=67.56%, top5-acc=92.43%, remaining_time=0:00:14.762644, arrival_time=2021-04-14 21:20:17.600301, cost_time=0:00:05.055701 2021-04-14 21:20:03,802 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.48ms, fps=2655 images/s, loss=1.0978, top1-acc=67.76%, top5-acc=92.38%, remaining_time=0:00:13.645832, arrival_time=2021-04-14 21:20:17.448054, cost_time=0:00:06.020192 2021-04-14 21:20:04,792 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.52ms, fps=2588 images/s, loss=1.1018, top1-acc=67.54%, top5-acc=92.29%, remaining_time=0:00:12.618144, arrival_time=2021-04-14 21:20:17.410257, cost_time=0:00:07.010055 2021-04-14 21:20:05,785 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.36ms, fps=2580 images/s, loss=1.1096, top1-acc=67.34%, top5-acc=92.18%, remaining_time=0:00:11.604408, arrival_time=2021-04-14 21:20:17.389412, cost_time=0:00:08.003040 2021-04-14 21:20:06,785 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.38ms, fps=2561 images/s, loss=1.1156, top1-acc=67.18%, top5-acc=92.14%, remaining_time=0:00:10.603816, arrival_time=2021-04-14 21:20:17.388996, cost_time=0:00:09.003220 2021-04-14 21:20:07,777 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.37ms, fps=2582 images/s, loss=1.1185, top1-acc=67.10%, top5-acc=92.07%, remaining_time=0:00:09.595200, arrival_time=2021-04-14 21:20:17.372276, cost_time=0:00:09.995033 2021-04-14 21:20:08,748 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.49ms, fps=2637 images/s, loss=1.1219, top1-acc=67.18%, top5-acc=91.94%, remaining_time=0:00:08.573856, arrival_time=2021-04-14 21:20:17.322453, cost_time=0:00:10.966540 2021-04-14 21:20:09,721 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.99ms, fps=2634 images/s, loss=1.1264, top1-acc=67.02%, top5-acc=91.87%, remaining_time=0:00:07.561316, arrival_time=2021-04-14 21:20:17.282302, cost_time=0:00:11.938870 2021-04-14 21:20:10,695 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.84ms, fps=2628 images/s, loss=1.1271, top1-acc=67.07%, top5-acc=91.85%, remaining_time=0:00:06.556176, arrival_time=2021-04-14 21:20:17.252012, cost_time=0:00:12.913622 2021-04-14 21:20:11,671 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.85ms, fps=2625 images/s, loss=1.1284, top1-acc=67.00%, top5-acc=91.86%, remaining_time=0:00:05.555928, arrival_time=2021-04-14 21:20:17.227776, cost_time=0:00:13.889879 2021-04-14 21:20:12,633 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.34ms, fps=2664 images/s, loss=1.1278, top1-acc=66.97%, top5-acc=91.87%, remaining_time=0:00:04.554368, arrival_time=2021-04-14 21:20:17.187585, cost_time=0:00:14.851152 2021-04-14 21:20:13,602 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.38ms, fps=2643 images/s, loss=1.1307, top1-acc=66.92%, top5-acc=91.82%, remaining_time=0:00:03.559572, arrival_time=2021-04-14 21:20:17.161837, cost_time=0:00:15.820313 2021-04-14 21:20:14,570 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.48ms, fps=2645 images/s, loss=1.1332, top1-acc=66.87%, top5-acc=91.79%, remaining_time=0:00:02.567630, arrival_time=2021-04-14 21:20:17.138105, cost_time=0:00:16.788398 2021-04-14 21:20:15,547 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.95ms, fps=2622 images/s, loss=1.1337, top1-acc=66.87%, top5-acc=91.82%, remaining_time=0:00:01.579152, arrival_time=2021-04-14 21:20:17.126489, cost_time=0:00:17.765373 2021-04-14 21:20:16,513 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.14ms, fps=2652 images/s, loss=1.1369, top1-acc=66.86%, top5-acc=91.76%, remaining_time=0:00:00.591510, arrival_time=2021-04-14 21:20:17.104712, cost_time=0:00:18.731064 2021-04-14 21:20:17,059 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.41ms, fps=2495 images/s, loss=1.1405, top1-acc=66.81%, top5-acc=91.73%, remaining_time=0:00:00, arrival_time=2021-04-14 21:20:17.058970, cost_time=0:00:19.276999 2021-04-14 21:20:17,576 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=3.70ms, fps=4970 images/s, loss=1.6053, top1-acc=56.17%, top5-acc=84.49%, remaining_time=0:00:01.545300, arrival_time=2021-04-14 21:20:19.121269, cost_time=0:00:00.515095 2021-04-14 21:20:17,909 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=0.19ms, fps=7681 images/s, loss=1.6195, top1-acc=55.84%, top5-acc=84.20%, remaining_time=0:00:00.848820, arrival_time=2021-04-14 21:20:18.758495, cost_time=0:00:00.848828 2021-04-14 21:20:18,266 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=5.11ms, fps=7182 images/s, loss=1.6392, top1-acc=55.35%, top5-acc=83.88%, remaining_time=0:00:00.401870, arrival_time=2021-04-14 21:20:18.668339, cost_time=0:00:01.205620 2021-04-14 21:20:18,584 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.10ms, fps=7310 images/s, loss=1.6362, top1-acc=55.47%, top5-acc=84.10%, remaining_time=0:00:00, arrival_time=2021-04-14 21:20:18.584180, cost_time=0:00:01.523307 2021-04-14 21:20:18,722 INFO : Epoch=0026 complete, best val top1-acc=56.42%, top5-acc=84.30% (epoch=25), remaining_time=1:00:52.205538, arrival_time=2021-04-14 22:21:10.928008, cost_time=0:09:05.731864 2021-04-14 21:20:18,724 INFO : Train start, epoch=0027, lr=0.095888 2021-04-14 21:20:19,877 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=2.34ms, fps=2222 images/s, loss=1.1041, top1-acc=67.73%, top5-acc=92.89%, remaining_time=0:00:21.430362, arrival_time=2021-04-14 21:20:41.307292, cost_time=0:00:01.152172 2021-04-14 21:20:20,845 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.87ms, fps=2645 images/s, loss=1.0837, top1-acc=67.97%, top5-acc=93.12%, remaining_time=0:00:18.662160, arrival_time=2021-04-14 21:20:39.507673, cost_time=0:00:02.120704 2021-04-14 21:20:21,816 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.80ms, fps=2640 images/s, loss=1.0874, top1-acc=67.96%, top5-acc=92.97%, remaining_time=0:00:17.104972, arrival_time=2021-04-14 21:20:38.920948, cost_time=0:00:03.091253 2021-04-14 21:20:22,794 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.42ms, fps=2619 images/s, loss=1.0856, top1-acc=67.82%, top5-acc=92.77%, remaining_time=0:00:15.871284, arrival_time=2021-04-14 21:20:38.665612, cost_time=0:00:04.069555 2021-04-14 21:20:23,756 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.90ms, fps=2662 images/s, loss=1.0890, top1-acc=67.78%, top5-acc=92.73%, remaining_time=0:00:14.693148, arrival_time=2021-04-14 21:20:38.449799, cost_time=0:00:05.031880 2021-04-14 21:20:24,729 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.51ms, fps=2632 images/s, loss=1.0868, top1-acc=67.84%, top5-acc=92.73%, remaining_time=0:00:13.611696, arrival_time=2021-04-14 21:20:38.341594, cost_time=0:00:06.005156 2021-04-14 21:20:25,710 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.31ms, fps=2612 images/s, loss=1.0816, top1-acc=68.09%, top5-acc=92.67%, remaining_time=0:00:12.574548, arrival_time=2021-04-14 21:20:38.285186, cost_time=0:00:06.985865 2021-04-14 21:20:26,676 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.50ms, fps=2653 images/s, loss=1.0848, top1-acc=68.04%, top5-acc=92.59%, remaining_time=0:00:11.529472, arrival_time=2021-04-14 21:20:38.205507, cost_time=0:00:07.951341 2021-04-14 21:20:27,638 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.34ms, fps=2662 images/s, loss=1.0893, top1-acc=67.85%, top5-acc=92.50%, remaining_time=0:00:10.498134, arrival_time=2021-04-14 21:20:38.136342, cost_time=0:00:08.913524 2021-04-14 21:20:28,598 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.34ms, fps=2667 images/s, loss=1.0939, top1-acc=67.76%, top5-acc=92.41%, remaining_time=0:00:09.478752, arrival_time=2021-04-14 21:20:38.077269, cost_time=0:00:09.873738 2021-04-14 21:20:29,574 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.38ms, fps=2625 images/s, loss=1.0972, top1-acc=67.73%, top5-acc=92.37%, remaining_time=0:00:08.482352, arrival_time=2021-04-14 21:20:38.056616, cost_time=0:00:10.849523 2021-04-14 21:20:30,545 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=2.28ms, fps=2637 images/s, loss=1.0970, top1-acc=67.74%, top5-acc=92.40%, remaining_time=0:00:07.486608, arrival_time=2021-04-14 21:20:38.032358, cost_time=0:00:11.820986 2021-04-14 21:20:31,535 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=2.09ms, fps=2589 images/s, loss=1.1027, top1-acc=67.55%, top5-acc=92.36%, remaining_time=0:00:06.503640, arrival_time=2021-04-14 21:20:38.038585, cost_time=0:00:12.810195 2021-04-14 21:20:32,526 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.68ms, fps=2583 images/s, loss=1.1071, top1-acc=67.47%, top5-acc=92.25%, remaining_time=0:00:05.520704, arrival_time=2021-04-14 21:20:38.047164, cost_time=0:00:13.801757 2021-04-14 21:20:33,540 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.35ms, fps=2526 images/s, loss=1.1120, top1-acc=67.35%, top5-acc=92.17%, remaining_time=0:00:04.543420, arrival_time=2021-04-14 21:20:38.083645, cost_time=0:00:14.815552 2021-04-14 21:20:34,514 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.56ms, fps=2629 images/s, loss=1.1177, top1-acc=67.19%, top5-acc=92.06%, remaining_time=0:00:03.552696, arrival_time=2021-04-14 21:20:38.067205, cost_time=0:00:15.789745 2021-04-14 21:20:35,481 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.99ms, fps=2649 images/s, loss=1.1194, top1-acc=67.19%, top5-acc=92.06%, remaining_time=0:00:02.562794, arrival_time=2021-04-14 21:20:38.044216, cost_time=0:00:16.756681 2021-04-14 21:20:36,485 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.60ms, fps=2552 images/s, loss=1.1212, top1-acc=67.17%, top5-acc=92.01%, remaining_time=0:00:01.578736, arrival_time=2021-04-14 21:20:38.064272, cost_time=0:00:17.760796 2021-04-14 21:20:37,460 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.54ms, fps=2627 images/s, loss=1.1218, top1-acc=67.23%, top5-acc=91.98%, remaining_time=0:00:00.591660, arrival_time=2021-04-14 21:20:38.052246, cost_time=0:00:18.735848 2021-04-14 21:20:38,005 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.36ms, fps=2497 images/s, loss=1.1222, top1-acc=67.20%, top5-acc=91.97%, remaining_time=0:00:00, arrival_time=2021-04-14 21:20:38.005663, cost_time=0:00:19.280978 2021-04-14 21:20:38,539 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.42ms, fps=4816 images/s, loss=1.7939, top1-acc=51.45%, top5-acc=81.45%, remaining_time=0:00:01.594800, arrival_time=2021-04-14 21:20:40.133946, cost_time=0:00:00.531596 2021-04-14 21:20:38,870 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=2.12ms, fps=7727 images/s, loss=1.7670, top1-acc=52.29%, top5-acc=82.23%, remaining_time=0:00:00.863440, arrival_time=2021-04-14 21:20:39.734382, cost_time=0:00:00.863443 2021-04-14 21:20:39,205 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.73ms, fps=7656 images/s, loss=1.7815, top1-acc=51.89%, top5-acc=82.03%, remaining_time=0:00:00.399390, arrival_time=2021-04-14 21:20:39.605202, cost_time=0:00:01.198183 2021-04-14 21:20:39,515 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.05ms, fps=7511 images/s, loss=1.7970, top1-acc=51.94%, top5-acc=82.13%, remaining_time=0:00:00, arrival_time=2021-04-14 21:20:39.515228, cost_time=0:00:01.507745 2021-04-14 21:20:39,618 INFO : Epoch=0027 complete, best val top1-acc=56.42%, top5-acc=84.30% (epoch=25), remaining_time=1:00:30.613984, arrival_time=2021-04-14 22:21:10.232179, cost_time=0:09:26.627617 2021-04-14 21:20:39,619 INFO : Train start, epoch=0028, lr=0.095570 2021-04-14 21:20:40,768 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.79ms, fps=2229 images/s, loss=1.0860, top1-acc=68.24%, top5-acc=92.97%, remaining_time=0:00:21.365076, arrival_time=2021-04-14 21:21:02.133360, cost_time=0:00:01.148665 2021-04-14 21:20:41,735 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.43ms, fps=2648 images/s, loss=1.0721, top1-acc=68.63%, top5-acc=92.79%, remaining_time=0:00:18.619744, arrival_time=2021-04-14 21:21:00.355224, cost_time=0:00:02.115870 2021-04-14 21:20:42,694 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.44ms, fps=2671 images/s, loss=1.0754, top1-acc=68.58%, top5-acc=92.68%, remaining_time=0:00:17.012510, arrival_time=2021-04-14 21:20:59.706680, cost_time=0:00:03.074551 2021-04-14 21:20:43,662 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.29ms, fps=2646 images/s, loss=1.0762, top1-acc=68.31%, top5-acc=92.72%, remaining_time=0:00:15.765984, arrival_time=2021-04-14 21:20:59.428182, cost_time=0:00:04.042573 2021-04-14 21:20:44,622 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.39ms, fps=2668 images/s, loss=1.0718, top1-acc=68.41%, top5-acc=92.70%, remaining_time=0:00:14.607008, arrival_time=2021-04-14 21:20:59.229119, cost_time=0:00:05.002415 2021-04-14 21:20:45,602 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.52ms, fps=2612 images/s, loss=1.0738, top1-acc=68.31%, top5-acc=92.81%, remaining_time=0:00:13.561512, arrival_time=2021-04-14 21:20:59.164244, cost_time=0:00:05.983035 2021-04-14 21:20:46,579 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.68ms, fps=2622 images/s, loss=1.0713, top1-acc=68.28%, top5-acc=92.85%, remaining_time=0:00:12.528180, arrival_time=2021-04-14 21:20:59.107901, cost_time=0:00:06.960111 2021-04-14 21:20:47,542 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.50ms, fps=2661 images/s, loss=1.0676, top1-acc=68.43%, top5-acc=92.87%, remaining_time=0:00:11.487596, arrival_time=2021-04-14 21:20:59.029677, cost_time=0:00:07.922462 2021-04-14 21:20:48,501 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.51ms, fps=2669 images/s, loss=1.0771, top1-acc=68.12%, top5-acc=92.71%, remaining_time=0:00:10.461246, arrival_time=2021-04-14 21:20:58.963036, cost_time=0:00:08.882166 2021-04-14 21:20:49,469 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.47ms, fps=2648 images/s, loss=1.0820, top1-acc=67.96%, top5-acc=92.62%, remaining_time=0:00:09.455520, arrival_time=2021-04-14 21:20:58.924637, cost_time=0:00:09.849496 2021-04-14 21:20:50,446 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.35ms, fps=2622 images/s, loss=1.0850, top1-acc=67.97%, top5-acc=92.53%, remaining_time=0:00:08.464206, arrival_time=2021-04-14 21:20:58.910184, cost_time=0:00:10.826275 2021-04-14 21:20:51,413 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.57ms, fps=2647 images/s, loss=1.0873, top1-acc=67.89%, top5-acc=92.43%, remaining_time=0:00:07.469508, arrival_time=2021-04-14 21:20:58.883065, cost_time=0:00:11.793923 2021-04-14 21:20:52,379 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.47ms, fps=2651 images/s, loss=1.0926, top1-acc=67.72%, top5-acc=92.35%, remaining_time=0:00:06.478164, arrival_time=2021-04-14 21:20:58.857743, cost_time=0:00:12.759962 2021-04-14 21:20:53,358 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.52ms, fps=2617 images/s, loss=1.0975, top1-acc=67.55%, top5-acc=92.28%, remaining_time=0:00:05.495392, arrival_time=2021-04-14 21:20:58.853491, cost_time=0:00:13.738431 2021-04-14 21:20:54,325 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.54ms, fps=2648 images/s, loss=1.1006, top1-acc=67.53%, top5-acc=92.26%, remaining_time=0:00:04.509748, arrival_time=2021-04-14 21:20:58.835135, cost_time=0:00:14.705733 2021-04-14 21:20:55,298 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.93ms, fps=2631 images/s, loss=1.1024, top1-acc=67.51%, top5-acc=92.21%, remaining_time=0:00:03.527820, arrival_time=2021-04-14 21:20:58.826594, cost_time=0:00:15.679150 2021-04-14 21:20:56,258 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.49ms, fps=2668 images/s, loss=1.1075, top1-acc=67.40%, top5-acc=92.11%, remaining_time=0:00:02.544802, arrival_time=2021-04-14 21:20:58.803555, cost_time=0:00:16.639135 2021-04-14 21:20:57,224 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.76ms, fps=2652 images/s, loss=1.1096, top1-acc=67.36%, top5-acc=92.05%, remaining_time=0:00:01.564880, arrival_time=2021-04-14 21:20:58.789558, cost_time=0:00:17.604953 2021-04-14 21:20:58,199 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.45ms, fps=2626 images/s, loss=1.1137, top1-acc=67.24%, top5-acc=92.01%, remaining_time=0:00:00.586746, arrival_time=2021-04-14 21:20:58.786631, cost_time=0:00:18.580252 2021-04-14 21:20:58,747 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=0.08ms, fps=2486 images/s, loss=1.1148, top1-acc=67.23%, top5-acc=92.00%, remaining_time=0:00:00, arrival_time=2021-04-14 21:20:58.747306, cost_time=0:00:19.127673 2021-04-14 21:20:59,343 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=0.39ms, fps=4311 images/s, loss=1.5729, top1-acc=57.07%, top5-acc=84.45%, remaining_time=0:00:01.781520, arrival_time=2021-04-14 21:21:01.124698, cost_time=0:00:00.593845 2021-04-14 21:20:59,735 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=0.21ms, fps=6529 images/s, loss=1.6242, top1-acc=55.43%, top5-acc=84.53%, remaining_time=0:00:00.986480, arrival_time=2021-04-14 21:21:00.722233, cost_time=0:00:00.986489 2021-04-14 21:21:00,082 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=0.20ms, fps=7384 images/s, loss=1.6514, top1-acc=54.82%, top5-acc=84.18%, remaining_time=0:00:00.444510, arrival_time=2021-04-14 21:21:00.527313, cost_time=0:00:01.333539 2021-04-14 21:21:00,393 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.08ms, fps=7484 images/s, loss=1.6679, top1-acc=54.72%, top5-acc=83.98%, remaining_time=0:00:00, arrival_time=2021-04-14 21:21:00.393133, cost_time=0:00:01.643885 2021-04-14 21:21:00,495 INFO : Epoch=0028 complete, best val top1-acc=56.42%, top5-acc=84.30% (epoch=25), remaining_time=1:00:08.959212, arrival_time=2021-04-14 22:21:09.454749, cost_time=0:09:47.504976 2021-04-14 21:21:00,496 INFO : Train start, epoch=0029, lr=0.095241 2021-04-14 21:21:01,698 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=0.24ms, fps=2131 images/s, loss=1.0879, top1-acc=68.59%, top5-acc=92.23%, remaining_time=0:00:22.345854, arrival_time=2021-04-14 21:21:24.044423, cost_time=0:00:01.201393 2021-04-14 21:21:02,674 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=2.77ms, fps=2627 images/s, loss=1.0892, top1-acc=68.12%, top5-acc=92.42%, remaining_time=0:00:19.156016, arrival_time=2021-04-14 21:21:21.829934, cost_time=0:00:02.176820 2021-04-14 21:21:03,688 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=3.52ms, fps=2526 images/s, loss=1.0694, top1-acc=68.83%, top5-acc=92.63%, remaining_time=0:00:17.657254, arrival_time=2021-04-14 21:21:21.345521, cost_time=0:00:03.191079 2021-04-14 21:21:04,665 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.50ms, fps=2621 images/s, loss=1.0610, top1-acc=68.97%, top5-acc=92.74%, remaining_time=0:00:16.257540, arrival_time=2021-04-14 21:21:20.923212, cost_time=0:00:04.168594 2021-04-14 21:21:05,636 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.58ms, fps=2640 images/s, loss=1.0641, top1-acc=68.98%, top5-acc=92.66%, remaining_time=0:00:15.005442, arrival_time=2021-04-14 21:21:20.641381, cost_time=0:00:05.138843 2021-04-14 21:21:06,615 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.42ms, fps=2615 images/s, loss=1.0593, top1-acc=69.02%, top5-acc=92.87%, remaining_time=0:00:13.868464, arrival_time=2021-04-14 21:21:20.483945, cost_time=0:00:06.118458 2021-04-14 21:21:07,574 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.51ms, fps=2671 images/s, loss=1.0628, top1-acc=68.93%, top5-acc=92.81%, remaining_time=0:00:12.738852, arrival_time=2021-04-14 21:21:20.313091, cost_time=0:00:07.077141 2021-04-14 21:21:08,535 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.59ms, fps=2665 images/s, loss=1.0595, top1-acc=69.02%, top5-acc=92.81%, remaining_time=0:00:11.655332, arrival_time=2021-04-14 21:21:20.190522, cost_time=0:00:08.038166 2021-04-14 21:21:09,496 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.34ms, fps=2665 images/s, loss=1.0648, top1-acc=68.77%, top5-acc=92.78%, remaining_time=0:00:10.598834, arrival_time=2021-04-14 21:21:20.094834, cost_time=0:00:08.998997 2021-04-14 21:21:10,462 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.52ms, fps=2650 images/s, loss=1.0713, top1-acc=68.62%, top5-acc=92.73%, remaining_time=0:00:09.566592, arrival_time=2021-04-14 21:21:20.028925, cost_time=0:00:09.965230 2021-04-14 21:21:11,437 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.62ms, fps=2627 images/s, loss=1.0739, top1-acc=68.58%, top5-acc=92.72%, remaining_time=0:00:08.553216, arrival_time=2021-04-14 21:21:19.990449, cost_time=0:00:10.940214 2021-04-14 21:21:12,398 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=2.05ms, fps=2665 images/s, loss=1.0789, top1-acc=68.39%, top5-acc=92.67%, remaining_time=0:00:07.537452, arrival_time=2021-04-14 21:21:19.935929, cost_time=0:00:11.901290 2021-04-14 21:21:13,367 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.34ms, fps=2644 images/s, loss=1.0832, top1-acc=68.21%, top5-acc=92.59%, remaining_time=0:00:06.534264, arrival_time=2021-04-14 21:21:19.901867, cost_time=0:00:12.870529 2021-04-14 21:21:14,331 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.64ms, fps=2658 images/s, loss=1.0885, top1-acc=68.09%, top5-acc=92.51%, remaining_time=0:00:05.533640, arrival_time=2021-04-14 21:21:19.864805, cost_time=0:00:13.834161 2021-04-14 21:21:15,301 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.84ms, fps=2639 images/s, loss=1.0910, top1-acc=68.00%, top5-acc=92.51%, remaining_time=0:00:04.540108, arrival_time=2021-04-14 21:21:19.841861, cost_time=0:00:14.804742 2021-04-14 21:21:16,276 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.44ms, fps=2629 images/s, loss=1.0934, top1-acc=67.90%, top5-acc=92.52%, remaining_time=0:00:03.550248, arrival_time=2021-04-14 21:21:19.826246, cost_time=0:00:15.778885 2021-04-14 21:21:17,246 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.40ms, fps=2640 images/s, loss=1.0982, top1-acc=67.76%, top5-acc=92.46%, remaining_time=0:00:02.561676, arrival_time=2021-04-14 21:21:19.808046, cost_time=0:00:16.749340 2021-04-14 21:21:18,211 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.47ms, fps=2654 images/s, loss=1.0976, top1-acc=67.73%, top5-acc=92.47%, remaining_time=0:00:01.574608, arrival_time=2021-04-14 21:21:19.785899, cost_time=0:00:17.714276 2021-04-14 21:21:19,182 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.65ms, fps=2636 images/s, loss=1.1024, top1-acc=67.63%, top5-acc=92.40%, remaining_time=0:00:00.590082, arrival_time=2021-04-14 21:21:19.773027, cost_time=0:00:18.685949 2021-04-14 21:21:19,729 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.56ms, fps=2492 images/s, loss=1.1052, top1-acc=67.56%, top5-acc=92.39%, remaining_time=0:00:00, arrival_time=2021-04-14 21:21:19.729065, cost_time=0:00:19.231969 2021-04-14 21:21:20,239 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=0.38ms, fps=5037 images/s, loss=1.6474, top1-acc=55.86%, top5-acc=84.14%, remaining_time=0:00:01.524840, arrival_time=2021-04-14 21:21:21.764272, cost_time=0:00:00.508277 2021-04-14 21:21:20,571 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=0.42ms, fps=7728 images/s, loss=1.6363, top1-acc=56.02%, top5-acc=83.93%, remaining_time=0:00:00.839920, arrival_time=2021-04-14 21:21:21.411033, cost_time=0:00:00.839923 2021-04-14 21:21:20,935 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=5.76ms, fps=7027 images/s, loss=1.6368, top1-acc=55.86%, top5-acc=84.02%, remaining_time=0:00:00.401570, arrival_time=2021-04-14 21:21:21.337467, cost_time=0:00:01.204705 2021-04-14 21:21:21,242 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.06ms, fps=7584 images/s, loss=1.6232, top1-acc=55.77%, top5-acc=84.19%, remaining_time=0:00:00, arrival_time=2021-04-14 21:21:21.242252, cost_time=0:00:01.511135 2021-04-14 21:21:21,382 INFO : Epoch=0029 complete, best val top1-acc=56.42%, top5-acc=84.30% (epoch=25), remaining_time=0:59:47.416695, arrival_time=2021-04-14 22:21:08.799589, cost_time=0:10:08.392300 2021-04-14 21:21:21,384 INFO : Train start, epoch=0030, lr=0.094901 2021-04-14 21:21:22,555 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=1.42ms, fps=2186 images/s, loss=1.0140, top1-acc=71.25%, top5-acc=93.32%, remaining_time=0:00:21.784878, arrival_time=2021-04-14 21:21:44.340691, cost_time=0:00:01.171234 2021-04-14 21:21:23,519 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.88ms, fps=2658 images/s, loss=1.0333, top1-acc=70.10%, top5-acc=93.42%, remaining_time=0:00:18.788704, arrival_time=2021-04-14 21:21:42.308229, cost_time=0:00:02.135085 2021-04-14 21:21:24,510 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.96ms, fps=2584 images/s, loss=1.0420, top1-acc=69.71%, top5-acc=93.28%, remaining_time=0:00:17.298196, arrival_time=2021-04-14 21:21:41.808955, cost_time=0:00:03.126179 2021-04-14 21:21:25,522 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.90ms, fps=2531 images/s, loss=1.0495, top1-acc=69.50%, top5-acc=93.07%, remaining_time=0:00:16.139760, arrival_time=2021-04-14 21:21:41.662576, cost_time=0:00:04.138386 2021-04-14 21:21:26,509 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.56ms, fps=2596 images/s, loss=1.0491, top1-acc=69.34%, top5-acc=93.08%, remaining_time=0:00:14.964708, arrival_time=2021-04-14 21:21:41.474090, cost_time=0:00:05.124889 2021-04-14 21:21:27,488 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.49ms, fps=2615 images/s, loss=1.0499, top1-acc=69.30%, top5-acc=93.14%, remaining_time=0:00:13.836368, arrival_time=2021-04-14 21:21:41.325110, cost_time=0:00:06.104310 2021-04-14 21:21:28,452 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.55ms, fps=2658 images/s, loss=1.0565, top1-acc=69.19%, top5-acc=93.01%, remaining_time=0:00:12.722346, arrival_time=2021-04-14 21:21:41.174738, cost_time=0:00:07.067958 2021-04-14 21:21:29,415 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.53ms, fps=2659 images/s, loss=1.0585, top1-acc=69.16%, top5-acc=92.88%, remaining_time=0:00:11.645240, arrival_time=2021-04-14 21:21:41.060943, cost_time=0:00:08.031220 2021-04-14 21:21:30,393 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.99ms, fps=2619 images/s, loss=1.0597, top1-acc=69.02%, top5-acc=92.83%, remaining_time=0:00:10.610918, arrival_time=2021-04-14 21:21:41.004660, cost_time=0:00:09.009226 2021-04-14 21:21:31,364 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.54ms, fps=2640 images/s, loss=1.0626, top1-acc=68.86%, top5-acc=92.82%, remaining_time=0:00:09.580224, arrival_time=2021-04-14 21:21:40.944164, cost_time=0:00:09.979422 2021-04-14 21:21:32,329 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.40ms, fps=2653 images/s, loss=1.0684, top1-acc=68.72%, top5-acc=92.71%, remaining_time=0:00:08.557086, arrival_time=2021-04-14 21:21:40.886798, cost_time=0:00:10.945116 2021-04-14 21:21:33,296 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.81ms, fps=2651 images/s, loss=1.0736, top1-acc=68.57%, top5-acc=92.68%, remaining_time=0:00:07.543988, arrival_time=2021-04-14 21:21:40.840003, cost_time=0:00:11.911515 2021-04-14 21:21:34,258 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.47ms, fps=2661 images/s, loss=1.0721, top1-acc=68.67%, top5-acc=92.69%, remaining_time=0:00:06.536046, arrival_time=2021-04-14 21:21:40.794557, cost_time=0:00:12.873999 2021-04-14 21:21:35,218 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.53ms, fps=2669 images/s, loss=1.0747, top1-acc=68.50%, top5-acc=92.66%, remaining_time=0:00:05.533528, arrival_time=2021-04-14 21:21:40.751852, cost_time=0:00:13.833769 2021-04-14 21:21:36,208 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.86ms, fps=2587 images/s, loss=1.0781, top1-acc=68.39%, top5-acc=92.64%, remaining_time=0:00:04.545996, arrival_time=2021-04-14 21:21:40.754396, cost_time=0:00:14.823965 2021-04-14 21:21:37,172 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.94ms, fps=2657 images/s, loss=1.0808, top1-acc=68.30%, top5-acc=92.60%, remaining_time=0:00:03.552264, arrival_time=2021-04-14 21:21:40.724582, cost_time=0:00:15.787797 2021-04-14 21:21:38,149 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.41ms, fps=2622 images/s, loss=1.0815, top1-acc=68.34%, top5-acc=92.58%, remaining_time=0:00:02.564016, arrival_time=2021-04-14 21:21:40.713102, cost_time=0:00:16.764658 2021-04-14 21:21:39,124 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.31ms, fps=2627 images/s, loss=1.0862, top1-acc=68.23%, top5-acc=92.52%, remaining_time=0:00:01.576848, arrival_time=2021-04-14 21:21:40.700841, cost_time=0:00:17.739490 2021-04-14 21:21:40,087 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.50ms, fps=2659 images/s, loss=1.0905, top1-acc=68.11%, top5-acc=92.48%, remaining_time=0:00:00.590616, arrival_time=2021-04-14 21:21:40.677814, cost_time=0:00:18.702752 2021-04-14 21:21:40,636 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.21ms, fps=2480 images/s, loss=1.0921, top1-acc=68.04%, top5-acc=92.45%, remaining_time=0:00:00, arrival_time=2021-04-14 21:21:40.635981, cost_time=0:00:19.251579 2021-04-14 21:21:41,145 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=0.20ms, fps=5042 images/s, loss=1.6185, top1-acc=55.51%, top5-acc=84.53%, remaining_time=0:00:01.523130, arrival_time=2021-04-14 21:21:42.668446, cost_time=0:00:00.507713 2021-04-14 21:21:41,479 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=0.21ms, fps=7668 images/s, loss=1.5927, top1-acc=56.29%, top5-acc=84.88%, remaining_time=0:00:00.841900, arrival_time=2021-04-14 21:21:42.321395, cost_time=0:00:00.841898 2021-04-14 21:21:41,874 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=0.40ms, fps=6483 images/s, loss=1.6139, top1-acc=55.73%, top5-acc=84.61%, remaining_time=0:00:00.412370, arrival_time=2021-04-14 21:21:42.287241, cost_time=0:00:01.237117 2021-04-14 21:21:42,203 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.06ms, fps=7077 images/s, loss=1.6075, top1-acc=55.78%, top5-acc=84.63%, remaining_time=0:00:00, arrival_time=2021-04-14 21:21:42.203277, cost_time=0:00:01.565698 2021-04-14 21:21:42,333 INFO : Epoch=0030 complete, best val top1-acc=56.42%, top5-acc=84.30% (epoch=25), remaining_time=0:59:26.277000, arrival_time=2021-04-14 22:21:08.610572, cost_time=0:10:29.342988 2021-04-14 21:21:42,334 INFO : Train start, epoch=0031, lr=0.094550 2021-04-14 21:21:43,497 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.92ms, fps=2202 images/s, loss=1.0243, top1-acc=69.57%, top5-acc=93.91%, remaining_time=0:00:21.624360, arrival_time=2021-04-14 21:22:05.122057, cost_time=0:00:01.162601 2021-04-14 21:21:44,466 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.80ms, fps=2645 images/s, loss=1.0195, top1-acc=70.02%, top5-acc=93.71%, remaining_time=0:00:18.752272, arrival_time=2021-04-14 21:22:03.218319, cost_time=0:00:02.130944 2021-04-14 21:21:45,431 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.51ms, fps=2653 images/s, loss=1.0183, top1-acc=69.99%, top5-acc=93.57%, remaining_time=0:00:17.134188, arrival_time=2021-04-14 21:22:02.565777, cost_time=0:00:03.096529 2021-04-14 21:21:46,396 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.46ms, fps=2654 images/s, loss=1.0278, top1-acc=69.77%, top5-acc=93.32%, remaining_time=0:00:15.840084, arrival_time=2021-04-14 21:22:02.236751, cost_time=0:00:04.061566 2021-04-14 21:21:47,359 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.42ms, fps=2660 images/s, loss=1.0320, top1-acc=69.51%, top5-acc=93.29%, remaining_time=0:00:14.671248, arrival_time=2021-04-14 21:22:02.030839, cost_time=0:00:05.024391 2021-04-14 21:21:48,333 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=2.07ms, fps=2631 images/s, loss=1.0314, top1-acc=69.46%, top5-acc=93.25%, remaining_time=0:00:13.596192, arrival_time=2021-04-14 21:22:01.929503, cost_time=0:00:05.998292 2021-04-14 21:21:49,301 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.42ms, fps=2645 images/s, loss=1.0387, top1-acc=69.20%, top5-acc=93.20%, remaining_time=0:00:12.539898, arrival_time=2021-04-14 21:22:01.841647, cost_time=0:00:06.966578 2021-04-14 21:21:50,288 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.57ms, fps=2596 images/s, loss=1.0392, top1-acc=69.20%, top5-acc=93.14%, remaining_time=0:00:11.532256, arrival_time=2021-04-14 21:22:01.820549, cost_time=0:00:07.953274 2021-04-14 21:21:51,262 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=2.11ms, fps=2629 images/s, loss=1.0410, top1-acc=69.20%, top5-acc=93.04%, remaining_time=0:00:10.514352, arrival_time=2021-04-14 21:22:01.776740, cost_time=0:00:08.927322 2021-04-14 21:21:52,241 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.47ms, fps=2617 images/s, loss=1.0422, top1-acc=69.21%, top5-acc=93.01%, remaining_time=0:00:09.509760, arrival_time=2021-04-14 21:22:01.750837, cost_time=0:00:09.905972 2021-04-14 21:21:53,248 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=2.38ms, fps=2543 images/s, loss=1.0475, top1-acc=69.08%, top5-acc=92.95%, remaining_time=0:00:08.532060, arrival_time=2021-04-14 21:22:01.780323, cost_time=0:00:10.913084 2021-04-14 21:21:54,232 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.48ms, fps=2603 images/s, loss=1.0507, top1-acc=68.99%, top5-acc=92.88%, remaining_time=0:00:07.535096, arrival_time=2021-04-14 21:22:01.767828, cost_time=0:00:11.897516 2021-04-14 21:21:55,202 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.71ms, fps=2643 images/s, loss=1.0541, top1-acc=68.92%, top5-acc=92.81%, remaining_time=0:00:06.532482, arrival_time=2021-04-14 21:22:01.734493, cost_time=0:00:12.866993 2021-04-14 21:21:56,189 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.69ms, fps=2594 images/s, loss=1.0561, top1-acc=68.87%, top5-acc=92.81%, remaining_time=0:00:05.541704, arrival_time=2021-04-14 21:22:01.731105, cost_time=0:00:13.854306 2021-04-14 21:21:57,164 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.50ms, fps=2627 images/s, loss=1.0577, top1-acc=68.83%, top5-acc=92.82%, remaining_time=0:00:04.547698, arrival_time=2021-04-14 21:22:01.712275, cost_time=0:00:14.829477 2021-04-14 21:21:58,140 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.59ms, fps=2623 images/s, loss=1.0611, top1-acc=68.70%, top5-acc=92.83%, remaining_time=0:00:03.556332, arrival_time=2021-04-14 21:22:01.697260, cost_time=0:00:15.805906 2021-04-14 21:21:59,113 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.37ms, fps=2634 images/s, loss=1.0643, top1-acc=68.62%, top5-acc=92.79%, remaining_time=0:00:02.566070, arrival_time=2021-04-14 21:22:01.679290, cost_time=0:00:16.778115 2021-04-14 21:22:00,081 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.38ms, fps=2646 images/s, loss=1.0683, top1-acc=68.52%, top5-acc=92.75%, remaining_time=0:00:01.577456, arrival_time=2021-04-14 21:22:01.658865, cost_time=0:00:17.746354 2021-04-14 21:22:01,060 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.82ms, fps=2617 images/s, loss=1.0692, top1-acc=68.47%, top5-acc=92.75%, remaining_time=0:00:00.591324, arrival_time=2021-04-14 21:22:01.651575, cost_time=0:00:18.725165 2021-04-14 21:22:01,617 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=0.09ms, fps=2442 images/s, loss=1.0714, top1-acc=68.42%, top5-acc=92.74%, remaining_time=0:00:00, arrival_time=2021-04-14 21:22:01.617714, cost_time=0:00:19.282647 2021-04-14 21:22:02,103 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=6.38ms, fps=5325 images/s, loss=1.6100, top1-acc=56.56%, top5-acc=85.12%, remaining_time=0:00:01.442280, arrival_time=2021-04-14 21:22:03.545314, cost_time=0:00:00.480762 2021-04-14 21:22:02,438 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.70ms, fps=7641 images/s, loss=1.6060, top1-acc=56.15%, top5-acc=84.49%, remaining_time=0:00:00.816180, arrival_time=2021-04-14 21:22:03.254668, cost_time=0:00:00.816188 2021-04-14 21:22:02,773 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=0.28ms, fps=7663 images/s, loss=1.5979, top1-acc=56.00%, top5-acc=84.83%, remaining_time=0:00:00.383590, arrival_time=2021-04-14 21:22:03.156643, cost_time=0:00:01.150771 2021-04-14 21:22:03,081 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.06ms, fps=7535 images/s, loss=1.6138, top1-acc=56.14%, top5-acc=84.75%, remaining_time=0:00:00, arrival_time=2021-04-14 21:22:03.081343, cost_time=0:00:01.459105 2021-04-14 21:22:03,196 INFO : Epoch=0031 complete, best val top1-acc=56.42%, top5-acc=84.30% (epoch=25), remaining_time=0:59:04.672248, arrival_time=2021-04-14 22:21:07.868955, cost_time=0:10:50.206140 2021-04-14 21:22:03,197 INFO : Train start, epoch=0032, lr=0.094188 2021-04-14 21:22:04,398 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=0.39ms, fps=2133 images/s, loss=1.0323, top1-acc=69.69%, top5-acc=93.87%, remaining_time=0:00:22.322976, arrival_time=2021-04-14 21:22:26.721253, cost_time=0:00:01.200159 2021-04-14 21:22:05,407 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.43ms, fps=2537 images/s, loss=1.0317, top1-acc=70.02%, top5-acc=93.48%, remaining_time=0:00:19.445536, arrival_time=2021-04-14 21:22:24.853301, cost_time=0:00:02.209711 2021-04-14 21:22:06,388 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.34ms, fps=2611 images/s, loss=1.0131, top1-acc=70.61%, top5-acc=93.55%, remaining_time=0:00:17.655760, arrival_time=2021-04-14 21:22:24.044585, cost_time=0:00:03.190801 2021-04-14 21:22:07,369 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=2.04ms, fps=2612 images/s, loss=1.0124, top1-acc=70.37%, top5-acc=93.46%, remaining_time=0:00:16.267368, arrival_time=2021-04-14 21:22:23.636588, cost_time=0:00:04.171111 2021-04-14 21:22:08,344 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.74ms, fps=2626 images/s, loss=1.0162, top1-acc=70.47%, top5-acc=93.30%, remaining_time=0:00:15.027926, arrival_time=2021-04-14 21:22:23.372547, cost_time=0:00:05.146558 2021-04-14 21:22:09,313 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.61ms, fps=2643 images/s, loss=1.0145, top1-acc=70.42%, top5-acc=93.38%, remaining_time=0:00:13.862344, arrival_time=2021-04-14 21:22:23.176172, cost_time=0:00:06.115760 2021-04-14 21:22:10,280 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.41ms, fps=2650 images/s, loss=1.0207, top1-acc=70.22%, top5-acc=93.25%, remaining_time=0:00:12.748302, arrival_time=2021-04-14 21:22:23.028715, cost_time=0:00:07.082395 2021-04-14 21:22:11,251 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.68ms, fps=2637 images/s, loss=1.0252, top1-acc=69.88%, top5-acc=93.23%, remaining_time=0:00:11.677488, arrival_time=2021-04-14 21:22:22.929051, cost_time=0:00:08.053444 2021-04-14 21:22:12,213 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.45ms, fps=2663 images/s, loss=1.0279, top1-acc=69.80%, top5-acc=93.27%, remaining_time=0:00:10.618020, arrival_time=2021-04-14 21:22:22.831365, cost_time=0:00:09.015321 2021-04-14 21:22:13,186 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.46ms, fps=2632 images/s, loss=1.0330, top1-acc=69.66%, top5-acc=93.18%, remaining_time=0:00:09.588768, arrival_time=2021-04-14 21:22:22.775117, cost_time=0:00:09.988323 2021-04-14 21:22:14,151 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.41ms, fps=2654 images/s, loss=1.0410, top1-acc=69.53%, top5-acc=93.04%, remaining_time=0:00:08.563536, arrival_time=2021-04-14 21:22:22.714912, cost_time=0:00:10.953347 2021-04-14 21:22:15,116 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.80ms, fps=2654 images/s, loss=1.0471, top1-acc=69.23%, top5-acc=93.01%, remaining_time=0:00:07.548168, arrival_time=2021-04-14 21:22:22.664439, cost_time=0:00:11.918147 2021-04-14 21:22:16,080 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.38ms, fps=2658 images/s, loss=1.0515, top1-acc=69.01%, top5-acc=92.94%, remaining_time=0:00:06.540138, arrival_time=2021-04-14 21:22:22.620218, cost_time=0:00:12.882047 2021-04-14 21:22:17,044 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.48ms, fps=2655 images/s, loss=1.0549, top1-acc=68.90%, top5-acc=92.90%, remaining_time=0:00:05.538736, arrival_time=2021-04-14 21:22:22.583522, cost_time=0:00:13.846784 2021-04-14 21:22:18,011 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.87ms, fps=2650 images/s, loss=1.0573, top1-acc=68.78%, top5-acc=92.94%, remaining_time=0:00:04.542638, arrival_time=2021-04-14 21:22:22.553715, cost_time=0:00:14.813004 2021-04-14 21:22:19,000 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=2.37ms, fps=2589 images/s, loss=1.0598, top1-acc=68.68%, top5-acc=92.90%, remaining_time=0:00:03.555504, arrival_time=2021-04-14 21:22:22.555858, cost_time=0:00:15.802269 2021-04-14 21:22:19,983 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.99ms, fps=2604 images/s, loss=1.0619, top1-acc=68.67%, top5-acc=92.84%, remaining_time=0:00:02.567240, arrival_time=2021-04-14 21:22:22.551033, cost_time=0:00:16.785763 2021-04-14 21:22:20,951 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=2.09ms, fps=2646 images/s, loss=1.0630, top1-acc=68.61%, top5-acc=92.83%, remaining_time=0:00:01.578096, arrival_time=2021-04-14 21:22:22.529891, cost_time=0:00:17.753591 2021-04-14 21:22:21,919 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.30ms, fps=2646 images/s, loss=1.0670, top1-acc=68.47%, top5-acc=92.74%, remaining_time=0:00:00.591216, arrival_time=2021-04-14 21:22:22.511158, cost_time=0:00:18.721931 2021-04-14 21:22:22,470 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.18ms, fps=2471 images/s, loss=1.0687, top1-acc=68.44%, top5-acc=92.72%, remaining_time=0:00:00, arrival_time=2021-04-14 21:22:22.470715, cost_time=0:00:19.272644 2021-04-14 21:22:23,060 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.39ms, fps=4364 images/s, loss=1.5362, top1-acc=57.30%, top5-acc=85.86%, remaining_time=0:00:01.759800, arrival_time=2021-04-14 21:22:24.820016, cost_time=0:00:00.586605 2021-04-14 21:22:23,427 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=0.20ms, fps=6975 images/s, loss=1.5558, top1-acc=56.95%, top5-acc=85.78%, remaining_time=0:00:00.954120, arrival_time=2021-04-14 21:22:24.381796, cost_time=0:00:00.954125 2021-04-14 21:22:23,783 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=0.41ms, fps=7205 images/s, loss=1.5562, top1-acc=56.95%, top5-acc=85.61%, remaining_time=0:00:00.436580, arrival_time=2021-04-14 21:22:24.219908, cost_time=0:00:01.309733 2021-04-14 21:22:24,099 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.07ms, fps=7342 images/s, loss=1.5737, top1-acc=57.01%, top5-acc=85.54%, remaining_time=0:00:00, arrival_time=2021-04-14 21:22:24.099706, cost_time=0:00:01.626170 2021-04-14 21:22:24,281 INFO : Epoch=0032 complete, best val top1-acc=57.01%, top5-acc=85.54% (epoch=32), remaining_time=0:58:44.279472, arrival_time=2021-04-14 22:21:08.561392, cost_time=0:11:11.291341 2021-04-14 21:22:24,283 INFO : Train start, epoch=0033, lr=0.093815 2021-04-14 21:22:25,423 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.50ms, fps=2245 images/s, loss=0.9894, top1-acc=70.39%, top5-acc=93.87%, remaining_time=0:00:21.213486, arrival_time=2021-04-14 21:22:46.637199, cost_time=0:00:01.140514 2021-04-14 21:22:26,400 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.43ms, fps=2622 images/s, loss=1.0097, top1-acc=70.12%, top5-acc=93.30%, remaining_time=0:00:18.631888, arrival_time=2021-04-14 21:22:45.032349, cost_time=0:00:02.117258 2021-04-14 21:22:27,372 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.50ms, fps=2635 images/s, loss=0.9960, top1-acc=70.31%, top5-acc=93.54%, remaining_time=0:00:17.094348, arrival_time=2021-04-14 21:22:44.466989, cost_time=0:00:03.089344 2021-04-14 21:22:28,331 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.76ms, fps=2672 images/s, loss=0.9931, top1-acc=70.36%, top5-acc=93.60%, remaining_time=0:00:15.787044, arrival_time=2021-04-14 21:22:44.118205, cost_time=0:00:04.047956 2021-04-14 21:22:29,290 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.33ms, fps=2670 images/s, loss=0.9909, top1-acc=70.30%, top5-acc=93.64%, remaining_time=0:00:14.621024, arrival_time=2021-04-14 21:22:43.911427, cost_time=0:00:05.007200 2021-04-14 21:22:30,254 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.31ms, fps=2657 images/s, loss=0.9886, top1-acc=70.36%, top5-acc=93.63%, remaining_time=0:00:13.534720, arrival_time=2021-04-14 21:22:43.789134, cost_time=0:00:05.971209 2021-04-14 21:22:31,213 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.38ms, fps=2670 images/s, loss=1.0073, top1-acc=70.01%, top5-acc=93.43%, remaining_time=0:00:12.474756, arrival_time=2021-04-14 21:22:43.688418, cost_time=0:00:06.930422 2021-04-14 21:22:32,179 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.38ms, fps=2651 images/s, loss=1.0220, top1-acc=69.55%, top5-acc=93.30%, remaining_time=0:00:11.450128, arrival_time=2021-04-14 21:22:43.629997, cost_time=0:00:07.896668 2021-04-14 21:22:33,143 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.87ms, fps=2659 images/s, loss=1.0309, top1-acc=69.37%, top5-acc=93.17%, remaining_time=0:00:10.435064, arrival_time=2021-04-14 21:22:43.578238, cost_time=0:00:08.859971 2021-04-14 21:22:34,109 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.46ms, fps=2650 images/s, loss=1.0357, top1-acc=69.23%, top5-acc=93.13%, remaining_time=0:00:09.433344, arrival_time=2021-04-14 21:22:43.543008, cost_time=0:00:09.826428 2021-04-14 21:22:35,081 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.95ms, fps=2635 images/s, loss=1.0351, top1-acc=69.25%, top5-acc=93.19%, remaining_time=0:00:08.442448, arrival_time=2021-04-14 21:22:43.524252, cost_time=0:00:10.798521 2021-04-14 21:22:36,042 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.53ms, fps=2668 images/s, loss=1.0450, top1-acc=68.89%, top5-acc=93.02%, remaining_time=0:00:07.447240, arrival_time=2021-04-14 21:22:43.489311, cost_time=0:00:11.758782 2021-04-14 21:22:37,016 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.49ms, fps=2630 images/s, loss=1.0494, top1-acc=68.74%, top5-acc=92.97%, remaining_time=0:00:06.464436, arrival_time=2021-04-14 21:22:43.480563, cost_time=0:00:12.732924 2021-04-14 21:22:37,984 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.37ms, fps=2644 images/s, loss=1.0503, top1-acc=68.76%, top5-acc=93.00%, remaining_time=0:00:05.480608, arrival_time=2021-04-14 21:22:43.465326, cost_time=0:00:13.701518 2021-04-14 21:22:38,951 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.31ms, fps=2650 images/s, loss=1.0529, top1-acc=68.73%, top5-acc=92.93%, remaining_time=0:00:04.498156, arrival_time=2021-04-14 21:22:43.449259, cost_time=0:00:14.667879 2021-04-14 21:22:39,917 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.28ms, fps=2652 images/s, loss=1.0546, top1-acc=68.67%, top5-acc=92.93%, remaining_time=0:00:03.517596, arrival_time=2021-04-14 21:22:43.434560, cost_time=0:00:15.633702 2021-04-14 21:22:40,888 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.40ms, fps=2637 images/s, loss=1.0592, top1-acc=68.59%, top5-acc=92.86%, remaining_time=0:00:02.539576, arrival_time=2021-04-14 21:22:43.427651, cost_time=0:00:16.604879 2021-04-14 21:22:41,855 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.49ms, fps=2647 images/s, loss=1.0609, top1-acc=68.51%, top5-acc=92.82%, remaining_time=0:00:01.562000, arrival_time=2021-04-14 21:22:43.417718, cost_time=0:00:17.572521 2021-04-14 21:22:42,827 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.20ms, fps=2635 images/s, loss=1.0630, top1-acc=68.51%, top5-acc=92.83%, remaining_time=0:00:00.585612, arrival_time=2021-04-14 21:22:43.413211, cost_time=0:00:18.544397 2021-04-14 21:22:43,370 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.16ms, fps=2508 images/s, loss=1.0649, top1-acc=68.49%, top5-acc=92.82%, remaining_time=0:00:00, arrival_time=2021-04-14 21:22:43.370200, cost_time=0:00:19.087000 2021-04-14 21:22:43,862 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.42ms, fps=5230 images/s, loss=1.5213, top1-acc=57.62%, top5-acc=85.51%, remaining_time=0:00:01.468380, arrival_time=2021-04-14 21:22:45.330311, cost_time=0:00:00.489457 2021-04-14 21:22:44,308 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=0.43ms, fps=5736 images/s, loss=1.5658, top1-acc=56.93%, top5-acc=84.71%, remaining_time=0:00:00.936540, arrival_time=2021-04-14 21:22:45.245458, cost_time=0:00:00.936543 2021-04-14 21:22:44,687 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=0.48ms, fps=6771 images/s, loss=1.5895, top1-acc=56.63%, top5-acc=84.57%, remaining_time=0:00:00.438380, arrival_time=2021-04-14 21:22:45.125896, cost_time=0:00:01.315143 2021-04-14 21:22:45,060 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.10ms, fps=6236 images/s, loss=1.5843, top1-acc=56.98%, top5-acc=84.58%, remaining_time=0:00:00, arrival_time=2021-04-14 21:22:45.060014, cost_time=0:00:01.687677 2021-04-14 21:22:45,163 INFO : Epoch=0033 complete, best val top1-acc=57.01%, top5-acc=85.54% (epoch=32), remaining_time=0:58:22.816316, arrival_time=2021-04-14 22:21:07.980193, cost_time=0:11:32.173273 2021-04-14 21:22:45,165 INFO : Train start, epoch=0034, lr=0.093432 2021-04-14 21:22:46,375 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.58ms, fps=2117 images/s, loss=1.0180, top1-acc=70.08%, top5-acc=93.52%, remaining_time=0:00:22.487958, arrival_time=2021-04-14 21:23:08.862994, cost_time=0:00:01.209029 2021-04-14 21:22:47,346 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.60ms, fps=2637 images/s, loss=1.0122, top1-acc=70.33%, top5-acc=93.59%, remaining_time=0:00:19.186640, arrival_time=2021-04-14 21:23:06.533127, cost_time=0:00:02.180297 2021-04-14 21:22:48,321 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.54ms, fps=2628 images/s, loss=1.0039, top1-acc=70.42%, top5-acc=93.71%, remaining_time=0:00:17.458884, arrival_time=2021-04-14 21:23:05.780107, cost_time=0:00:03.155206 2021-04-14 21:22:49,301 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.69ms, fps=2614 images/s, loss=0.9926, top1-acc=70.49%, top5-acc=93.85%, remaining_time=0:00:16.127124, arrival_time=2021-04-14 21:23:05.428374, cost_time=0:00:04.135145 2021-04-14 21:22:50,287 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.98ms, fps=2599 images/s, loss=0.9910, top1-acc=70.66%, top5-acc=93.87%, remaining_time=0:00:14.953028, arrival_time=2021-04-14 21:23:05.240023, cost_time=0:00:05.120899 2021-04-14 21:22:51,256 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.54ms, fps=2641 images/s, loss=0.9967, top1-acc=70.44%, top5-acc=93.63%, remaining_time=0:00:13.805904, arrival_time=2021-04-14 21:23:05.062727, cost_time=0:00:06.090817 2021-04-14 21:22:52,236 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=2.29ms, fps=2614 images/s, loss=1.0009, top1-acc=70.26%, top5-acc=93.56%, remaining_time=0:00:12.726756, arrival_time=2021-04-14 21:23:04.963328, cost_time=0:00:07.070443 2021-04-14 21:22:53,210 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.37ms, fps=2630 images/s, loss=1.0026, top1-acc=70.23%, top5-acc=93.61%, remaining_time=0:00:11.664496, arrival_time=2021-04-14 21:23:04.875013, cost_time=0:00:08.044486 2021-04-14 21:22:54,182 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.62ms, fps=2634 images/s, loss=1.0087, top1-acc=70.11%, top5-acc=93.48%, remaining_time=0:00:10.619716, arrival_time=2021-04-14 21:23:04.802585, cost_time=0:00:09.016778 2021-04-14 21:22:55,145 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.59ms, fps=2660 images/s, loss=1.0135, top1-acc=69.95%, top5-acc=93.45%, remaining_time=0:00:09.580608, arrival_time=2021-04-14 21:23:04.726418, cost_time=0:00:09.979805 2021-04-14 21:22:56,107 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.72ms, fps=2663 images/s, loss=1.0182, top1-acc=69.84%, top5-acc=93.36%, remaining_time=0:00:08.554248, arrival_time=2021-04-14 21:23:04.661818, cost_time=0:00:10.941477 2021-04-14 21:22:57,083 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.34ms, fps=2624 images/s, loss=1.0196, top1-acc=69.84%, top5-acc=93.35%, remaining_time=0:00:07.547864, arrival_time=2021-04-14 21:23:04.631595, cost_time=0:00:11.917674 2021-04-14 21:22:58,051 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.45ms, fps=2646 images/s, loss=1.0270, top1-acc=69.68%, top5-acc=93.20%, remaining_time=0:00:06.541920, arrival_time=2021-04-14 21:23:04.593648, cost_time=0:00:12.885664 2021-04-14 21:22:59,017 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.49ms, fps=2652 images/s, loss=1.0309, top1-acc=69.55%, top5-acc=93.16%, remaining_time=0:00:05.540640, arrival_time=2021-04-14 21:23:04.558397, cost_time=0:00:13.851660 2021-04-14 21:22:59,987 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.42ms, fps=2641 images/s, loss=1.0336, top1-acc=69.46%, top5-acc=93.13%, remaining_time=0:00:04.545260, arrival_time=2021-04-14 21:23:04.532748, cost_time=0:00:14.821484 2021-04-14 21:23:00,953 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.49ms, fps=2651 images/s, loss=1.0360, top1-acc=69.40%, top5-acc=93.13%, remaining_time=0:00:03.552156, arrival_time=2021-04-14 21:23:04.505579, cost_time=0:00:15.787417 2021-04-14 21:23:01,927 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.57ms, fps=2631 images/s, loss=1.0413, top1-acc=69.22%, top5-acc=93.06%, remaining_time=0:00:02.563444, arrival_time=2021-04-14 21:23:04.490441, cost_time=0:00:16.760915 2021-04-14 21:23:02,894 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.52ms, fps=2648 images/s, loss=1.0422, top1-acc=69.21%, top5-acc=93.04%, remaining_time=0:00:01.575856, arrival_time=2021-04-14 21:23:04.470226, cost_time=0:00:17.728353 2021-04-14 21:23:03,872 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.43ms, fps=2618 images/s, loss=1.0440, top1-acc=69.16%, top5-acc=93.03%, remaining_time=0:00:00.590736, arrival_time=2021-04-14 21:23:04.463375, cost_time=0:00:18.706633 2021-04-14 21:23:04,419 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=0.08ms, fps=2489 images/s, loss=1.0464, top1-acc=69.14%, top5-acc=93.02%, remaining_time=0:00:00, arrival_time=2021-04-14 21:23:04.419453, cost_time=0:00:19.253465 2021-04-14 21:23:04,895 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=0.44ms, fps=5397 images/s, loss=1.6090, top1-acc=56.02%, top5-acc=84.92%, remaining_time=0:00:01.423080, arrival_time=2021-04-14 21:23:06.318639, cost_time=0:00:00.474359 2021-04-14 21:23:05,232 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=0.19ms, fps=7605 images/s, loss=1.6188, top1-acc=56.35%, top5-acc=84.86%, remaining_time=0:00:00.811420, arrival_time=2021-04-14 21:23:06.044012, cost_time=0:00:00.811426 2021-04-14 21:23:05,564 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=2.12ms, fps=7735 images/s, loss=1.6073, top1-acc=56.72%, top5-acc=85.17%, remaining_time=0:00:00.380920, arrival_time=2021-04-14 21:23:05.944978, cost_time=0:00:01.142745 2021-04-14 21:23:05,874 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.06ms, fps=7500 images/s, loss=1.6002, top1-acc=56.55%, top5-acc=85.30%, remaining_time=0:00:00, arrival_time=2021-04-14 21:23:05.873968, cost_time=0:00:01.452827 2021-04-14 21:23:05,996 INFO : Epoch=0034 complete, best val top1-acc=57.01%, top5-acc=85.54% (epoch=32), remaining_time=0:58:01.144500, arrival_time=2021-04-14 22:21:07.140581, cost_time=0:11:53.005495 2021-04-14 21:23:05,997 INFO : Train start, epoch=0035, lr=0.093037 2021-04-14 21:23:07,151 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=0.31ms, fps=2219 images/s, loss=0.9991, top1-acc=70.78%, top5-acc=93.63%, remaining_time=0:00:21.456030, arrival_time=2021-04-14 21:23:28.607246, cost_time=0:00:01.153550 2021-04-14 21:23:08,113 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.44ms, fps=2663 images/s, loss=1.0149, top1-acc=70.20%, top5-acc=93.46%, remaining_time=0:00:18.616576, arrival_time=2021-04-14 21:23:26.729804, cost_time=0:00:02.115527 2021-04-14 21:23:09,073 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.34ms, fps=2668 images/s, loss=1.0069, top1-acc=70.38%, top5-acc=93.44%, remaining_time=0:00:17.020478, arrival_time=2021-04-14 21:23:26.094009, cost_time=0:00:03.076001 2021-04-14 21:23:10,036 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.86ms, fps=2659 images/s, loss=0.9999, top1-acc=70.56%, top5-acc=93.47%, remaining_time=0:00:15.752100, arrival_time=2021-04-14 21:23:25.788631, cost_time=0:00:04.038983 2021-04-14 21:23:11,024 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.55ms, fps=2591 images/s, loss=0.9927, top1-acc=70.57%, top5-acc=93.56%, remaining_time=0:00:14.679570, arrival_time=2021-04-14 21:23:25.704418, cost_time=0:00:05.027269 2021-04-14 21:23:12,009 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.48ms, fps=2600 images/s, loss=0.9986, top1-acc=70.42%, top5-acc=93.59%, remaining_time=0:00:13.627880, arrival_time=2021-04-14 21:23:25.637700, cost_time=0:00:06.012287 2021-04-14 21:23:12,990 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.41ms, fps=2611 images/s, loss=1.0001, top1-acc=70.26%, top5-acc=93.53%, remaining_time=0:00:12.587904, arrival_time=2021-04-14 21:23:25.578702, cost_time=0:00:06.993276 2021-04-14 21:23:13,956 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=2.14ms, fps=2653 images/s, loss=1.0028, top1-acc=70.23%, top5-acc=93.56%, remaining_time=0:00:11.539796, arrival_time=2021-04-14 21:23:25.495820, cost_time=0:00:07.958502 2021-04-14 21:23:14,933 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.32ms, fps=2620 images/s, loss=1.0093, top1-acc=70.04%, top5-acc=93.49%, remaining_time=0:00:10.524528, arrival_time=2021-04-14 21:23:25.458040, cost_time=0:00:08.935894 2021-04-14 21:23:15,905 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.40ms, fps=2636 images/s, loss=1.0094, top1-acc=69.98%, top5-acc=93.55%, remaining_time=0:00:09.511392, arrival_time=2021-04-14 21:23:25.416683, cost_time=0:00:09.907677 2021-04-14 21:23:16,873 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.91ms, fps=2647 images/s, loss=1.0195, top1-acc=69.71%, top5-acc=93.40%, remaining_time=0:00:08.502648, arrival_time=2021-04-14 21:23:25.375664, cost_time=0:00:10.875476 2021-04-14 21:23:17,840 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.41ms, fps=2647 images/s, loss=1.0229, top1-acc=69.68%, top5-acc=93.34%, remaining_time=0:00:07.500592, arrival_time=2021-04-14 21:23:25.341243, cost_time=0:00:11.843033 2021-04-14 21:23:18,814 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.38ms, fps=2630 images/s, loss=1.0255, top1-acc=69.59%, top5-acc=93.37%, remaining_time=0:00:06.507006, arrival_time=2021-04-14 21:23:25.321423, cost_time=0:00:12.816874 2021-04-14 21:23:19,784 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.36ms, fps=2639 images/s, loss=1.0286, top1-acc=69.61%, top5-acc=93.32%, remaining_time=0:00:05.514936, arrival_time=2021-04-14 21:23:25.299785, cost_time=0:00:13.787322 2021-04-14 21:23:20,756 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.52ms, fps=2636 images/s, loss=1.0317, top1-acc=69.47%, top5-acc=93.30%, remaining_time=0:00:04.526032, arrival_time=2021-04-14 21:23:25.282445, cost_time=0:00:14.758805 2021-04-14 21:23:21,732 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.46ms, fps=2625 images/s, loss=1.0365, top1-acc=69.28%, top5-acc=93.26%, remaining_time=0:00:03.540312, arrival_time=2021-04-14 21:23:25.272623, cost_time=0:00:15.734754 2021-04-14 21:23:22,699 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.51ms, fps=2648 images/s, loss=1.0425, top1-acc=69.07%, top5-acc=93.19%, remaining_time=0:00:02.554422, arrival_time=2021-04-14 21:23:25.254249, cost_time=0:00:16.702028 2021-04-14 21:23:23,672 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.85ms, fps=2635 images/s, loss=1.0468, top1-acc=68.97%, top5-acc=93.13%, remaining_time=0:00:01.571072, arrival_time=2021-04-14 21:23:25.243132, cost_time=0:00:17.674518 2021-04-14 21:23:24,647 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.38ms, fps=2626 images/s, loss=1.0498, top1-acc=68.92%, top5-acc=93.06%, remaining_time=0:00:00.588942, arrival_time=2021-04-14 21:23:25.236336, cost_time=0:00:18.649864 2021-04-14 21:23:25,194 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.62ms, fps=2490 images/s, loss=1.0496, top1-acc=68.91%, top5-acc=93.07%, remaining_time=0:00:00, arrival_time=2021-04-14 21:23:25.194060, cost_time=0:00:19.196541 2021-04-14 21:23:25,697 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=4.95ms, fps=5102 images/s, loss=1.6070, top1-acc=56.33%, top5-acc=84.34%, remaining_time=0:00:01.505280, arrival_time=2021-04-14 21:23:27.202896, cost_time=0:00:00.501763 2021-04-14 21:23:26,056 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=0.31ms, fps=7151 images/s, loss=1.6350, top1-acc=55.90%, top5-acc=84.10%, remaining_time=0:00:00.860300, arrival_time=2021-04-14 21:23:26.916390, cost_time=0:00:00.860299 2021-04-14 21:23:26,447 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=27.80ms, fps=6548 images/s, loss=1.6369, top1-acc=56.07%, top5-acc=83.78%, remaining_time=0:00:00.417190, arrival_time=2021-04-14 21:23:26.864645, cost_time=0:00:01.251568 2021-04-14 21:23:26,771 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.07ms, fps=7168 images/s, loss=1.6291, top1-acc=56.40%, top5-acc=84.04%, remaining_time=0:00:00, arrival_time=2021-04-14 21:23:26.771617, cost_time=0:00:01.575807 2021-04-14 21:23:26,892 INFO : Epoch=0035 complete, best val top1-acc=57.01%, top5-acc=85.54% (epoch=32), remaining_time=0:57:39.822300, arrival_time=2021-04-14 22:21:06.714595, cost_time=0:12:13.901716 2021-04-14 21:23:26,893 INFO : Train start, epoch=0036, lr=0.092632 2021-04-14 21:23:28,053 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=0.35ms, fps=2207 images/s, loss=1.0172, top1-acc=70.16%, top5-acc=93.44%, remaining_time=0:00:21.570048, arrival_time=2021-04-14 21:23:49.623707, cost_time=0:00:01.159684 2021-04-14 21:23:29,032 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.71ms, fps=2618 images/s, loss=0.9916, top1-acc=70.66%, top5-acc=94.10%, remaining_time=0:00:18.817744, arrival_time=2021-04-14 21:23:47.849851, cost_time=0:00:02.138384 2021-04-14 21:23:30,004 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.59ms, fps=2635 images/s, loss=0.9813, top1-acc=70.70%, top5-acc=94.28%, remaining_time=0:00:17.209552, arrival_time=2021-04-14 21:23:47.213531, cost_time=0:00:03.110172 2021-04-14 21:23:30,967 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.49ms, fps=2659 images/s, loss=0.9854, top1-acc=70.62%, top5-acc=94.08%, remaining_time=0:00:15.886728, arrival_time=2021-04-14 21:23:46.854061, cost_time=0:00:04.073522 2021-04-14 21:23:31,926 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.57ms, fps=2670 images/s, loss=0.9915, top1-acc=70.59%, top5-acc=93.87%, remaining_time=0:00:14.695776, arrival_time=2021-04-14 21:23:46.622284, cost_time=0:00:05.032792 2021-04-14 21:23:32,921 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.53ms, fps=2573 images/s, loss=0.9998, top1-acc=70.23%, top5-acc=93.82%, remaining_time=0:00:13.663512, arrival_time=2021-04-14 21:23:46.585389, cost_time=0:00:06.028002 2021-04-14 21:23:33,883 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.39ms, fps=2665 images/s, loss=1.0098, top1-acc=69.98%, top5-acc=93.68%, remaining_time=0:00:12.580974, arrival_time=2021-04-14 21:23:46.464082, cost_time=0:00:06.989397 2021-04-14 21:23:34,854 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.48ms, fps=2638 images/s, loss=1.0117, top1-acc=70.06%, top5-acc=93.67%, remaining_time=0:00:11.542348, arrival_time=2021-04-14 21:23:46.396398, cost_time=0:00:07.960241 2021-04-14 21:23:35,812 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.40ms, fps=2673 images/s, loss=1.0125, top1-acc=70.01%, top5-acc=93.63%, remaining_time=0:00:10.503964, arrival_time=2021-04-14 21:23:46.316144, cost_time=0:00:08.918456 2021-04-14 21:23:36,772 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.71ms, fps=2668 images/s, loss=1.0069, top1-acc=70.24%, top5-acc=93.70%, remaining_time=0:00:09.483264, arrival_time=2021-04-14 21:23:46.255458, cost_time=0:00:09.878438 2021-04-14 21:23:37,762 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=2.12ms, fps=2587 images/s, loss=1.0096, top1-acc=70.20%, top5-acc=93.63%, remaining_time=0:00:08.497144, arrival_time=2021-04-14 21:23:46.259379, cost_time=0:00:10.868476 2021-04-14 21:23:38,756 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.93ms, fps=2577 images/s, loss=1.0124, top1-acc=70.10%, top5-acc=93.60%, remaining_time=0:00:07.512904, arrival_time=2021-04-14 21:23:46.269251, cost_time=0:00:11.862527 2021-04-14 21:23:39,757 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.29ms, fps=2558 images/s, loss=1.0177, top1-acc=69.97%, top5-acc=93.48%, remaining_time=0:00:06.530898, arrival_time=2021-04-14 21:23:46.288589, cost_time=0:00:12.863913 2021-04-14 21:23:40,728 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.35ms, fps=2640 images/s, loss=1.0206, top1-acc=69.87%, top5-acc=93.45%, remaining_time=0:00:05.533640, arrival_time=2021-04-14 21:23:46.261601, cost_time=0:00:13.834157 2021-04-14 21:23:41,702 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.86ms, fps=2630 images/s, loss=1.0211, top1-acc=69.84%, top5-acc=93.46%, remaining_time=0:00:04.541212, arrival_time=2021-04-14 21:23:46.243376, cost_time=0:00:14.808361 2021-04-14 21:23:42,694 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=2.08ms, fps=2581 images/s, loss=1.0260, top1-acc=69.69%, top5-acc=93.41%, remaining_time=0:00:03.555180, arrival_time=2021-04-14 21:23:46.249807, cost_time=0:00:15.800750 2021-04-14 21:23:43,660 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.97ms, fps=2653 images/s, loss=1.0284, top1-acc=69.56%, top5-acc=93.38%, remaining_time=0:00:02.564276, arrival_time=2021-04-14 21:23:46.224442, cost_time=0:00:16.766364 2021-04-14 21:23:44,631 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.45ms, fps=2637 images/s, loss=1.0313, top1-acc=69.51%, top5-acc=93.30%, remaining_time=0:00:01.576672, arrival_time=2021-04-14 21:23:46.208089, cost_time=0:00:17.737627 2021-04-14 21:23:45,602 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.40ms, fps=2637 images/s, loss=1.0350, top1-acc=69.36%, top5-acc=93.23%, remaining_time=0:00:00.590808, arrival_time=2021-04-14 21:23:46.193635, cost_time=0:00:18.708988 2021-04-14 21:23:46,150 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.23ms, fps=2485 images/s, loss=1.0371, top1-acc=69.32%, top5-acc=93.21%, remaining_time=0:00:00, arrival_time=2021-04-14 21:23:46.150819, cost_time=0:00:19.257052 2021-04-14 21:23:46,641 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=18.70ms, fps=5251 images/s, loss=1.5835, top1-acc=57.50%, top5-acc=85.35%, remaining_time=0:00:01.462440, arrival_time=2021-04-14 21:23:48.103842, cost_time=0:00:00.487479 2021-04-14 21:23:46,977 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=0.29ms, fps=7628 images/s, loss=1.6181, top1-acc=56.99%, top5-acc=84.80%, remaining_time=0:00:00.823640, arrival_time=2021-04-14 21:23:47.801177, cost_time=0:00:00.823630 2021-04-14 21:23:47,312 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=0.45ms, fps=7657 images/s, loss=1.6111, top1-acc=56.94%, top5-acc=84.97%, remaining_time=0:00:00.386140, arrival_time=2021-04-14 21:23:47.698727, cost_time=0:00:01.158430 2021-04-14 21:23:47,631 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.08ms, fps=7282 images/s, loss=1.6164, top1-acc=56.72%, top5-acc=84.96%, remaining_time=0:00:00, arrival_time=2021-04-14 21:23:47.631919, cost_time=0:00:01.478068 2021-04-14 21:23:47,772 INFO : Epoch=0036 complete, best val top1-acc=57.01%, top5-acc=85.54% (epoch=32), remaining_time=0:57:18.451060, arrival_time=2021-04-14 22:21:06.223563, cost_time=0:12:34.781924 2021-04-14 21:23:47,773 INFO : Train start, epoch=0037, lr=0.092216 2021-04-14 21:23:48,918 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=1.91ms, fps=2237 images/s, loss=1.0314, top1-acc=69.02%, top5-acc=94.02%, remaining_time=0:00:21.282492, arrival_time=2021-04-14 21:24:10.200688, cost_time=0:00:01.144217 2021-04-14 21:23:49,882 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.39ms, fps=2656 images/s, loss=1.0162, top1-acc=69.04%, top5-acc=93.79%, remaining_time=0:00:18.556560, arrival_time=2021-04-14 21:24:08.439214, cost_time=0:00:02.108696 2021-04-14 21:23:50,844 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.74ms, fps=2664 images/s, loss=1.0198, top1-acc=69.10%, top5-acc=93.58%, remaining_time=0:00:16.989436, arrival_time=2021-04-14 21:24:07.833804, cost_time=0:00:03.070385 2021-04-14 21:23:51,823 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=2.05ms, fps=2616 images/s, loss=1.0093, top1-acc=69.58%, top5-acc=93.77%, remaining_time=0:00:15.793440, arrival_time=2021-04-14 21:24:07.617029, cost_time=0:00:04.049602 2021-04-14 21:23:52,790 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.59ms, fps=2648 images/s, loss=1.0138, top1-acc=69.27%, top5-acc=93.70%, remaining_time=0:00:14.649348, arrival_time=2021-04-14 21:24:07.440112, cost_time=0:00:05.016884 2021-04-14 21:23:53,754 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.53ms, fps=2657 images/s, loss=1.0146, top1-acc=69.52%, top5-acc=93.66%, remaining_time=0:00:13.556616, arrival_time=2021-04-14 21:24:07.311447, cost_time=0:00:05.980845 2021-04-14 21:23:54,725 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.55ms, fps=2640 images/s, loss=1.0146, top1-acc=69.58%, top5-acc=93.66%, remaining_time=0:00:12.512178, arrival_time=2021-04-14 21:24:07.237470, cost_time=0:00:06.951196 2021-04-14 21:23:55,689 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.38ms, fps=2657 images/s, loss=1.0204, top1-acc=69.44%, top5-acc=93.55%, remaining_time=0:00:11.477272, arrival_time=2021-04-14 21:24:07.166610, cost_time=0:00:07.915377 2021-04-14 21:23:56,660 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.29ms, fps=2637 images/s, loss=1.0228, top1-acc=69.42%, top5-acc=93.54%, remaining_time=0:00:10.466652, arrival_time=2021-04-14 21:24:07.127360, cost_time=0:00:08.886816 2021-04-14 21:23:57,631 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.57ms, fps=2637 images/s, loss=1.0275, top1-acc=69.29%, top5-acc=93.45%, remaining_time=0:00:09.463584, arrival_time=2021-04-14 21:24:07.095480, cost_time=0:00:09.857907 2021-04-14 21:23:58,595 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.43ms, fps=2659 images/s, loss=1.0231, top1-acc=69.44%, top5-acc=93.53%, remaining_time=0:00:08.460250, arrival_time=2021-04-14 21:24:07.055457, cost_time=0:00:10.821304 2021-04-14 21:23:59,559 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.44ms, fps=2657 images/s, loss=1.0213, top1-acc=69.49%, top5-acc=93.57%, remaining_time=0:00:07.464036, arrival_time=2021-04-14 21:24:07.023221, cost_time=0:00:11.785304 2021-04-14 21:24:00,523 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.38ms, fps=2655 images/s, loss=1.0226, top1-acc=69.46%, top5-acc=93.56%, remaining_time=0:00:06.473016, arrival_time=2021-04-14 21:24:06.996912, cost_time=0:00:12.749913 2021-04-14 21:24:01,489 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.35ms, fps=2652 images/s, loss=1.0261, top1-acc=69.32%, top5-acc=93.52%, remaining_time=0:00:05.486264, arrival_time=2021-04-14 21:24:06.975869, cost_time=0:00:13.715705 2021-04-14 21:24:02,462 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.41ms, fps=2634 images/s, loss=1.0268, top1-acc=69.34%, top5-acc=93.45%, remaining_time=0:00:04.504366, arrival_time=2021-04-14 21:24:06.966405, cost_time=0:00:14.688143 2021-04-14 21:24:03,423 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.43ms, fps=2663 images/s, loss=1.0305, top1-acc=69.16%, top5-acc=93.43%, remaining_time=0:00:03.521196, arrival_time=2021-04-14 21:24:06.944878, cost_time=0:00:15.649789 2021-04-14 21:24:04,419 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.95ms, fps=2571 images/s, loss=1.0329, top1-acc=69.19%, top5-acc=93.35%, remaining_time=0:00:02.545842, arrival_time=2021-04-14 21:24:06.965603, cost_time=0:00:16.645817 2021-04-14 21:24:05,424 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=2.18ms, fps=2551 images/s, loss=1.0325, top1-acc=69.18%, top5-acc=93.36%, remaining_time=0:00:01.568896, arrival_time=2021-04-14 21:24:06.992842, cost_time=0:00:17.649996 2021-04-14 21:24:06,420 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.25ms, fps=2570 images/s, loss=1.0329, top1-acc=69.14%, top5-acc=93.37%, remaining_time=0:00:00.588846, arrival_time=2021-04-14 21:24:07.009634, cost_time=0:00:18.646813 2021-04-14 21:24:06,965 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.40ms, fps=2500 images/s, loss=1.0330, top1-acc=69.14%, top5-acc=93.37%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:06.965193, cost_time=0:00:19.191301 2021-04-14 21:24:07,527 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=0.40ms, fps=4571 images/s, loss=1.6091, top1-acc=55.12%, top5-acc=84.96%, remaining_time=0:00:01.680150, arrival_time=2021-04-14 21:24:09.207372, cost_time=0:00:00.560048 2021-04-14 21:24:07,877 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=0.40ms, fps=7334 images/s, loss=1.5755, top1-acc=56.54%, top5-acc=85.43%, remaining_time=0:00:00.909980, arrival_time=2021-04-14 21:24:08.786959, cost_time=0:00:00.909986 2021-04-14 21:24:08,211 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=0.22ms, fps=7671 images/s, loss=1.5718, top1-acc=56.80%, top5-acc=85.23%, remaining_time=0:00:00.414700, arrival_time=2021-04-14 21:24:08.625787, cost_time=0:00:01.244115 2021-04-14 21:24:08,521 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.07ms, fps=7483 images/s, loss=1.5481, top1-acc=56.99%, top5-acc=85.43%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:08.521541, cost_time=0:00:01.554482 2021-04-14 21:24:08,646 INFO : Epoch=0037 complete, best val top1-acc=57.01%, top5-acc=85.54% (epoch=32), remaining_time=0:56:57.078047, arrival_time=2021-04-14 22:21:05.724397, cost_time=0:12:55.655768 2021-04-14 21:24:08,647 INFO : Train start, epoch=0038, lr=0.091790 2021-04-14 21:24:09,799 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.82ms, fps=2223 images/s, loss=1.0129, top1-acc=69.30%, top5-acc=94.02%, remaining_time=0:00:21.418644, arrival_time=2021-04-14 21:24:31.218324, cost_time=0:00:01.151540 2021-04-14 21:24:10,779 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.55ms, fps=2616 images/s, loss=1.0096, top1-acc=70.21%, top5-acc=93.67%, remaining_time=0:00:18.752448, arrival_time=2021-04-14 21:24:29.531491, cost_time=0:00:02.130957 2021-04-14 21:24:11,758 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.47ms, fps=2614 images/s, loss=1.0038, top1-acc=70.16%, top5-acc=93.72%, remaining_time=0:00:17.213702, arrival_time=2021-04-14 21:24:28.972558, cost_time=0:00:03.110903 2021-04-14 21:24:12,730 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.61ms, fps=2636 images/s, loss=1.0040, top1-acc=69.97%, top5-acc=93.72%, remaining_time=0:00:15.921048, arrival_time=2021-04-14 21:24:28.651405, cost_time=0:00:04.082322 2021-04-14 21:24:13,696 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.37ms, fps=2650 images/s, loss=1.0003, top1-acc=70.05%, top5-acc=93.67%, remaining_time=0:00:14.742642, arrival_time=2021-04-14 21:24:28.439441, cost_time=0:00:05.048849 2021-04-14 21:24:14,677 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=2.12ms, fps=2611 images/s, loss=1.0012, top1-acc=70.11%, top5-acc=93.67%, remaining_time=0:00:13.667320, arrival_time=2021-04-14 21:24:28.345140, cost_time=0:00:06.029715 2021-04-14 21:24:15,650 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.91ms, fps=2634 images/s, loss=0.9947, top1-acc=70.33%, top5-acc=93.66%, remaining_time=0:00:12.604284, arrival_time=2021-04-14 21:24:28.254654, cost_time=0:00:07.002410 2021-04-14 21:24:16,625 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=2.00ms, fps=2626 images/s, loss=0.9999, top1-acc=70.21%, top5-acc=93.55%, remaining_time=0:00:11.567404, arrival_time=2021-04-14 21:24:28.192896, cost_time=0:00:07.977503 2021-04-14 21:24:17,614 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.49ms, fps=2591 images/s, loss=1.0029, top1-acc=70.10%, top5-acc=93.52%, remaining_time=0:00:10.559932, arrival_time=2021-04-14 21:24:28.174097, cost_time=0:00:08.966021 2021-04-14 21:24:18,583 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.35ms, fps=2644 images/s, loss=1.0033, top1-acc=70.13%, top5-acc=93.52%, remaining_time=0:00:09.537696, arrival_time=2021-04-14 21:24:28.120759, cost_time=0:00:09.935116 2021-04-14 21:24:19,548 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.55ms, fps=2653 images/s, loss=1.0040, top1-acc=70.11%, top5-acc=93.53%, remaining_time=0:00:08.522170, arrival_time=2021-04-14 21:24:28.070626, cost_time=0:00:10.900453 2021-04-14 21:24:20,538 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=2.12ms, fps=2587 images/s, loss=1.0042, top1-acc=70.18%, top5-acc=93.51%, remaining_time=0:00:07.530688, arrival_time=2021-04-14 21:24:28.069264, cost_time=0:00:11.890548 2021-04-14 21:24:21,507 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.46ms, fps=2642 images/s, loss=1.0083, top1-acc=70.07%, top5-acc=93.45%, remaining_time=0:00:06.528918, arrival_time=2021-04-14 21:24:28.036854, cost_time=0:00:12.859973 2021-04-14 21:24:22,476 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.67ms, fps=2645 images/s, loss=1.0118, top1-acc=69.99%, top5-acc=93.42%, remaining_time=0:00:05.531344, arrival_time=2021-04-14 21:24:28.007620, cost_time=0:00:13.828334 2021-04-14 21:24:23,444 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.59ms, fps=2644 images/s, loss=1.0154, top1-acc=69.87%, top5-acc=93.35%, remaining_time=0:00:04.537670, arrival_time=2021-04-14 21:24:27.982440, cost_time=0:00:14.796822 2021-04-14 21:24:24,419 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=2.20ms, fps=2627 images/s, loss=1.0180, top1-acc=69.80%, top5-acc=93.32%, remaining_time=0:00:03.548592, arrival_time=2021-04-14 21:24:27.968251, cost_time=0:00:15.771569 2021-04-14 21:24:25,393 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.53ms, fps=2630 images/s, loss=1.0191, top1-acc=69.78%, top5-acc=93.29%, remaining_time=0:00:02.561104, arrival_time=2021-04-14 21:24:27.954795, cost_time=0:00:16.745734 2021-04-14 21:24:26,367 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.40ms, fps=2629 images/s, loss=1.0239, top1-acc=69.72%, top5-acc=93.25%, remaining_time=0:00:01.575088, arrival_time=2021-04-14 21:24:27.942787, cost_time=0:00:17.719746 2021-04-14 21:24:27,334 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.32ms, fps=2648 images/s, loss=1.0256, top1-acc=69.66%, top5-acc=93.21%, remaining_time=0:00:00.590118, arrival_time=2021-04-14 21:24:27.925055, cost_time=0:00:18.686984 2021-04-14 21:24:27,879 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.36ms, fps=2501 images/s, loss=1.0246, top1-acc=69.69%, top5-acc=93.20%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:27.879196, cost_time=0:00:19.231243 2021-04-14 21:24:28,334 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=2.44ms, fps=5651 images/s, loss=1.6756, top1-acc=54.30%, top5-acc=84.22%, remaining_time=0:00:01.359030, arrival_time=2021-04-14 21:24:29.693075, cost_time=0:00:00.453010 2021-04-14 21:24:28,666 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=0.29ms, fps=7704 images/s, loss=1.6861, top1-acc=54.65%, top5-acc=83.59%, remaining_time=0:00:00.785620, arrival_time=2021-04-14 21:24:29.452282, cost_time=0:00:00.785628 2021-04-14 21:24:29,030 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=6.74ms, fps=7042 images/s, loss=1.7028, top1-acc=54.13%, top5-acc=83.39%, remaining_time=0:00:00.383170, arrival_time=2021-04-14 21:24:29.413695, cost_time=0:00:01.149496 2021-04-14 21:24:29,334 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.07ms, fps=7633 images/s, loss=1.6957, top1-acc=54.72%, top5-acc=83.29%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:29.334809, cost_time=0:00:01.453794 2021-04-14 21:24:29,458 INFO : Epoch=0038 complete, best val top1-acc=57.01%, top5-acc=85.54% (epoch=32), remaining_time=0:56:35.468970, arrival_time=2021-04-14 22:21:04.927615, cost_time=0:13:16.468037 2021-04-14 21:24:29,460 INFO : Train start, epoch=0039, lr=0.091354 2021-04-14 21:24:30,614 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=0.24ms, fps=2220 images/s, loss=0.9477, top1-acc=72.34%, top5-acc=94.34%, remaining_time=0:00:21.451566, arrival_time=2021-04-14 21:24:52.065875, cost_time=0:00:01.153309 2021-04-14 21:24:31,597 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.93ms, fps=2606 images/s, loss=0.9792, top1-acc=71.37%, top5-acc=93.63%, remaining_time=0:00:18.798560, arrival_time=2021-04-14 21:24:50.395915, cost_time=0:00:02.136207 2021-04-14 21:24:32,653 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.90ms, fps=2529 images/s, loss=0.9801, top1-acc=71.16%, top5-acc=93.62%, remaining_time=0:00:17.664392, arrival_time=2021-04-14 21:24:50.317839, cost_time=0:00:03.192369 2021-04-14 21:24:33,625 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.41ms, fps=2636 images/s, loss=0.9798, top1-acc=71.28%, top5-acc=93.69%, remaining_time=0:00:16.240536, arrival_time=2021-04-14 21:24:49.865991, cost_time=0:00:04.164253 2021-04-14 21:24:34,591 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.49ms, fps=2651 images/s, loss=0.9779, top1-acc=71.32%, top5-acc=93.63%, remaining_time=0:00:14.981936, arrival_time=2021-04-14 21:24:49.573796, cost_time=0:00:05.130809 2021-04-14 21:24:35,577 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.36ms, fps=2600 images/s, loss=0.9730, top1-acc=71.48%, top5-acc=93.70%, remaining_time=0:00:13.863024, arrival_time=2021-04-14 21:24:49.440124, cost_time=0:00:06.116012 2021-04-14 21:24:36,562 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.84ms, fps=2601 images/s, loss=0.9708, top1-acc=71.63%, top5-acc=93.74%, remaining_time=0:00:12.781818, arrival_time=2021-04-14 21:24:49.343885, cost_time=0:00:07.101003 2021-04-14 21:24:37,535 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.47ms, fps=2632 images/s, loss=0.9713, top1-acc=71.56%, top5-acc=93.82%, remaining_time=0:00:11.707764, arrival_time=2021-04-14 21:24:49.243252, cost_time=0:00:08.074336 2021-04-14 21:24:38,505 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.40ms, fps=2642 images/s, loss=0.9725, top1-acc=71.56%, top5-acc=93.80%, remaining_time=0:00:10.651834, arrival_time=2021-04-14 21:24:49.156896, cost_time=0:00:09.044022 2021-04-14 21:24:39,481 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=2.05ms, fps=2623 images/s, loss=0.9814, top1-acc=71.34%, top5-acc=93.71%, remaining_time=0:00:09.619776, arrival_time=2021-04-14 21:24:49.101379, cost_time=0:00:10.020597 2021-04-14 21:24:40,451 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=2.16ms, fps=2640 images/s, loss=0.9854, top1-acc=71.15%, top5-acc=93.76%, remaining_time=0:00:08.592690, arrival_time=2021-04-14 21:24:49.044411, cost_time=0:00:10.990627 2021-04-14 21:24:41,419 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.57ms, fps=2645 images/s, loss=0.9871, top1-acc=71.04%, top5-acc=93.75%, remaining_time=0:00:07.574008, arrival_time=2021-04-14 21:24:48.993957, cost_time=0:00:11.958954 2021-04-14 21:24:42,384 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=2.53ms, fps=2654 images/s, loss=0.9919, top1-acc=70.87%, top5-acc=93.70%, remaining_time=0:00:06.561324, arrival_time=2021-04-14 21:24:48.946200, cost_time=0:00:12.923792 2021-04-14 21:24:43,353 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.45ms, fps=2646 images/s, loss=0.9918, top1-acc=70.90%, top5-acc=93.69%, remaining_time=0:00:05.556824, arrival_time=2021-04-14 21:24:48.909848, cost_time=0:00:13.891994 2021-04-14 21:24:44,313 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.51ms, fps=2666 images/s, loss=0.9943, top1-acc=70.78%, top5-acc=93.68%, remaining_time=0:00:04.554828, arrival_time=2021-04-14 21:24:48.868474, cost_time=0:00:14.852649 2021-04-14 21:24:45,276 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.46ms, fps=2661 images/s, loss=0.9985, top1-acc=70.76%, top5-acc=93.61%, remaining_time=0:00:03.558384, arrival_time=2021-04-14 21:24:48.834501, cost_time=0:00:15.815119 2021-04-14 21:24:46,240 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.45ms, fps=2656 images/s, loss=1.0032, top1-acc=70.61%, top5-acc=93.55%, remaining_time=0:00:02.566252, arrival_time=2021-04-14 21:24:48.806603, cost_time=0:00:16.779258 2021-04-14 21:24:47,212 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.51ms, fps=2635 images/s, loss=1.0053, top1-acc=70.52%, top5-acc=93.53%, remaining_time=0:00:01.577904, arrival_time=2021-04-14 21:24:48.790321, cost_time=0:00:17.751413 2021-04-14 21:24:48,183 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.85ms, fps=2638 images/s, loss=1.0090, top1-acc=70.39%, top5-acc=93.47%, remaining_time=0:00:00.591228, arrival_time=2021-04-14 21:24:48.774485, cost_time=0:00:18.722255 2021-04-14 21:24:48,725 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.14ms, fps=2511 images/s, loss=1.0125, top1-acc=70.30%, top5-acc=93.43%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:48.725154, cost_time=0:00:19.264152 2021-04-14 21:24:49,189 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=6.89ms, fps=5537 images/s, loss=1.5246, top1-acc=56.91%, top5-acc=86.33%, remaining_time=0:00:01.386990, arrival_time=2021-04-14 21:24:50.576337, cost_time=0:00:00.462330 2021-04-14 21:24:49,532 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=0.31ms, fps=7478 images/s, loss=1.5273, top1-acc=57.21%, top5-acc=85.51%, remaining_time=0:00:00.805160, arrival_time=2021-04-14 21:24:50.337444, cost_time=0:00:00.805165 2021-04-14 21:24:49,874 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=3.63ms, fps=7487 images/s, loss=1.5262, top1-acc=57.02%, top5-acc=85.99%, remaining_time=0:00:00.382630, arrival_time=2021-04-14 21:24:50.257536, cost_time=0:00:01.147902 2021-04-14 21:24:50,183 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.06ms, fps=7540 images/s, loss=1.5332, top1-acc=57.13%, top5-acc=85.96%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:50.183020, cost_time=0:00:01.456076 2021-04-14 21:24:50,373 INFO : Epoch=0039 complete, best val top1-acc=57.13%, top5-acc=85.96% (epoch=39), remaining_time=0:56:14.324296, arrival_time=2021-04-14 22:21:04.697794, cost_time=0:13:37.382910 2021-04-14 21:24:50,374 INFO : Train start, epoch=0040, lr=0.090907 2021-04-14 21:24:51,511 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=0.36ms, fps=2252 images/s, loss=0.9183, top1-acc=73.32%, top5-acc=94.10%, remaining_time=0:00:21.145968, arrival_time=2021-04-14 21:25:12.657762, cost_time=0:00:01.136876 2021-04-14 21:24:52,471 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.48ms, fps=2668 images/s, loss=0.9302, top1-acc=72.99%, top5-acc=94.16%, remaining_time=0:00:18.452016, arrival_time=2021-04-14 21:25:10.923760, cost_time=0:00:02.096825 2021-04-14 21:24:53,442 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.31ms, fps=2638 images/s, loss=0.9330, top1-acc=72.55%, top5-acc=94.23%, remaining_time=0:00:16.973832, arrival_time=2021-04-14 21:25:10.416349, cost_time=0:00:03.067551 2021-04-14 21:24:54,417 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.45ms, fps=2627 images/s, loss=0.9470, top1-acc=71.75%, top5-acc=94.10%, remaining_time=0:00:15.765828, arrival_time=2021-04-14 21:25:10.183269, cost_time=0:00:04.042519 2021-04-14 21:24:55,378 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.35ms, fps=2666 images/s, loss=0.9514, top1-acc=71.49%, top5-acc=94.16%, remaining_time=0:00:14.608760, arrival_time=2021-04-14 21:25:09.986739, cost_time=0:00:05.002987 2021-04-14 21:24:56,341 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.49ms, fps=2658 images/s, loss=0.9561, top1-acc=71.41%, top5-acc=94.06%, remaining_time=0:00:13.524656, arrival_time=2021-04-14 21:25:09.866326, cost_time=0:00:05.966746 2021-04-14 21:24:57,306 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.60ms, fps=2655 images/s, loss=0.9645, top1-acc=71.10%, top5-acc=94.03%, remaining_time=0:00:12.476142, arrival_time=2021-04-14 21:25:09.782284, cost_time=0:00:06.931173 2021-04-14 21:24:58,289 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=2.05ms, fps=2604 images/s, loss=0.9712, top1-acc=70.95%, top5-acc=93.94%, remaining_time=0:00:11.476576, arrival_time=2021-04-14 21:25:09.766351, cost_time=0:00:07.914853 2021-04-14 21:24:59,264 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.47ms, fps=2627 images/s, loss=0.9826, top1-acc=70.54%, top5-acc=93.72%, remaining_time=0:00:10.470362, arrival_time=2021-04-14 21:25:09.735180, cost_time=0:00:08.889893 2021-04-14 21:25:00,227 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.65ms, fps=2659 images/s, loss=0.9897, top1-acc=70.39%, top5-acc=93.66%, remaining_time=0:00:09.458880, arrival_time=2021-04-14 21:25:09.686747, cost_time=0:00:09.852963 2021-04-14 21:25:01,190 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.38ms, fps=2660 images/s, loss=0.9911, top1-acc=70.41%, top5-acc=93.63%, remaining_time=0:00:08.455950, arrival_time=2021-04-14 21:25:09.646723, cost_time=0:00:10.815773 2021-04-14 21:25:02,167 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.25ms, fps=2622 images/s, loss=0.9889, top1-acc=70.50%, top5-acc=93.66%, remaining_time=0:00:07.468824, arrival_time=2021-04-14 21:25:09.636636, cost_time=0:00:11.792873 2021-04-14 21:25:03,141 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.81ms, fps=2631 images/s, loss=0.9963, top1-acc=70.32%, top5-acc=93.59%, remaining_time=0:00:06.481266, arrival_time=2021-04-14 21:25:09.622374, cost_time=0:00:12.766136 2021-04-14 21:25:04,108 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.47ms, fps=2648 images/s, loss=1.0008, top1-acc=70.11%, top5-acc=93.52%, remaining_time=0:00:05.493376, arrival_time=2021-04-14 21:25:09.601663, cost_time=0:00:13.733371 2021-04-14 21:25:05,073 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.29ms, fps=2653 images/s, loss=0.9998, top1-acc=70.15%, top5-acc=93.54%, remaining_time=0:00:04.507632, arrival_time=2021-04-14 21:25:09.581309, cost_time=0:00:14.698767 2021-04-14 21:25:06,038 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.38ms, fps=2655 images/s, loss=1.0040, top1-acc=70.06%, top5-acc=93.53%, remaining_time=0:00:03.524220, arrival_time=2021-04-14 21:25:09.562408, cost_time=0:00:15.663270 2021-04-14 21:25:06,997 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.36ms, fps=2669 images/s, loss=1.0055, top1-acc=70.04%, top5-acc=93.52%, remaining_time=0:00:02.542280, arrival_time=2021-04-14 21:25:09.539832, cost_time=0:00:16.622640 2021-04-14 21:25:07,968 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.51ms, fps=2637 images/s, loss=1.0079, top1-acc=70.03%, top5-acc=93.49%, remaining_time=0:00:01.563904, arrival_time=2021-04-14 21:25:09.532813, cost_time=0:00:17.593912 2021-04-14 21:25:08,933 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.37ms, fps=2657 images/s, loss=1.0085, top1-acc=70.01%, top5-acc=93.43%, remaining_time=0:00:00.586044, arrival_time=2021-04-14 21:25:09.519073, cost_time=0:00:18.558056 2021-04-14 21:25:09,479 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.14ms, fps=2490 images/s, loss=1.0103, top1-acc=69.96%, top5-acc=93.40%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:09.479680, cost_time=0:00:19.104760 2021-04-14 21:25:09,936 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=4.30ms, fps=5624 images/s, loss=1.5482, top1-acc=57.38%, top5-acc=85.94%, remaining_time=0:00:01.365540, arrival_time=2021-04-14 21:25:11.302302, cost_time=0:00:00.455181 2021-04-14 21:25:10,277 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=6.21ms, fps=7523 images/s, loss=1.5353, top1-acc=57.91%, top5-acc=85.86%, remaining_time=0:00:00.795980, arrival_time=2021-04-14 21:25:11.073531, cost_time=0:00:00.795971 2021-04-14 21:25:10,626 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=0.28ms, fps=7348 images/s, loss=1.5313, top1-acc=57.92%, top5-acc=85.98%, remaining_time=0:00:00.381620, arrival_time=2021-04-14 21:25:11.008009, cost_time=0:00:01.144858 2021-04-14 21:25:10,961 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.07ms, fps=6938 images/s, loss=1.4956, top1-acc=58.43%, top5-acc=86.00%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:10.961131, cost_time=0:00:01.479622 2021-04-14 21:25:11,169 INFO : Epoch=0040 complete, best val top1-acc=58.43%, top5-acc=86.00% (epoch=40), remaining_time=0:55:52.715520, arrival_time=2021-04-14 22:21:03.884997, cost_time=0:13:58.178894 2021-04-14 21:25:11,170 INFO : Train start, epoch=0041, lr=0.090451 2021-04-14 21:25:12,346 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=0.55ms, fps=2177 images/s, loss=0.9073, top1-acc=73.63%, top5-acc=95.00%, remaining_time=0:00:21.871740, arrival_time=2021-04-14 21:25:34.218482, cost_time=0:00:01.175897 2021-04-14 21:25:13,309 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.37ms, fps=2662 images/s, loss=0.9108, top1-acc=72.73%, top5-acc=94.80%, remaining_time=0:00:18.816160, arrival_time=2021-04-14 21:25:32.125126, cost_time=0:00:02.138209 2021-04-14 21:25:14,272 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.33ms, fps=2658 images/s, loss=0.9322, top1-acc=72.10%, top5-acc=94.39%, remaining_time=0:00:17.162408, arrival_time=2021-04-14 21:25:31.434905, cost_time=0:00:03.101651 2021-04-14 21:25:15,239 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.39ms, fps=2650 images/s, loss=0.9538, top1-acc=71.65%, top5-acc=94.06%, remaining_time=0:00:15.866604, arrival_time=2021-04-14 21:25:31.105892, cost_time=0:00:04.068366 2021-04-14 21:25:16,221 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=2.37ms, fps=2608 images/s, loss=0.9440, top1-acc=71.86%, top5-acc=94.24%, remaining_time=0:00:14.748044, arrival_time=2021-04-14 21:25:30.969809, cost_time=0:00:05.050712 2021-04-14 21:25:17,200 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.31ms, fps=2618 images/s, loss=0.9504, top1-acc=71.69%, top5-acc=94.25%, remaining_time=0:00:13.667184, arrival_time=2021-04-14 21:25:30.867615, cost_time=0:00:06.029660 2021-04-14 21:25:18,168 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.53ms, fps=2645 images/s, loss=0.9550, top1-acc=71.60%, top5-acc=94.24%, remaining_time=0:00:12.596220, arrival_time=2021-04-14 21:25:30.765033, cost_time=0:00:06.997872 2021-04-14 21:25:19,139 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.33ms, fps=2640 images/s, loss=0.9612, top1-acc=71.48%, top5-acc=94.16%, remaining_time=0:00:11.553948, arrival_time=2021-04-14 21:25:30.692945, cost_time=0:00:07.968239 2021-04-14 21:25:20,099 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.42ms, fps=2668 images/s, loss=0.9637, top1-acc=71.47%, top5-acc=94.10%, remaining_time=0:00:10.515518, arrival_time=2021-04-14 21:25:30.614530, cost_time=0:00:08.928261 2021-04-14 21:25:21,069 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.85ms, fps=2642 images/s, loss=0.9631, top1-acc=71.48%, top5-acc=94.06%, remaining_time=0:00:09.501792, arrival_time=2021-04-14 21:25:30.571437, cost_time=0:00:09.897701 2021-04-14 21:25:22,049 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.85ms, fps=2613 images/s, loss=0.9638, top1-acc=71.41%, top5-acc=94.05%, remaining_time=0:00:08.505572, arrival_time=2021-04-14 21:25:30.555482, cost_time=0:00:10.879165 2021-04-14 21:25:23,023 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.38ms, fps=2629 images/s, loss=0.9647, top1-acc=71.30%, top5-acc=94.09%, remaining_time=0:00:07.506976, arrival_time=2021-04-14 21:25:30.530860, cost_time=0:00:11.853134 2021-04-14 21:25:24,002 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.47ms, fps=2617 images/s, loss=0.9741, top1-acc=70.98%, top5-acc=93.98%, remaining_time=0:00:06.514530, arrival_time=2021-04-14 21:25:30.517059, cost_time=0:00:12.831606 2021-04-14 21:25:24,985 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.25ms, fps=2606 images/s, loss=0.9765, top1-acc=70.91%, top5-acc=93.96%, remaining_time=0:00:05.525912, arrival_time=2021-04-14 21:25:30.511438, cost_time=0:00:13.814732 2021-04-14 21:25:26,042 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.45ms, fps=2424 images/s, loss=0.9796, top1-acc=70.80%, top5-acc=93.93%, remaining_time=0:00:04.560578, arrival_time=2021-04-14 21:25:30.602750, cost_time=0:00:14.871421 2021-04-14 21:25:27,014 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.51ms, fps=2634 images/s, loss=0.9826, top1-acc=70.69%, top5-acc=93.87%, remaining_time=0:00:03.564792, arrival_time=2021-04-14 21:25:30.579211, cost_time=0:00:15.843530 2021-04-14 21:25:27,983 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.44ms, fps=2644 images/s, loss=0.9840, top1-acc=70.65%, top5-acc=93.85%, remaining_time=0:00:02.571348, arrival_time=2021-04-14 21:25:30.554689, cost_time=0:00:16.812575 2021-04-14 21:25:28,948 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.51ms, fps=2654 images/s, loss=0.9889, top1-acc=70.51%, top5-acc=93.78%, remaining_time=0:00:01.580240, arrival_time=2021-04-14 21:25:30.528664, cost_time=0:00:17.777678 2021-04-14 21:25:29,913 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.37ms, fps=2654 images/s, loss=0.9927, top1-acc=70.45%, top5-acc=93.70%, remaining_time=0:00:00.591870, arrival_time=2021-04-14 21:25:30.505219, cost_time=0:00:18.742604 2021-04-14 21:25:30,465 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=4.26ms, fps=2467 images/s, loss=0.9959, top1-acc=70.36%, top5-acc=93.65%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:30.465122, cost_time=0:00:19.294132 2021-04-14 21:25:30,981 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.42ms, fps=4991 images/s, loss=1.5333, top1-acc=57.85%, top5-acc=86.05%, remaining_time=0:00:01.538700, arrival_time=2021-04-14 21:25:32.520115, cost_time=0:00:00.512901 2021-04-14 21:25:31,351 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=0.21ms, fps=6933 images/s, loss=1.5526, top1-acc=57.56%, top5-acc=85.70%, remaining_time=0:00:00.882700, arrival_time=2021-04-14 21:25:32.233887, cost_time=0:00:00.882694 2021-04-14 21:25:31,691 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=0.30ms, fps=7535 images/s, loss=1.5542, top1-acc=57.30%, top5-acc=85.83%, remaining_time=0:00:00.407620, arrival_time=2021-04-14 21:25:32.098954, cost_time=0:00:01.222848 2021-04-14 21:25:32,001 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.07ms, fps=7501 images/s, loss=1.5563, top1-acc=57.62%, top5-acc=85.97%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:32.001052, cost_time=0:00:01.532617 2021-04-14 21:25:32,127 INFO : Epoch=0041 complete, best val top1-acc=58.43%, top5-acc=86.00% (epoch=40), remaining_time=0:55:31.776471, arrival_time=2021-04-14 22:21:03.904386, cost_time=0:14:19.137332 2021-04-14 21:25:32,129 INFO : Train start, epoch=0042, lr=0.089984 2021-04-14 21:25:33,301 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=0.35ms, fps=2184 images/s, loss=0.9156, top1-acc=73.36%, top5-acc=94.73%, remaining_time=0:00:21.806640, arrival_time=2021-04-14 21:25:55.108440, cost_time=0:00:01.172397 2021-04-14 21:25:34,279 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.85ms, fps=2620 images/s, loss=0.9148, top1-acc=73.26%, top5-acc=94.69%, remaining_time=0:00:18.922112, arrival_time=2021-04-14 21:25:53.201756, cost_time=0:00:02.150237 2021-04-14 21:25:35,245 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.38ms, fps=2653 images/s, loss=0.9373, top1-acc=72.34%, top5-acc=94.31%, remaining_time=0:00:17.241922, arrival_time=2021-04-14 21:25:52.487205, cost_time=0:00:03.116008 2021-04-14 21:25:36,217 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.40ms, fps=2634 images/s, loss=0.9401, top1-acc=71.87%, top5-acc=94.39%, remaining_time=0:00:15.944448, arrival_time=2021-04-14 21:25:52.162135, cost_time=0:00:04.088327 2021-04-14 21:25:37,186 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.38ms, fps=2645 images/s, loss=0.9414, top1-acc=71.96%, top5-acc=94.27%, remaining_time=0:00:14.765272, arrival_time=2021-04-14 21:25:51.951244, cost_time=0:00:05.056617 2021-04-14 21:25:38,147 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.53ms, fps=2663 images/s, loss=0.9474, top1-acc=71.74%, top5-acc=94.37%, remaining_time=0:00:13.641752, arrival_time=2021-04-14 21:25:51.789425, cost_time=0:00:06.018400 2021-04-14 21:25:39,107 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.50ms, fps=2668 images/s, loss=0.9496, top1-acc=71.71%, top5-acc=94.26%, remaining_time=0:00:12.560688, arrival_time=2021-04-14 21:25:51.668192, cost_time=0:00:06.978154 2021-04-14 21:25:40,071 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.35ms, fps=2657 images/s, loss=0.9529, top1-acc=71.73%, top5-acc=94.21%, remaining_time=0:00:11.516016, arrival_time=2021-04-14 21:25:51.587387, cost_time=0:00:07.942082 2021-04-14 21:25:41,038 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.44ms, fps=2648 images/s, loss=0.9604, top1-acc=71.54%, top5-acc=94.08%, remaining_time=0:00:10.493046, arrival_time=2021-04-14 21:25:51.531566, cost_time=0:00:08.909184 2021-04-14 21:25:42,009 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.95ms, fps=2639 images/s, loss=0.9617, top1-acc=71.47%, top5-acc=94.01%, remaining_time=0:00:09.484416, arrival_time=2021-04-14 21:25:51.493421, cost_time=0:00:09.879646 2021-04-14 21:25:42,973 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.48ms, fps=2656 images/s, loss=0.9610, top1-acc=71.44%, top5-acc=94.01%, remaining_time=0:00:08.478224, arrival_time=2021-04-14 21:25:51.451679, cost_time=0:00:10.844192 2021-04-14 21:25:43,935 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=2.05ms, fps=2664 images/s, loss=0.9602, top1-acc=71.51%, top5-acc=93.95%, remaining_time=0:00:07.476880, arrival_time=2021-04-14 21:25:51.411852, cost_time=0:00:11.805615 2021-04-14 21:25:44,901 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.47ms, fps=2651 images/s, loss=0.9630, top1-acc=71.39%, top5-acc=93.92%, remaining_time=0:00:06.484236, arrival_time=2021-04-14 21:25:51.385567, cost_time=0:00:12.772043 2021-04-14 21:25:45,866 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=2.63ms, fps=2653 images/s, loss=0.9689, top1-acc=71.18%, top5-acc=93.83%, remaining_time=0:00:05.495000, arrival_time=2021-04-14 21:25:51.361801, cost_time=0:00:13.737468 2021-04-14 21:25:46,849 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.40ms, fps=2607 images/s, loss=0.9723, top1-acc=71.14%, top5-acc=93.84%, remaining_time=0:00:04.514118, arrival_time=2021-04-14 21:25:51.363421, cost_time=0:00:14.719997 2021-04-14 21:25:47,812 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.69ms, fps=2659 images/s, loss=0.9763, top1-acc=71.00%, top5-acc=93.76%, remaining_time=0:00:03.528720, arrival_time=2021-04-14 21:25:51.341310, cost_time=0:00:15.683219 2021-04-14 21:25:48,773 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.28ms, fps=2667 images/s, loss=0.9793, top1-acc=70.90%, top5-acc=93.75%, remaining_time=0:00:02.545530, arrival_time=2021-04-14 21:25:51.318665, cost_time=0:00:16.643829 2021-04-14 21:25:49,757 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.34ms, fps=2603 images/s, loss=0.9823, top1-acc=70.85%, top5-acc=93.71%, remaining_time=0:00:01.566928, arrival_time=2021-04-14 21:25:51.324090, cost_time=0:00:17.627894 2021-04-14 21:25:50,740 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.44ms, fps=2605 images/s, loss=0.9852, top1-acc=70.75%, top5-acc=93.70%, remaining_time=0:00:00.587718, arrival_time=2021-04-14 21:25:51.328043, cost_time=0:00:18.610984 2021-04-14 21:25:51,299 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.68ms, fps=2435 images/s, loss=0.9871, top1-acc=70.67%, top5-acc=93.71%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:51.299599, cost_time=0:00:19.170177 2021-04-14 21:25:51,804 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.44ms, fps=5099 images/s, loss=1.5409, top1-acc=57.34%, top5-acc=86.41%, remaining_time=0:00:01.506120, arrival_time=2021-04-14 21:25:53.310889, cost_time=0:00:00.502039 2021-04-14 21:25:52,226 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=2.14ms, fps=6077 images/s, loss=1.5597, top1-acc=57.42%, top5-acc=85.70%, remaining_time=0:00:00.923740, arrival_time=2021-04-14 21:25:53.150217, cost_time=0:00:00.923748 2021-04-14 21:25:52,641 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=0.29ms, fps=6173 images/s, loss=1.5611, top1-acc=57.46%, top5-acc=85.47%, remaining_time=0:00:00.446290, arrival_time=2021-04-14 21:25:53.087913, cost_time=0:00:01.338883 2021-04-14 21:25:52,973 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.08ms, fps=6998 images/s, loss=1.5376, top1-acc=57.70%, top5-acc=85.35%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:52.973558, cost_time=0:00:01.670883 2021-04-14 21:25:53,118 INFO : Epoch=0042 complete, best val top1-acc=58.43%, top5-acc=86.00% (epoch=40), remaining_time=0:55:10.958098, arrival_time=2021-04-14 22:21:04.076767, cost_time=0:14:40.128088 2021-04-14 21:25:53,119 INFO : Train start, epoch=0043, lr=0.089508 2021-04-14 21:25:54,280 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.47ms, fps=2207 images/s, loss=0.9533, top1-acc=70.82%, top5-acc=94.65%, remaining_time=0:00:21.579720, arrival_time=2021-04-14 21:26:15.859916, cost_time=0:00:01.160198 2021-04-14 21:25:55,244 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=2.10ms, fps=2657 images/s, loss=0.9605, top1-acc=71.35%, top5-acc=94.26%, remaining_time=0:00:18.692256, arrival_time=2021-04-14 21:26:13.936427, cost_time=0:00:02.124112 2021-04-14 21:25:56,217 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.38ms, fps=2633 images/s, loss=0.9392, top1-acc=71.93%, top5-acc=94.32%, remaining_time=0:00:17.136678, arrival_time=2021-04-14 21:26:13.353676, cost_time=0:00:03.096985 2021-04-14 21:25:57,187 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.98ms, fps=2640 images/s, loss=0.9240, top1-acc=72.26%, top5-acc=94.43%, remaining_time=0:00:15.862080, arrival_time=2021-04-14 21:26:13.049423, cost_time=0:00:04.067192 2021-04-14 21:25:58,153 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.47ms, fps=2653 images/s, loss=0.9200, top1-acc=72.43%, top5-acc=94.55%, remaining_time=0:00:14.696360, arrival_time=2021-04-14 21:26:12.849364, cost_time=0:00:05.032999 2021-04-14 21:25:59,129 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.41ms, fps=2624 images/s, loss=0.9256, top1-acc=72.21%, top5-acc=94.56%, remaining_time=0:00:13.620536, arrival_time=2021-04-14 21:26:12.749629, cost_time=0:00:06.009046 2021-04-14 21:26:00,109 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=2.63ms, fps=2611 images/s, loss=0.9352, top1-acc=71.95%, top5-acc=94.49%, remaining_time=0:00:12.581856, arrival_time=2021-04-14 21:26:12.691755, cost_time=0:00:06.989906 2021-04-14 21:26:01,087 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.31ms, fps=2621 images/s, loss=0.9395, top1-acc=71.85%, top5-acc=94.41%, remaining_time=0:00:11.552324, arrival_time=2021-04-14 21:26:12.639437, cost_time=0:00:07.967113 2021-04-14 21:26:02,044 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.40ms, fps=2674 images/s, loss=0.9439, top1-acc=71.64%, top5-acc=94.35%, remaining_time=0:00:10.511490, arrival_time=2021-04-14 21:26:12.556368, cost_time=0:00:08.924876 2021-04-14 21:26:03,008 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.38ms, fps=2659 images/s, loss=0.9523, top1-acc=71.32%, top5-acc=94.27%, remaining_time=0:00:09.492672, arrival_time=2021-04-14 21:26:12.500942, cost_time=0:00:09.888187 2021-04-14 21:26:03,987 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.44ms, fps=2616 images/s, loss=0.9536, top1-acc=71.29%, top5-acc=94.25%, remaining_time=0:00:08.496198, arrival_time=2021-04-14 21:26:12.483481, cost_time=0:00:10.867280 2021-04-14 21:26:04,946 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.40ms, fps=2670 images/s, loss=0.9558, top1-acc=71.17%, top5-acc=94.21%, remaining_time=0:00:07.490028, arrival_time=2021-04-14 21:26:12.436398, cost_time=0:00:11.826379 2021-04-14 21:26:05,917 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.71ms, fps=2638 images/s, loss=0.9591, top1-acc=71.13%, top5-acc=94.17%, remaining_time=0:00:06.496974, arrival_time=2021-04-14 21:26:12.414040, cost_time=0:00:12.797049 2021-04-14 21:26:06,880 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.42ms, fps=2657 images/s, loss=0.9625, top1-acc=70.98%, top5-acc=94.13%, remaining_time=0:00:05.504352, arrival_time=2021-04-14 21:26:12.385225, cost_time=0:00:13.760880 2021-04-14 21:26:07,840 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.39ms, fps=2668 images/s, loss=0.9647, top1-acc=70.90%, top5-acc=94.11%, remaining_time=0:00:04.514348, arrival_time=2021-04-14 21:26:12.355124, cost_time=0:00:14.720742 2021-04-14 21:26:08,808 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.49ms, fps=2646 images/s, loss=0.9702, top1-acc=70.71%, top5-acc=94.03%, remaining_time=0:00:03.529980, arrival_time=2021-04-14 21:26:12.338716, cost_time=0:00:15.688732 2021-04-14 21:26:09,780 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.37ms, fps=2637 images/s, loss=0.9756, top1-acc=70.62%, top5-acc=93.95%, remaining_time=0:00:02.548000, arrival_time=2021-04-14 21:26:12.328011, cost_time=0:00:16.659930 2021-04-14 21:26:10,745 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=2.09ms, fps=2654 images/s, loss=0.9777, top1-acc=70.64%, top5-acc=93.89%, remaining_time=0:00:01.566672, arrival_time=2021-04-14 21:26:12.311746, cost_time=0:00:17.625021 2021-04-14 21:26:11,717 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.42ms, fps=2638 images/s, loss=0.9794, top1-acc=70.66%, top5-acc=93.88%, remaining_time=0:00:00.587286, arrival_time=2021-04-14 21:26:12.304748, cost_time=0:00:18.597466 2021-04-14 21:26:12,261 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.25ms, fps=2503 images/s, loss=0.9781, top1-acc=70.72%, top5-acc=93.91%, remaining_time=0:00:00, arrival_time=2021-04-14 21:26:12.261090, cost_time=0:00:19.141097 2021-04-14 21:26:12,782 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.32ms, fps=4922 images/s, loss=1.6337, top1-acc=55.27%, top5-acc=83.91%, remaining_time=0:00:01.560300, arrival_time=2021-04-14 21:26:14.343233, cost_time=0:00:00.520100 2021-04-14 21:26:13,136 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=0.43ms, fps=7256 images/s, loss=1.6339, top1-acc=55.62%, top5-acc=83.95%, remaining_time=0:00:00.873280, arrival_time=2021-04-14 21:26:14.009415, cost_time=0:00:00.873274 2021-04-14 21:26:13,470 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=0.27ms, fps=7669 images/s, loss=1.6381, top1-acc=55.68%, top5-acc=83.92%, remaining_time=0:00:00.402520, arrival_time=2021-04-14 21:26:13.872911, cost_time=0:00:01.207562 2021-04-14 21:26:13,788 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.11ms, fps=7303 images/s, loss=1.6675, top1-acc=55.27%, top5-acc=83.69%, remaining_time=0:00:00, arrival_time=2021-04-14 21:26:13.788456, cost_time=0:00:01.525602 2021-04-14 21:26:13,945 INFO : Epoch=0043 complete, best val top1-acc=58.43%, top5-acc=86.00% (epoch=40), remaining_time=0:54:49.531824, arrival_time=2021-04-14 22:21:03.476991, cost_time=0:15:00.954592 2021-04-14 21:26:13,946 INFO : Train start, epoch=0044, lr=0.089022 2021-04-14 21:26:15,124 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=0.44ms, fps=2173 images/s, loss=0.9191, top1-acc=72.77%, top5-acc=94.73%, remaining_time=0:00:21.910428, arrival_time=2021-04-14 21:26:37.034860, cost_time=0:00:01.177976 2021-04-14 21:26:16,110 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.37ms, fps=2599 images/s, loss=0.9237, top1-acc=72.97%, top5-acc=94.55%, remaining_time=0:00:19.039856, arrival_time=2021-04-14 21:26:35.150013, cost_time=0:00:02.163623 2021-04-14 21:26:17,088 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.81ms, fps=2619 images/s, loss=0.9219, top1-acc=72.86%, top5-acc=94.73%, remaining_time=0:00:17.383354, arrival_time=2021-04-14 21:26:34.471454, cost_time=0:00:03.141574 2021-04-14 21:26:18,058 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=2.33ms, fps=2640 images/s, loss=0.9221, top1-acc=72.72%, top5-acc=94.52%, remaining_time=0:00:16.036488, arrival_time=2021-04-14 21:26:34.094958, cost_time=0:00:04.111939 2021-04-14 21:26:19,127 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.99ms, fps=2396 images/s, loss=0.9258, top1-acc=72.43%, top5-acc=94.53%, remaining_time=0:00:15.128228, arrival_time=2021-04-14 21:26:34.255581, cost_time=0:00:05.180908 2021-04-14 21:26:20,111 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.86ms, fps=2601 images/s, loss=0.9285, top1-acc=72.27%, top5-acc=94.49%, remaining_time=0:00:13.974816, arrival_time=2021-04-14 21:26:34.086698, cost_time=0:00:06.165334 2021-04-14 21:26:21,087 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=2.23ms, fps=2624 images/s, loss=0.9242, top1-acc=72.35%, top5-acc=94.56%, remaining_time=0:00:12.854646, arrival_time=2021-04-14 21:26:33.942568, cost_time=0:00:07.141446 2021-04-14 21:26:22,070 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.82ms, fps=2606 images/s, loss=0.9334, top1-acc=72.18%, top5-acc=94.38%, remaining_time=0:00:11.779916, arrival_time=2021-04-14 21:26:33.850554, cost_time=0:00:08.124102 2021-04-14 21:26:23,041 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.86ms, fps=2639 images/s, loss=0.9424, top1-acc=71.90%, top5-acc=94.25%, remaining_time=0:00:10.711724, arrival_time=2021-04-14 21:26:33.753006, cost_time=0:00:09.094842 2021-04-14 21:26:24,021 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.39ms, fps=2614 images/s, loss=0.9487, top1-acc=71.71%, top5-acc=94.18%, remaining_time=0:00:09.671616, arrival_time=2021-04-14 21:26:33.692790, cost_time=0:00:10.074649 2021-04-14 21:26:24,985 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.56ms, fps=2657 images/s, loss=0.9537, top1-acc=71.61%, top5-acc=94.09%, remaining_time=0:00:08.630186, arrival_time=2021-04-14 21:26:33.615213, cost_time=0:00:11.038564 2021-04-14 21:26:25,957 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.57ms, fps=2633 images/s, loss=0.9578, top1-acc=71.46%, top5-acc=94.03%, remaining_time=0:00:07.607068, arrival_time=2021-04-14 21:26:33.564753, cost_time=0:00:12.011201 2021-04-14 21:26:26,950 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.47ms, fps=2580 images/s, loss=0.9564, top1-acc=71.59%, top5-acc=94.05%, remaining_time=0:00:06.601980, arrival_time=2021-04-14 21:26:33.552427, cost_time=0:00:13.003913 2021-04-14 21:26:27,931 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.85ms, fps=2611 images/s, loss=0.9622, top1-acc=71.46%, top5-acc=93.96%, remaining_time=0:00:05.594008, arrival_time=2021-04-14 21:26:33.525476, cost_time=0:00:13.984968 2021-04-14 21:26:28,921 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.49ms, fps=2588 images/s, loss=0.9619, top1-acc=71.41%, top5-acc=93.97%, remaining_time=0:00:04.592272, arrival_time=2021-04-14 21:26:33.513616, cost_time=0:00:14.974853 2021-04-14 21:26:29,893 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.33ms, fps=2635 images/s, loss=0.9652, top1-acc=71.29%, top5-acc=93.93%, remaining_time=0:00:03.588012, arrival_time=2021-04-14 21:26:33.481242, cost_time=0:00:15.946780 2021-04-14 21:26:30,920 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.40ms, fps=2494 images/s, loss=0.9659, top1-acc=71.28%, top5-acc=93.93%, remaining_time=0:00:02.595996, arrival_time=2021-04-14 21:26:33.516330, cost_time=0:00:16.973802 2021-04-14 21:26:31,885 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.51ms, fps=2654 images/s, loss=0.9682, top1-acc=71.20%, top5-acc=93.91%, remaining_time=0:00:01.594560, arrival_time=2021-04-14 21:26:33.480108, cost_time=0:00:17.938828 2021-04-14 21:26:32,855 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.17ms, fps=2642 images/s, loss=0.9697, top1-acc=71.14%, top5-acc=93.88%, remaining_time=0:00:00.597114, arrival_time=2021-04-14 21:26:33.452200, cost_time=0:00:18.908639 2021-04-14 21:26:33,400 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.37ms, fps=2495 images/s, loss=0.9702, top1-acc=71.13%, top5-acc=93.87%, remaining_time=0:00:00, arrival_time=2021-04-14 21:26:33.400587, cost_time=0:00:19.454141 2021-04-14 21:26:33,893 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=25.38ms, fps=5214 images/s, loss=1.4546, top1-acc=59.84%, top5-acc=86.72%, remaining_time=0:00:01.472820, arrival_time=2021-04-14 21:26:35.366149, cost_time=0:00:00.490943 2021-04-14 21:26:34,262 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=0.28ms, fps=6944 images/s, loss=1.4810, top1-acc=58.63%, top5-acc=86.62%, remaining_time=0:00:00.860100, arrival_time=2021-04-14 21:26:35.122582, cost_time=0:00:00.860107 2021-04-14 21:26:34,634 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=26.74ms, fps=6886 images/s, loss=1.5002, top1-acc=58.20%, top5-acc=86.15%, remaining_time=0:00:00.410790, arrival_time=2021-04-14 21:26:35.045491, cost_time=0:00:01.232371 2021-04-14 21:26:34,936 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.06ms, fps=7706 images/s, loss=1.4908, top1-acc=58.88%, top5-acc=86.37%, remaining_time=0:00:00, arrival_time=2021-04-14 21:26:34.936096, cost_time=0:00:01.533792 2021-04-14 21:26:35,219 INFO : Epoch=0044 complete, best val top1-acc=58.88%, top5-acc=86.37% (epoch=44), remaining_time=0:54:29.722092, arrival_time=2021-04-14 22:21:04.942009, cost_time=0:15:22.229328 2021-04-14 21:26:35,221 INFO : Train start, epoch=0045, lr=0.088526 2021-04-14 21:26:36,353 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=2.58ms, fps=2262 images/s, loss=0.9251, top1-acc=73.28%, top5-acc=94.77%, remaining_time=0:00:21.048876, arrival_time=2021-04-14 21:26:57.401907, cost_time=0:00:01.131660 2021-04-14 21:26:37,316 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.45ms, fps=2659 images/s, loss=0.9314, top1-acc=72.91%, top5-acc=94.65%, remaining_time=0:00:18.436352, arrival_time=2021-04-14 21:26:55.752760, cost_time=0:00:02.095030 2021-04-14 21:26:38,276 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.38ms, fps=2670 images/s, loss=0.9248, top1-acc=72.93%, top5-acc=94.65%, remaining_time=0:00:16.901622, arrival_time=2021-04-14 21:26:55.177583, cost_time=0:00:03.054506 2021-04-14 21:26:39,250 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.83ms, fps=2628 images/s, loss=0.9187, top1-acc=72.92%, top5-acc=94.82%, remaining_time=0:00:15.714660, arrival_time=2021-04-14 21:26:54.965331, cost_time=0:00:04.029396 2021-04-14 21:26:40,226 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.49ms, fps=2625 images/s, loss=0.9119, top1-acc=72.92%, top5-acc=94.83%, remaining_time=0:00:14.614746, arrival_time=2021-04-14 21:26:54.841152, cost_time=0:00:05.005037 2021-04-14 21:26:41,213 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=2.24ms, fps=2596 images/s, loss=0.9155, top1-acc=72.80%, top5-acc=94.69%, remaining_time=0:00:13.581504, arrival_time=2021-04-14 21:26:54.794688, cost_time=0:00:05.991828 2021-04-14 21:26:42,175 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.53ms, fps=2661 images/s, loss=0.9288, top1-acc=72.30%, top5-acc=94.50%, remaining_time=0:00:12.517974, arrival_time=2021-04-14 21:26:54.693701, cost_time=0:00:06.954431 2021-04-14 21:26:43,137 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.28ms, fps=2663 images/s, loss=0.9318, top1-acc=72.14%, top5-acc=94.43%, remaining_time=0:00:11.478664, arrival_time=2021-04-14 21:26:54.616288, cost_time=0:00:07.916311 2021-04-14 21:26:44,129 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=2.02ms, fps=2582 images/s, loss=0.9371, top1-acc=72.01%, top5-acc=94.37%, remaining_time=0:00:10.491774, arrival_time=2021-04-14 21:26:54.621351, cost_time=0:00:08.908100 2021-04-14 21:26:45,159 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=5.41ms, fps=2488 images/s, loss=0.9447, top1-acc=71.75%, top5-acc=94.32%, remaining_time=0:00:09.540192, arrival_time=2021-04-14 21:26:54.699250, cost_time=0:00:09.937731 2021-04-14 21:26:46,179 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.57ms, fps=2510 images/s, loss=0.9518, top1-acc=71.48%, top5-acc=94.20%, remaining_time=0:00:08.567406, arrival_time=2021-04-14 21:26:54.747101, cost_time=0:00:10.958272 2021-04-14 21:26:47,152 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.82ms, fps=2633 images/s, loss=0.9565, top1-acc=71.40%, top5-acc=94.14%, remaining_time=0:00:07.556528, arrival_time=2021-04-14 21:26:54.709202, cost_time=0:00:11.931388 2021-04-14 21:26:48,133 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.82ms, fps=2610 images/s, loss=0.9580, top1-acc=71.35%, top5-acc=94.13%, remaining_time=0:00:06.555648, arrival_time=2021-04-14 21:26:54.689541, cost_time=0:00:12.912621 2021-04-14 21:26:49,112 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.77ms, fps=2618 images/s, loss=0.9592, top1-acc=71.34%, top5-acc=94.12%, remaining_time=0:00:05.556376, arrival_time=2021-04-14 21:26:54.668714, cost_time=0:00:13.890972 2021-04-14 21:26:50,079 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.88ms, fps=2648 images/s, loss=0.9630, top1-acc=71.24%, top5-acc=94.09%, remaining_time=0:00:04.556576, arrival_time=2021-04-14 21:26:54.636196, cost_time=0:00:14.858325 2021-04-14 21:26:51,038 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.38ms, fps=2670 images/s, loss=0.9657, top1-acc=71.19%, top5-acc=94.05%, remaining_time=0:00:03.558924, arrival_time=2021-04-14 21:26:54.597699, cost_time=0:00:15.817454 2021-04-14 21:26:52,004 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.37ms, fps=2652 images/s, loss=0.9659, top1-acc=71.17%, top5-acc=94.05%, remaining_time=0:00:02.566850, arrival_time=2021-04-14 21:26:54.571340, cost_time=0:00:16.783203 2021-04-14 21:26:52,969 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.47ms, fps=2654 images/s, loss=0.9664, top1-acc=71.12%, top5-acc=94.04%, remaining_time=0:00:01.577616, arrival_time=2021-04-14 21:26:54.547297, cost_time=0:00:17.748250 2021-04-14 21:26:53,956 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.17ms, fps=2595 images/s, loss=0.9673, top1-acc=71.08%, top5-acc=94.02%, remaining_time=0:00:00.591648, arrival_time=2021-04-14 21:26:54.548547, cost_time=0:00:18.735563 2021-04-14 21:26:54,501 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.19ms, fps=2499 images/s, loss=0.9696, top1-acc=71.05%, top5-acc=94.00%, remaining_time=0:00:00, arrival_time=2021-04-14 21:26:54.501579, cost_time=0:00:19.280308 2021-04-14 21:26:54,948 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=1.87ms, fps=5747 images/s, loss=1.6507, top1-acc=55.55%, top5-acc=83.71%, remaining_time=0:00:01.336410, arrival_time=2021-04-14 21:26:56.285291, cost_time=0:00:00.445467 2021-04-14 21:26:55,310 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=0.44ms, fps=7096 images/s, loss=1.6739, top1-acc=55.18%, top5-acc=83.73%, remaining_time=0:00:00.806720, arrival_time=2021-04-14 21:26:56.116847, cost_time=0:00:00.806727 2021-04-14 21:26:55,639 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.43ms, fps=7788 images/s, loss=1.6730, top1-acc=54.96%, top5-acc=83.55%, remaining_time=0:00:00.378640, arrival_time=2021-04-14 21:26:56.017891, cost_time=0:00:01.135908 2021-04-14 21:26:55,947 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.08ms, fps=7539 images/s, loss=1.6759, top1-acc=54.68%, top5-acc=83.44%, remaining_time=0:00:00, arrival_time=2021-04-14 21:26:55.947326, cost_time=0:00:01.443978 2021-04-14 21:26:56,060 INFO : Epoch=0045 complete, best val top1-acc=58.88%, top5-acc=86.37% (epoch=44), remaining_time=0:54:08.350810, arrival_time=2021-04-14 22:21:04.410984, cost_time=0:15:43.069596 2021-04-14 21:26:56,061 INFO : Train start, epoch=0046, lr=0.088020 2021-04-14 21:26:57,198 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=0.24ms, fps=2253 images/s, loss=0.9285, top1-acc=71.17%, top5-acc=94.65%, remaining_time=0:00:21.135366, arrival_time=2021-04-14 21:27:18.333303, cost_time=0:00:01.136309 2021-04-14 21:26:58,166 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.72ms, fps=2644 images/s, loss=0.9250, top1-acc=71.84%, top5-acc=95.00%, remaining_time=0:00:18.525584, arrival_time=2021-04-14 21:27:16.692348, cost_time=0:00:02.105180 2021-04-14 21:26:59,133 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.54ms, fps=2650 images/s, loss=0.9268, top1-acc=71.77%, top5-acc=94.77%, remaining_time=0:00:16.996408, arrival_time=2021-04-14 21:27:16.129733, cost_time=0:00:03.071650 2021-04-14 21:27:00,110 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=2.05ms, fps=2622 images/s, loss=0.9162, top1-acc=72.14%, top5-acc=94.85%, remaining_time=0:00:15.790788, arrival_time=2021-04-14 21:27:15.901227, cost_time=0:00:04.048917 2021-04-14 21:27:01,082 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.45ms, fps=2635 images/s, loss=0.9190, top1-acc=72.08%, top5-acc=94.80%, remaining_time=0:00:14.660882, arrival_time=2021-04-14 21:27:15.743318, cost_time=0:00:05.020866 2021-04-14 21:27:02,050 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.41ms, fps=2646 images/s, loss=0.9229, top1-acc=72.04%, top5-acc=94.69%, remaining_time=0:00:13.575112, arrival_time=2021-04-14 21:27:15.625604, cost_time=0:00:05.988997 2021-04-14 21:27:03,017 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.38ms, fps=2648 images/s, loss=0.9256, top1-acc=72.10%, top5-acc=94.55%, remaining_time=0:00:12.520872, arrival_time=2021-04-14 21:27:15.538478, cost_time=0:00:06.956038 2021-04-14 21:27:03,976 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.40ms, fps=2673 images/s, loss=0.9341, top1-acc=71.89%, top5-acc=94.39%, remaining_time=0:00:11.475996, arrival_time=2021-04-14 21:27:15.451989, cost_time=0:00:07.914510 2021-04-14 21:27:04,935 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.42ms, fps=2669 images/s, loss=0.9331, top1-acc=71.97%, top5-acc=94.45%, remaining_time=0:00:10.451600, arrival_time=2021-04-14 21:27:15.387084, cost_time=0:00:08.873961 2021-04-14 21:27:05,910 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.35ms, fps=2627 images/s, loss=0.9321, top1-acc=71.99%, top5-acc=94.43%, remaining_time=0:00:09.454944, arrival_time=2021-04-14 21:27:15.365460, cost_time=0:00:09.848944 2021-04-14 21:27:06,871 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.49ms, fps=2666 images/s, loss=0.9336, top1-acc=71.86%, top5-acc=94.44%, remaining_time=0:00:08.451392, arrival_time=2021-04-14 21:27:15.322850, cost_time=0:00:10.809953 2021-04-14 21:27:07,839 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.82ms, fps=2648 images/s, loss=0.9379, top1-acc=71.77%, top5-acc=94.41%, remaining_time=0:00:07.458944, arrival_time=2021-04-14 21:27:15.297850, cost_time=0:00:11.777292 2021-04-14 21:27:08,808 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.59ms, fps=2642 images/s, loss=0.9389, top1-acc=71.74%, top5-acc=94.37%, remaining_time=0:00:06.471432, arrival_time=2021-04-14 21:27:15.279676, cost_time=0:00:12.746774 2021-04-14 21:27:09,767 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.53ms, fps=2669 images/s, loss=0.9449, top1-acc=71.63%, top5-acc=94.22%, remaining_time=0:00:05.482456, arrival_time=2021-04-14 21:27:15.250107, cost_time=0:00:13.706175 2021-04-14 21:27:10,763 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.50ms, fps=2571 images/s, loss=0.9484, top1-acc=71.49%, top5-acc=94.22%, remaining_time=0:00:04.508690, arrival_time=2021-04-14 21:27:15.272474, cost_time=0:00:14.702276 2021-04-14 21:27:11,761 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=2.18ms, fps=2569 images/s, loss=0.9515, top1-acc=71.36%, top5-acc=94.15%, remaining_time=0:00:03.532356, arrival_time=2021-04-14 21:27:15.293339, cost_time=0:00:15.699324 2021-04-14 21:27:12,752 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.45ms, fps=2587 images/s, loss=0.9556, top1-acc=71.28%, top5-acc=94.09%, remaining_time=0:00:02.552680, arrival_time=2021-04-14 21:27:15.304775, cost_time=0:00:16.690584 2021-04-14 21:27:13,719 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.90ms, fps=2647 images/s, loss=0.9567, top1-acc=71.32%, top5-acc=94.08%, remaining_time=0:00:01.569616, arrival_time=2021-04-14 21:27:15.289313, cost_time=0:00:17.658218 2021-04-14 21:27:14,683 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.89ms, fps=2658 images/s, loss=0.9588, top1-acc=71.28%, top5-acc=94.04%, remaining_time=0:00:00.588048, arrival_time=2021-04-14 21:27:15.271214, cost_time=0:00:18.621602 2021-04-14 21:27:15,254 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.49ms, fps=2409 images/s, loss=0.9616, top1-acc=71.23%, top5-acc=94.00%, remaining_time=0:00:00, arrival_time=2021-04-14 21:27:15.248407, cost_time=0:00:19.186849 2021-04-14 21:27:15,855 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=0.41ms, fps=4279 images/s, loss=1.5710, top1-acc=57.15%, top5-acc=85.98%, remaining_time=0:00:01.794870, arrival_time=2021-04-14 21:27:17.650534, cost_time=0:00:00.598290 2021-04-14 21:27:16,188 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=0.42ms, fps=7707 images/s, loss=1.5768, top1-acc=56.72%, top5-acc=86.13%, remaining_time=0:00:00.930960, arrival_time=2021-04-14 21:27:17.119270, cost_time=0:00:00.930960 2021-04-14 21:27:16,526 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=0.40ms, fps=7580 images/s, loss=1.5844, top1-acc=57.06%, top5-acc=85.59%, remaining_time=0:00:00.423060, arrival_time=2021-04-14 21:27:16.949583, cost_time=0:00:01.269173 2021-04-14 21:27:16,834 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.07ms, fps=7541 images/s, loss=1.6009, top1-acc=56.53%, top5-acc=85.10%, remaining_time=0:00:00, arrival_time=2021-04-14 21:27:16.834619, cost_time=0:00:01.577305 2021-04-14 21:27:16,909 INFO : Epoch=0046 complete, best val top1-acc=58.88%, top5-acc=86.37% (epoch=44), remaining_time=0:53:47.031500, arrival_time=2021-04-14 22:21:03.940553, cost_time=0:16:03.918477 2021-04-14 21:27:16,910 INFO : Train start, epoch=0047, lr=0.087506 2021-04-14 21:27:18,108 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.44ms, fps=2138 images/s, loss=0.9268, top1-acc=71.99%, top5-acc=93.95%, remaining_time=0:00:22.274244, arrival_time=2021-04-14 21:27:40.382216, cost_time=0:00:01.197539 2021-04-14 21:27:19,080 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=2.07ms, fps=2634 images/s, loss=0.8987, top1-acc=73.03%, top5-acc=94.67%, remaining_time=0:00:19.095824, arrival_time=2021-04-14 21:27:38.176362, cost_time=0:00:02.169979 2021-04-14 21:27:20,062 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=2.16ms, fps=2610 images/s, loss=0.9006, top1-acc=73.14%, top5-acc=94.62%, remaining_time=0:00:17.439628, arrival_time=2021-04-14 21:27:37.501715, cost_time=0:00:03.151753 2021-04-14 21:27:21,039 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.55ms, fps=2621 images/s, loss=0.9018, top1-acc=73.26%, top5-acc=94.73%, remaining_time=0:00:16.101852, arrival_time=2021-04-14 21:27:37.140955, cost_time=0:00:04.128693 2021-04-14 21:27:22,009 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.65ms, fps=2640 images/s, loss=0.8971, top1-acc=73.32%, top5-acc=94.76%, remaining_time=0:00:14.889080, arrival_time=2021-04-14 21:27:36.898480, cost_time=0:00:05.098982 2021-04-14 21:27:22,975 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.47ms, fps=2652 images/s, loss=0.9031, top1-acc=73.26%, top5-acc=94.73%, remaining_time=0:00:13.747288, arrival_time=2021-04-14 21:27:36.722630, cost_time=0:00:06.065007 2021-04-14 21:27:23,940 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.44ms, fps=2654 images/s, loss=0.9053, top1-acc=73.21%, top5-acc=94.67%, remaining_time=0:00:12.653676, arrival_time=2021-04-14 21:27:36.593909, cost_time=0:00:07.029813 2021-04-14 21:27:24,903 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.48ms, fps=2659 images/s, loss=0.9051, top1-acc=73.16%, top5-acc=94.70%, remaining_time=0:00:11.590024, arrival_time=2021-04-14 21:27:36.493447, cost_time=0:00:07.993088 2021-04-14 21:27:25,868 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.40ms, fps=2655 images/s, loss=0.9131, top1-acc=72.97%, top5-acc=94.61%, remaining_time=0:00:10.550180, arrival_time=2021-04-14 21:27:36.418447, cost_time=0:00:08.957743 2021-04-14 21:27:26,840 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=2.70ms, fps=2635 images/s, loss=0.9209, top1-acc=72.63%, top5-acc=94.55%, remaining_time=0:00:09.532992, arrival_time=2021-04-14 21:27:36.373639, cost_time=0:00:09.930235 2021-04-14 21:27:27,805 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.48ms, fps=2654 images/s, loss=0.9223, top1-acc=72.59%, top5-acc=94.55%, remaining_time=0:00:08.518128, arrival_time=2021-04-14 21:27:36.323722, cost_time=0:00:10.895256 2021-04-14 21:27:28,777 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.43ms, fps=2637 images/s, loss=0.9284, top1-acc=72.36%, top5-acc=94.48%, remaining_time=0:00:07.515488, arrival_time=2021-04-14 21:27:36.292440, cost_time=0:00:11.866524 2021-04-14 21:27:29,742 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.56ms, fps=2652 images/s, loss=0.9348, top1-acc=72.19%, top5-acc=94.37%, remaining_time=0:00:06.514992, arrival_time=2021-04-14 21:27:36.257853, cost_time=0:00:12.832527 2021-04-14 21:27:30,713 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.49ms, fps=2637 images/s, loss=0.9367, top1-acc=72.12%, top5-acc=94.39%, remaining_time=0:00:05.521432, arrival_time=2021-04-14 21:27:36.235291, cost_time=0:00:13.803523 2021-04-14 21:27:31,685 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.46ms, fps=2637 images/s, loss=0.9402, top1-acc=72.02%, top5-acc=94.34%, remaining_time=0:00:04.530908, arrival_time=2021-04-14 21:27:36.216167, cost_time=0:00:14.774735 2021-04-14 21:27:32,668 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.51ms, fps=2606 images/s, loss=0.9423, top1-acc=71.95%, top5-acc=94.32%, remaining_time=0:00:03.545532, arrival_time=2021-04-14 21:27:36.213835, cost_time=0:00:15.757962 2021-04-14 21:27:33,629 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.36ms, fps=2666 images/s, loss=0.9456, top1-acc=71.82%, top5-acc=94.28%, remaining_time=0:00:02.556996, arrival_time=2021-04-14 21:27:36.186081, cost_time=0:00:16.718744 2021-04-14 21:27:34,610 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=2.85ms, fps=2609 images/s, loss=0.9498, top1-acc=71.67%, top5-acc=94.22%, remaining_time=0:00:01.573360, arrival_time=2021-04-14 21:27:36.184190, cost_time=0:00:17.700347 2021-04-14 21:27:35,587 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.31ms, fps=2622 images/s, loss=0.9534, top1-acc=71.60%, top5-acc=94.19%, remaining_time=0:00:00.589812, arrival_time=2021-04-14 21:27:36.177515, cost_time=0:00:18.677356 2021-04-14 21:27:36,139 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.22ms, fps=2468 images/s, loss=0.9534, top1-acc=71.57%, top5-acc=94.19%, remaining_time=0:00:00, arrival_time=2021-04-14 21:27:36.139108, cost_time=0:00:19.228774 2021-04-14 21:27:36,660 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.39ms, fps=4928 images/s, loss=1.5113, top1-acc=58.40%, top5-acc=86.21%, remaining_time=0:00:01.558350, arrival_time=2021-04-14 21:27:38.218834, cost_time=0:00:00.519454 2021-04-14 21:27:37,043 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=0.35ms, fps=6705 images/s, loss=1.4738, top1-acc=59.34%, top5-acc=87.01%, remaining_time=0:00:00.901820, arrival_time=2021-04-14 21:27:37.944731, cost_time=0:00:00.901811 2021-04-14 21:27:37,379 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=0.32ms, fps=7625 images/s, loss=1.4737, top1-acc=59.60%, top5-acc=86.84%, remaining_time=0:00:00.412750, arrival_time=2021-04-14 21:27:37.791961, cost_time=0:00:01.238236 2021-04-14 21:27:37,704 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.08ms, fps=7142 images/s, loss=1.5008, top1-acc=58.91%, top5-acc=86.47%, remaining_time=0:00:00, arrival_time=2021-04-14 21:27:37.704449, cost_time=0:00:01.563493 2021-04-14 21:27:37,895 INFO : Epoch=0047 complete, best val top1-acc=58.91%, top5-acc=86.47% (epoch=47), remaining_time=0:53:26.178342, arrival_time=2021-04-14 22:21:04.073397, cost_time=0:16:24.904451 2021-04-14 21:27:37,896 INFO : Train start, epoch=0048, lr=0.086982 2021-04-14 21:27:39,143 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.74ms, fps=2053 images/s, loss=0.8970, top1-acc=73.98%, top5-acc=94.88%, remaining_time=0:00:23.194944, arrival_time=2021-04-14 21:28:02.338625, cost_time=0:00:01.247045 2021-04-14 21:27:40,116 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.36ms, fps=2634 images/s, loss=0.8794, top1-acc=73.96%, top5-acc=95.04%, remaining_time=0:00:19.533360, arrival_time=2021-04-14 21:27:59.649723, cost_time=0:00:02.219704 2021-04-14 21:27:41,089 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.40ms, fps=2632 images/s, loss=0.8632, top1-acc=74.28%, top5-acc=95.34%, remaining_time=0:00:17.668376, arrival_time=2021-04-14 21:27:58.758037, cost_time=0:00:03.193080 2021-04-14 21:27:42,080 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.58ms, fps=2585 images/s, loss=0.8642, top1-acc=74.24%, top5-acc=95.37%, remaining_time=0:00:16.317132, arrival_time=2021-04-14 21:27:58.397661, cost_time=0:00:04.183895 2021-04-14 21:27:43,050 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.87ms, fps=2641 images/s, loss=0.8684, top1-acc=73.95%, top5-acc=95.33%, remaining_time=0:00:15.048658, arrival_time=2021-04-14 21:27:58.098862, cost_time=0:00:05.153662 2021-04-14 21:27:44,025 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.36ms, fps=2626 images/s, loss=0.8794, top1-acc=73.66%, top5-acc=95.16%, remaining_time=0:00:13.892264, arrival_time=2021-04-14 21:27:57.917860, cost_time=0:00:06.128932 2021-04-14 21:27:44,991 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=2.18ms, fps=2653 images/s, loss=0.8870, top1-acc=73.58%, top5-acc=95.05%, remaining_time=0:00:12.769848, arrival_time=2021-04-14 21:27:57.760804, cost_time=0:00:07.094377 2021-04-14 21:27:45,968 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.96ms, fps=2621 images/s, loss=0.8908, top1-acc=73.50%, top5-acc=94.93%, remaining_time=0:00:11.703936, arrival_time=2021-04-14 21:27:57.672440, cost_time=0:00:08.071689 2021-04-14 21:27:46,945 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.46ms, fps=2621 images/s, loss=0.8957, top1-acc=73.29%, top5-acc=94.90%, remaining_time=0:00:10.658088, arrival_time=2021-04-14 21:27:57.604006, cost_time=0:00:09.049312 2021-04-14 21:27:47,914 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.33ms, fps=2643 images/s, loss=0.9046, top1-acc=73.03%, top5-acc=94.81%, remaining_time=0:00:09.617664, arrival_time=2021-04-14 21:27:57.532573, cost_time=0:00:10.018370 2021-04-14 21:27:48,881 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.40ms, fps=2650 images/s, loss=0.9117, top1-acc=72.85%, top5-acc=94.70%, remaining_time=0:00:08.588132, arrival_time=2021-04-14 21:27:57.469633, cost_time=0:00:10.984872 2021-04-14 21:27:49,851 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.62ms, fps=2640 images/s, loss=0.9154, top1-acc=72.71%, top5-acc=94.66%, remaining_time=0:00:07.571500, arrival_time=2021-04-14 21:27:57.423075, cost_time=0:00:11.955023 2021-04-14 21:27:50,814 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.51ms, fps=2660 images/s, loss=0.9185, top1-acc=72.62%, top5-acc=94.58%, remaining_time=0:00:06.558288, arrival_time=2021-04-14 21:27:57.372620, cost_time=0:00:12.917787 2021-04-14 21:27:51,787 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.48ms, fps=2632 images/s, loss=0.9211, top1-acc=72.58%, top5-acc=94.53%, remaining_time=0:00:05.556320, arrival_time=2021-04-14 21:27:57.343608, cost_time=0:00:13.890744 2021-04-14 21:27:52,763 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.99ms, fps=2622 images/s, loss=0.9248, top1-acc=72.47%, top5-acc=94.51%, remaining_time=0:00:04.559336, arrival_time=2021-04-14 21:27:57.323246, cost_time=0:00:14.867367 2021-04-14 21:27:53,735 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.41ms, fps=2635 images/s, loss=0.9309, top1-acc=72.32%, top5-acc=94.43%, remaining_time=0:00:03.563820, arrival_time=2021-04-14 21:27:57.299653, cost_time=0:00:15.839162 2021-04-14 21:27:54,717 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.89ms, fps=2609 images/s, loss=0.9374, top1-acc=72.13%, top5-acc=94.36%, remaining_time=0:00:02.572648, arrival_time=2021-04-14 21:27:57.290314, cost_time=0:00:16.821114 2021-04-14 21:27:55,689 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.39ms, fps=2635 images/s, loss=0.9382, top1-acc=72.14%, top5-acc=94.30%, remaining_time=0:00:01.581600, arrival_time=2021-04-14 21:27:57.271160, cost_time=0:00:17.793021 2021-04-14 21:27:56,651 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.18ms, fps=2662 images/s, loss=0.9411, top1-acc=72.01%, top5-acc=94.25%, remaining_time=0:00:00.592272, arrival_time=2021-04-14 21:27:57.244002, cost_time=0:00:18.755188 2021-04-14 21:27:57,200 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.18ms, fps=2480 images/s, loss=0.9433, top1-acc=71.93%, top5-acc=94.24%, remaining_time=0:00:00, arrival_time=2021-04-14 21:27:57.200676, cost_time=0:00:19.303914 2021-04-14 21:27:57,700 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=0.38ms, fps=5151 images/s, loss=1.6629, top1-acc=56.56%, top5-acc=84.80%, remaining_time=0:00:01.490850, arrival_time=2021-04-14 21:27:59.191146, cost_time=0:00:00.496946 2021-04-14 21:27:58,031 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=0.29ms, fps=7742 images/s, loss=1.6488, top1-acc=56.39%, top5-acc=84.63%, remaining_time=0:00:00.828060, arrival_time=2021-04-14 21:27:58.859452, cost_time=0:00:00.828064 2021-04-14 21:27:58,368 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=0.43ms, fps=7615 images/s, loss=1.6437, top1-acc=56.67%, top5-acc=84.48%, remaining_time=0:00:00.388210, arrival_time=2021-04-14 21:27:58.756187, cost_time=0:00:01.164631 2021-04-14 21:27:58,683 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.06ms, fps=7358 images/s, loss=1.6255, top1-acc=56.82%, top5-acc=84.62%, remaining_time=0:00:00, arrival_time=2021-04-14 21:27:58.683706, cost_time=0:00:01.480411 2021-04-14 21:27:58,777 INFO : Epoch=0048 complete, best val top1-acc=58.91%, top5-acc=86.47% (epoch=47), remaining_time=0:53:04.991736, arrival_time=2021-04-14 22:21:03.769191, cost_time=0:16:45.786876 2021-04-14 21:27:58,778 INFO : Train start, epoch=0049, lr=0.086448 2021-04-14 21:27:59,972 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=0.22ms, fps=2145 images/s, loss=0.8701, top1-acc=73.09%, top5-acc=94.92%, remaining_time=0:00:22.194264, arrival_time=2021-04-14 21:28:22.166316, cost_time=0:00:01.193241 2021-04-14 21:28:00,945 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.90ms, fps=2631 images/s, loss=0.8580, top1-acc=74.02%, top5-acc=95.29%, remaining_time=0:00:19.069248, arrival_time=2021-04-14 21:28:20.015003, cost_time=0:00:02.166952 2021-04-14 21:28:01,919 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.36ms, fps=2630 images/s, loss=0.8623, top1-acc=74.10%, top5-acc=95.46%, remaining_time=0:00:17.379702, arrival_time=2021-04-14 21:28:19.299363, cost_time=0:00:03.140908 2021-04-14 21:28:02,881 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.25ms, fps=2662 images/s, loss=0.8684, top1-acc=73.78%, top5-acc=95.29%, remaining_time=0:00:16.001700, arrival_time=2021-04-14 21:28:18.883502, cost_time=0:00:04.102989 2021-04-14 21:28:03,854 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.57ms, fps=2634 images/s, loss=0.8736, top1-acc=73.55%, top5-acc=95.22%, remaining_time=0:00:14.820606, arrival_time=2021-04-14 21:28:18.675053, cost_time=0:00:05.075546 2021-04-14 21:28:04,843 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.45ms, fps=2589 images/s, loss=0.8743, top1-acc=73.65%, top5-acc=95.25%, remaining_time=0:00:13.747288, arrival_time=2021-04-14 21:28:18.591010, cost_time=0:00:06.064982 2021-04-14 21:28:05,843 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.86ms, fps=2561 images/s, loss=0.8780, top1-acc=73.58%, top5-acc=95.22%, remaining_time=0:00:12.716676, arrival_time=2021-04-14 21:28:18.560322, cost_time=0:00:07.064827 2021-04-14 21:28:06,814 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.50ms, fps=2639 images/s, loss=0.8798, top1-acc=73.64%, top5-acc=95.11%, remaining_time=0:00:11.651620, arrival_time=2021-04-14 21:28:18.465948, cost_time=0:00:08.035597 2021-04-14 21:28:07,781 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.74ms, fps=2648 images/s, loss=0.8884, top1-acc=73.30%, top5-acc=95.01%, remaining_time=0:00:10.603074, arrival_time=2021-04-14 21:28:18.384489, cost_time=0:00:09.002604 2021-04-14 21:28:08,759 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.64ms, fps=2619 images/s, loss=0.9001, top1-acc=72.84%, top5-acc=94.91%, remaining_time=0:00:09.581280, arrival_time=2021-04-14 21:28:18.340612, cost_time=0:00:09.980540 2021-04-14 21:28:09,721 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.76ms, fps=2664 images/s, loss=0.9029, top1-acc=72.78%, top5-acc=94.91%, remaining_time=0:00:08.554764, arrival_time=2021-04-14 21:28:18.275719, cost_time=0:00:10.942183 2021-04-14 21:28:10,704 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.61ms, fps=2606 images/s, loss=0.9067, top1-acc=72.71%, top5-acc=94.87%, remaining_time=0:00:07.552500, arrival_time=2021-04-14 21:28:18.256444, cost_time=0:00:11.925040 2021-04-14 21:28:11,676 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.49ms, fps=2633 images/s, loss=0.9112, top1-acc=72.58%, top5-acc=94.77%, remaining_time=0:00:06.548256, arrival_time=2021-04-14 21:28:18.225155, cost_time=0:00:12.898111 2021-04-14 21:28:12,638 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.56ms, fps=2663 images/s, loss=0.9179, top1-acc=72.41%, top5-acc=94.69%, remaining_time=0:00:05.544000, arrival_time=2021-04-14 21:28:18.182703, cost_time=0:00:13.859972 2021-04-14 21:28:13,614 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.59ms, fps=2626 images/s, loss=0.9241, top1-acc=72.25%, top5-acc=94.63%, remaining_time=0:00:04.549492, arrival_time=2021-04-14 21:28:18.163681, cost_time=0:00:14.835292 2021-04-14 21:28:14,594 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.55ms, fps=2612 images/s, loss=0.9268, top1-acc=72.15%, top5-acc=94.56%, remaining_time=0:00:03.558636, arrival_time=2021-04-14 21:28:18.153478, cost_time=0:00:15.816104 2021-04-14 21:28:15,560 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.41ms, fps=2652 images/s, loss=0.9276, top1-acc=72.17%, top5-acc=94.54%, remaining_time=0:00:02.566642, arrival_time=2021-04-14 21:28:18.127263, cost_time=0:00:16.781890 2021-04-14 21:28:16,527 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.47ms, fps=2649 images/s, loss=0.9334, top1-acc=72.03%, top5-acc=94.49%, remaining_time=0:00:01.577648, arrival_time=2021-04-14 21:28:18.104911, cost_time=0:00:17.748533 2021-04-14 21:28:17,502 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.35ms, fps=2627 images/s, loss=0.9356, top1-acc=71.98%, top5-acc=94.48%, remaining_time=0:00:00.591264, arrival_time=2021-04-14 21:28:18.093401, cost_time=0:00:18.723334 2021-04-14 21:28:18,059 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.95ms, fps=2444 images/s, loss=0.9392, top1-acc=71.91%, top5-acc=94.41%, remaining_time=0:00:00, arrival_time=2021-04-14 21:28:18.059160, cost_time=0:00:19.280416 2021-04-14 21:28:18,559 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=1.86ms, fps=5136 images/s, loss=1.4390, top1-acc=59.45%, top5-acc=86.25%, remaining_time=0:00:01.495410, arrival_time=2021-04-14 21:28:20.054967, cost_time=0:00:00.498466 2021-04-14 21:28:18,967 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=0.29ms, fps=6280 images/s, loss=1.4450, top1-acc=59.57%, top5-acc=86.07%, remaining_time=0:00:00.906620, arrival_time=2021-04-14 21:28:19.874305, cost_time=0:00:00.906620 2021-04-14 21:28:19,303 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=0.40ms, fps=7629 images/s, loss=1.4614, top1-acc=59.35%, top5-acc=86.15%, remaining_time=0:00:00.414210, arrival_time=2021-04-14 21:28:19.717915, cost_time=0:00:01.242632 2021-04-14 21:28:19,615 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.06ms, fps=7455 images/s, loss=1.4863, top1-acc=58.96%, top5-acc=86.03%, remaining_time=0:00:00, arrival_time=2021-04-14 21:28:19.615346, cost_time=0:00:01.554335 2021-04-14 21:28:19,861 INFO : Epoch=0049 complete, best val top1-acc=58.96%, top5-acc=86.03% (epoch=49), remaining_time=0:52:44.438748, arrival_time=2021-04-14 22:21:04.300192, cost_time=0:17:06.870853 2021-04-14 21:28:19,862 INFO : Train start, epoch=0050, lr=0.085906 2021-04-14 21:28:21,010 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=0.37ms, fps=2231 images/s, loss=0.9025, top1-acc=73.24%, top5-acc=94.96%, remaining_time=0:00:21.342012, arrival_time=2021-04-14 21:28:42.352416, cost_time=0:00:01.147422 2021-04-14 21:28:21,973 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=2.20ms, fps=2661 images/s, loss=0.9034, top1-acc=72.75%, top5-acc=94.90%, remaining_time=0:00:18.569936, arrival_time=2021-04-14 21:28:40.543127, cost_time=0:00:02.110214 2021-04-14 21:28:22,950 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.49ms, fps=2620 images/s, loss=0.9040, top1-acc=72.71%, top5-acc=94.95%, remaining_time=0:00:17.086712, arrival_time=2021-04-14 21:28:40.037614, cost_time=0:00:03.087950 2021-04-14 21:28:23,921 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.75ms, fps=2640 images/s, loss=0.8885, top1-acc=73.27%, top5-acc=94.88%, remaining_time=0:00:15.826824, arrival_time=2021-04-14 21:28:39.747944, cost_time=0:00:04.058140 2021-04-14 21:28:24,892 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.60ms, fps=2637 images/s, loss=0.8890, top1-acc=73.33%, top5-acc=94.89%, remaining_time=0:00:14.685994, arrival_time=2021-04-14 21:28:39.578382, cost_time=0:00:05.029445 2021-04-14 21:28:25,853 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.46ms, fps=2666 images/s, loss=0.8971, top1-acc=73.11%, top5-acc=94.87%, remaining_time=0:00:13.577832, arrival_time=2021-04-14 21:28:39.431031, cost_time=0:00:05.990213 2021-04-14 21:28:26,826 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.44ms, fps=2632 images/s, loss=0.8965, top1-acc=73.16%, top5-acc=94.91%, remaining_time=0:00:12.533850, arrival_time=2021-04-14 21:28:39.360302, cost_time=0:00:06.963245 2021-04-14 21:28:27,805 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.88ms, fps=2617 images/s, loss=0.8962, top1-acc=73.20%, top5-acc=94.90%, remaining_time=0:00:11.516944, arrival_time=2021-04-14 21:28:39.322653, cost_time=0:00:07.942759 2021-04-14 21:28:28,775 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.45ms, fps=2643 images/s, loss=0.8988, top1-acc=73.07%, top5-acc=94.84%, remaining_time=0:00:10.496756, arrival_time=2021-04-14 21:28:39.271986, cost_time=0:00:08.912334 2021-04-14 21:28:29,739 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.40ms, fps=2656 images/s, loss=0.9002, top1-acc=73.09%, top5-acc=94.81%, remaining_time=0:00:09.481536, arrival_time=2021-04-14 21:28:39.221085, cost_time=0:00:09.876559 2021-04-14 21:28:30,720 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=3.36ms, fps=2612 images/s, loss=0.9053, top1-acc=72.82%, top5-acc=94.80%, remaining_time=0:00:08.488372, arrival_time=2021-04-14 21:28:39.208517, cost_time=0:00:10.857215 2021-04-14 21:28:31,703 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=4.43ms, fps=2604 images/s, loss=0.9080, top1-acc=72.83%, top5-acc=94.71%, remaining_time=0:00:07.499148, arrival_time=2021-04-14 21:28:39.202818, cost_time=0:00:11.840740 2021-04-14 21:28:32,703 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.96ms, fps=2564 images/s, loss=0.9090, top1-acc=72.79%, top5-acc=94.72%, remaining_time=0:00:06.518820, arrival_time=2021-04-14 21:28:39.221880, cost_time=0:00:12.840079 2021-04-14 21:28:33,686 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.41ms, fps=2605 images/s, loss=0.9140, top1-acc=72.58%, top5-acc=94.66%, remaining_time=0:00:05.529328, arrival_time=2021-04-14 21:28:39.215534, cost_time=0:00:13.823256 2021-04-14 21:28:34,653 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.28ms, fps=2648 images/s, loss=0.9158, top1-acc=72.56%, top5-acc=94.61%, remaining_time=0:00:04.535784, arrival_time=2021-04-14 21:28:39.189293, cost_time=0:00:14.790603 2021-04-14 21:28:35,621 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.59ms, fps=2646 images/s, loss=0.9182, top1-acc=72.48%, top5-acc=94.59%, remaining_time=0:00:03.545676, arrival_time=2021-04-14 21:28:39.167112, cost_time=0:00:15.758540 2021-04-14 21:28:36,591 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.37ms, fps=2641 images/s, loss=0.9234, top1-acc=72.40%, top5-acc=94.51%, remaining_time=0:00:02.558478, arrival_time=2021-04-14 21:28:39.149902, cost_time=0:00:16.728444 2021-04-14 21:28:37,572 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.31ms, fps=2611 images/s, loss=0.9292, top1-acc=72.24%, top5-acc=94.43%, remaining_time=0:00:01.574160, arrival_time=2021-04-14 21:28:39.146427, cost_time=0:00:17.709382 2021-04-14 21:28:38,538 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.18ms, fps=2652 images/s, loss=0.9335, top1-acc=72.06%, top5-acc=94.39%, remaining_time=0:00:00.589740, arrival_time=2021-04-14 21:28:39.127721, cost_time=0:00:18.675086 2021-04-14 21:28:39,083 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.45ms, fps=2495 images/s, loss=0.9345, top1-acc=72.02%, top5-acc=94.39%, remaining_time=0:00:00, arrival_time=2021-04-14 21:28:39.083409, cost_time=0:00:19.220517 2021-04-14 21:28:39,621 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.30ms, fps=4775 images/s, loss=1.4942, top1-acc=59.77%, top5-acc=86.21%, remaining_time=0:00:01.608180, arrival_time=2021-04-14 21:28:41.229605, cost_time=0:00:00.536061 2021-04-14 21:28:40,029 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=0.41ms, fps=6277 images/s, loss=1.4950, top1-acc=59.47%, top5-acc=86.21%, remaining_time=0:00:00.944380, arrival_time=2021-04-14 21:28:40.974121, cost_time=0:00:00.944375 2021-04-14 21:28:40,373 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=0.21ms, fps=7466 images/s, loss=1.5007, top1-acc=59.52%, top5-acc=86.34%, remaining_time=0:00:00.429260, arrival_time=2021-04-14 21:28:40.802447, cost_time=0:00:01.287774 2021-04-14 21:28:40,678 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.07ms, fps=7622 images/s, loss=1.4886, top1-acc=59.69%, top5-acc=86.62%, remaining_time=0:00:00, arrival_time=2021-04-14 21:28:40.678011, cost_time=0:00:01.592715 2021-04-14 21:28:40,888 INFO : Epoch=0050 complete, best val top1-acc=59.69%, top5-acc=86.62% (epoch=50), remaining_time=0:52:23.694900, arrival_time=2021-04-14 22:21:04.583795, cost_time=0:17:27.898298 2021-04-14 21:28:40,890 INFO : Train start, epoch=0051, lr=0.085355 2021-04-14 21:28:42,032 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.51ms, fps=2242 images/s, loss=0.9214, top1-acc=73.67%, top5-acc=94.45%, remaining_time=0:00:21.236364, arrival_time=2021-04-14 21:29:03.268481, cost_time=0:00:01.141741 2021-04-14 21:28:42,998 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.54ms, fps=2656 images/s, loss=0.9058, top1-acc=73.61%, top5-acc=94.63%, remaining_time=0:00:18.532976, arrival_time=2021-04-14 21:29:01.531297, cost_time=0:00:02.106017 2021-04-14 21:28:43,977 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.37ms, fps=2618 images/s, loss=0.8917, top1-acc=74.06%, top5-acc=94.56%, remaining_time=0:00:17.080238, arrival_time=2021-04-14 21:29:01.057497, cost_time=0:00:03.086797 2021-04-14 21:28:44,950 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.53ms, fps=2633 images/s, loss=0.8704, top1-acc=74.23%, top5-acc=94.87%, remaining_time=0:00:15.832128, arrival_time=2021-04-14 21:29:00.782118, cost_time=0:00:04.059516 2021-04-14 21:28:45,921 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.92ms, fps=2637 images/s, loss=0.8612, top1-acc=74.38%, top5-acc=94.91%, remaining_time=0:00:14.689936, arrival_time=2021-04-14 21:29:00.611208, cost_time=0:00:05.030820 2021-04-14 21:28:46,896 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.38ms, fps=2626 images/s, loss=0.8704, top1-acc=74.11%, top5-acc=94.82%, remaining_time=0:00:13.613872, arrival_time=2021-04-14 21:29:00.510454, cost_time=0:00:06.006105 2021-04-14 21:28:47,862 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.38ms, fps=2651 images/s, loss=0.8670, top1-acc=74.16%, top5-acc=94.91%, remaining_time=0:00:12.550356, arrival_time=2021-04-14 21:29:00.413165, cost_time=0:00:06.972427 2021-04-14 21:28:48,830 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.37ms, fps=2646 images/s, loss=0.8711, top1-acc=74.06%, top5-acc=94.87%, remaining_time=0:00:11.513232, arrival_time=2021-04-14 21:29:00.343888, cost_time=0:00:07.940188 2021-04-14 21:28:49,801 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.28ms, fps=2639 images/s, loss=0.8759, top1-acc=73.82%, top5-acc=94.92%, remaining_time=0:00:10.495060, arrival_time=2021-04-14 21:29:00.296307, cost_time=0:00:08.910867 2021-04-14 21:28:50,765 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.84ms, fps=2657 images/s, loss=0.8780, top1-acc=73.82%, top5-acc=94.93%, remaining_time=0:00:09.479808, arrival_time=2021-04-14 21:29:00.245100, cost_time=0:00:09.874818 2021-04-14 21:28:51,737 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.44ms, fps=2635 images/s, loss=0.8846, top1-acc=73.61%, top5-acc=94.90%, remaining_time=0:00:08.480374, arrival_time=2021-04-14 21:29:00.217755, cost_time=0:00:10.846963 2021-04-14 21:28:52,718 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=2.01ms, fps=2610 images/s, loss=0.8890, top1-acc=73.49%, top5-acc=94.84%, remaining_time=0:00:07.491168, arrival_time=2021-04-14 21:29:00.209699, cost_time=0:00:11.828153 2021-04-14 21:28:53,688 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.61ms, fps=2642 images/s, loss=0.8913, top1-acc=73.39%, top5-acc=94.82%, remaining_time=0:00:06.497238, arrival_time=2021-04-14 21:29:00.185302, cost_time=0:00:12.797594 2021-04-14 21:28:54,655 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.34ms, fps=2649 images/s, loss=0.8977, top1-acc=73.25%, top5-acc=94.75%, remaining_time=0:00:05.505864, arrival_time=2021-04-14 21:29:00.160968, cost_time=0:00:13.764728 2021-04-14 21:28:55,620 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.43ms, fps=2653 images/s, loss=0.9036, top1-acc=73.09%, top5-acc=94.66%, remaining_time=0:00:04.517200, arrival_time=2021-04-14 21:29:00.137547, cost_time=0:00:14.729967 2021-04-14 21:28:56,586 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.34ms, fps=2652 images/s, loss=0.9055, top1-acc=73.00%, top5-acc=94.68%, remaining_time=0:00:03.531528, arrival_time=2021-04-14 21:29:00.117618, cost_time=0:00:15.695614 2021-04-14 21:28:57,566 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.36ms, fps=2613 images/s, loss=0.9082, top1-acc=72.86%, top5-acc=94.66%, remaining_time=0:00:02.550418, arrival_time=2021-04-14 21:29:00.116721, cost_time=0:00:16.675847 2021-04-14 21:28:58,575 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=2.02ms, fps=2539 images/s, loss=0.9116, top1-acc=72.71%, top5-acc=94.60%, remaining_time=0:00:01.571984, arrival_time=2021-04-14 21:29:00.147325, cost_time=0:00:17.684884 2021-04-14 21:28:59,545 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.40ms, fps=2641 images/s, loss=0.9147, top1-acc=72.60%, top5-acc=94.59%, remaining_time=0:00:00.589098, arrival_time=2021-04-14 21:29:00.134226, cost_time=0:00:18.654753 2021-04-14 21:29:00,086 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.34ms, fps=2514 images/s, loss=0.9170, top1-acc=72.57%, top5-acc=94.59%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:00.086554, cost_time=0:00:19.196106 2021-04-14 21:29:00,546 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=0.43ms, fps=5606 images/s, loss=1.6599, top1-acc=55.98%, top5-acc=84.61%, remaining_time=0:00:01.369890, arrival_time=2021-04-14 21:29:01.916344, cost_time=0:00:00.456627 2021-04-14 21:29:00,933 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=39.54ms, fps=6634 images/s, loss=1.6337, top1-acc=56.39%, top5-acc=84.86%, remaining_time=0:00:00.843300, arrival_time=2021-04-14 21:29:01.776316, cost_time=0:00:00.843305 2021-04-14 21:29:01,262 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=0.43ms, fps=7789 images/s, loss=1.6404, top1-acc=56.34%, top5-acc=84.61%, remaining_time=0:00:00.390830, arrival_time=2021-04-14 21:29:01.653030, cost_time=0:00:01.172483 2021-04-14 21:29:01,573 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.06ms, fps=7458 images/s, loss=1.6448, top1-acc=56.70%, top5-acc=84.76%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:01.573727, cost_time=0:00:01.484078 2021-04-14 21:29:01,667 INFO : Epoch=0051 complete, best val top1-acc=59.69%, top5-acc=86.62% (epoch=50), remaining_time=0:52:02.212752, arrival_time=2021-04-14 22:21:03.880194, cost_time=0:17:48.676856 2021-04-14 21:29:01,668 INFO : Train start, epoch=0052, lr=0.084796 2021-04-14 21:29:02,835 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=0.47ms, fps=2194 images/s, loss=0.8370, top1-acc=75.27%, top5-acc=95.39%, remaining_time=0:00:21.703968, arrival_time=2021-04-14 21:29:24.539887, cost_time=0:00:01.166883 2021-04-14 21:29:03,810 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.46ms, fps=2628 images/s, loss=0.8518, top1-acc=74.32%, top5-acc=95.53%, remaining_time=0:00:18.844496, arrival_time=2021-04-14 21:29:22.654992, cost_time=0:00:02.141411 2021-04-14 21:29:04,788 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=2.23ms, fps=2618 images/s, loss=0.8578, top1-acc=74.26%, top5-acc=95.27%, remaining_time=0:00:17.262506, arrival_time=2021-04-14 21:29:22.051332, cost_time=0:00:03.119736 2021-04-14 21:29:05,750 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.56ms, fps=2663 images/s, loss=0.8533, top1-acc=74.55%, top5-acc=95.22%, remaining_time=0:00:15.917928, arrival_time=2021-04-14 21:29:21.668543, cost_time=0:00:04.081527 2021-04-14 21:29:06,733 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.83ms, fps=2607 images/s, loss=0.8647, top1-acc=74.00%, top5-acc=95.04%, remaining_time=0:00:14.787610, arrival_time=2021-04-14 21:29:21.520895, cost_time=0:00:05.064256 2021-04-14 21:29:07,701 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.40ms, fps=2645 images/s, loss=0.8612, top1-acc=74.11%, top5-acc=95.13%, remaining_time=0:00:13.673712, arrival_time=2021-04-14 21:29:21.375411, cost_time=0:00:06.032533 2021-04-14 21:29:08,672 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.40ms, fps=2638 images/s, loss=0.8679, top1-acc=73.92%, top5-acc=95.04%, remaining_time=0:00:12.606804, arrival_time=2021-04-14 21:29:21.279580, cost_time=0:00:07.003775 2021-04-14 21:29:09,641 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.40ms, fps=2643 images/s, loss=0.8672, top1-acc=73.98%, top5-acc=95.04%, remaining_time=0:00:11.560444, arrival_time=2021-04-14 21:29:21.202225, cost_time=0:00:07.972695 2021-04-14 21:29:10,610 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.44ms, fps=2645 images/s, loss=0.8707, top1-acc=73.83%, top5-acc=95.06%, remaining_time=0:00:10.530570, arrival_time=2021-04-14 21:29:21.140629, cost_time=0:00:08.941009 2021-04-14 21:29:11,576 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.61ms, fps=2651 images/s, loss=0.8772, top1-acc=73.64%, top5-acc=95.01%, remaining_time=0:00:09.511008, arrival_time=2021-04-14 21:29:21.087385, cost_time=0:00:09.907268 2021-04-14 21:29:12,548 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.97ms, fps=2634 images/s, loss=0.8866, top1-acc=73.34%, top5-acc=94.89%, remaining_time=0:00:08.505916, arrival_time=2021-04-14 21:29:21.054655, cost_time=0:00:10.879687 2021-04-14 21:29:13,517 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.41ms, fps=2645 images/s, loss=0.8903, top1-acc=73.27%, top5-acc=94.88%, remaining_time=0:00:07.503784, arrival_time=2021-04-14 21:29:21.020896, cost_time=0:00:11.848059 2021-04-14 21:29:14,483 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.36ms, fps=2652 images/s, loss=0.8965, top1-acc=73.11%, top5-acc=94.84%, remaining_time=0:00:06.505488, arrival_time=2021-04-14 21:29:20.988487, cost_time=0:00:12.813871 2021-04-14 21:29:15,453 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.38ms, fps=2639 images/s, loss=0.8982, top1-acc=73.11%, top5-acc=94.83%, remaining_time=0:00:05.513872, arrival_time=2021-04-14 21:29:20.967537, cost_time=0:00:13.784613 2021-04-14 21:29:16,429 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.40ms, fps=2624 images/s, loss=0.9014, top1-acc=73.00%, top5-acc=94.79%, remaining_time=0:00:04.526584, arrival_time=2021-04-14 21:29:20.956142, cost_time=0:00:14.760556 2021-04-14 21:29:17,395 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.56ms, fps=2651 images/s, loss=0.9053, top1-acc=72.89%, top5-acc=94.76%, remaining_time=0:00:03.538512, arrival_time=2021-04-14 21:29:20.934408, cost_time=0:00:15.726746 2021-04-14 21:29:18,359 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.51ms, fps=2659 images/s, loss=0.9127, top1-acc=72.72%, top5-acc=94.69%, remaining_time=0:00:02.552602, arrival_time=2021-04-14 21:29:20.911713, cost_time=0:00:16.690105 2021-04-14 21:29:19,321 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.40ms, fps=2660 images/s, loss=0.9137, top1-acc=72.71%, top5-acc=94.66%, remaining_time=0:00:01.569152, arrival_time=2021-04-14 21:29:20.891062, cost_time=0:00:17.652918 2021-04-14 21:29:20,288 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.23ms, fps=2649 images/s, loss=0.9152, top1-acc=72.64%, top5-acc=94.67%, remaining_time=0:00:00.587988, arrival_time=2021-04-14 21:29:20.876672, cost_time=0:00:18.619685 2021-04-14 21:29:20,835 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.18ms, fps=2489 images/s, loss=0.9162, top1-acc=72.61%, top5-acc=94.64%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:20.835545, cost_time=0:00:19.166550 2021-04-14 21:29:21,351 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=0.92ms, fps=4978 images/s, loss=1.6531, top1-acc=54.69%, top5-acc=84.80%, remaining_time=0:00:01.542780, arrival_time=2021-04-14 21:29:22.894579, cost_time=0:00:00.514257 2021-04-14 21:29:21,685 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.99ms, fps=7686 images/s, loss=1.6094, top1-acc=56.23%, top5-acc=84.63%, remaining_time=0:00:00.848140, arrival_time=2021-04-14 21:29:22.533657, cost_time=0:00:00.848132 2021-04-14 21:29:22,017 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=0.17ms, fps=7719 images/s, loss=1.6095, top1-acc=56.52%, top5-acc=84.57%, remaining_time=0:00:00.393380, arrival_time=2021-04-14 21:29:22.410928, cost_time=0:00:01.180125 2021-04-14 21:29:22,320 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.06ms, fps=7675 images/s, loss=1.5973, top1-acc=56.60%, top5-acc=84.58%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:22.320197, cost_time=0:00:01.482833 2021-04-14 21:29:22,417 INFO : Epoch=0052 complete, best val top1-acc=59.69%, top5-acc=86.62% (epoch=50), remaining_time=0:51:40.677108, arrival_time=2021-04-14 22:21:03.094786, cost_time=0:18:09.427097 2021-04-14 21:29:22,419 INFO : Train start, epoch=0053, lr=0.084227 2021-04-14 21:29:23,654 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=0.41ms, fps=2073 images/s, loss=0.8541, top1-acc=73.83%, top5-acc=95.43%, remaining_time=0:00:22.973790, arrival_time=2021-04-14 21:29:46.628243, cost_time=0:00:01.235148 2021-04-14 21:29:24,651 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=2.01ms, fps=2571 images/s, loss=0.8475, top1-acc=74.26%, top5-acc=95.57%, remaining_time=0:00:19.639664, arrival_time=2021-04-14 21:29:44.290671, cost_time=0:00:02.231774 2021-04-14 21:29:25,638 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.53ms, fps=2593 images/s, loss=0.8402, top1-acc=74.43%, top5-acc=95.56%, remaining_time=0:00:17.815618, arrival_time=2021-04-14 21:29:43.454514, cost_time=0:00:03.219678 2021-04-14 21:29:26,612 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.86ms, fps=2632 images/s, loss=0.8429, top1-acc=74.41%, top5-acc=95.40%, remaining_time=0:00:16.352544, arrival_time=2021-04-14 21:29:42.964746, cost_time=0:00:04.192963 2021-04-14 21:29:27,579 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.84ms, fps=2648 images/s, loss=0.8459, top1-acc=74.41%, top5-acc=95.30%, remaining_time=0:00:15.067930, arrival_time=2021-04-14 21:29:42.647475, cost_time=0:00:05.160229 2021-04-14 21:29:28,560 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.39ms, fps=2613 images/s, loss=0.8553, top1-acc=74.22%, top5-acc=95.17%, remaining_time=0:00:13.919328, arrival_time=2021-04-14 21:29:42.479332, cost_time=0:00:06.140854 2021-04-14 21:29:29,534 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=2.87ms, fps=2628 images/s, loss=0.8594, top1-acc=74.03%, top5-acc=95.12%, remaining_time=0:00:12.807522, arrival_time=2021-04-14 21:29:42.342054, cost_time=0:00:07.115299 2021-04-14 21:29:30,498 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.42ms, fps=2657 images/s, loss=0.8681, top1-acc=73.69%, top5-acc=95.01%, remaining_time=0:00:11.715304, arrival_time=2021-04-14 21:29:42.213946, cost_time=0:00:08.079480 2021-04-14 21:29:31,469 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.41ms, fps=2638 images/s, loss=0.8718, top1-acc=73.58%, top5-acc=95.01%, remaining_time=0:00:10.659148, arrival_time=2021-04-14 21:29:42.128513, cost_time=0:00:09.050224 2021-04-14 21:29:32,434 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.41ms, fps=2654 images/s, loss=0.8778, top1-acc=73.38%, top5-acc=94.96%, remaining_time=0:00:09.614400, arrival_time=2021-04-14 21:29:42.048741, cost_time=0:00:10.014998 2021-04-14 21:29:33,405 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.35ms, fps=2639 images/s, loss=0.8804, top1-acc=73.25%, top5-acc=94.95%, remaining_time=0:00:08.588992, arrival_time=2021-04-14 21:29:41.994067, cost_time=0:00:10.985942 2021-04-14 21:29:34,374 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.88ms, fps=2643 images/s, loss=0.8802, top1-acc=73.37%, top5-acc=94.91%, remaining_time=0:00:07.571348, arrival_time=2021-04-14 21:29:41.945281, cost_time=0:00:11.954709 2021-04-14 21:29:35,335 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.70ms, fps=2664 images/s, loss=0.8845, top1-acc=73.22%, top5-acc=94.92%, remaining_time=0:00:06.557562, arrival_time=2021-04-14 21:29:41.893149, cost_time=0:00:12.916368 2021-04-14 21:29:36,299 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.64ms, fps=2657 images/s, loss=0.8859, top1-acc=73.11%, top5-acc=94.88%, remaining_time=0:00:05.552176, arrival_time=2021-04-14 21:29:41.851829, cost_time=0:00:13.880509 2021-04-14 21:29:37,258 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.79ms, fps=2672 images/s, loss=0.8901, top1-acc=73.04%, top5-acc=94.80%, remaining_time=0:00:04.550642, arrival_time=2021-04-14 21:29:41.808898, cost_time=0:00:14.839024 2021-04-14 21:29:38,225 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.84ms, fps=2647 images/s, loss=0.8926, top1-acc=72.95%, top5-acc=94.75%, remaining_time=0:00:03.556476, arrival_time=2021-04-14 21:29:41.782257, cost_time=0:00:15.806619 2021-04-14 21:29:39,189 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.61ms, fps=2657 images/s, loss=0.8933, top1-acc=72.96%, top5-acc=94.74%, remaining_time=0:00:02.564874, arrival_time=2021-04-14 21:29:41.754436, cost_time=0:00:16.770378 2021-04-14 21:29:40,152 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.63ms, fps=2660 images/s, loss=0.8969, top1-acc=72.86%, top5-acc=94.68%, remaining_time=0:00:01.576288, arrival_time=2021-04-14 21:29:41.728588, cost_time=0:00:17.733165 2021-04-14 21:29:41,114 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.29ms, fps=2661 images/s, loss=0.9013, top1-acc=72.76%, top5-acc=94.63%, remaining_time=0:00:00.590382, arrival_time=2021-04-14 21:29:41.704987, cost_time=0:00:18.695380 2021-04-14 21:29:41,666 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.72ms, fps=2466 images/s, loss=0.9038, top1-acc=72.71%, top5-acc=94.61%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:41.666670, cost_time=0:00:19.247519 2021-04-14 21:29:42,129 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=2.25ms, fps=5557 images/s, loss=1.6623, top1-acc=56.91%, top5-acc=84.88%, remaining_time=0:00:01.381950, arrival_time=2021-04-14 21:29:43.511082, cost_time=0:00:00.460646 2021-04-14 21:29:42,489 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.96ms, fps=7119 images/s, loss=1.6298, top1-acc=56.72%, top5-acc=85.59%, remaining_time=0:00:00.820680, arrival_time=2021-04-14 21:29:43.309811, cost_time=0:00:00.820690 2021-04-14 21:29:42,897 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=0.42ms, fps=6278 images/s, loss=1.6422, top1-acc=56.43%, top5-acc=85.53%, remaining_time=0:00:00.409620, arrival_time=2021-04-14 21:29:43.306948, cost_time=0:00:01.228847 2021-04-14 21:29:43,203 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.07ms, fps=7582 images/s, loss=1.6199, top1-acc=56.58%, top5-acc=85.43%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:43.203761, cost_time=0:00:01.535340 2021-04-14 21:29:43,281 INFO : Epoch=0053 complete, best val top1-acc=59.69%, top5-acc=86.62% (epoch=50), remaining_time=0:51:19.485507, arrival_time=2021-04-14 22:21:02.766802, cost_time=0:18:30.290713 2021-04-14 21:29:43,282 INFO : Train start, epoch=0054, lr=0.083651 2021-04-14 21:29:44,457 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=0.65ms, fps=2179 images/s, loss=0.8861, top1-acc=73.12%, top5-acc=94.69%, remaining_time=0:00:21.855186, arrival_time=2021-04-14 21:30:06.312860, cost_time=0:00:01.175010 2021-04-14 21:29:45,425 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.50ms, fps=2647 images/s, loss=0.8492, top1-acc=74.30%, top5-acc=95.06%, remaining_time=0:00:18.855056, arrival_time=2021-04-14 21:30:04.280257, cost_time=0:00:02.142615 2021-04-14 21:29:46,389 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.45ms, fps=2657 images/s, loss=0.8476, top1-acc=74.26%, top5-acc=95.21%, remaining_time=0:00:17.189134, arrival_time=2021-04-14 21:30:03.578331, cost_time=0:00:03.106465 2021-04-14 21:29:47,364 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.48ms, fps=2627 images/s, loss=0.8426, top1-acc=74.17%, top5-acc=95.43%, remaining_time=0:00:15.919644, arrival_time=2021-04-14 21:30:03.284278, cost_time=0:00:04.081967 2021-04-14 21:29:48,360 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.75ms, fps=2573 images/s, loss=0.8503, top1-acc=74.09%, top5-acc=95.32%, remaining_time=0:00:14.826008, arrival_time=2021-04-14 21:30:03.186234, cost_time=0:00:05.077400 2021-04-14 21:29:49,331 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.49ms, fps=2638 images/s, loss=0.8485, top1-acc=74.30%, top5-acc=95.26%, remaining_time=0:00:13.710568, arrival_time=2021-04-14 21:30:03.041953, cost_time=0:00:06.048801 2021-04-14 21:29:50,314 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=2.05ms, fps=2605 images/s, loss=0.8492, top1-acc=74.39%, top5-acc=95.32%, remaining_time=0:00:12.657204, arrival_time=2021-04-14 21:30:02.971705, cost_time=0:00:07.031764 2021-04-14 21:29:51,305 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=2.15ms, fps=2585 images/s, loss=0.8539, top1-acc=74.27%, top5-acc=95.28%, remaining_time=0:00:11.633408, arrival_time=2021-04-14 21:30:02.939099, cost_time=0:00:08.023044 2021-04-14 21:29:52,294 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.42ms, fps=2591 images/s, loss=0.8584, top1-acc=74.11%, top5-acc=95.27%, remaining_time=0:00:10.614098, arrival_time=2021-04-14 21:30:02.908710, cost_time=0:00:09.011979 2021-04-14 21:29:53,277 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.32ms, fps=2605 images/s, loss=0.8618, top1-acc=74.02%, top5-acc=95.23%, remaining_time=0:00:09.595392, arrival_time=2021-04-14 21:30:02.873287, cost_time=0:00:09.995226 2021-04-14 21:29:54,251 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.50ms, fps=2631 images/s, loss=0.8661, top1-acc=73.85%, top5-acc=95.20%, remaining_time=0:00:08.575576, arrival_time=2021-04-14 21:30:02.826959, cost_time=0:00:10.968810 2021-04-14 21:29:55,222 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.70ms, fps=2636 images/s, loss=0.8705, top1-acc=73.73%, top5-acc=95.17%, remaining_time=0:00:07.562076, arrival_time=2021-04-14 21:30:02.784951, cost_time=0:00:11.940168 2021-04-14 21:29:56,186 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.43ms, fps=2659 images/s, loss=0.8759, top1-acc=73.47%, top5-acc=95.13%, remaining_time=0:00:06.551028, arrival_time=2021-04-14 21:30:02.737185, cost_time=0:00:12.903571 2021-04-14 21:29:57,161 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.44ms, fps=2626 images/s, loss=0.8798, top1-acc=73.36%, top5-acc=95.15%, remaining_time=0:00:05.551616, arrival_time=2021-04-14 21:30:02.713260, cost_time=0:00:13.878998 2021-04-14 21:29:58,140 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.53ms, fps=2617 images/s, loss=0.8823, top1-acc=73.35%, top5-acc=95.09%, remaining_time=0:00:04.556392, arrival_time=2021-04-14 21:30:02.696819, cost_time=0:00:14.857727 2021-04-14 21:29:59,112 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.92ms, fps=2636 images/s, loss=0.8902, top1-acc=73.11%, top5-acc=95.03%, remaining_time=0:00:03.561696, arrival_time=2021-04-14 21:30:02.674020, cost_time=0:00:15.829745 2021-04-14 21:30:00,074 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.97ms, fps=2663 images/s, loss=0.8917, top1-acc=73.06%, top5-acc=95.04%, remaining_time=0:00:02.568098, arrival_time=2021-04-14 21:30:02.642068, cost_time=0:00:16.791386 2021-04-14 21:30:01,046 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=2.45ms, fps=2635 images/s, loss=0.8947, top1-acc=73.04%, top5-acc=95.00%, remaining_time=0:00:01.578976, arrival_time=2021-04-14 21:30:02.625088, cost_time=0:00:17.763451 2021-04-14 21:30:02,009 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.15ms, fps=2659 images/s, loss=0.8982, top1-acc=72.92%, top5-acc=94.94%, remaining_time=0:00:00.591372, arrival_time=2021-04-14 21:30:02.600821, cost_time=0:00:18.726860 2021-04-14 21:30:02,552 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.48ms, fps=2506 images/s, loss=0.9019, top1-acc=72.85%, top5-acc=94.89%, remaining_time=0:00:00, arrival_time=2021-04-14 21:30:02.552450, cost_time=0:00:19.269869 2021-04-14 21:30:03,010 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=3.94ms, fps=5614 images/s, loss=1.5459, top1-acc=57.54%, top5-acc=85.59%, remaining_time=0:00:01.368030, arrival_time=2021-04-14 21:30:04.378431, cost_time=0:00:00.456012 2021-04-14 21:30:03,347 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=2.39ms, fps=7613 images/s, loss=1.5664, top1-acc=57.44%, top5-acc=84.59%, remaining_time=0:00:00.792740, arrival_time=2021-04-14 21:30:04.139871, cost_time=0:00:00.792741 2021-04-14 21:30:03,702 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=0.43ms, fps=7222 images/s, loss=1.5525, top1-acc=57.54%, top5-acc=85.03%, remaining_time=0:00:00.382580, arrival_time=2021-04-14 21:30:04.084666, cost_time=0:00:01.147738 2021-04-14 21:30:04,012 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.07ms, fps=7472 images/s, loss=1.5865, top1-acc=57.11%, top5-acc=84.80%, remaining_time=0:00:00, arrival_time=2021-04-14 21:30:04.012913, cost_time=0:00:01.458591 2021-04-14 21:30:04,155 INFO : Epoch=0054 complete, best val top1-acc=59.69%, top5-acc=86.62% (epoch=50), remaining_time=0:50:58.335000, arrival_time=2021-04-14 22:21:02.490571, cost_time=0:18:51.164988 2021-04-14 21:30:04,156 INFO : Train start, epoch=0055, lr=0.083066 2021-04-14 21:30:05,319 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.65ms, fps=2203 images/s, loss=0.8622, top1-acc=73.67%, top5-acc=95.70%, remaining_time=0:00:21.618966, arrival_time=2021-04-14 21:30:26.938136, cost_time=0:00:01.162306 2021-04-14 21:30:06,286 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.56ms, fps=2648 images/s, loss=0.8221, top1-acc=75.35%, top5-acc=96.02%, remaining_time=0:00:18.739952, arrival_time=2021-04-14 21:30:25.026557, cost_time=0:00:02.129543 2021-04-14 21:30:07,258 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.56ms, fps=2635 images/s, loss=0.8304, top1-acc=75.30%, top5-acc=95.90%, remaining_time=0:00:17.163570, arrival_time=2021-04-14 21:30:24.422283, cost_time=0:00:03.101842 2021-04-14 21:30:08,217 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.42ms, fps=2670 images/s, loss=0.8324, top1-acc=75.09%, top5-acc=95.82%, remaining_time=0:00:15.838212, arrival_time=2021-04-14 21:30:24.056151, cost_time=0:00:04.061062 2021-04-14 21:30:09,193 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.37ms, fps=2626 images/s, loss=0.8419, top1-acc=74.83%, top5-acc=95.62%, remaining_time=0:00:14.706288, arrival_time=2021-04-14 21:30:23.899542, cost_time=0:00:05.036377 2021-04-14 21:30:10,159 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.48ms, fps=2650 images/s, loss=0.8384, top1-acc=74.88%, top5-acc=95.63%, remaining_time=0:00:13.606392, arrival_time=2021-04-14 21:30:23.766090, cost_time=0:00:06.002824 2021-04-14 21:30:11,120 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.66ms, fps=2666 images/s, loss=0.8422, top1-acc=74.85%, top5-acc=95.55%, remaining_time=0:00:12.533850, arrival_time=2021-04-14 21:30:23.654077, cost_time=0:00:06.963254 2021-04-14 21:30:12,079 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.37ms, fps=2670 images/s, loss=0.8508, top1-acc=74.44%, top5-acc=95.48%, remaining_time=0:00:11.487712, arrival_time=2021-04-14 21:30:23.567190, cost_time=0:00:07.922598 2021-04-14 21:30:13,064 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.82ms, fps=2600 images/s, loss=0.8568, top1-acc=74.32%, top5-acc=95.42%, remaining_time=0:00:10.491244, arrival_time=2021-04-14 21:30:23.555825, cost_time=0:00:08.907638 2021-04-14 21:30:14,038 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.85ms, fps=2630 images/s, loss=0.8575, top1-acc=74.37%, top5-acc=95.41%, remaining_time=0:00:09.486432, arrival_time=2021-04-14 21:30:23.525078, cost_time=0:00:09.881730 2021-04-14 21:30:15,020 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.68ms, fps=2621 images/s, loss=0.8639, top1-acc=74.20%, top5-acc=95.33%, remaining_time=0:00:08.493274, arrival_time=2021-04-14 21:30:23.513697, cost_time=0:00:10.863540 2021-04-14 21:30:15,985 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.90ms, fps=2654 images/s, loss=0.8704, top1-acc=74.04%, top5-acc=95.24%, remaining_time=0:00:07.491320, arrival_time=2021-04-14 21:30:23.476692, cost_time=0:00:11.828414 2021-04-14 21:30:16,960 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.65ms, fps=2628 images/s, loss=0.8769, top1-acc=73.83%, top5-acc=95.16%, remaining_time=0:00:06.500142, arrival_time=2021-04-14 21:30:23.460301, cost_time=0:00:12.803270 2021-04-14 21:30:17,946 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=2.22ms, fps=2598 images/s, loss=0.8803, top1-acc=73.74%, top5-acc=95.11%, remaining_time=0:00:05.515608, arrival_time=2021-04-14 21:30:23.461602, cost_time=0:00:13.789060 2021-04-14 21:30:18,920 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.41ms, fps=2628 images/s, loss=0.8847, top1-acc=73.62%, top5-acc=95.07%, remaining_time=0:00:04.527642, arrival_time=2021-04-14 21:30:23.448556, cost_time=0:00:14.764032 2021-04-14 21:30:19,896 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.31ms, fps=2626 images/s, loss=0.8871, top1-acc=73.56%, top5-acc=95.03%, remaining_time=0:00:03.541356, arrival_time=2021-04-14 21:30:23.437605, cost_time=0:00:15.739376 2021-04-14 21:30:20,865 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=2.04ms, fps=2644 images/s, loss=0.8885, top1-acc=73.49%, top5-acc=95.00%, remaining_time=0:00:02.555358, arrival_time=2021-04-14 21:30:23.420394, cost_time=0:00:16.708158 2021-04-14 21:30:21,835 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.38ms, fps=2639 images/s, loss=0.8909, top1-acc=73.42%, top5-acc=94.97%, remaining_time=0:00:01.571440, arrival_time=2021-04-14 21:30:23.406971, cost_time=0:00:17.678652 2021-04-14 21:30:22,796 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.42ms, fps=2665 images/s, loss=0.8948, top1-acc=73.30%, top5-acc=94.91%, remaining_time=0:00:00.588618, arrival_time=2021-04-14 21:30:23.385160, cost_time=0:00:18.639583 2021-04-14 21:30:23,345 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.40ms, fps=2481 images/s, loss=0.8995, top1-acc=73.24%, top5-acc=94.86%, remaining_time=0:00:00, arrival_time=2021-04-14 21:30:23.345087, cost_time=0:00:19.188213 2021-04-14 21:30:23,849 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=1.88ms, fps=5101 images/s, loss=1.5424, top1-acc=57.73%, top5-acc=86.17%, remaining_time=0:00:01.505700, arrival_time=2021-04-14 21:30:25.355077, cost_time=0:00:00.501903 2021-04-14 21:30:24,180 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=2.30ms, fps=7745 images/s, loss=1.5233, top1-acc=57.70%, top5-acc=86.21%, remaining_time=0:00:00.832800, arrival_time=2021-04-14 21:30:25.013117, cost_time=0:00:00.832792 2021-04-14 21:30:24,544 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=0.40ms, fps=7034 images/s, loss=1.5263, top1-acc=57.71%, top5-acc=86.03%, remaining_time=0:00:00.399100, arrival_time=2021-04-14 21:30:24.943907, cost_time=0:00:01.197303 2021-04-14 21:30:24,854 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.05ms, fps=7503 images/s, loss=1.5287, top1-acc=57.66%, top5-acc=85.96%, remaining_time=0:00:00, arrival_time=2021-04-14 21:30:24.854431, cost_time=0:00:01.506991 2021-04-14 21:30:25,007 INFO : Epoch=0055 complete, best val top1-acc=59.69%, top5-acc=86.62% (epoch=50), remaining_time=0:50:37.135925, arrival_time=2021-04-14 22:21:02.143606, cost_time=0:19:12.017102 2021-04-14 21:30:25,008 INFO : Train start, epoch=0056, lr=0.082472 2021-04-14 21:30:26,160 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=0.18ms, fps=2223 images/s, loss=0.8504, top1-acc=74.92%, top5-acc=95.43%, remaining_time=0:00:21.422736, arrival_time=2021-04-14 21:30:47.583547, cost_time=0:00:01.151759 2021-04-14 21:30:27,133 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.46ms, fps=2633 images/s, loss=0.8441, top1-acc=74.88%, top5-acc=95.37%, remaining_time=0:00:18.695424, arrival_time=2021-04-14 21:30:45.828965, cost_time=0:00:02.124488 2021-04-14 21:30:28,107 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.32ms, fps=2629 images/s, loss=0.8477, top1-acc=74.52%, top5-acc=95.44%, remaining_time=0:00:17.145144, arrival_time=2021-04-14 21:30:45.252719, cost_time=0:00:03.098517 2021-04-14 21:30:29,071 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.85ms, fps=2656 images/s, loss=0.8521, top1-acc=74.28%, top5-acc=95.39%, remaining_time=0:00:15.844140, arrival_time=2021-04-14 21:30:44.915785, cost_time=0:00:04.062594 2021-04-14 21:30:30,035 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.55ms, fps=2658 images/s, loss=0.8641, top1-acc=74.07%, top5-acc=95.23%, remaining_time=0:00:14.676504, arrival_time=2021-04-14 21:30:44.711748, cost_time=0:00:05.026195 2021-04-14 21:30:31,006 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=2.00ms, fps=2638 images/s, loss=0.8701, top1-acc=73.90%, top5-acc=95.16%, remaining_time=0:00:13.593064, arrival_time=2021-04-14 21:30:44.599024, cost_time=0:00:05.996912 2021-04-14 21:30:31,973 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.35ms, fps=2649 images/s, loss=0.8736, top1-acc=73.77%, top5-acc=94.98%, remaining_time=0:00:12.534858, arrival_time=2021-04-14 21:30:44.507770, cost_time=0:00:06.963776 2021-04-14 21:30:32,945 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.91ms, fps=2633 images/s, loss=0.8776, top1-acc=73.58%, top5-acc=94.98%, remaining_time=0:00:11.508244, arrival_time=2021-04-14 21:30:44.454014, cost_time=0:00:07.936713 2021-04-14 21:30:33,909 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.63ms, fps=2659 images/s, loss=0.8764, top1-acc=73.56%, top5-acc=95.02%, remaining_time=0:00:10.482128, arrival_time=2021-04-14 21:30:44.391119, cost_time=0:00:08.899943 2021-04-14 21:30:34,871 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.37ms, fps=2661 images/s, loss=0.8771, top1-acc=73.54%, top5-acc=95.02%, remaining_time=0:00:09.467808, arrival_time=2021-04-14 21:30:44.339206, cost_time=0:00:09.862338 2021-04-14 21:30:35,841 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.50ms, fps=2641 images/s, loss=0.8812, top1-acc=73.42%, top5-acc=95.00%, remaining_time=0:00:08.468678, arrival_time=2021-04-14 21:30:44.309759, cost_time=0:00:10.832030 2021-04-14 21:30:36,810 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.85ms, fps=2642 images/s, loss=0.8757, top1-acc=73.62%, top5-acc=95.08%, remaining_time=0:00:07.474220, arrival_time=2021-04-14 21:30:44.284739, cost_time=0:00:11.801458 2021-04-14 21:30:37,781 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=2.57ms, fps=2638 images/s, loss=0.8762, top1-acc=73.59%, top5-acc=95.09%, remaining_time=0:00:06.484302, arrival_time=2021-04-14 21:30:44.265587, cost_time=0:00:12.772162 2021-04-14 21:30:38,750 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.54ms, fps=2644 images/s, loss=0.8789, top1-acc=73.54%, top5-acc=95.08%, remaining_time=0:00:05.496456, arrival_time=2021-04-14 21:30:44.246640, cost_time=0:00:13.741127 2021-04-14 21:30:39,712 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.52ms, fps=2661 images/s, loss=0.8826, top1-acc=73.47%, top5-acc=94.98%, remaining_time=0:00:04.509058, arrival_time=2021-04-14 21:30:44.221533, cost_time=0:00:14.703420 2021-04-14 21:30:40,674 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.46ms, fps=2662 images/s, loss=0.8831, top1-acc=73.43%, top5-acc=94.97%, remaining_time=0:00:03.524688, arrival_time=2021-04-14 21:30:44.199092, cost_time=0:00:15.665355 2021-04-14 21:30:41,649 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.40ms, fps=2628 images/s, loss=0.8871, top1-acc=73.35%, top5-acc=94.90%, remaining_time=0:00:02.544932, arrival_time=2021-04-14 21:30:44.194112, cost_time=0:00:16.639980 2021-04-14 21:30:42,632 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.90ms, fps=2605 images/s, loss=0.8900, top1-acc=73.23%, top5-acc=94.89%, remaining_time=0:00:01.566528, arrival_time=2021-04-14 21:30:44.198941, cost_time=0:00:17.623351 2021-04-14 21:30:43,608 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.65ms, fps=2625 images/s, loss=0.8920, top1-acc=73.17%, top5-acc=94.85%, remaining_time=0:00:00.587340, arrival_time=2021-04-14 21:30:44.195600, cost_time=0:00:18.599170 2021-04-14 21:30:44,161 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=0.09ms, fps=2460 images/s, loss=0.8918, top1-acc=73.17%, top5-acc=94.84%, remaining_time=0:00:00, arrival_time=2021-04-14 21:30:44.161739, cost_time=0:00:19.152684 2021-04-14 21:30:44,713 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.20ms, fps=4664 images/s, loss=1.6091, top1-acc=56.91%, top5-acc=83.48%, remaining_time=0:00:01.646640, arrival_time=2021-04-14 21:30:46.359770, cost_time=0:00:00.548876 2021-04-14 21:30:45,050 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=2.12ms, fps=7599 images/s, loss=1.5836, top1-acc=57.15%, top5-acc=84.43%, remaining_time=0:00:00.886120, arrival_time=2021-04-14 21:30:45.936531, cost_time=0:00:00.886118 2021-04-14 21:30:45,391 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=2.13ms, fps=7527 images/s, loss=1.5845, top1-acc=57.23%, top5-acc=84.54%, remaining_time=0:00:00.408900, arrival_time=2021-04-14 21:30:45.799887, cost_time=0:00:01.226691 2021-04-14 21:30:45,706 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.05ms, fps=7364 images/s, loss=1.5867, top1-acc=57.12%, top5-acc=84.45%, remaining_time=0:00:00, arrival_time=2021-04-14 21:30:45.706684, cost_time=0:00:01.542460 2021-04-14 21:30:45,841 INFO : Epoch=0056 complete, best val top1-acc=59.69%, top5-acc=86.62% (epoch=50), remaining_time=0:50:15.901440, arrival_time=2021-04-14 22:21:01.742610, cost_time=0:19:32.850587 2021-04-14 21:30:45,842 INFO : Train start, epoch=0057, lr=0.081871 2021-04-14 21:30:46,975 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.33ms, fps=2259 images/s, loss=0.8426, top1-acc=74.73%, top5-acc=95.86%, remaining_time=0:00:21.080124, arrival_time=2021-04-14 21:31:08.055920, cost_time=0:00:01.133339 2021-04-14 21:30:47,951 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.85ms, fps=2626 images/s, loss=0.8456, top1-acc=74.98%, top5-acc=95.68%, remaining_time=0:00:18.554096, arrival_time=2021-04-14 21:31:06.505082, cost_time=0:00:02.108412 2021-04-14 21:30:48,919 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.73ms, fps=2644 images/s, loss=0.8506, top1-acc=74.65%, top5-acc=95.57%, remaining_time=0:00:17.027118, arrival_time=2021-04-14 21:31:05.946928, cost_time=0:00:03.077192 2021-04-14 21:30:49,901 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.56ms, fps=2610 images/s, loss=0.8340, top1-acc=75.00%, top5-acc=95.77%, remaining_time=0:00:15.829632, arrival_time=2021-04-14 21:31:05.730970, cost_time=0:00:04.058875 2021-04-14 21:30:50,872 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.47ms, fps=2636 images/s, loss=0.8268, top1-acc=75.14%, top5-acc=95.80%, remaining_time=0:00:14.688476, arrival_time=2021-04-14 21:31:05.561322, cost_time=0:00:05.030290 2021-04-14 21:30:51,837 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.59ms, fps=2655 images/s, loss=0.8337, top1-acc=74.82%, top5-acc=95.72%, remaining_time=0:00:13.588712, arrival_time=2021-04-14 21:31:05.426413, cost_time=0:00:05.995020 2021-04-14 21:30:52,797 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.55ms, fps=2669 images/s, loss=0.8353, top1-acc=74.93%, top5-acc=95.64%, remaining_time=0:00:12.519360, arrival_time=2021-04-14 21:31:05.317029, cost_time=0:00:06.955206 2021-04-14 21:30:53,764 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=2.25ms, fps=2649 images/s, loss=0.8419, top1-acc=74.72%, top5-acc=95.54%, remaining_time=0:00:11.486668, arrival_time=2021-04-14 21:31:05.251073, cost_time=0:00:07.921851 2021-04-14 21:30:54,731 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=2.07ms, fps=2650 images/s, loss=0.8477, top1-acc=74.49%, top5-acc=95.48%, remaining_time=0:00:10.468878, arrival_time=2021-04-14 21:31:05.199995, cost_time=0:00:08.888648 2021-04-14 21:30:55,691 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.60ms, fps=2667 images/s, loss=0.8522, top1-acc=74.37%, top5-acc=95.40%, remaining_time=0:00:09.454944, arrival_time=2021-04-14 21:31:05.146302, cost_time=0:00:09.848904 2021-04-14 21:30:56,653 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.44ms, fps=2663 images/s, loss=0.8537, top1-acc=74.28%, top5-acc=95.43%, remaining_time=0:00:08.451908, arrival_time=2021-04-14 21:31:05.105002, cost_time=0:00:10.810538 2021-04-14 21:30:57,625 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.40ms, fps=2635 images/s, loss=0.8579, top1-acc=74.13%, top5-acc=95.35%, remaining_time=0:00:07.462516, arrival_time=2021-04-14 21:31:05.087898, cost_time=0:00:11.782906 2021-04-14 21:30:58,586 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.53ms, fps=2664 images/s, loss=0.8629, top1-acc=73.93%, top5-acc=95.28%, remaining_time=0:00:06.470178, arrival_time=2021-04-14 21:31:05.057055, cost_time=0:00:12.744226 2021-04-14 21:30:59,549 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.59ms, fps=2662 images/s, loss=0.8638, top1-acc=73.91%, top5-acc=95.28%, remaining_time=0:00:05.482736, arrival_time=2021-04-14 21:31:05.032069, cost_time=0:00:13.706865 2021-04-14 21:31:00,521 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.34ms, fps=2635 images/s, loss=0.8679, top1-acc=73.83%, top5-acc=95.24%, remaining_time=0:00:04.501514, arrival_time=2021-04-14 21:31:05.022891, cost_time=0:00:14.678874 2021-04-14 21:31:01,490 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.56ms, fps=2644 images/s, loss=0.8721, top1-acc=73.72%, top5-acc=95.19%, remaining_time=0:00:03.520728, arrival_time=2021-04-14 21:31:05.010889, cost_time=0:00:15.647707 2021-04-14 21:31:02,455 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.73ms, fps=2652 images/s, loss=0.8743, top1-acc=73.69%, top5-acc=95.14%, remaining_time=0:00:02.540850, arrival_time=2021-04-14 21:31:04.996734, cost_time=0:00:16.613324 2021-04-14 21:31:03,435 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=2.12ms, fps=2614 images/s, loss=0.8760, top1-acc=73.61%, top5-acc=95.14%, remaining_time=0:00:01.563840, arrival_time=2021-04-14 21:31:04.999528, cost_time=0:00:17.593225 2021-04-14 21:31:04,396 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.38ms, fps=2666 images/s, loss=0.8794, top1-acc=73.54%, top5-acc=95.07%, remaining_time=0:00:00.585906, arrival_time=2021-04-14 21:31:04.982095, cost_time=0:00:18.553732 2021-04-14 21:31:04,939 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.22ms, fps=2504 images/s, loss=0.8807, top1-acc=73.49%, top5-acc=95.06%, remaining_time=0:00:00, arrival_time=2021-04-14 21:31:04.939618, cost_time=0:00:19.097173 2021-04-14 21:31:05,394 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=14.81ms, fps=5644 images/s, loss=1.4807, top1-acc=59.73%, top5-acc=86.33%, remaining_time=0:00:01.360680, arrival_time=2021-04-14 21:31:06.755634, cost_time=0:00:00.453559 2021-04-14 21:31:05,733 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=2.42ms, fps=7569 images/s, loss=1.4862, top1-acc=59.73%, top5-acc=86.33%, remaining_time=0:00:00.792120, arrival_time=2021-04-14 21:31:06.525790, cost_time=0:00:00.792110 2021-04-14 21:31:06,069 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.42ms, fps=7628 images/s, loss=1.5049, top1-acc=59.18%, top5-acc=86.00%, remaining_time=0:00:00.376180, arrival_time=2021-04-14 21:31:06.446085, cost_time=0:00:01.128525 2021-04-14 21:31:06,381 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.05ms, fps=7450 images/s, loss=1.4797, top1-acc=59.26%, top5-acc=86.34%, remaining_time=0:00:00, arrival_time=2021-04-14 21:31:06.381654, cost_time=0:00:01.440276 2021-04-14 21:31:06,487 INFO : Epoch=0057 complete, best val top1-acc=59.69%, top5-acc=86.62% (epoch=50), remaining_time=0:49:54.211649, arrival_time=2021-04-14 22:21:00.699196, cost_time=0:19:53.496963 2021-04-14 21:31:06,488 INFO : Train start, epoch=0058, lr=0.081262 2021-04-14 21:31:07,669 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=0.38ms, fps=2169 images/s, loss=0.8411, top1-acc=74.37%, top5-acc=95.31%, remaining_time=0:00:21.951162, arrival_time=2021-04-14 21:31:29.620354, cost_time=0:00:01.180168 2021-04-14 21:31:08,633 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.35ms, fps=2657 images/s, loss=0.8399, top1-acc=74.75%, top5-acc=95.47%, remaining_time=0:00:18.870016, arrival_time=2021-04-14 21:31:27.503312, cost_time=0:00:02.144310 2021-04-14 21:31:09,603 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.58ms, fps=2640 images/s, loss=0.8358, top1-acc=74.90%, top5-acc=95.44%, remaining_time=0:00:17.233290, arrival_time=2021-04-14 21:31:26.836716, cost_time=0:00:03.114442 2021-04-14 21:31:10,568 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=2.48ms, fps=2654 images/s, loss=0.8432, top1-acc=74.58%, top5-acc=95.27%, remaining_time=0:00:15.909660, arrival_time=2021-04-14 21:31:26.478103, cost_time=0:00:04.079417 2021-04-14 21:31:11,552 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.47ms, fps=2605 images/s, loss=0.8335, top1-acc=74.87%, top5-acc=95.47%, remaining_time=0:00:14.783960, arrival_time=2021-04-14 21:31:26.336128, cost_time=0:00:05.063006 2021-04-14 21:31:12,532 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.56ms, fps=2613 images/s, loss=0.8238, top1-acc=75.04%, top5-acc=95.60%, remaining_time=0:00:13.699280, arrival_time=2021-04-14 21:31:26.232034, cost_time=0:00:06.043784 2021-04-14 21:31:13,500 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.27ms, fps=2645 images/s, loss=0.8217, top1-acc=75.15%, top5-acc=95.60%, remaining_time=0:00:12.621546, arrival_time=2021-04-14 21:31:26.122476, cost_time=0:00:07.011950 2021-04-14 21:31:14,470 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.43ms, fps=2642 images/s, loss=0.8275, top1-acc=75.09%, top5-acc=95.54%, remaining_time=0:00:11.572856, arrival_time=2021-04-14 21:31:26.043104, cost_time=0:00:07.981275 2021-04-14 21:31:15,436 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.47ms, fps=2652 images/s, loss=0.8297, top1-acc=75.08%, top5-acc=95.42%, remaining_time=0:00:10.537672, arrival_time=2021-04-14 21:31:25.973796, cost_time=0:00:08.947104 2021-04-14 21:31:16,418 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.48ms, fps=2607 images/s, loss=0.8324, top1-acc=74.99%, top5-acc=95.36%, remaining_time=0:00:09.532416, arrival_time=2021-04-14 21:31:25.951006, cost_time=0:00:09.929611 2021-04-14 21:31:17,381 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.35ms, fps=2659 images/s, loss=0.8327, top1-acc=74.90%, top5-acc=95.38%, remaining_time=0:00:08.516150, arrival_time=2021-04-14 21:31:25.897987, cost_time=0:00:10.892793 2021-04-14 21:31:18,352 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.38ms, fps=2639 images/s, loss=0.8417, top1-acc=74.64%, top5-acc=95.33%, remaining_time=0:00:07.513512, arrival_time=2021-04-14 21:31:25.865947, cost_time=0:00:11.863453 2021-04-14 21:31:19,315 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.37ms, fps=2659 images/s, loss=0.8507, top1-acc=74.40%, top5-acc=95.24%, remaining_time=0:00:06.511890, arrival_time=2021-04-14 21:31:25.827329, cost_time=0:00:12.826462 2021-04-14 21:31:20,279 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.37ms, fps=2657 images/s, loss=0.8531, top1-acc=74.32%, top5-acc=95.21%, remaining_time=0:00:05.516112, arrival_time=2021-04-14 21:31:25.795399, cost_time=0:00:13.790316 2021-04-14 21:31:21,246 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.54ms, fps=2649 images/s, loss=0.8560, top1-acc=74.26%, top5-acc=95.16%, remaining_time=0:00:04.525526, arrival_time=2021-04-14 21:31:25.771755, cost_time=0:00:14.757162 2021-04-14 21:31:22,215 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.83ms, fps=2642 images/s, loss=0.8579, top1-acc=74.20%, top5-acc=95.17%, remaining_time=0:00:03.538548, arrival_time=2021-04-14 21:31:25.754383, cost_time=0:00:15.726842 2021-04-14 21:31:23,195 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.43ms, fps=2614 images/s, loss=0.8597, top1-acc=74.09%, top5-acc=95.17%, remaining_time=0:00:02.555098, arrival_time=2021-04-14 21:31:25.750491, cost_time=0:00:16.706412 2021-04-14 21:31:24,165 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.31ms, fps=2640 images/s, loss=0.8639, top1-acc=73.91%, top5-acc=95.12%, remaining_time=0:00:01.571248, arrival_time=2021-04-14 21:31:25.736806, cost_time=0:00:17.676548 2021-04-14 21:31:25,140 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.36ms, fps=2626 images/s, loss=0.8661, top1-acc=73.86%, top5-acc=95.10%, remaining_time=0:00:00.589008, arrival_time=2021-04-14 21:31:25.729823, cost_time=0:00:18.651846 2021-04-14 21:31:25,690 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.52ms, fps=2474 images/s, loss=0.8688, top1-acc=73.83%, top5-acc=95.09%, remaining_time=0:00:00, arrival_time=2021-04-14 21:31:25.690790, cost_time=0:00:19.201827 2021-04-14 21:31:26,192 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=0.47ms, fps=5125 images/s, loss=1.6369, top1-acc=56.41%, top5-acc=83.12%, remaining_time=0:00:01.498350, arrival_time=2021-04-14 21:31:27.690462, cost_time=0:00:00.499453 2021-04-14 21:31:26,532 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=0.38ms, fps=7538 images/s, loss=1.6462, top1-acc=56.02%, top5-acc=83.83%, remaining_time=0:00:00.839660, arrival_time=2021-04-14 21:31:27.371930, cost_time=0:00:00.839664 2021-04-14 21:31:26,896 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=2.85ms, fps=7032 images/s, loss=1.6207, top1-acc=56.87%, top5-acc=84.14%, remaining_time=0:00:00.401390, arrival_time=2021-04-14 21:31:27.298183, cost_time=0:00:01.204163 2021-04-14 21:31:27,206 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.07ms, fps=7491 images/s, loss=1.6147, top1-acc=56.84%, top5-acc=84.04%, remaining_time=0:00:00, arrival_time=2021-04-14 21:31:27.206938, cost_time=0:00:01.514379 2021-04-14 21:31:27,287 INFO : Epoch=0058 complete, best val top1-acc=59.69%, top5-acc=86.62% (epoch=50), remaining_time=0:49:32.932590, arrival_time=2021-04-14 22:21:00.219556, cost_time=0:20:14.296388 2021-04-14 21:31:27,288 INFO : Train start, epoch=0059, lr=0.080645 2021-04-14 21:31:28,442 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=0.46ms, fps=2218 images/s, loss=0.8847, top1-acc=74.14%, top5-acc=94.80%, remaining_time=0:00:21.469236, arrival_time=2021-04-14 21:31:49.911821, cost_time=0:00:01.154263 2021-04-14 21:31:29,410 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.62ms, fps=2647 images/s, loss=0.8818, top1-acc=73.85%, top5-acc=94.73%, remaining_time=0:00:18.671840, arrival_time=2021-04-14 21:31:48.081977, cost_time=0:00:02.121801 2021-04-14 21:31:30,372 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.94ms, fps=2663 images/s, loss=0.8599, top1-acc=74.26%, top5-acc=94.99%, remaining_time=0:00:17.063638, arrival_time=2021-04-14 21:31:47.435765, cost_time=0:00:03.083791 2021-04-14 21:31:31,337 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.32ms, fps=2654 images/s, loss=0.8598, top1-acc=74.49%, top5-acc=95.04%, remaining_time=0:00:15.790632, arrival_time=2021-04-14 21:31:47.127741, cost_time=0:00:04.048865 2021-04-14 21:31:32,303 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.35ms, fps=2650 images/s, loss=0.8565, top1-acc=74.41%, top5-acc=95.18%, remaining_time=0:00:14.644676, arrival_time=2021-04-14 21:31:46.948316, cost_time=0:00:05.015314 2021-04-14 21:31:33,270 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.59ms, fps=2650 images/s, loss=0.8497, top1-acc=74.49%, top5-acc=95.35%, remaining_time=0:00:13.559064, arrival_time=2021-04-14 21:31:46.829263, cost_time=0:00:05.981939 2021-04-14 21:31:34,235 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.38ms, fps=2654 images/s, loss=0.8538, top1-acc=74.37%, top5-acc=95.28%, remaining_time=0:00:12.504366, arrival_time=2021-04-14 21:31:46.739671, cost_time=0:00:06.946900 2021-04-14 21:31:35,206 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.34ms, fps=2639 images/s, loss=0.8557, top1-acc=74.35%, top5-acc=95.23%, remaining_time=0:00:11.480752, arrival_time=2021-04-14 21:31:46.686756, cost_time=0:00:07.917755 2021-04-14 21:31:36,189 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.99ms, fps=2605 images/s, loss=0.8589, top1-acc=74.32%, top5-acc=95.15%, remaining_time=0:00:10.483294, arrival_time=2021-04-14 21:31:46.672550, cost_time=0:00:08.900895 2021-04-14 21:31:37,168 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.46ms, fps=2615 images/s, loss=0.8605, top1-acc=74.23%, top5-acc=95.12%, remaining_time=0:00:09.485280, arrival_time=2021-04-14 21:31:46.654104, cost_time=0:00:09.880531 2021-04-14 21:31:38,144 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.87ms, fps=2626 images/s, loss=0.8629, top1-acc=74.11%, top5-acc=95.09%, remaining_time=0:00:08.487254, arrival_time=2021-04-14 21:31:46.631463, cost_time=0:00:10.855839 2021-04-14 21:31:39,128 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.94ms, fps=2604 images/s, loss=0.8655, top1-acc=74.03%, top5-acc=95.05%, remaining_time=0:00:07.498312, arrival_time=2021-04-14 21:31:46.626210, cost_time=0:00:11.839435 2021-04-14 21:31:40,104 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.39ms, fps=2622 images/s, loss=0.8661, top1-acc=74.04%, top5-acc=95.06%, remaining_time=0:00:06.506940, arrival_time=2021-04-14 21:31:46.611865, cost_time=0:00:12.816666 2021-04-14 21:31:41,077 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.51ms, fps=2634 images/s, loss=0.8663, top1-acc=73.96%, top5-acc=95.10%, remaining_time=0:00:05.515608, arrival_time=2021-04-14 21:31:46.592979, cost_time=0:00:13.789040 2021-04-14 21:31:42,068 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=2.10ms, fps=2586 images/s, loss=0.8668, top1-acc=73.93%, top5-acc=95.14%, remaining_time=0:00:04.532426, arrival_time=2021-04-14 21:31:46.600484, cost_time=0:00:14.779583 2021-04-14 21:31:43,033 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.38ms, fps=2653 images/s, loss=0.8693, top1-acc=73.87%, top5-acc=95.10%, remaining_time=0:00:03.542724, arrival_time=2021-04-14 21:31:46.576347, cost_time=0:00:15.745361 2021-04-14 21:31:44,003 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.59ms, fps=2641 images/s, loss=0.8712, top1-acc=73.80%, top5-acc=95.10%, remaining_time=0:00:02.556398, arrival_time=2021-04-14 21:31:46.559718, cost_time=0:00:16.714919 2021-04-14 21:31:44,974 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.43ms, fps=2637 images/s, loss=0.8728, top1-acc=73.74%, top5-acc=95.08%, remaining_time=0:00:01.572128, arrival_time=2021-04-14 21:31:46.546915, cost_time=0:00:17.686503 2021-04-14 21:31:45,946 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.23ms, fps=2635 images/s, loss=0.8783, top1-acc=73.59%, top5-acc=95.03%, remaining_time=0:00:00.589218, arrival_time=2021-04-14 21:31:46.535978, cost_time=0:00:18.658515 2021-04-14 21:31:46,490 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.22ms, fps=2504 images/s, loss=0.8819, top1-acc=73.53%, top5-acc=95.00%, remaining_time=0:00:00, arrival_time=2021-04-14 21:31:46.490344, cost_time=0:00:19.201957 2021-04-14 21:31:46,960 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.21ms, fps=5472 images/s, loss=1.5007, top1-acc=59.80%, top5-acc=86.05%, remaining_time=0:00:01.403400, arrival_time=2021-04-14 21:31:48.363845, cost_time=0:00:00.467798 2021-04-14 21:31:47,294 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.72ms, fps=7678 images/s, loss=1.5115, top1-acc=59.26%, top5-acc=85.96%, remaining_time=0:00:00.801780, arrival_time=2021-04-14 21:31:48.096176, cost_time=0:00:00.801784 2021-04-14 21:31:47,627 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=0.41ms, fps=7704 images/s, loss=1.5081, top1-acc=59.48%, top5-acc=85.90%, remaining_time=0:00:00.378180, arrival_time=2021-04-14 21:31:48.005342, cost_time=0:00:01.134555 2021-04-14 21:31:47,970 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.08ms, fps=6757 images/s, loss=1.4873, top1-acc=59.96%, top5-acc=86.21%, remaining_time=0:00:00, arrival_time=2021-04-14 21:31:47.970941, cost_time=0:00:01.478392 2021-04-14 21:31:48,134 INFO : Epoch=0059 complete, best val top1-acc=59.96%, top5-acc=86.21% (epoch=59), remaining_time=0:49:11.783676, arrival_time=2021-04-14 22:20:59.917777, cost_time=0:20:35.143518 2021-04-14 21:31:48,135 INFO : Train start, epoch=0060, lr=0.080021 2021-04-14 21:31:49,289 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=0.35ms, fps=2219 images/s, loss=0.8317, top1-acc=74.88%, top5-acc=95.66%, remaining_time=0:00:21.460494, arrival_time=2021-04-14 21:32:10.749679, cost_time=0:00:01.153791 2021-04-14 21:31:50,255 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.42ms, fps=2651 images/s, loss=0.8153, top1-acc=75.53%, top5-acc=95.92%, remaining_time=0:00:18.653536, arrival_time=2021-04-14 21:32:08.908736, cost_time=0:00:02.119720 2021-04-14 21:31:51,222 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.44ms, fps=2648 images/s, loss=0.8135, top1-acc=75.61%, top5-acc=95.96%, remaining_time=0:00:17.081898, arrival_time=2021-04-14 21:32:08.304390, cost_time=0:00:03.087094 2021-04-14 21:31:52,188 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.29ms, fps=2652 images/s, loss=0.8092, top1-acc=75.89%, top5-acc=95.91%, remaining_time=0:00:15.806232, arrival_time=2021-04-14 21:32:07.994562, cost_time=0:00:04.052889 2021-04-14 21:31:53,157 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.49ms, fps=2643 images/s, loss=0.8097, top1-acc=75.50%, top5-acc=95.97%, remaining_time=0:00:14.664678, arrival_time=2021-04-14 21:32:07.822369, cost_time=0:00:05.022166 2021-04-14 21:31:54,129 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.40ms, fps=2637 images/s, loss=0.8115, top1-acc=75.23%, top5-acc=95.99%, remaining_time=0:00:13.585856, arrival_time=2021-04-14 21:32:07.715070, cost_time=0:00:05.993768 2021-04-14 21:31:55,094 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.50ms, fps=2654 images/s, loss=0.8177, top1-acc=75.04%, top5-acc=95.90%, remaining_time=0:00:12.526290, arrival_time=2021-04-14 21:32:07.620745, cost_time=0:00:06.959060 2021-04-14 21:31:56,061 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.43ms, fps=2649 images/s, loss=0.8293, top1-acc=74.79%, top5-acc=95.81%, remaining_time=0:00:11.492352, arrival_time=2021-04-14 21:32:07.553547, cost_time=0:00:07.925800 2021-04-14 21:31:57,050 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.56ms, fps=2590 images/s, loss=0.8308, top1-acc=74.74%, top5-acc=95.73%, remaining_time=0:00:10.499300, arrival_time=2021-04-14 21:32:07.549249, cost_time=0:00:08.914462 2021-04-14 21:31:58,011 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.35ms, fps=2665 images/s, loss=0.8357, top1-acc=74.59%, top5-acc=95.63%, remaining_time=0:00:09.480576, arrival_time=2021-04-14 21:32:07.491623, cost_time=0:00:09.875623 2021-04-14 21:31:58,973 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.38ms, fps=2661 images/s, loss=0.8394, top1-acc=74.49%, top5-acc=95.59%, remaining_time=0:00:08.473494, arrival_time=2021-04-14 21:32:07.447077, cost_time=0:00:10.838190 2021-04-14 21:31:59,939 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.32ms, fps=2652 images/s, loss=0.8442, top1-acc=74.41%, top5-acc=95.48%, remaining_time=0:00:07.475740, arrival_time=2021-04-14 21:32:07.414946, cost_time=0:00:11.803810 2021-04-14 21:32:00,907 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.69ms, fps=2645 images/s, loss=0.8437, top1-acc=74.50%, top5-acc=95.44%, remaining_time=0:00:06.484368, arrival_time=2021-04-14 21:32:07.392039, cost_time=0:00:12.772266 2021-04-14 21:32:01,870 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.43ms, fps=2660 images/s, loss=0.8442, top1-acc=74.52%, top5-acc=95.44%, remaining_time=0:00:05.494048, arrival_time=2021-04-14 21:32:07.364622, cost_time=0:00:13.735090 2021-04-14 21:32:02,835 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.44ms, fps=2654 images/s, loss=0.8466, top1-acc=74.46%, top5-acc=95.41%, remaining_time=0:00:04.508092, arrival_time=2021-04-14 21:32:07.343813, cost_time=0:00:14.700256 2021-04-14 21:32:03,821 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.46ms, fps=2599 images/s, loss=0.8489, top1-acc=74.38%, top5-acc=95.42%, remaining_time=0:00:03.529296, arrival_time=2021-04-14 21:32:07.350447, cost_time=0:00:15.685758 2021-04-14 21:32:04,823 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=2.14ms, fps=2556 images/s, loss=0.8530, top1-acc=74.26%, top5-acc=95.40%, remaining_time=0:00:02.552212, arrival_time=2021-04-14 21:32:07.375197, cost_time=0:00:16.687577 2021-04-14 21:32:05,805 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.82ms, fps=2608 images/s, loss=0.8576, top1-acc=74.15%, top5-acc=95.33%, remaining_time=0:00:01.570624, arrival_time=2021-04-14 21:32:07.375569, cost_time=0:00:17.669490 2021-04-14 21:32:06,768 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.25ms, fps=2658 images/s, loss=0.8607, top1-acc=74.09%, top5-acc=95.29%, remaining_time=0:00:00.588414, arrival_time=2021-04-14 21:32:07.356890, cost_time=0:00:18.633074 2021-04-14 21:32:07,313 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.19ms, fps=2498 images/s, loss=0.8618, top1-acc=74.06%, top5-acc=95.31%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:07.313245, cost_time=0:00:19.177778 2021-04-14 21:32:07,793 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=0.21ms, fps=5351 images/s, loss=1.5929, top1-acc=57.66%, top5-acc=85.00%, remaining_time=0:00:01.435260, arrival_time=2021-04-14 21:32:09.228728, cost_time=0:00:00.478415 2021-04-14 21:32:08,127 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=2.88ms, fps=7666 images/s, loss=1.5713, top1-acc=58.18%, top5-acc=85.45%, remaining_time=0:00:00.812720, arrival_time=2021-04-14 21:32:08.940546, cost_time=0:00:00.812718 2021-04-14 21:32:08,469 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=2.05ms, fps=7508 images/s, loss=1.5663, top1-acc=58.39%, top5-acc=85.49%, remaining_time=0:00:00.384740, arrival_time=2021-04-14 21:32:08.854052, cost_time=0:00:01.154223 2021-04-14 21:32:08,785 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.07ms, fps=7348 images/s, loss=1.5568, top1-acc=58.52%, top5-acc=85.62%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:08.785458, cost_time=0:00:01.470435 2021-04-14 21:32:08,890 INFO : Epoch=0060 complete, best val top1-acc=59.96%, top5-acc=86.21% (epoch=59), remaining_time=0:48:50.432400, arrival_time=2021-04-14 22:20:59.322600, cost_time=0:20:55.899592 2021-04-14 21:32:08,892 INFO : Train start, epoch=0061, lr=0.079389 2021-04-14 21:32:10,039 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=1.64ms, fps=2232 images/s, loss=0.8062, top1-acc=76.33%, top5-acc=95.70%, remaining_time=0:00:21.328992, arrival_time=2021-04-14 21:32:31.368205, cost_time=0:00:01.146720 2021-04-14 21:32:11,010 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.41ms, fps=2638 images/s, loss=0.8221, top1-acc=75.37%, top5-acc=95.74%, remaining_time=0:00:18.634000, arrival_time=2021-04-14 21:32:29.644042, cost_time=0:00:02.117502 2021-04-14 21:32:11,982 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.28ms, fps=2634 images/s, loss=0.8176, top1-acc=75.17%, top5-acc=95.83%, remaining_time=0:00:17.097834, arrival_time=2021-04-14 21:32:29.080309, cost_time=0:00:03.089974 2021-04-14 21:32:12,955 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.32ms, fps=2631 images/s, loss=0.8159, top1-acc=75.18%, top5-acc=95.95%, remaining_time=0:00:15.847416, arrival_time=2021-04-14 21:32:28.803335, cost_time=0:00:04.063423 2021-04-14 21:32:13,923 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.53ms, fps=2647 images/s, loss=0.8137, top1-acc=75.41%, top5-acc=95.92%, remaining_time=0:00:14.690666, arrival_time=2021-04-14 21:32:28.614280, cost_time=0:00:05.031062 2021-04-14 21:32:14,883 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.33ms, fps=2668 images/s, loss=0.8119, top1-acc=75.65%, top5-acc=95.83%, remaining_time=0:00:13.579600, arrival_time=2021-04-14 21:32:28.463264, cost_time=0:00:05.991021 2021-04-14 21:32:15,856 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.55ms, fps=2634 images/s, loss=0.8206, top1-acc=75.61%, top5-acc=95.61%, remaining_time=0:00:12.534732, arrival_time=2021-04-14 21:32:28.390986, cost_time=0:00:06.963743 2021-04-14 21:32:16,818 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.53ms, fps=2662 images/s, loss=0.8208, top1-acc=75.58%, top5-acc=95.60%, remaining_time=0:00:11.492352, arrival_time=2021-04-14 21:32:28.310597, cost_time=0:00:07.925762 2021-04-14 21:32:17,783 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.48ms, fps=2654 images/s, loss=0.8263, top1-acc=75.33%, top5-acc=95.62%, remaining_time=0:00:10.471422, arrival_time=2021-04-14 21:32:28.254707, cost_time=0:00:08.890787 2021-04-14 21:32:18,750 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.87ms, fps=2647 images/s, loss=0.8294, top1-acc=75.14%, top5-acc=95.61%, remaining_time=0:00:09.464064, arrival_time=2021-04-14 21:32:28.214938, cost_time=0:00:09.858374 2021-04-14 21:32:19,716 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.76ms, fps=2652 images/s, loss=0.8274, top1-acc=75.17%, top5-acc=95.68%, remaining_time=0:00:08.462314, arrival_time=2021-04-14 21:32:28.178732, cost_time=0:00:10.823872 2021-04-14 21:32:20,687 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.34ms, fps=2637 images/s, loss=0.8296, top1-acc=75.10%, top5-acc=95.62%, remaining_time=0:00:07.470192, arrival_time=2021-04-14 21:32:28.157774, cost_time=0:00:11.795082 2021-04-14 21:32:21,651 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.35ms, fps=2656 images/s, loss=0.8304, top1-acc=75.03%, top5-acc=95.62%, remaining_time=0:00:06.477834, arrival_time=2021-04-14 21:32:28.129721, cost_time=0:00:12.759389 2021-04-14 21:32:22,619 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=2.15ms, fps=2647 images/s, loss=0.8347, top1-acc=74.96%, top5-acc=95.54%, remaining_time=0:00:05.490800, arrival_time=2021-04-14 21:32:28.110344, cost_time=0:00:13.726959 2021-04-14 21:32:23,585 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.46ms, fps=2651 images/s, loss=0.8374, top1-acc=74.89%, top5-acc=95.47%, remaining_time=0:00:04.505930, arrival_time=2021-04-14 21:32:28.091612, cost_time=0:00:14.693186 2021-04-14 21:32:24,552 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.30ms, fps=2648 images/s, loss=0.8410, top1-acc=74.75%, top5-acc=95.41%, remaining_time=0:00:03.523608, arrival_time=2021-04-14 21:32:28.076538, cost_time=0:00:15.660415 2021-04-14 21:32:25,513 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.43ms, fps=2666 images/s, loss=0.8443, top1-acc=74.66%, top5-acc=95.35%, remaining_time=0:00:02.542046, arrival_time=2021-04-14 21:32:28.055621, cost_time=0:00:16.621071 2021-04-14 21:32:26,478 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=2.13ms, fps=2654 images/s, loss=0.8477, top1-acc=74.53%, top5-acc=95.31%, remaining_time=0:00:01.563216, arrival_time=2021-04-14 21:32:28.041925, cost_time=0:00:17.586170 2021-04-14 21:32:27,464 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.71ms, fps=2598 images/s, loss=0.8519, top1-acc=74.41%, top5-acc=95.28%, remaining_time=0:00:00.586488, arrival_time=2021-04-14 21:32:28.051105, cost_time=0:00:18.572108 2021-04-14 21:32:28,010 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.21ms, fps=2491 images/s, loss=0.8552, top1-acc=74.33%, top5-acc=95.25%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:28.010958, cost_time=0:00:19.118482 2021-04-14 21:32:28,501 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=1.96ms, fps=5234 images/s, loss=1.4478, top1-acc=61.45%, top5-acc=86.37%, remaining_time=0:00:01.467300, arrival_time=2021-04-14 21:32:29.969175, cost_time=0:00:00.489105 2021-04-14 21:32:28,835 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=0.39ms, fps=7695 images/s, loss=1.4315, top1-acc=61.41%, top5-acc=87.01%, remaining_time=0:00:00.822240, arrival_time=2021-04-14 21:32:29.657233, cost_time=0:00:00.822230 2021-04-14 21:32:29,180 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=2.77ms, fps=7426 images/s, loss=1.4422, top1-acc=60.81%, top5-acc=87.04%, remaining_time=0:00:00.389140, arrival_time=2021-04-14 21:32:29.569316, cost_time=0:00:01.167406 2021-04-14 21:32:29,502 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.10ms, fps=7207 images/s, loss=1.4364, top1-acc=60.63%, top5-acc=86.93%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:29.502538, cost_time=0:00:01.489786 2021-04-14 21:32:29,731 INFO : Epoch=0061 complete, best val top1-acc=60.63%, top5-acc=86.93% (epoch=61), remaining_time=0:48:29.294881, arrival_time=2021-04-14 22:20:59.026440, cost_time=0:21:16.740934 2021-04-14 21:32:29,733 INFO : Train start, epoch=0062, lr=0.078750 2021-04-14 21:32:30,979 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=3.19ms, fps=2055 images/s, loss=0.8231, top1-acc=74.80%, top5-acc=95.62%, remaining_time=0:00:23.165370, arrival_time=2021-04-14 21:32:54.144745, cost_time=0:00:01.245450 2021-04-14 21:32:31,962 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.92ms, fps=2605 images/s, loss=0.7999, top1-acc=75.41%, top5-acc=96.07%, remaining_time=0:00:19.613616, arrival_time=2021-04-14 21:32:51.576394, cost_time=0:00:02.228816 2021-04-14 21:32:32,963 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.95ms, fps=2560 images/s, loss=0.7941, top1-acc=75.94%, top5-acc=96.18%, remaining_time=0:00:17.869070, arrival_time=2021-04-14 21:32:50.832396, cost_time=0:00:03.229358 2021-04-14 21:32:33,925 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.45ms, fps=2663 images/s, loss=0.7848, top1-acc=76.35%, top5-acc=96.16%, remaining_time=0:00:16.346616, arrival_time=2021-04-14 21:32:50.272034, cost_time=0:00:04.191451 2021-04-14 21:32:34,887 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.50ms, fps=2663 images/s, loss=0.7838, top1-acc=76.16%, top5-acc=96.23%, remaining_time=0:00:15.047490, arrival_time=2021-04-14 21:32:49.934624, cost_time=0:00:05.153258 2021-04-14 21:32:35,852 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.73ms, fps=2654 images/s, loss=0.7935, top1-acc=75.90%, top5-acc=96.02%, remaining_time=0:00:13.868056, arrival_time=2021-04-14 21:32:49.720270, cost_time=0:00:06.118255 2021-04-14 21:32:36,826 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.87ms, fps=2629 images/s, loss=0.7952, top1-acc=75.90%, top5-acc=96.02%, remaining_time=0:00:12.766572, arrival_time=2021-04-14 21:32:49.592995, cost_time=0:00:07.092549 2021-04-14 21:32:37,794 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.40ms, fps=2647 images/s, loss=0.8057, top1-acc=75.66%, top5-acc=95.96%, remaining_time=0:00:11.687000, arrival_time=2021-04-14 21:32:49.480963, cost_time=0:00:08.060006 2021-04-14 21:32:38,770 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.34ms, fps=2622 images/s, loss=0.8103, top1-acc=75.52%, top5-acc=95.86%, remaining_time=0:00:10.643566, arrival_time=2021-04-14 21:32:49.414398, cost_time=0:00:09.036961 2021-04-14 21:32:39,747 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.31ms, fps=2623 images/s, loss=0.8135, top1-acc=75.46%, top5-acc=95.77%, remaining_time=0:00:09.612768, arrival_time=2021-04-14 21:32:49.360012, cost_time=0:00:10.013285 2021-04-14 21:32:40,718 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.37ms, fps=2637 images/s, loss=0.8216, top1-acc=75.34%, top5-acc=95.69%, remaining_time=0:00:08.588132, arrival_time=2021-04-14 21:32:49.306909, cost_time=0:00:10.984854 2021-04-14 21:32:41,711 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.38ms, fps=2581 images/s, loss=0.8232, top1-acc=75.20%, top5-acc=95.70%, remaining_time=0:00:07.585560, arrival_time=2021-04-14 21:32:49.296663, cost_time=0:00:11.977184 2021-04-14 21:32:42,697 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.59ms, fps=2597 images/s, loss=0.8272, top1-acc=75.02%, top5-acc=95.67%, remaining_time=0:00:06.581388, arrival_time=2021-04-14 21:32:49.278642, cost_time=0:00:12.963294 2021-04-14 21:32:43,662 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.39ms, fps=2655 images/s, loss=0.8335, top1-acc=74.82%, top5-acc=95.64%, remaining_time=0:00:05.571328, arrival_time=2021-04-14 21:32:49.233484, cost_time=0:00:13.928292 2021-04-14 21:32:44,635 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.54ms, fps=2630 images/s, loss=0.8373, top1-acc=74.72%, top5-acc=95.59%, remaining_time=0:00:04.569916, arrival_time=2021-04-14 21:32:49.205704, cost_time=0:00:14.901870 2021-04-14 21:32:45,615 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.35ms, fps=2615 images/s, loss=0.8399, top1-acc=74.68%, top5-acc=95.57%, remaining_time=0:00:03.573324, arrival_time=2021-04-14 21:32:49.188788, cost_time=0:00:15.881510 2021-04-14 21:32:46,591 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.33ms, fps=2624 images/s, loss=0.8431, top1-acc=74.60%, top5-acc=95.51%, remaining_time=0:00:02.578238, arrival_time=2021-04-14 21:32:49.169832, cost_time=0:00:16.857708 2021-04-14 21:32:47,553 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.54ms, fps=2661 images/s, loss=0.8453, top1-acc=74.51%, top5-acc=95.48%, remaining_time=0:00:01.584000, arrival_time=2021-04-14 21:32:49.137948, cost_time=0:00:17.820074 2021-04-14 21:32:48,513 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.17ms, fps=2669 images/s, loss=0.8489, top1-acc=74.38%, top5-acc=95.44%, remaining_time=0:00:00.593040, arrival_time=2021-04-14 21:32:49.106493, cost_time=0:00:18.779576 2021-04-14 21:32:49,056 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.37ms, fps=2504 images/s, loss=0.8529, top1-acc=74.28%, top5-acc=95.37%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:49.056941, cost_time=0:00:19.323069 2021-04-14 21:32:49,549 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.26ms, fps=5222 images/s, loss=1.5556, top1-acc=59.41%, top5-acc=85.74%, remaining_time=0:00:01.470750, arrival_time=2021-04-14 21:32:51.019922, cost_time=0:00:00.490253 2021-04-14 21:32:49,934 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=0.44ms, fps=6659 images/s, loss=1.5057, top1-acc=60.31%, top5-acc=86.37%, remaining_time=0:00:00.875420, arrival_time=2021-04-14 21:32:50.809648, cost_time=0:00:00.875423 2021-04-14 21:32:50,281 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=0.28ms, fps=7391 images/s, loss=1.5159, top1-acc=59.84%, top5-acc=86.37%, remaining_time=0:00:00.407430, arrival_time=2021-04-14 21:32:50.688505, cost_time=0:00:01.222301 2021-04-14 21:32:50,587 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.07ms, fps=7580 images/s, loss=1.4988, top1-acc=59.77%, top5-acc=86.43%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:50.587491, cost_time=0:00:01.528754 2021-04-14 21:32:50,735 INFO : Epoch=0062 complete, best val top1-acc=60.63%, top5-acc=86.93% (epoch=61), remaining_time=0:48:08.529474, arrival_time=2021-04-14 22:20:59.265221, cost_time=0:21:37.745134 2021-04-14 21:32:50,737 INFO : Train start, epoch=0063, lr=0.078104 2021-04-14 21:32:51,900 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.46ms, fps=2201 images/s, loss=0.8379, top1-acc=75.00%, top5-acc=95.94%, remaining_time=0:00:21.635706, arrival_time=2021-04-14 21:33:13.536385, cost_time=0:00:01.163211 2021-04-14 21:32:52,880 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=2.07ms, fps=2613 images/s, loss=0.8344, top1-acc=75.04%, top5-acc=95.86%, remaining_time=0:00:18.862624, arrival_time=2021-04-14 21:33:11.743576, cost_time=0:00:02.143479 2021-04-14 21:32:53,839 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.29ms, fps=2672 images/s, loss=0.8167, top1-acc=75.70%, top5-acc=95.82%, remaining_time=0:00:17.163736, arrival_time=2021-04-14 21:33:11.003089, cost_time=0:00:03.101880 2021-04-14 21:32:54,804 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.63ms, fps=2655 images/s, loss=0.8058, top1-acc=75.98%, top5-acc=95.91%, remaining_time=0:00:15.859740, arrival_time=2021-04-14 21:33:10.663867, cost_time=0:00:04.066581 2021-04-14 21:32:55,785 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=2.51ms, fps=2611 images/s, loss=0.8096, top1-acc=75.87%, top5-acc=95.86%, remaining_time=0:00:14.739576, arrival_time=2021-04-14 21:33:10.524889, cost_time=0:00:05.047786 2021-04-14 21:32:56,764 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.90ms, fps=2616 images/s, loss=0.8008, top1-acc=76.18%, top5-acc=95.93%, remaining_time=0:00:13.661064, arrival_time=2021-04-14 21:33:10.425476, cost_time=0:00:06.026954 2021-04-14 21:32:57,749 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.56ms, fps=2599 images/s, loss=0.8001, top1-acc=76.19%, top5-acc=95.90%, remaining_time=0:00:12.622428, arrival_time=2021-04-14 21:33:10.372364, cost_time=0:00:07.012460 2021-04-14 21:32:58,728 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.45ms, fps=2618 images/s, loss=0.8070, top1-acc=75.86%, top5-acc=95.86%, remaining_time=0:00:11.586544, arrival_time=2021-04-14 21:33:10.314773, cost_time=0:00:07.990746 2021-04-14 21:32:59,708 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.88ms, fps=2613 images/s, loss=0.8095, top1-acc=75.73%, top5-acc=95.85%, remaining_time=0:00:10.565550, arrival_time=2021-04-14 21:33:10.273839, cost_time=0:00:08.970776 2021-04-14 21:33:00,686 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.39ms, fps=2619 images/s, loss=0.8097, top1-acc=75.80%, top5-acc=95.85%, remaining_time=0:00:09.550944, arrival_time=2021-04-14 21:33:10.237433, cost_time=0:00:09.948925 2021-04-14 21:33:01,649 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.52ms, fps=2661 images/s, loss=0.8093, top1-acc=75.78%, top5-acc=95.83%, remaining_time=0:00:08.530942, arrival_time=2021-04-14 21:33:10.180106, cost_time=0:00:10.911694 2021-04-14 21:33:02,626 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.54ms, fps=2621 images/s, loss=0.8117, top1-acc=75.68%, top5-acc=95.83%, remaining_time=0:00:07.529624, arrival_time=2021-04-14 21:33:10.156070, cost_time=0:00:11.888912 2021-04-14 21:33:03,593 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.45ms, fps=2649 images/s, loss=0.8147, top1-acc=75.57%, top5-acc=95.82%, remaining_time=0:00:06.526938, arrival_time=2021-04-14 21:33:10.120473, cost_time=0:00:12.856057 2021-04-14 21:33:04,560 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.84ms, fps=2647 images/s, loss=0.8174, top1-acc=75.43%, top5-acc=95.80%, remaining_time=0:00:05.529384, arrival_time=2021-04-14 21:33:10.090293, cost_time=0:00:13.823440 2021-04-14 21:33:05,522 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.77ms, fps=2665 images/s, loss=0.8245, top1-acc=75.25%, top5-acc=95.70%, remaining_time=0:00:04.533944, arrival_time=2021-04-14 21:33:10.056053, cost_time=0:00:14.784544 2021-04-14 21:33:06,480 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.39ms, fps=2673 images/s, loss=0.8295, top1-acc=75.08%, top5-acc=95.65%, remaining_time=0:00:03.542148, arrival_time=2021-04-14 21:33:10.022495, cost_time=0:00:15.742876 2021-04-14 21:33:07,438 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.54ms, fps=2673 images/s, loss=0.8323, top1-acc=74.96%, top5-acc=95.65%, remaining_time=0:00:02.554266, arrival_time=2021-04-14 21:33:09.992723, cost_time=0:00:16.700998 2021-04-14 21:33:08,396 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.36ms, fps=2674 images/s, loss=0.8390, top1-acc=74.79%, top5-acc=95.59%, remaining_time=0:00:01.569664, arrival_time=2021-04-14 21:33:09.965903, cost_time=0:00:17.658769 2021-04-14 21:33:09,355 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.34ms, fps=2669 images/s, loss=0.8417, top1-acc=74.71%, top5-acc=95.54%, remaining_time=0:00:00.587946, arrival_time=2021-04-14 21:33:09.943787, cost_time=0:00:18.618376 2021-04-14 21:33:09,897 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.22ms, fps=2512 images/s, loss=0.8453, top1-acc=74.60%, top5-acc=95.51%, remaining_time=0:00:00, arrival_time=2021-04-14 21:33:09.897720, cost_time=0:00:19.160165 2021-04-14 21:33:10,365 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=3.23ms, fps=5493 images/s, loss=1.4547, top1-acc=59.73%, top5-acc=86.56%, remaining_time=0:00:01.398180, arrival_time=2021-04-14 21:33:11.764027, cost_time=0:00:00.466057 2021-04-14 21:33:10,780 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=0.21ms, fps=6187 images/s, loss=1.4591, top1-acc=59.88%, top5-acc=87.01%, remaining_time=0:00:00.880520, arrival_time=2021-04-14 21:33:11.660766, cost_time=0:00:00.880514 2021-04-14 21:33:11,138 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=0.21ms, fps=7152 images/s, loss=1.4754, top1-acc=59.51%, top5-acc=86.80%, remaining_time=0:00:00.412930, arrival_time=2021-04-14 21:33:11.551536, cost_time=0:00:01.238802 2021-04-14 21:33:11,445 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.06ms, fps=7561 images/s, loss=1.4947, top1-acc=59.77%, top5-acc=86.88%, remaining_time=0:00:00, arrival_time=2021-04-14 21:33:11.445886, cost_time=0:00:01.546168 2021-04-14 21:33:11,543 INFO : Epoch=0063 complete, best val top1-acc=60.63%, top5-acc=86.93% (epoch=61), remaining_time=0:47:47.329444, arrival_time=2021-04-14 22:20:58.872972, cost_time=0:21:58.552944 2021-04-14 21:33:11,544 INFO : Train start, epoch=0064, lr=0.077451 2021-04-14 21:33:12,696 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.90ms, fps=2222 images/s, loss=0.8197, top1-acc=75.12%, top5-acc=95.62%, remaining_time=0:00:21.424968, arrival_time=2021-04-14 21:33:34.121738, cost_time=0:00:01.151877 2021-04-14 21:33:13,667 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.32ms, fps=2639 images/s, loss=0.8018, top1-acc=75.78%, top5-acc=96.00%, remaining_time=0:00:18.676064, arrival_time=2021-04-14 21:33:32.343213, cost_time=0:00:02.122276 2021-04-14 21:33:14,636 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.46ms, fps=2641 images/s, loss=0.7937, top1-acc=76.05%, top5-acc=95.96%, remaining_time=0:00:17.109288, arrival_time=2021-04-14 21:33:31.746201, cost_time=0:00:03.092042 2021-04-14 21:33:15,615 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.50ms, fps=2617 images/s, loss=0.7947, top1-acc=76.16%, top5-acc=95.90%, remaining_time=0:00:15.875028, arrival_time=2021-04-14 21:33:31.490416, cost_time=0:00:04.070516 2021-04-14 21:33:16,585 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.43ms, fps=2641 images/s, loss=0.7901, top1-acc=76.23%, top5-acc=95.98%, remaining_time=0:00:14.717530, arrival_time=2021-04-14 21:33:31.302691, cost_time=0:00:05.040240 2021-04-14 21:33:17,557 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.49ms, fps=2635 images/s, loss=0.7893, top1-acc=76.22%, top5-acc=96.06%, remaining_time=0:00:13.627608, arrival_time=2021-04-14 21:33:31.184638, cost_time=0:00:06.012156 2021-04-14 21:33:18,520 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.26ms, fps=2657 images/s, loss=0.7899, top1-acc=76.20%, top5-acc=95.97%, remaining_time=0:00:12.556656, arrival_time=2021-04-14 21:33:31.077425, cost_time=0:00:06.975891 2021-04-14 21:33:19,487 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.93ms, fps=2649 images/s, loss=0.7946, top1-acc=76.04%, top5-acc=95.94%, remaining_time=0:00:11.516944, arrival_time=2021-04-14 21:33:31.004677, cost_time=0:00:07.942708 2021-04-14 21:33:20,454 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.36ms, fps=2650 images/s, loss=0.7947, top1-acc=76.04%, top5-acc=95.91%, remaining_time=0:00:10.493258, arrival_time=2021-04-14 21:33:30.947484, cost_time=0:00:08.909362 2021-04-14 21:33:21,420 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=2.03ms, fps=2650 images/s, loss=0.7995, top1-acc=75.93%, top5-acc=95.84%, remaining_time=0:00:09.480768, arrival_time=2021-04-14 21:33:30.901453, cost_time=0:00:09.875802 2021-04-14 21:33:22,390 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.48ms, fps=2642 images/s, loss=0.8079, top1-acc=75.66%, top5-acc=95.74%, remaining_time=0:00:08.478912, arrival_time=2021-04-14 21:33:30.868937, cost_time=0:00:10.845152 2021-04-14 21:33:23,356 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.34ms, fps=2650 images/s, loss=0.8105, top1-acc=75.53%, top5-acc=95.74%, remaining_time=0:00:07.480528, arrival_time=2021-04-14 21:33:30.836862, cost_time=0:00:11.811387 2021-04-14 21:33:24,347 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.38ms, fps=2584 images/s, loss=0.8113, top1-acc=75.55%, top5-acc=95.72%, remaining_time=0:00:06.499746, arrival_time=2021-04-14 21:33:30.847181, cost_time=0:00:12.802561 2021-04-14 21:33:25,319 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=2.01ms, fps=2633 images/s, loss=0.8165, top1-acc=75.30%, top5-acc=95.71%, remaining_time=0:00:05.510008, arrival_time=2021-04-14 21:33:30.829954, cost_time=0:00:13.775070 2021-04-14 21:33:26,293 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.44ms, fps=2630 images/s, loss=0.8164, top1-acc=75.34%, top5-acc=95.72%, remaining_time=0:00:04.522904, arrival_time=2021-04-14 21:33:30.816477, cost_time=0:00:14.748658 2021-04-14 21:33:27,260 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.39ms, fps=2650 images/s, loss=0.8186, top1-acc=75.28%, top5-acc=95.67%, remaining_time=0:00:03.535956, arrival_time=2021-04-14 21:33:30.796232, cost_time=0:00:15.715395 2021-04-14 21:33:28,227 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.47ms, fps=2648 images/s, loss=0.8232, top1-acc=75.16%, top5-acc=95.63%, remaining_time=0:00:02.551458, arrival_time=2021-04-14 21:33:30.778980, cost_time=0:00:16.682568 2021-04-14 21:33:29,189 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.36ms, fps=2664 images/s, loss=0.8250, top1-acc=75.12%, top5-acc=95.60%, remaining_time=0:00:01.568368, arrival_time=2021-04-14 21:33:30.757362, cost_time=0:00:17.644124 2021-04-14 21:33:30,156 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.20ms, fps=2647 images/s, loss=0.8283, top1-acc=75.00%, top5-acc=95.57%, remaining_time=0:00:00.587736, arrival_time=2021-04-14 21:33:30.744248, cost_time=0:00:18.611619 2021-04-14 21:33:30,700 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.39ms, fps=2504 images/s, loss=0.8313, top1-acc=74.92%, top5-acc=95.55%, remaining_time=0:00:00, arrival_time=2021-04-14 21:33:30.700109, cost_time=0:00:19.155236 2021-04-14 21:33:31,152 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=1.84ms, fps=5681 images/s, loss=1.5291, top1-acc=59.34%, top5-acc=86.17%, remaining_time=0:00:01.351920, arrival_time=2021-04-14 21:33:32.504626, cost_time=0:00:00.450643 2021-04-14 21:33:31,490 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=0.29ms, fps=7590 images/s, loss=1.5230, top1-acc=59.28%, top5-acc=86.29%, remaining_time=0:00:00.788380, arrival_time=2021-04-14 21:33:32.278814, cost_time=0:00:00.788382 2021-04-14 21:33:31,832 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=0.30ms, fps=7506 images/s, loss=1.5189, top1-acc=59.57%, top5-acc=86.17%, remaining_time=0:00:00.376640, arrival_time=2021-04-14 21:33:32.208604, cost_time=0:00:01.129910 2021-04-14 21:33:32,165 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.06ms, fps=6959 images/s, loss=1.5087, top1-acc=59.58%, top5-acc=86.14%, remaining_time=0:00:00, arrival_time=2021-04-14 21:33:32.165752, cost_time=0:00:01.463757 2021-04-14 21:33:32,298 INFO : Epoch=0064 complete, best val top1-acc=60.63%, top5-acc=86.93% (epoch=61), remaining_time=0:47:26.029160, arrival_time=2021-04-14 22:20:58.327608, cost_time=0:22:19.307863 2021-04-14 21:33:32,299 INFO : Train start, epoch=0065, lr=0.076791 2021-04-14 21:33:33,451 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=0.31ms, fps=2224 images/s, loss=0.8043, top1-acc=75.31%, top5-acc=96.52%, remaining_time=0:00:21.411018, arrival_time=2021-04-14 21:33:54.861998, cost_time=0:00:01.151132 2021-04-14 21:33:34,418 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.32ms, fps=2647 images/s, loss=0.7921, top1-acc=75.92%, top5-acc=96.37%, remaining_time=0:00:18.643856, arrival_time=2021-04-14 21:33:53.062373, cost_time=0:00:02.118615 2021-04-14 21:33:35,384 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.61ms, fps=2652 images/s, loss=0.7820, top1-acc=76.28%, top5-acc=96.35%, remaining_time=0:00:17.067788, arrival_time=2021-04-14 21:33:52.452225, cost_time=0:00:03.084541 2021-04-14 21:33:36,371 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=2.37ms, fps=2595 images/s, loss=0.7809, top1-acc=76.20%, top5-acc=96.33%, remaining_time=0:00:15.879084, arrival_time=2021-04-14 21:33:52.250558, cost_time=0:00:04.071569 2021-04-14 21:33:37,357 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.42ms, fps=2598 images/s, loss=0.7848, top1-acc=76.09%, top5-acc=96.29%, remaining_time=0:00:14.768484, arrival_time=2021-04-14 21:33:52.125970, cost_time=0:00:05.057676 2021-04-14 21:33:38,319 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.55ms, fps=2662 images/s, loss=0.7870, top1-acc=75.98%, top5-acc=96.28%, remaining_time=0:00:13.645016, arrival_time=2021-04-14 21:33:51.964818, cost_time=0:00:06.019885 2021-04-14 21:33:39,292 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.84ms, fps=2633 images/s, loss=0.7870, top1-acc=76.07%, top5-acc=96.16%, remaining_time=0:00:12.587148, arrival_time=2021-04-14 21:33:51.879803, cost_time=0:00:06.992851 2021-04-14 21:33:40,259 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.46ms, fps=2650 images/s, loss=0.7863, top1-acc=76.21%, top5-acc=96.14%, remaining_time=0:00:11.540956, arrival_time=2021-04-14 21:33:51.800141, cost_time=0:00:07.959285 2021-04-14 21:33:41,232 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.34ms, fps=2632 images/s, loss=0.7905, top1-acc=76.17%, top5-acc=96.07%, remaining_time=0:00:10.520712, arrival_time=2021-04-14 21:33:51.753227, cost_time=0:00:08.932647 2021-04-14 21:33:42,200 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.49ms, fps=2646 images/s, loss=0.7962, top1-acc=76.03%, top5-acc=96.02%, remaining_time=0:00:09.504672, arrival_time=2021-04-14 21:33:51.705345, cost_time=0:00:09.900668 2021-04-14 21:33:43,176 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.66ms, fps=2625 images/s, loss=0.8005, top1-acc=75.87%, top5-acc=95.95%, remaining_time=0:00:08.503852, arrival_time=2021-04-14 21:33:51.680645, cost_time=0:00:10.876973 2021-04-14 21:33:44,150 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=4.43ms, fps=2631 images/s, loss=0.8043, top1-acc=75.74%, top5-acc=95.90%, remaining_time=0:00:07.505228, arrival_time=2021-04-14 21:33:51.655406, cost_time=0:00:11.850327 2021-04-14 21:33:45,120 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.40ms, fps=2640 images/s, loss=0.8091, top1-acc=75.61%, top5-acc=95.84%, remaining_time=0:00:06.508920, arrival_time=2021-04-14 21:33:51.629428, cost_time=0:00:12.820593 2021-04-14 21:33:46,082 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.38ms, fps=2663 images/s, loss=0.8106, top1-acc=75.56%, top5-acc=95.84%, remaining_time=0:00:05.513032, arrival_time=2021-04-14 21:33:51.595452, cost_time=0:00:13.782615 2021-04-14 21:33:47,052 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.38ms, fps=2640 images/s, loss=0.8136, top1-acc=75.44%, top5-acc=95.81%, remaining_time=0:00:04.524146, arrival_time=2021-04-14 21:33:51.576725, cost_time=0:00:14.752715 2021-04-14 21:33:48,018 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.27ms, fps=2653 images/s, loss=0.8161, top1-acc=75.38%, top5-acc=95.76%, remaining_time=0:00:03.536640, arrival_time=2021-04-14 21:33:51.554782, cost_time=0:00:15.718336 2021-04-14 21:33:49,022 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.97ms, fps=2551 images/s, loss=0.8195, top1-acc=75.30%, top5-acc=95.72%, remaining_time=0:00:02.557542, arrival_time=2021-04-14 21:33:51.579880, cost_time=0:00:16.722375 2021-04-14 21:33:49,999 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.30ms, fps=2621 images/s, loss=0.8230, top1-acc=75.21%, top5-acc=95.70%, remaining_time=0:00:01.573328, arrival_time=2021-04-14 21:33:51.573034, cost_time=0:00:17.699903 2021-04-14 21:33:50,977 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.22ms, fps=2620 images/s, loss=0.8249, top1-acc=75.20%, top5-acc=95.67%, remaining_time=0:00:00.589812, arrival_time=2021-04-14 21:33:51.566927, cost_time=0:00:18.677292 2021-04-14 21:33:51,520 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.38ms, fps=2504 images/s, loss=0.8279, top1-acc=75.13%, top5-acc=95.65%, remaining_time=0:00:00, arrival_time=2021-04-14 21:33:51.520558, cost_time=0:00:19.220745 2021-04-14 21:33:52,081 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=0.22ms, fps=4578 images/s, loss=1.4803, top1-acc=59.22%, top5-acc=86.45%, remaining_time=0:00:01.677720, arrival_time=2021-04-14 21:33:53.759349, cost_time=0:00:00.559235 2021-04-14 21:33:52,495 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=0.33ms, fps=6203 images/s, loss=1.4813, top1-acc=59.92%, top5-acc=86.33%, remaining_time=0:00:00.972320, arrival_time=2021-04-14 21:33:53.467242, cost_time=0:00:00.972328 2021-04-14 21:33:52,873 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=0.34ms, fps=6773 images/s, loss=1.4393, top1-acc=60.90%, top5-acc=86.98%, remaining_time=0:00:00.450380, arrival_time=2021-04-14 21:33:53.323991, cost_time=0:00:01.351139 2021-04-14 21:33:53,185 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.07ms, fps=7443 images/s, loss=1.4335, top1-acc=61.28%, top5-acc=87.10%, remaining_time=0:00:00, arrival_time=2021-04-14 21:33:53.185802, cost_time=0:00:01.663425 2021-04-14 21:33:53,411 INFO : Epoch=0065 complete, best val top1-acc=61.28%, top5-acc=87.10% (epoch=65), remaining_time=0:47:05.489385, arrival_time=2021-04-14 22:20:58.900826, cost_time=0:22:40.420846 2021-04-14 21:33:53,412 INFO : Train start, epoch=0066, lr=0.076125 2021-04-14 21:33:54,556 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.60ms, fps=2238 images/s, loss=0.7243, top1-acc=78.52%, top5-acc=96.33%, remaining_time=0:00:21.277656, arrival_time=2021-04-14 21:34:15.834473, cost_time=0:00:01.143956 2021-04-14 21:33:55,533 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=2.17ms, fps=2622 images/s, loss=0.7438, top1-acc=77.71%, top5-acc=96.39%, remaining_time=0:00:18.660224, arrival_time=2021-04-14 21:34:14.193660, cost_time=0:00:02.120476 2021-04-14 21:33:56,495 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.49ms, fps=2662 images/s, loss=0.7615, top1-acc=76.99%, top5-acc=96.13%, remaining_time=0:00:17.056998, arrival_time=2021-04-14 21:34:13.552601, cost_time=0:00:03.082599 2021-04-14 21:33:57,465 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.34ms, fps=2641 images/s, loss=0.7583, top1-acc=77.03%, top5-acc=96.18%, remaining_time=0:00:15.805140, arrival_time=2021-04-14 21:34:13.270709, cost_time=0:00:04.052611 2021-04-14 21:33:58,430 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.32ms, fps=2653 images/s, loss=0.7561, top1-acc=76.99%, top5-acc=96.29%, remaining_time=0:00:14.652560, arrival_time=2021-04-14 21:34:13.083435, cost_time=0:00:05.018002 2021-04-14 21:33:59,401 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.45ms, fps=2640 images/s, loss=0.7610, top1-acc=76.86%, top5-acc=96.29%, remaining_time=0:00:13.572664, arrival_time=2021-04-14 21:34:12.973641, cost_time=0:00:05.987942 2021-04-14 21:34:00,368 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.63ms, fps=2649 images/s, loss=0.7633, top1-acc=76.76%, top5-acc=96.29%, remaining_time=0:00:12.519612, arrival_time=2021-04-14 21:34:12.887860, cost_time=0:00:06.955342 2021-04-14 21:34:01,344 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.29ms, fps=2625 images/s, loss=0.7687, top1-acc=76.52%, top5-acc=96.26%, remaining_time=0:00:11.500356, arrival_time=2021-04-14 21:34:12.844573, cost_time=0:00:07.931255 2021-04-14 21:34:02,305 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.67ms, fps=2664 images/s, loss=0.7769, top1-acc=76.40%, top5-acc=96.14%, remaining_time=0:00:10.473860, arrival_time=2021-04-14 21:34:12.779634, cost_time=0:00:08.892886 2021-04-14 21:34:03,281 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.78ms, fps=2627 images/s, loss=0.7842, top1-acc=76.25%, top5-acc=96.03%, remaining_time=0:00:09.473280, arrival_time=2021-04-14 21:34:12.754224, cost_time=0:00:09.867978 2021-04-14 21:34:04,257 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.47ms, fps=2623 images/s, loss=0.7898, top1-acc=76.12%, top5-acc=95.99%, remaining_time=0:00:08.478482, arrival_time=2021-04-14 21:34:12.735901, cost_time=0:00:10.844558 2021-04-14 21:34:05,232 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.76ms, fps=2627 images/s, loss=0.7945, top1-acc=75.97%, top5-acc=95.96%, remaining_time=0:00:07.485544, arrival_time=2021-04-14 21:34:12.717662, cost_time=0:00:11.819245 2021-04-14 21:34:06,218 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.81ms, fps=2597 images/s, loss=0.7976, top1-acc=75.86%, top5-acc=95.91%, remaining_time=0:00:06.501264, arrival_time=2021-04-14 21:34:12.719694, cost_time=0:00:12.805482 2021-04-14 21:34:07,176 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.47ms, fps=2673 images/s, loss=0.8022, top1-acc=75.65%, top5-acc=95.86%, remaining_time=0:00:05.505528, arrival_time=2021-04-14 21:34:12.682191, cost_time=0:00:13.763795 2021-04-14 21:34:08,150 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.48ms, fps=2631 images/s, loss=0.8046, top1-acc=75.52%, top5-acc=95.87%, remaining_time=0:00:04.519408, arrival_time=2021-04-14 21:34:12.669487, cost_time=0:00:14.737220 2021-04-14 21:34:09,113 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.37ms, fps=2658 images/s, loss=0.8088, top1-acc=75.42%, top5-acc=95.83%, remaining_time=0:00:03.532644, arrival_time=2021-04-14 21:34:12.646327, cost_time=0:00:15.700681 2021-04-14 21:34:10,083 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.44ms, fps=2642 images/s, loss=0.8123, top1-acc=75.35%, top5-acc=95.79%, remaining_time=0:00:02.549560, arrival_time=2021-04-14 21:34:12.632765, cost_time=0:00:16.670273 2021-04-14 21:34:11,046 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.69ms, fps=2659 images/s, loss=0.8156, top1-acc=75.21%, top5-acc=95.76%, remaining_time=0:00:01.567424, arrival_time=2021-04-14 21:34:12.613747, cost_time=0:00:17.633452 2021-04-14 21:34:12,011 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.43ms, fps=2654 images/s, loss=0.8193, top1-acc=75.13%, top5-acc=95.71%, remaining_time=0:00:00.587322, arrival_time=2021-04-14 21:34:12.598743, cost_time=0:00:18.598552 2021-04-14 21:34:12,554 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.18ms, fps=2504 images/s, loss=0.8210, top1-acc=75.09%, top5-acc=95.68%, remaining_time=0:00:00, arrival_time=2021-04-14 21:34:12.554852, cost_time=0:00:19.141981 2021-04-14 21:34:13,026 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=20.07ms, fps=5449 images/s, loss=1.4041, top1-acc=61.48%, top5-acc=87.23%, remaining_time=0:00:01.409310, arrival_time=2021-04-14 21:34:14.435964, cost_time=0:00:00.469774 2021-04-14 21:34:13,378 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=0.30ms, fps=7286 images/s, loss=1.4005, top1-acc=61.02%, top5-acc=87.03%, remaining_time=0:00:00.821800, arrival_time=2021-04-14 21:34:14.200362, cost_time=0:00:00.821806 2021-04-14 21:34:13,713 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=5.20ms, fps=7649 images/s, loss=1.4107, top1-acc=60.96%, top5-acc=87.12%, remaining_time=0:00:00.385610, arrival_time=2021-04-14 21:34:14.099215, cost_time=0:00:01.156824 2021-04-14 21:34:14,017 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.05ms, fps=7648 images/s, loss=1.3961, top1-acc=61.11%, top5-acc=87.36%, remaining_time=0:00:00, arrival_time=2021-04-14 21:34:14.017310, cost_time=0:00:01.460571 2021-04-14 21:34:14,146 INFO : Epoch=0066 complete, best val top1-acc=61.28%, top5-acc=87.10% (epoch=65), remaining_time=0:46:44.164534, arrival_time=2021-04-14 22:20:58.310810, cost_time=0:23:01.155694 2021-04-14 21:34:14,147 INFO : Train start, epoch=0067, lr=0.075452 2021-04-14 21:34:15,302 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.33ms, fps=2216 images/s, loss=0.7889, top1-acc=76.60%, top5-acc=96.21%, remaining_time=0:00:21.483000, arrival_time=2021-04-14 21:34:36.785666, cost_time=0:00:01.154997 2021-04-14 21:34:16,282 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.38ms, fps=2615 images/s, loss=0.7644, top1-acc=77.01%, top5-acc=96.54%, remaining_time=0:00:18.782720, arrival_time=2021-04-14 21:34:35.064845, cost_time=0:00:02.134408 2021-04-14 21:34:17,254 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.56ms, fps=2635 images/s, loss=0.7447, top1-acc=77.76%, top5-acc=96.61%, remaining_time=0:00:17.190130, arrival_time=2021-04-14 21:34:34.444453, cost_time=0:00:03.106652 2021-04-14 21:34:18,221 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.35ms, fps=2648 images/s, loss=0.7471, top1-acc=77.47%, top5-acc=96.55%, remaining_time=0:00:15.887196, arrival_time=2021-04-14 21:34:34.108511, cost_time=0:00:04.073650 2021-04-14 21:34:19,202 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.86ms, fps=2611 images/s, loss=0.7498, top1-acc=77.47%, top5-acc=96.51%, remaining_time=0:00:14.759286, arrival_time=2021-04-14 21:34:33.961613, cost_time=0:00:05.054564 2021-04-14 21:34:20,162 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.33ms, fps=2667 images/s, loss=0.7562, top1-acc=77.31%, top5-acc=96.39%, remaining_time=0:00:13.634544, arrival_time=2021-04-14 21:34:33.797429, cost_time=0:00:06.015221 2021-04-14 21:34:21,132 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.93ms, fps=2642 images/s, loss=0.7527, top1-acc=77.31%, top5-acc=96.44%, remaining_time=0:00:12.572028, arrival_time=2021-04-14 21:34:33.704174, cost_time=0:00:06.984477 2021-04-14 21:34:22,106 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.83ms, fps=2628 images/s, loss=0.7589, top1-acc=77.17%, top5-acc=96.39%, remaining_time=0:00:11.540608, arrival_time=2021-04-14 21:34:33.647310, cost_time=0:00:07.959034 2021-04-14 21:34:23,074 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.38ms, fps=2647 images/s, loss=0.7608, top1-acc=77.10%, top5-acc=96.37%, remaining_time=0:00:10.513292, arrival_time=2021-04-14 21:34:33.587316, cost_time=0:00:08.926359 2021-04-14 21:34:24,049 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=2.55ms, fps=2627 images/s, loss=0.7657, top1-acc=76.93%, top5-acc=96.31%, remaining_time=0:00:09.505344, arrival_time=2021-04-14 21:34:33.554478, cost_time=0:00:09.901376 2021-04-14 21:34:25,022 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.40ms, fps=2630 images/s, loss=0.7711, top1-acc=76.71%, top5-acc=96.27%, remaining_time=0:00:08.502476, arrival_time=2021-04-14 21:34:33.525389, cost_time=0:00:10.875233 2021-04-14 21:34:25,980 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.54ms, fps=2675 images/s, loss=0.7769, top1-acc=76.53%, top5-acc=96.20%, remaining_time=0:00:07.493980, arrival_time=2021-04-14 21:34:33.474284, cost_time=0:00:11.832642 2021-04-14 21:34:26,943 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.41ms, fps=2658 images/s, loss=0.7840, top1-acc=76.30%, top5-acc=96.10%, remaining_time=0:00:06.496446, arrival_time=2021-04-14 21:34:33.440150, cost_time=0:00:12.796034 2021-04-14 21:34:27,906 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.34ms, fps=2660 images/s, loss=0.7879, top1-acc=76.18%, top5-acc=96.05%, remaining_time=0:00:05.503456, arrival_time=2021-04-14 21:34:33.409831, cost_time=0:00:13.758704 2021-04-14 21:34:28,872 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.39ms, fps=2652 images/s, loss=0.7898, top1-acc=76.14%, top5-acc=96.02%, remaining_time=0:00:04.515498, arrival_time=2021-04-14 21:34:33.387676, cost_time=0:00:14.724467 2021-04-14 21:34:29,836 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.54ms, fps=2657 images/s, loss=0.7935, top1-acc=76.01%, top5-acc=95.98%, remaining_time=0:00:03.529872, arrival_time=2021-04-14 21:34:33.365919, cost_time=0:00:15.688337 2021-04-14 21:34:30,822 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.76ms, fps=2597 images/s, loss=0.7942, top1-acc=76.01%, top5-acc=95.96%, remaining_time=0:00:02.550210, arrival_time=2021-04-14 21:34:33.372539, cost_time=0:00:16.674501 2021-04-14 21:34:31,782 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.51ms, fps=2669 images/s, loss=0.7980, top1-acc=75.88%, top5-acc=95.94%, remaining_time=0:00:01.567504, arrival_time=2021-04-14 21:34:33.349555, cost_time=0:00:17.634340 2021-04-14 21:34:32,748 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.44ms, fps=2649 images/s, loss=0.8027, top1-acc=75.75%, top5-acc=95.89%, remaining_time=0:00:00.587406, arrival_time=2021-04-14 21:34:33.336186, cost_time=0:00:18.601117 2021-04-14 21:34:33,291 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=0.06ms, fps=2508 images/s, loss=0.8038, top1-acc=75.70%, top5-acc=95.87%, remaining_time=0:00:00, arrival_time=2021-04-14 21:34:33.291290, cost_time=0:00:19.143643 2021-04-14 21:34:33,807 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=0.40ms, fps=4977 images/s, loss=1.4812, top1-acc=58.09%, top5-acc=86.37%, remaining_time=0:00:01.542900, arrival_time=2021-04-14 21:34:35.350185, cost_time=0:00:00.514303 2021-04-14 21:34:34,133 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.52ms, fps=7851 images/s, loss=1.5182, top1-acc=58.11%, top5-acc=86.02%, remaining_time=0:00:00.840820, arrival_time=2021-04-14 21:34:34.974589, cost_time=0:00:00.840827 2021-04-14 21:34:34,465 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=0.18ms, fps=7716 images/s, loss=1.5038, top1-acc=58.53%, top5-acc=86.13%, remaining_time=0:00:00.390990, arrival_time=2021-04-14 21:34:34.856902, cost_time=0:00:01.172976 2021-04-14 21:34:34,773 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.08ms, fps=7554 images/s, loss=1.4701, top1-acc=59.52%, top5-acc=86.42%, remaining_time=0:00:00, arrival_time=2021-04-14 21:34:34.773391, cost_time=0:00:01.480463 2021-04-14 21:34:34,926 INFO : Epoch=0067 complete, best val top1-acc=61.28%, top5-acc=87.10% (epoch=65), remaining_time=0:46:22.947328, arrival_time=2021-04-14 22:20:57.873791, cost_time=0:23:21.935884 2021-04-14 21:34:34,927 INFO : Train start, epoch=0068, lr=0.074773 2021-04-14 21:34:36,081 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=0.49ms, fps=2219 images/s, loss=0.7624, top1-acc=78.36%, top5-acc=96.25%, remaining_time=0:00:21.456402, arrival_time=2021-04-14 21:34:57.537893, cost_time=0:00:01.153574 2021-04-14 21:34:37,049 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.69ms, fps=2646 images/s, loss=0.7732, top1-acc=77.36%, top5-acc=96.17%, remaining_time=0:00:18.671312, arrival_time=2021-04-14 21:34:55.720992, cost_time=0:00:02.121743 2021-04-14 21:34:38,012 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.52ms, fps=2661 images/s, loss=0.7722, top1-acc=77.45%, top5-acc=96.09%, remaining_time=0:00:17.068120, arrival_time=2021-04-14 21:34:55.080550, cost_time=0:00:03.084613 2021-04-14 21:34:38,988 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.48ms, fps=2623 images/s, loss=0.7666, top1-acc=77.50%, top5-acc=96.12%, remaining_time=0:00:15.837432, arrival_time=2021-04-14 21:34:54.826218, cost_time=0:00:04.060877 2021-04-14 21:34:39,956 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.49ms, fps=2648 images/s, loss=0.7623, top1-acc=77.44%, top5-acc=96.24%, remaining_time=0:00:14.682052, arrival_time=2021-04-14 21:34:54.638135, cost_time=0:00:05.028080 2021-04-14 21:34:40,918 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.46ms, fps=2663 images/s, loss=0.7632, top1-acc=77.25%, top5-acc=96.27%, remaining_time=0:00:13.578104, arrival_time=2021-04-14 21:34:54.496293, cost_time=0:00:05.990363 2021-04-14 21:34:41,905 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=2.08ms, fps=2594 images/s, loss=0.7701, top1-acc=76.99%, top5-acc=96.16%, remaining_time=0:00:12.559932, arrival_time=2021-04-14 21:34:54.465578, cost_time=0:00:06.977775 2021-04-14 21:34:42,908 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=2.01ms, fps=2556 images/s, loss=0.7723, top1-acc=76.96%, top5-acc=96.09%, remaining_time=0:00:11.571000, arrival_time=2021-04-14 21:34:54.478946, cost_time=0:00:07.979962 2021-04-14 21:34:43,902 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.51ms, fps=2575 images/s, loss=0.7750, top1-acc=76.93%, top5-acc=96.02%, remaining_time=0:00:10.570320, arrival_time=2021-04-14 21:34:54.472982, cost_time=0:00:08.974839 2021-04-14 21:34:44,866 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.63ms, fps=2658 images/s, loss=0.7796, top1-acc=76.77%, top5-acc=95.98%, remaining_time=0:00:09.540864, arrival_time=2021-04-14 21:34:54.407182, cost_time=0:00:09.938409 2021-04-14 21:34:45,845 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.65ms, fps=2615 images/s, loss=0.7834, top1-acc=76.67%, top5-acc=95.92%, remaining_time=0:00:08.535758, arrival_time=2021-04-14 21:34:54.381463, cost_time=0:00:10.917880 2021-04-14 21:34:46,815 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.36ms, fps=2641 images/s, loss=0.7880, top1-acc=76.50%, top5-acc=95.87%, remaining_time=0:00:07.528788, arrival_time=2021-04-14 21:34:54.344164, cost_time=0:00:11.887561 2021-04-14 21:34:47,783 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.47ms, fps=2646 images/s, loss=0.7878, top1-acc=76.46%, top5-acc=95.87%, remaining_time=0:00:06.526542, arrival_time=2021-04-14 21:34:54.309790, cost_time=0:00:12.855340 2021-04-14 21:34:48,750 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.58ms, fps=2649 images/s, loss=0.7916, top1-acc=76.30%, top5-acc=95.80%, remaining_time=0:00:05.528880, arrival_time=2021-04-14 21:34:54.278969, cost_time=0:00:13.822268 2021-04-14 21:34:49,719 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.52ms, fps=2641 images/s, loss=0.7970, top1-acc=76.17%, top5-acc=95.75%, remaining_time=0:00:04.536152, arrival_time=2021-04-14 21:34:54.255783, cost_time=0:00:14.791810 2021-04-14 21:34:50,686 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.36ms, fps=2650 images/s, loss=0.8016, top1-acc=76.06%, top5-acc=95.70%, remaining_time=0:00:03.545604, arrival_time=2021-04-14 21:34:54.231678, cost_time=0:00:15.758168 2021-04-14 21:34:51,651 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.33ms, fps=2652 images/s, loss=0.8064, top1-acc=75.89%, top5-acc=95.70%, remaining_time=0:00:02.557802, arrival_time=2021-04-14 21:34:54.209715, cost_time=0:00:16.724091 2021-04-14 21:34:52,611 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.33ms, fps=2670 images/s, loss=0.8099, top1-acc=75.79%, top5-acc=95.68%, remaining_time=0:00:01.571840, arrival_time=2021-04-14 21:34:54.182831, cost_time=0:00:17.683178 2021-04-14 21:34:53,576 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.24ms, fps=2652 images/s, loss=0.8125, top1-acc=75.70%, top5-acc=95.67%, remaining_time=0:00:00.588912, arrival_time=2021-04-14 21:34:54.165626, cost_time=0:00:18.648900 2021-04-14 21:34:54,141 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=2.82ms, fps=2410 images/s, loss=0.8133, top1-acc=75.65%, top5-acc=95.66%, remaining_time=0:00:00, arrival_time=2021-04-14 21:34:54.141425, cost_time=0:00:19.213503 2021-04-14 21:34:54,668 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=4.59ms, fps=4879 images/s, loss=1.5251, top1-acc=58.40%, top5-acc=86.84%, remaining_time=0:00:01.574040, arrival_time=2021-04-14 21:34:56.242328, cost_time=0:00:00.524682 2021-04-14 21:34:55,009 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=2.64ms, fps=7520 images/s, loss=1.4618, top1-acc=60.41%, top5-acc=87.48%, remaining_time=0:00:00.865680, arrival_time=2021-04-14 21:34:55.874959, cost_time=0:00:00.865672 2021-04-14 21:34:55,353 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=4.12ms, fps=7457 images/s, loss=1.4541, top1-acc=60.49%, top5-acc=87.57%, remaining_time=0:00:00.403180, arrival_time=2021-04-14 21:34:55.756327, cost_time=0:00:01.209554 2021-04-14 21:34:55,668 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.07ms, fps=7363 images/s, loss=1.4509, top1-acc=60.50%, top5-acc=87.45%, remaining_time=0:00:00, arrival_time=2021-04-14 21:34:55.668687, cost_time=0:00:01.525176 2021-04-14 21:34:55,807 INFO : Epoch=0068 complete, best val top1-acc=61.28%, top5-acc=87.10% (epoch=65), remaining_time=0:46:01.938564, arrival_time=2021-04-14 22:20:57.745989, cost_time=0:23:42.816853 2021-04-14 21:34:55,808 INFO : Train start, epoch=0069, lr=0.074088 2021-04-14 21:34:57,010 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=0.24ms, fps=2130 images/s, loss=0.7869, top1-acc=77.11%, top5-acc=95.39%, remaining_time=0:00:22.352550, arrival_time=2021-04-14 21:35:19.363113, cost_time=0:00:01.201749 2021-04-14 21:34:57,975 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.44ms, fps=2654 images/s, loss=0.7250, top1-acc=78.61%, top5-acc=96.25%, remaining_time=0:00:19.067488, arrival_time=2021-04-14 21:35:17.043094, cost_time=0:00:02.166762 2021-04-14 21:34:58,935 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.43ms, fps=2669 images/s, loss=0.7311, top1-acc=78.20%, top5-acc=96.30%, remaining_time=0:00:17.299690, arrival_time=2021-04-14 21:35:16.234882, cost_time=0:00:03.126460 2021-04-14 21:34:59,901 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=2.07ms, fps=2651 images/s, loss=0.7453, top1-acc=77.48%, top5-acc=96.25%, remaining_time=0:00:15.960360, arrival_time=2021-04-14 21:35:15.861639, cost_time=0:00:04.092413 2021-04-14 21:35:00,877 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.50ms, fps=2625 images/s, loss=0.7469, top1-acc=77.23%, top5-acc=96.28%, remaining_time=0:00:14.799728, arrival_time=2021-04-14 21:35:15.676986, cost_time=0:00:05.068398 2021-04-14 21:35:01,844 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.34ms, fps=2649 images/s, loss=0.7419, top1-acc=77.34%, top5-acc=96.29%, remaining_time=0:00:13.680376, arrival_time=2021-04-14 21:35:15.524552, cost_time=0:00:06.035444 2021-04-14 21:35:02,805 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.57ms, fps=2664 images/s, loss=0.7527, top1-acc=77.06%, top5-acc=96.22%, remaining_time=0:00:12.593952, arrival_time=2021-04-14 21:35:15.399430, cost_time=0:00:06.996615 2021-04-14 21:35:03,765 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.55ms, fps=2668 images/s, loss=0.7596, top1-acc=76.87%, top5-acc=96.19%, remaining_time=0:00:11.537360, arrival_time=2021-04-14 21:35:15.302878, cost_time=0:00:07.956783 2021-04-14 21:35:04,740 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.33ms, fps=2626 images/s, loss=0.7672, top1-acc=76.74%, top5-acc=96.11%, remaining_time=0:00:10.519970, arrival_time=2021-04-14 21:35:15.260828, cost_time=0:00:08.932079 2021-04-14 21:35:05,720 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.51ms, fps=2616 images/s, loss=0.7716, top1-acc=76.62%, top5-acc=96.06%, remaining_time=0:00:09.514656, arrival_time=2021-04-14 21:35:15.234584, cost_time=0:00:09.911108 2021-04-14 21:35:06,677 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.42ms, fps=2675 images/s, loss=0.7750, top1-acc=76.49%, top5-acc=96.08%, remaining_time=0:00:08.497488, arrival_time=2021-04-14 21:35:15.175035, cost_time=0:00:10.868830 2021-04-14 21:35:07,642 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.46ms, fps=2653 images/s, loss=0.7786, top1-acc=76.38%, top5-acc=96.06%, remaining_time=0:00:07.494816, arrival_time=2021-04-14 21:35:15.137662, cost_time=0:00:11.833922 2021-04-14 21:35:08,618 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=2.13ms, fps=2625 images/s, loss=0.7795, top1-acc=76.32%, top5-acc=96.08%, remaining_time=0:00:06.503508, arrival_time=2021-04-14 21:35:15.122341, cost_time=0:00:12.809951 2021-04-14 21:35:09,625 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=2.76ms, fps=2546 images/s, loss=0.7808, top1-acc=76.23%, top5-acc=96.09%, remaining_time=0:00:05.526528, arrival_time=2021-04-14 21:35:15.151714, cost_time=0:00:13.816291 2021-04-14 21:35:10,617 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.79ms, fps=2581 images/s, loss=0.7843, top1-acc=76.13%, top5-acc=96.07%, remaining_time=0:00:04.541350, arrival_time=2021-04-14 21:35:15.158916, cost_time=0:00:14.808791 2021-04-14 21:35:11,609 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.35ms, fps=2583 images/s, loss=0.7872, top1-acc=76.07%, top5-acc=96.05%, remaining_time=0:00:03.555072, arrival_time=2021-04-14 21:35:15.164223, cost_time=0:00:15.800335 2021-04-14 21:35:12,586 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.42ms, fps=2620 images/s, loss=0.7931, top1-acc=75.95%, top5-acc=95.96%, remaining_time=0:00:02.566044, arrival_time=2021-04-14 21:35:15.152730, cost_time=0:00:16.777916 2021-04-14 21:35:13,569 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.85ms, fps=2606 images/s, loss=0.7958, top1-acc=75.82%, top5-acc=95.92%, remaining_time=0:00:01.578720, arrival_time=2021-04-14 21:35:15.148082, cost_time=0:00:17.760635 2021-04-14 21:35:14,534 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.25ms, fps=2655 images/s, loss=0.8021, top1-acc=75.62%, top5-acc=95.86%, remaining_time=0:00:00.591324, arrival_time=2021-04-14 21:35:15.125344, cost_time=0:00:18.725294 2021-04-14 21:35:15,080 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.45ms, fps=2490 images/s, loss=0.8045, top1-acc=75.58%, top5-acc=95.82%, remaining_time=0:00:00, arrival_time=2021-04-14 21:35:15.080572, cost_time=0:00:19.271798 2021-04-14 21:35:15,588 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.28ms, fps=5060 images/s, loss=1.5379, top1-acc=58.83%, top5-acc=85.31%, remaining_time=0:00:01.517760, arrival_time=2021-04-14 21:35:17.106217, cost_time=0:00:00.505924 2021-04-14 21:35:15,920 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=0.21ms, fps=7719 images/s, loss=1.5134, top1-acc=59.04%, top5-acc=86.15%, remaining_time=0:00:00.838100, arrival_time=2021-04-14 21:35:16.758712, cost_time=0:00:00.838104 2021-04-14 21:35:16,253 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=2.36ms, fps=7700 images/s, loss=1.5103, top1-acc=59.13%, top5-acc=86.32%, remaining_time=0:00:00.390320, arrival_time=2021-04-14 21:35:16.643763, cost_time=0:00:01.170952 2021-04-14 21:35:16,564 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.09ms, fps=7471 images/s, loss=1.4780, top1-acc=59.69%, top5-acc=86.65%, remaining_time=0:00:00, arrival_time=2021-04-14 21:35:16.564390, cost_time=0:00:01.481836 2021-04-14 21:35:16,705 INFO : Epoch=0069 complete, best val top1-acc=61.28%, top5-acc=87.10% (epoch=65), remaining_time=0:45:40.966055, arrival_time=2021-04-14 22:20:57.671557, cost_time=0:24:03.714919 2021-04-14 21:35:16,706 INFO : Train start, epoch=0070, lr=0.073396 2021-04-14 21:35:17,914 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=0.27ms, fps=2120 images/s, loss=0.7649, top1-acc=76.05%, top5-acc=96.56%, remaining_time=0:00:22.460058, arrival_time=2021-04-14 21:35:40.374635, cost_time=0:00:01.207527 2021-04-14 21:35:18,890 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.75ms, fps=2626 images/s, loss=0.7639, top1-acc=76.54%, top5-acc=96.45%, remaining_time=0:00:19.211104, arrival_time=2021-04-14 21:35:38.101274, cost_time=0:00:02.183077 2021-04-14 21:35:19,857 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.31ms, fps=2649 images/s, loss=0.7472, top1-acc=77.38%, top5-acc=96.45%, remaining_time=0:00:17.430498, arrival_time=2021-04-14 21:35:37.287544, cost_time=0:00:03.150086 2021-04-14 21:35:20,820 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.54ms, fps=2658 images/s, loss=0.7399, top1-acc=77.61%, top5-acc=96.47%, remaining_time=0:00:16.042884, arrival_time=2021-04-14 21:35:36.863530, cost_time=0:00:04.113573 2021-04-14 21:35:21,789 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.35ms, fps=2643 images/s, loss=0.7286, top1-acc=77.88%, top5-acc=96.55%, remaining_time=0:00:14.841484, arrival_time=2021-04-14 21:35:36.631235, cost_time=0:00:05.082708 2021-04-14 21:35:22,754 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.40ms, fps=2654 images/s, loss=0.7281, top1-acc=77.84%, top5-acc=96.59%, remaining_time=0:00:13.708528, arrival_time=2021-04-14 21:35:36.463454, cost_time=0:00:06.047908 2021-04-14 21:35:23,736 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=2.04ms, fps=2609 images/s, loss=0.7324, top1-acc=77.76%, top5-acc=96.60%, remaining_time=0:00:12.653172, arrival_time=2021-04-14 21:35:36.389796, cost_time=0:00:07.029562 2021-04-14 21:35:24,744 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.36ms, fps=2540 images/s, loss=0.7372, top1-acc=77.61%, top5-acc=96.48%, remaining_time=0:00:11.654868, arrival_time=2021-04-14 21:35:36.399692, cost_time=0:00:08.037842 2021-04-14 21:35:25,713 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.58ms, fps=2644 images/s, loss=0.7417, top1-acc=77.47%, top5-acc=96.45%, remaining_time=0:00:10.607738, arrival_time=2021-04-14 21:35:36.321253, cost_time=0:00:09.006550 2021-04-14 21:35:26,673 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.37ms, fps=2668 images/s, loss=0.7453, top1-acc=77.36%, top5-acc=96.42%, remaining_time=0:00:09.567648, arrival_time=2021-04-14 21:35:36.241004, cost_time=0:00:09.966292 2021-04-14 21:35:27,631 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.31ms, fps=2673 images/s, loss=0.7530, top1-acc=77.18%, top5-acc=96.36%, remaining_time=0:00:08.541090, arrival_time=2021-04-14 21:35:36.172729, cost_time=0:00:10.924681 2021-04-14 21:35:28,600 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.75ms, fps=2644 images/s, loss=0.7590, top1-acc=77.04%, top5-acc=96.32%, remaining_time=0:00:07.532360, arrival_time=2021-04-14 21:35:36.132675, cost_time=0:00:11.893186 2021-04-14 21:35:29,561 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.38ms, fps=2665 images/s, loss=0.7666, top1-acc=76.80%, top5-acc=96.20%, remaining_time=0:00:06.526212, arrival_time=2021-04-14 21:35:36.087903, cost_time=0:00:12.854720 2021-04-14 21:35:30,527 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.53ms, fps=2651 images/s, loss=0.7694, top1-acc=76.72%, top5-acc=96.19%, remaining_time=0:00:05.528376, arrival_time=2021-04-14 21:35:36.056252, cost_time=0:00:13.820906 2021-04-14 21:35:31,489 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.31ms, fps=2663 images/s, loss=0.7744, top1-acc=76.53%, top5-acc=96.17%, remaining_time=0:00:04.533300, arrival_time=2021-04-14 21:35:36.022742, cost_time=0:00:14.782476 2021-04-14 21:35:32,458 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.57ms, fps=2643 images/s, loss=0.7764, top1-acc=76.51%, top5-acc=96.13%, remaining_time=0:00:03.544128, arrival_time=2021-04-14 21:35:36.002921, cost_time=0:00:15.751637 2021-04-14 21:35:33,435 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=2.05ms, fps=2623 images/s, loss=0.7805, top1-acc=76.39%, top5-acc=96.09%, remaining_time=0:00:02.558504, arrival_time=2021-04-14 21:35:35.994079, cost_time=0:00:16.728613 2021-04-14 21:35:34,407 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.48ms, fps=2635 images/s, loss=0.7834, top1-acc=76.29%, top5-acc=96.06%, remaining_time=0:00:01.573360, arrival_time=2021-04-14 21:35:35.980707, cost_time=0:00:17.700389 2021-04-14 21:35:35,385 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.81ms, fps=2619 images/s, loss=0.7864, top1-acc=76.16%, top5-acc=96.04%, remaining_time=0:00:00.589842, arrival_time=2021-04-14 21:35:35.975208, cost_time=0:00:18.678351 2021-04-14 21:35:35,938 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.38ms, fps=2461 images/s, loss=0.7899, top1-acc=76.10%, top5-acc=96.00%, remaining_time=0:00:00, arrival_time=2021-04-14 21:35:35.938659, cost_time=0:00:19.231607 2021-04-14 21:35:36,464 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=0.19ms, fps=4885 images/s, loss=1.5626, top1-acc=56.52%, top5-acc=86.05%, remaining_time=0:00:01.571970, arrival_time=2021-04-14 21:35:38.036755, cost_time=0:00:00.523992 2021-04-14 21:35:36,826 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.64ms, fps=7080 images/s, loss=1.5548, top1-acc=57.95%, top5-acc=86.04%, remaining_time=0:00:00.886000, arrival_time=2021-04-14 21:35:37.712766, cost_time=0:00:00.885995 2021-04-14 21:35:37,170 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=0.24ms, fps=7449 images/s, loss=1.5469, top1-acc=58.36%, top5-acc=85.87%, remaining_time=0:00:00.410020, arrival_time=2021-04-14 21:35:37.580845, cost_time=0:00:01.230075 2021-04-14 21:35:37,476 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.07ms, fps=7591 images/s, loss=1.5481, top1-acc=58.25%, top5-acc=86.05%, remaining_time=0:00:00, arrival_time=2021-04-14 21:35:37.476786, cost_time=0:00:01.536076 2021-04-14 21:35:37,621 INFO : Epoch=0070 complete, best val top1-acc=61.28%, top5-acc=87.10% (epoch=65), remaining_time=0:45:20.029000, arrival_time=2021-04-14 22:20:57.650599, cost_time=0:24:24.630975 2021-04-14 21:35:37,623 INFO : Train start, epoch=0071, lr=0.072700 2021-04-14 21:35:38,782 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.86ms, fps=2211 images/s, loss=0.7877, top1-acc=75.90%, top5-acc=96.09%, remaining_time=0:00:21.539916, arrival_time=2021-04-14 21:36:00.321920, cost_time=0:00:01.158060 2021-04-14 21:35:39,761 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.56ms, fps=2615 images/s, loss=0.7802, top1-acc=76.31%, top5-acc=96.25%, remaining_time=0:00:18.809824, arrival_time=2021-04-14 21:35:58.571231, cost_time=0:00:02.137477 2021-04-14 21:35:40,732 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.99ms, fps=2637 images/s, loss=0.7617, top1-acc=76.74%, top5-acc=96.26%, remaining_time=0:00:17.201916, arrival_time=2021-04-14 21:35:57.934542, cost_time=0:00:03.108773 2021-04-14 21:35:41,697 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.53ms, fps=2655 images/s, loss=0.7590, top1-acc=76.75%, top5-acc=96.23%, remaining_time=0:00:15.886260, arrival_time=2021-04-14 21:35:57.583497, cost_time=0:00:04.073395 2021-04-14 21:35:42,665 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.51ms, fps=2646 images/s, loss=0.7500, top1-acc=77.15%, top5-acc=96.35%, remaining_time=0:00:14.721034, arrival_time=2021-04-14 21:35:57.386312, cost_time=0:00:05.041436 2021-04-14 21:35:43,622 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.35ms, fps=2675 images/s, loss=0.7487, top1-acc=77.17%, top5-acc=96.44%, remaining_time=0:00:13.597688, arrival_time=2021-04-14 21:35:57.220516, cost_time=0:00:05.998982 2021-04-14 21:35:44,596 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.34ms, fps=2630 images/s, loss=0.7548, top1-acc=76.87%, top5-acc=96.42%, remaining_time=0:00:12.551112, arrival_time=2021-04-14 21:35:57.147868, cost_time=0:00:06.972829 2021-04-14 21:35:45,562 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.55ms, fps=2653 images/s, loss=0.7541, top1-acc=76.86%, top5-acc=96.45%, remaining_time=0:00:11.510680, arrival_time=2021-04-14 21:35:57.073027, cost_time=0:00:07.938407 2021-04-14 21:35:46,523 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.29ms, fps=2664 images/s, loss=0.7591, top1-acc=76.75%, top5-acc=96.37%, remaining_time=0:00:10.482234, arrival_time=2021-04-14 21:35:57.006054, cost_time=0:00:08.899975 2021-04-14 21:35:47,494 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.59ms, fps=2640 images/s, loss=0.7629, top1-acc=76.68%, top5-acc=96.34%, remaining_time=0:00:09.475392, arrival_time=2021-04-14 21:35:56.969550, cost_time=0:00:09.870215 2021-04-14 21:35:48,462 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=2.13ms, fps=2646 images/s, loss=0.7701, top1-acc=76.46%, top5-acc=96.28%, remaining_time=0:00:08.473580, arrival_time=2021-04-14 21:35:56.935887, cost_time=0:00:10.838305 2021-04-14 21:35:49,423 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.52ms, fps=2665 images/s, loss=0.7715, top1-acc=76.42%, top5-acc=96.28%, remaining_time=0:00:07.473308, arrival_time=2021-04-14 21:35:56.897109, cost_time=0:00:11.799949 2021-04-14 21:35:50,393 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.45ms, fps=2641 images/s, loss=0.7719, top1-acc=76.39%, top5-acc=96.28%, remaining_time=0:00:06.483114, arrival_time=2021-04-14 21:35:56.876766, cost_time=0:00:12.769808 2021-04-14 21:35:51,374 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.38ms, fps=2611 images/s, loss=0.7743, top1-acc=76.26%, top5-acc=96.22%, remaining_time=0:00:05.500264, arrival_time=2021-04-14 21:35:56.874808, cost_time=0:00:13.750603 2021-04-14 21:35:52,344 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.46ms, fps=2641 images/s, loss=0.7772, top1-acc=76.17%, top5-acc=96.18%, remaining_time=0:00:04.514302, arrival_time=2021-04-14 21:35:56.858732, cost_time=0:00:14.720589 2021-04-14 21:35:53,308 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.90ms, fps=2658 images/s, loss=0.7789, top1-acc=76.12%, top5-acc=96.14%, remaining_time=0:00:03.528936, arrival_time=2021-04-14 21:35:56.837105, cost_time=0:00:15.684239 2021-04-14 21:35:54,295 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.57ms, fps=2595 images/s, loss=0.7823, top1-acc=76.05%, top5-acc=96.08%, remaining_time=0:00:02.549768, arrival_time=2021-04-14 21:35:56.845195, cost_time=0:00:16.671528 2021-04-14 21:35:55,265 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.50ms, fps=2641 images/s, loss=0.7839, top1-acc=75.99%, top5-acc=96.07%, remaining_time=0:00:01.568128, arrival_time=2021-04-14 21:35:56.833444, cost_time=0:00:17.641469 2021-04-14 21:35:56,225 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.36ms, fps=2669 images/s, loss=0.7859, top1-acc=75.96%, top5-acc=96.04%, remaining_time=0:00:00.587400, arrival_time=2021-04-14 21:35:56.812505, cost_time=0:00:18.601063 2021-04-14 21:35:56,784 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.63ms, fps=2436 images/s, loss=0.7876, top1-acc=75.89%, top5-acc=96.03%, remaining_time=0:00:00, arrival_time=2021-04-14 21:35:56.784071, cost_time=0:00:19.160156 2021-04-14 21:35:57,260 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=0.43ms, fps=5406 images/s, loss=1.6117, top1-acc=59.61%, top5-acc=84.26%, remaining_time=0:00:01.420560, arrival_time=2021-04-14 21:35:58.680516, cost_time=0:00:00.473515 2021-04-14 21:35:57,599 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=2.30ms, fps=7545 images/s, loss=1.6008, top1-acc=58.52%, top5-acc=84.24%, remaining_time=0:00:00.813300, arrival_time=2021-04-14 21:35:58.413046, cost_time=0:00:00.813304 2021-04-14 21:35:57,944 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=0.34ms, fps=7438 images/s, loss=1.5888, top1-acc=58.71%, top5-acc=84.45%, remaining_time=0:00:00.385990, arrival_time=2021-04-14 21:35:58.330401, cost_time=0:00:01.157956 2021-04-14 21:35:58,256 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.08ms, fps=7455 images/s, loss=1.5745, top1-acc=59.00%, top5-acc=84.94%, remaining_time=0:00:00, arrival_time=2021-04-14 21:35:58.256097, cost_time=0:00:01.469716 2021-04-14 21:35:58,390 INFO : Epoch=0071 complete, best val top1-acc=61.28%, top5-acc=87.10% (epoch=65), remaining_time=0:44:58.824738, arrival_time=2021-04-14 22:20:57.215012, cost_time=0:24:45.399671 2021-04-14 21:35:58,392 INFO : Train start, epoch=0072, lr=0.071997 2021-04-14 21:35:59,541 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=0.20ms, fps=2229 images/s, loss=0.7323, top1-acc=77.93%, top5-acc=96.84%, remaining_time=0:00:21.366564, arrival_time=2021-04-14 21:36:20.907607, cost_time=0:00:01.148738 2021-04-14 21:36:00,518 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.52ms, fps=2622 images/s, loss=0.7257, top1-acc=77.77%, top5-acc=97.01%, remaining_time=0:00:18.706688, arrival_time=2021-04-14 21:36:19.224869, cost_time=0:00:02.125765 2021-04-14 21:36:01,495 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=2.05ms, fps=2621 images/s, loss=0.7150, top1-acc=78.05%, top5-acc=96.87%, remaining_time=0:00:17.172700, arrival_time=2021-04-14 21:36:18.668562, cost_time=0:00:03.103490 2021-04-14 21:36:02,478 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=2.13ms, fps=2607 images/s, loss=0.7102, top1-acc=78.37%, top5-acc=96.89%, remaining_time=0:00:15.935088, arrival_time=2021-04-14 21:36:18.413435, cost_time=0:00:04.085908 2021-04-14 21:36:03,454 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.52ms, fps=2625 images/s, loss=0.7194, top1-acc=78.04%, top5-acc=96.87%, remaining_time=0:00:14.781332, arrival_time=2021-04-14 21:36:18.235838, cost_time=0:00:05.062081 2021-04-14 21:36:04,427 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.65ms, fps=2634 images/s, loss=0.7187, top1-acc=78.03%, top5-acc=96.80%, remaining_time=0:00:13.679560, arrival_time=2021-04-14 21:36:18.106944, cost_time=0:00:06.035102 2021-04-14 21:36:05,395 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.89ms, fps=2645 images/s, loss=0.7303, top1-acc=77.67%, top5-acc=96.70%, remaining_time=0:00:12.606048, arrival_time=2021-04-14 21:36:18.001747, cost_time=0:00:07.003344 2021-04-14 21:36:06,369 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.33ms, fps=2631 images/s, loss=0.7397, top1-acc=77.51%, top5-acc=96.53%, remaining_time=0:00:11.566592, arrival_time=2021-04-14 21:36:17.935826, cost_time=0:00:07.976968 2021-04-14 21:36:07,332 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.37ms, fps=2659 images/s, loss=0.7427, top1-acc=77.41%, top5-acc=96.53%, remaining_time=0:00:10.529616, arrival_time=2021-04-14 21:36:17.862104, cost_time=0:00:08.940200 2021-04-14 21:36:08,309 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.29ms, fps=2623 images/s, loss=0.7464, top1-acc=77.30%, top5-acc=96.46%, remaining_time=0:00:09.519936, arrival_time=2021-04-14 21:36:17.828889, cost_time=0:00:09.916637 2021-04-14 21:36:09,277 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.48ms, fps=2644 images/s, loss=0.7460, top1-acc=77.24%, top5-acc=96.48%, remaining_time=0:00:08.510388, arrival_time=2021-04-14 21:36:17.788076, cost_time=0:00:10.885418 2021-04-14 21:36:10,241 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.53ms, fps=2658 images/s, loss=0.7499, top1-acc=77.07%, top5-acc=96.48%, remaining_time=0:00:07.504392, arrival_time=2021-04-14 21:36:17.745656, cost_time=0:00:11.848989 2021-04-14 21:36:11,211 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.93ms, fps=2640 images/s, loss=0.7532, top1-acc=76.96%, top5-acc=96.43%, remaining_time=0:00:06.508128, arrival_time=2021-04-14 21:36:17.719415, cost_time=0:00:12.819013 2021-04-14 21:36:12,174 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.58ms, fps=2660 images/s, loss=0.7558, top1-acc=76.87%, top5-acc=96.40%, remaining_time=0:00:05.512752, arrival_time=2021-04-14 21:36:17.686962, cost_time=0:00:13.781860 2021-04-14 21:36:13,134 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.54ms, fps=2666 images/s, loss=0.7586, top1-acc=76.83%, top5-acc=96.34%, remaining_time=0:00:04.521064, arrival_time=2021-04-14 21:36:17.655934, cost_time=0:00:14.742599 2021-04-14 21:36:14,123 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.53ms, fps=2591 images/s, loss=0.7636, top1-acc=76.69%, top5-acc=96.27%, remaining_time=0:00:03.539448, arrival_time=2021-04-14 21:36:17.662680, cost_time=0:00:15.730873 2021-04-14 21:36:15,088 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.90ms, fps=2653 images/s, loss=0.7684, top1-acc=76.58%, top5-acc=96.22%, remaining_time=0:00:02.553590, arrival_time=2021-04-14 21:36:17.642352, cost_time=0:00:16.696494 2021-04-14 21:36:16,064 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.44ms, fps=2625 images/s, loss=0.7729, top1-acc=76.50%, top5-acc=96.15%, remaining_time=0:00:01.570864, arrival_time=2021-04-14 21:36:17.635415, cost_time=0:00:17.672277 2021-04-14 21:36:17,026 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.17ms, fps=2664 images/s, loss=0.7767, top1-acc=76.34%, top5-acc=96.12%, remaining_time=0:00:00.588432, arrival_time=2021-04-14 21:36:17.614408, cost_time=0:00:18.633619 2021-04-14 21:36:17,569 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=0.09ms, fps=2505 images/s, loss=0.7780, top1-acc=76.30%, top5-acc=96.12%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:17.569492, cost_time=0:00:19.177221 2021-04-14 21:36:18,118 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=0.39ms, fps=4679 images/s, loss=1.3956, top1-acc=61.72%, top5-acc=86.91%, remaining_time=0:00:01.641420, arrival_time=2021-04-14 21:36:19.760044, cost_time=0:00:00.547136 2021-04-14 21:36:18,483 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=0.44ms, fps=7038 images/s, loss=1.4003, top1-acc=61.21%, top5-acc=87.44%, remaining_time=0:00:00.911420, arrival_time=2021-04-14 21:36:19.394339, cost_time=0:00:00.911412 2021-04-14 21:36:18,823 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=0.31ms, fps=7522 images/s, loss=1.4022, top1-acc=61.28%, top5-acc=87.42%, remaining_time=0:00:00.417430, arrival_time=2021-04-14 21:36:19.241146, cost_time=0:00:01.252287 2021-04-14 21:36:19,155 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.10ms, fps=6992 images/s, loss=1.4188, top1-acc=61.36%, top5-acc=87.54%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:19.155886, cost_time=0:00:01.584450 2021-04-14 21:36:19,317 INFO : Epoch=0072 complete, best val top1-acc=61.36%, top5-acc=87.54% (epoch=72), remaining_time=0:44:37.914624, arrival_time=2021-04-14 22:20:57.232222, cost_time=0:25:06.327011 2021-04-14 21:36:19,318 INFO : Train start, epoch=0073, lr=0.071289 2021-04-14 21:36:20,472 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=0.44ms, fps=2219 images/s, loss=0.7177, top1-acc=78.87%, top5-acc=96.41%, remaining_time=0:00:21.458076, arrival_time=2021-04-14 21:36:41.930853, cost_time=0:00:01.153665 2021-04-14 21:36:21,441 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.54ms, fps=2644 images/s, loss=0.7143, top1-acc=78.32%, top5-acc=96.48%, remaining_time=0:00:18.680464, arrival_time=2021-04-14 21:36:40.122318, cost_time=0:00:02.122781 2021-04-14 21:36:22,413 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=2.48ms, fps=2636 images/s, loss=0.7060, top1-acc=78.62%, top5-acc=96.55%, remaining_time=0:00:17.122568, arrival_time=2021-04-14 21:36:39.536122, cost_time=0:00:03.094443 2021-04-14 21:36:23,382 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.42ms, fps=2644 images/s, loss=0.7098, top1-acc=78.72%, top5-acc=96.52%, remaining_time=0:00:15.847572, arrival_time=2021-04-14 21:36:39.230012, cost_time=0:00:04.063465 2021-04-14 21:36:24,357 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.50ms, fps=2626 images/s, loss=0.7157, top1-acc=78.52%, top5-acc=96.55%, remaining_time=0:00:14.712712, arrival_time=2021-04-14 21:36:39.070418, cost_time=0:00:05.038619 2021-04-14 21:36:25,332 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.44ms, fps=2627 images/s, loss=0.7200, top1-acc=78.26%, top5-acc=96.59%, remaining_time=0:00:13.631552, arrival_time=2021-04-14 21:36:38.964440, cost_time=0:00:06.013921 2021-04-14 21:36:26,296 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.61ms, fps=2659 images/s, loss=0.7248, top1-acc=78.14%, top5-acc=96.59%, remaining_time=0:00:12.558924, arrival_time=2021-04-14 21:36:38.855174, cost_time=0:00:06.977197 2021-04-14 21:36:27,257 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.45ms, fps=2666 images/s, loss=0.7278, top1-acc=78.02%, top5-acc=96.52%, remaining_time=0:00:11.510332, arrival_time=2021-04-14 21:36:38.767482, cost_time=0:00:07.938182 2021-04-14 21:36:28,236 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.89ms, fps=2616 images/s, loss=0.7371, top1-acc=77.73%, top5-acc=96.45%, remaining_time=0:00:10.502268, arrival_time=2021-04-14 21:36:38.738347, cost_time=0:00:08.917060 2021-04-14 21:36:29,213 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.33ms, fps=2620 images/s, loss=0.7374, top1-acc=77.75%, top5-acc=96.45%, remaining_time=0:00:09.498816, arrival_time=2021-04-14 21:36:38.712526, cost_time=0:00:09.894648 2021-04-14 21:36:30,179 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.41ms, fps=2653 images/s, loss=0.7432, top1-acc=77.52%, top5-acc=96.43%, remaining_time=0:00:08.490522, arrival_time=2021-04-14 21:36:38.669521, cost_time=0:00:10.860021 2021-04-14 21:36:31,143 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=2.41ms, fps=2655 images/s, loss=0.7455, top1-acc=77.50%, top5-acc=96.41%, remaining_time=0:00:07.488888, arrival_time=2021-04-14 21:36:38.632441, cost_time=0:00:11.824535 2021-04-14 21:36:32,126 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.64ms, fps=2606 images/s, loss=0.7485, top1-acc=77.40%, top5-acc=96.38%, remaining_time=0:00:06.502122, arrival_time=2021-04-14 21:36:38.628485, cost_time=0:00:12.807246 2021-04-14 21:36:33,087 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.54ms, fps=2665 images/s, loss=0.7503, top1-acc=77.31%, top5-acc=96.37%, remaining_time=0:00:05.507488, arrival_time=2021-04-14 21:36:38.595193, cost_time=0:00:13.768737 2021-04-14 21:36:34,061 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.37ms, fps=2631 images/s, loss=0.7548, top1-acc=77.23%, top5-acc=96.30%, remaining_time=0:00:04.520926, arrival_time=2021-04-14 21:36:38.582057, cost_time=0:00:14.742157 2021-04-14 21:36:35,033 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.48ms, fps=2633 images/s, loss=0.7525, top1-acc=77.27%, top5-acc=96.34%, remaining_time=0:00:03.535812, arrival_time=2021-04-14 21:36:38.569646, cost_time=0:00:15.714797 2021-04-14 21:36:35,996 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.32ms, fps=2661 images/s, loss=0.7566, top1-acc=77.13%, top5-acc=96.33%, remaining_time=0:00:02.550678, arrival_time=2021-04-14 21:36:38.547200, cost_time=0:00:16.677530 2021-04-14 21:36:36,958 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.39ms, fps=2663 images/s, loss=0.7591, top1-acc=77.10%, top5-acc=96.31%, remaining_time=0:00:01.567936, arrival_time=2021-04-14 21:36:38.526179, cost_time=0:00:17.639271 2021-04-14 21:36:37,920 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.38ms, fps=2662 images/s, loss=0.7618, top1-acc=76.97%, top5-acc=96.32%, remaining_time=0:00:00.587412, arrival_time=2021-04-14 21:36:38.507736, cost_time=0:00:18.601298 2021-04-14 21:36:38,465 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.23ms, fps=2499 images/s, loss=0.7637, top1-acc=76.90%, top5-acc=96.31%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:38.465061, cost_time=0:00:19.146107 2021-04-14 21:36:38,957 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=20.79ms, fps=5215 images/s, loss=1.4255, top1-acc=61.45%, top5-acc=87.85%, remaining_time=0:00:01.472580, arrival_time=2021-04-14 21:36:40.430329, cost_time=0:00:00.490855 2021-04-14 21:36:39,337 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=0.39ms, fps=6748 images/s, loss=1.4740, top1-acc=60.49%, top5-acc=87.05%, remaining_time=0:00:00.871020, arrival_time=2021-04-14 21:36:40.208773, cost_time=0:00:00.871020 2021-04-14 21:36:39,730 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=0.19ms, fps=6530 images/s, loss=1.4742, top1-acc=60.48%, top5-acc=87.06%, remaining_time=0:00:00.421130, arrival_time=2021-04-14 21:36:40.151308, cost_time=0:00:01.263383 2021-04-14 21:36:40,056 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.06ms, fps=7112 images/s, loss=1.4860, top1-acc=60.19%, top5-acc=87.11%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:40.056839, cost_time=0:00:01.590114 2021-04-14 21:36:40,132 INFO : Epoch=0073 complete, best val top1-acc=61.36%, top5-acc=87.54% (epoch=72), remaining_time=0:44:16.807488, arrival_time=2021-04-14 22:20:56.939435, cost_time=0:25:27.141334 2021-04-14 21:36:40,134 INFO : Train start, epoch=0074, lr=0.070576 2021-04-14 21:36:41,302 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=2.04ms, fps=2191 images/s, loss=0.7373, top1-acc=76.80%, top5-acc=96.52%, remaining_time=0:00:21.732612, arrival_time=2021-04-14 21:37:03.035351, cost_time=0:00:01.168419 2021-04-14 21:36:42,269 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.51ms, fps=2651 images/s, loss=0.7196, top1-acc=77.48%, top5-acc=96.62%, remaining_time=0:00:18.785712, arrival_time=2021-04-14 21:37:01.054706, cost_time=0:00:02.134743 2021-04-14 21:36:43,229 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.49ms, fps=2666 images/s, loss=0.7038, top1-acc=78.22%, top5-acc=96.78%, remaining_time=0:00:17.127382, arrival_time=2021-04-14 21:37:00.357032, cost_time=0:00:03.095323 2021-04-14 21:36:44,198 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.43ms, fps=2645 images/s, loss=0.7020, top1-acc=78.20%, top5-acc=96.76%, remaining_time=0:00:15.848352, arrival_time=2021-04-14 21:37:00.046445, cost_time=0:00:04.063690 2021-04-14 21:36:45,172 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.30ms, fps=2628 images/s, loss=0.7026, top1-acc=78.16%, top5-acc=96.74%, remaining_time=0:00:14.713004, arrival_time=2021-04-14 21:36:59.885954, cost_time=0:00:05.038709 2021-04-14 21:36:46,140 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.30ms, fps=2648 images/s, loss=0.7049, top1-acc=78.06%, top5-acc=96.74%, remaining_time=0:00:13.613600, arrival_time=2021-04-14 21:36:59.753944, cost_time=0:00:06.006006 2021-04-14 21:36:47,113 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.87ms, fps=2632 images/s, loss=0.7112, top1-acc=77.90%, top5-acc=96.71%, remaining_time=0:00:12.562704, arrival_time=2021-04-14 21:36:59.676437, cost_time=0:00:06.979273 2021-04-14 21:36:48,090 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.37ms, fps=2624 images/s, loss=0.7163, top1-acc=77.72%, top5-acc=96.68%, remaining_time=0:00:11.536084, arrival_time=2021-04-14 21:36:59.626240, cost_time=0:00:07.955910 2021-04-14 21:36:49,052 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.74ms, fps=2662 images/s, loss=0.7190, top1-acc=77.66%, top5-acc=96.68%, remaining_time=0:00:10.503540, arrival_time=2021-04-14 21:36:59.555897, cost_time=0:00:08.918109 2021-04-14 21:36:50,029 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.83ms, fps=2622 images/s, loss=0.7207, top1-acc=77.55%, top5-acc=96.67%, remaining_time=0:00:09.499200, arrival_time=2021-04-14 21:36:59.528599, cost_time=0:00:09.894989 2021-04-14 21:36:51,011 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.39ms, fps=2608 images/s, loss=0.7204, top1-acc=77.54%, top5-acc=96.64%, remaining_time=0:00:08.504024, arrival_time=2021-04-14 21:36:59.515568, cost_time=0:00:10.877293 2021-04-14 21:36:51,978 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.55ms, fps=2649 images/s, loss=0.7268, top1-acc=77.31%, top5-acc=96.61%, remaining_time=0:00:07.501352, arrival_time=2021-04-14 21:36:59.479829, cost_time=0:00:11.844235 2021-04-14 21:36:52,942 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.44ms, fps=2658 images/s, loss=0.7326, top1-acc=77.18%, top5-acc=96.56%, remaining_time=0:00:06.502452, arrival_time=2021-04-14 21:36:59.444674, cost_time=0:00:12.807890 2021-04-14 21:36:53,911 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=2.14ms, fps=2642 images/s, loss=0.7388, top1-acc=77.02%, top5-acc=96.49%, remaining_time=0:00:05.511016, arrival_time=2021-04-14 21:36:59.422817, cost_time=0:00:13.777555 2021-04-14 21:36:54,875 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.40ms, fps=2659 images/s, loss=0.7441, top1-acc=76.87%, top5-acc=96.45%, remaining_time=0:00:04.520558, arrival_time=2021-04-14 21:36:59.395726, cost_time=0:00:14.740890 2021-04-14 21:36:55,848 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.38ms, fps=2633 images/s, loss=0.7497, top1-acc=76.75%, top5-acc=96.41%, remaining_time=0:00:03.535560, arrival_time=2021-04-14 21:36:59.383507, cost_time=0:00:15.713632 2021-04-14 21:36:56,833 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.42ms, fps=2598 images/s, loss=0.7539, top1-acc=76.61%, top5-acc=96.37%, remaining_time=0:00:02.554058, arrival_time=2021-04-14 21:36:59.387941, cost_time=0:00:16.699632 2021-04-14 21:36:57,812 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.91ms, fps=2618 images/s, loss=0.7559, top1-acc=76.62%, top5-acc=96.34%, remaining_time=0:00:01.571376, arrival_time=2021-04-14 21:36:59.383815, cost_time=0:00:17.678016 2021-04-14 21:36:58,794 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.49ms, fps=2609 images/s, loss=0.7579, top1-acc=76.59%, top5-acc=96.33%, remaining_time=0:00:00.589266, arrival_time=2021-04-14 21:36:59.383769, cost_time=0:00:18.660105 2021-04-14 21:36:59,339 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.21ms, fps=2498 images/s, loss=0.7585, top1-acc=76.57%, top5-acc=96.32%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:59.339532, cost_time=0:00:19.205293 2021-04-14 21:36:59,824 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=2.50ms, fps=5297 images/s, loss=1.4709, top1-acc=60.90%, top5-acc=86.48%, remaining_time=0:00:01.449720, arrival_time=2021-04-14 21:37:01.274382, cost_time=0:00:00.483235 2021-04-14 21:37:00,179 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=0.22ms, fps=7224 images/s, loss=1.5145, top1-acc=59.75%, top5-acc=86.09%, remaining_time=0:00:00.838440, arrival_time=2021-04-14 21:37:01.018122, cost_time=0:00:00.838441 2021-04-14 21:37:00,514 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=4.52ms, fps=7644 images/s, loss=1.4973, top1-acc=59.80%, top5-acc=86.52%, remaining_time=0:00:00.391230, arrival_time=2021-04-14 21:37:00.906172, cost_time=0:00:01.173702 2021-04-14 21:37:00,826 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.12ms, fps=7458 images/s, loss=1.5274, top1-acc=59.34%, top5-acc=86.57%, remaining_time=0:00:00, arrival_time=2021-04-14 21:37:00.826363, cost_time=0:00:01.485148 2021-04-14 21:37:00,931 INFO : Epoch=0074 complete, best val top1-acc=61.36%, top5-acc=87.54% (epoch=72), remaining_time=0:43:55.682238, arrival_time=2021-04-14 22:20:56.613217, cost_time=0:25:47.940394 2021-04-14 21:37:00,932 INFO : Train start, epoch=0075, lr=0.069857 2021-04-14 21:37:02,069 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=0.24ms, fps=2252 images/s, loss=0.7190, top1-acc=77.97%, top5-acc=96.84%, remaining_time=0:00:21.140202, arrival_time=2021-04-14 21:37:23.209258, cost_time=0:00:01.136570 2021-04-14 21:37:03,034 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=2.06ms, fps=2652 images/s, loss=0.7035, top1-acc=78.46%, top5-acc=96.93%, remaining_time=0:00:18.501296, arrival_time=2021-04-14 21:37:21.536128, cost_time=0:00:02.102427 2021-04-14 21:37:03,998 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.49ms, fps=2658 images/s, loss=0.7060, top1-acc=78.40%, top5-acc=96.84%, remaining_time=0:00:16.964702, arrival_time=2021-04-14 21:37:20.963088, cost_time=0:00:03.065897 2021-04-14 21:37:04,969 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=4.89ms, fps=2637 images/s, loss=0.7044, top1-acc=78.54%, top5-acc=96.97%, remaining_time=0:00:15.746016, arrival_time=2021-04-14 21:37:20.715862, cost_time=0:00:04.037445 2021-04-14 21:37:05,949 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.30ms, fps=2616 images/s, loss=0.7068, top1-acc=78.46%, top5-acc=96.98%, remaining_time=0:00:14.648180, arrival_time=2021-04-14 21:37:20.597183, cost_time=0:00:05.016519 2021-04-14 21:37:06,910 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.38ms, fps=2665 images/s, loss=0.7088, top1-acc=78.64%, top5-acc=96.82%, remaining_time=0:00:13.549952, arrival_time=2021-04-14 21:37:20.460306, cost_time=0:00:05.977911 2021-04-14 21:37:07,876 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.29ms, fps=2652 images/s, loss=0.7093, top1-acc=78.46%, top5-acc=96.80%, remaining_time=0:00:12.498822, arrival_time=2021-04-14 21:37:20.374990, cost_time=0:00:06.943769 2021-04-14 21:37:08,846 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.97ms, fps=2640 images/s, loss=0.7139, top1-acc=78.35%, top5-acc=96.73%, remaining_time=0:00:11.475184, arrival_time=2021-04-14 21:37:20.321673, cost_time=0:00:07.913945 2021-04-14 21:37:09,822 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.38ms, fps=2624 images/s, loss=0.7117, top1-acc=78.32%, top5-acc=96.78%, remaining_time=0:00:10.470892, arrival_time=2021-04-14 21:37:20.293725, cost_time=0:00:08.890375 2021-04-14 21:37:10,787 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.42ms, fps=2655 images/s, loss=0.7190, top1-acc=78.19%, top5-acc=96.69%, remaining_time=0:00:09.460896, arrival_time=2021-04-14 21:37:20.248379, cost_time=0:00:09.855083 2021-04-14 21:37:11,752 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=4.92ms, fps=2655 images/s, loss=0.7248, top1-acc=78.03%, top5-acc=96.65%, remaining_time=0:00:08.458960, arrival_time=2021-04-14 21:37:20.211092, cost_time=0:00:10.819625 2021-04-14 21:37:12,720 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.50ms, fps=2646 images/s, loss=0.7299, top1-acc=77.92%, top5-acc=96.59%, remaining_time=0:00:07.465480, arrival_time=2021-04-14 21:37:20.185478, cost_time=0:00:11.787590 2021-04-14 21:37:13,687 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.36ms, fps=2648 images/s, loss=0.7322, top1-acc=77.89%, top5-acc=96.55%, remaining_time=0:00:06.475524, arrival_time=2021-04-14 21:37:20.162761, cost_time=0:00:12.754838 2021-04-14 21:37:14,658 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.35ms, fps=2636 images/s, loss=0.7398, top1-acc=77.64%, top5-acc=96.50%, remaining_time=0:00:05.490632, arrival_time=2021-04-14 21:37:20.149551, cost_time=0:00:13.726522 2021-04-14 21:37:15,629 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=2.03ms, fps=2638 images/s, loss=0.7416, top1-acc=77.64%, top5-acc=96.48%, remaining_time=0:00:04.507126, arrival_time=2021-04-14 21:37:20.136819, cost_time=0:00:14.697211 2021-04-14 21:37:16,598 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.37ms, fps=2644 images/s, loss=0.7450, top1-acc=77.53%, top5-acc=96.45%, remaining_time=0:00:03.524832, arrival_time=2021-04-14 21:37:20.123214, cost_time=0:00:15.665976 2021-04-14 21:37:17,559 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.38ms, fps=2664 images/s, loss=0.7507, top1-acc=77.32%, top5-acc=96.40%, remaining_time=0:00:02.542982, arrival_time=2021-04-14 21:37:20.102563, cost_time=0:00:16.627181 2021-04-14 21:37:18,523 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.45ms, fps=2656 images/s, loss=0.7528, top1-acc=77.28%, top5-acc=96.40%, remaining_time=0:00:01.563680, arrival_time=2021-04-14 21:37:20.087388, cost_time=0:00:17.591310 2021-04-14 21:37:19,494 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.42ms, fps=2639 images/s, loss=0.7553, top1-acc=77.18%, top5-acc=96.33%, remaining_time=0:00:00.586158, arrival_time=2021-04-14 21:37:20.080195, cost_time=0:00:18.561587 2021-04-14 21:37:20,040 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=0.07ms, fps=2493 images/s, loss=0.7576, top1-acc=77.09%, top5-acc=96.32%, remaining_time=0:00:00, arrival_time=2021-04-14 21:37:20.040144, cost_time=0:00:19.107747 2021-04-14 21:37:20,557 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=3.51ms, fps=4972 images/s, loss=1.5060, top1-acc=59.45%, top5-acc=86.84%, remaining_time=0:00:01.544490, arrival_time=2021-04-14 21:37:22.101476, cost_time=0:00:00.514831 2021-04-14 21:37:20,919 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=0.49ms, fps=7083 images/s, loss=1.5103, top1-acc=59.96%, top5-acc=86.48%, remaining_time=0:00:00.876960, arrival_time=2021-04-14 21:37:21.795980, cost_time=0:00:00.876962 2021-04-14 21:37:21,347 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=7.83ms, fps=5983 images/s, loss=1.4876, top1-acc=60.13%, top5-acc=86.85%, remaining_time=0:00:00.435100, arrival_time=2021-04-14 21:37:21.782480, cost_time=0:00:01.305304 2021-04-14 21:37:21,691 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.08ms, fps=6750 images/s, loss=1.4891, top1-acc=60.23%, top5-acc=87.07%, remaining_time=0:00:00, arrival_time=2021-04-14 21:37:21.691551, cost_time=0:00:01.649541 2021-04-14 21:37:21,824 INFO : Epoch=0075 complete, best val top1-acc=61.36%, top5-acc=87.54% (epoch=72), remaining_time=0:43:34.722625, arrival_time=2021-04-14 22:20:56.546820, cost_time=0:26:08.833576 2021-04-14 21:37:21,826 INFO : Train start, epoch=0076, lr=0.069134 2021-04-14 21:37:22,999 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=2.16ms, fps=2182 images/s, loss=0.7218, top1-acc=77.81%, top5-acc=97.27%, remaining_time=0:00:21.822078, arrival_time=2021-04-14 21:37:44.821938, cost_time=0:00:01.173233 2021-04-14 21:37:24,007 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.46ms, fps=2543 images/s, loss=0.7211, top1-acc=77.83%, top5-acc=96.91%, remaining_time=0:00:19.187872, arrival_time=2021-04-14 21:37:43.194932, cost_time=0:00:02.180439 2021-04-14 21:37:24,968 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.51ms, fps=2665 images/s, loss=0.7185, top1-acc=78.03%, top5-acc=96.94%, remaining_time=0:00:17.383188, arrival_time=2021-04-14 21:37:42.351428, cost_time=0:00:03.141542 2021-04-14 21:37:25,948 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.64ms, fps=2613 images/s, loss=0.7120, top1-acc=78.23%, top5-acc=97.09%, remaining_time=0:00:16.075956, arrival_time=2021-04-14 21:37:42.024565, cost_time=0:00:04.122033 2021-04-14 21:37:26,914 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.55ms, fps=2653 images/s, loss=0.7100, top1-acc=78.21%, top5-acc=97.00%, remaining_time=0:00:14.855500, arrival_time=2021-04-14 21:37:41.769723, cost_time=0:00:05.087524 2021-04-14 21:37:27,884 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.52ms, fps=2642 images/s, loss=0.7073, top1-acc=78.39%, top5-acc=96.95%, remaining_time=0:00:13.730016, arrival_time=2021-04-14 21:37:41.614134, cost_time=0:00:06.057379 2021-04-14 21:37:28,848 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.52ms, fps=2657 images/s, loss=0.7087, top1-acc=78.33%, top5-acc=96.93%, remaining_time=0:00:12.639312, arrival_time=2021-04-14 21:37:41.487740, cost_time=0:00:07.021870 2021-04-14 21:37:29,809 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.57ms, fps=2665 images/s, loss=0.7145, top1-acc=78.03%, top5-acc=96.87%, remaining_time=0:00:11.575408, arrival_time=2021-04-14 21:37:41.385147, cost_time=0:00:07.983002 2021-04-14 21:37:30,778 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.81ms, fps=2645 images/s, loss=0.7206, top1-acc=77.85%, top5-acc=96.82%, remaining_time=0:00:10.543078, arrival_time=2021-04-14 21:37:41.321343, cost_time=0:00:08.951646 2021-04-14 21:37:31,744 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.38ms, fps=2650 images/s, loss=0.7203, top1-acc=77.90%, top5-acc=96.80%, remaining_time=0:00:09.521472, arrival_time=2021-04-14 21:37:41.266209, cost_time=0:00:09.918194 2021-04-14 21:37:32,720 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.72ms, fps=2626 images/s, loss=0.7238, top1-acc=77.77%, top5-acc=96.77%, remaining_time=0:00:08.516666, arrival_time=2021-04-14 21:37:41.236702, cost_time=0:00:10.893392 2021-04-14 21:37:33,689 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.57ms, fps=2642 images/s, loss=0.7272, top1-acc=77.69%, top5-acc=96.73%, remaining_time=0:00:07.513132, arrival_time=2021-04-14 21:37:41.202558, cost_time=0:00:11.862887 2021-04-14 21:37:34,654 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.32ms, fps=2655 images/s, loss=0.7295, top1-acc=77.61%, top5-acc=96.66%, remaining_time=0:00:06.512484, arrival_time=2021-04-14 21:37:41.166598, cost_time=0:00:12.827574 2021-04-14 21:37:35,615 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.44ms, fps=2665 images/s, loss=0.7306, top1-acc=77.60%, top5-acc=96.64%, remaining_time=0:00:05.515440, arrival_time=2021-04-14 21:37:41.130650, cost_time=0:00:13.788578 2021-04-14 21:37:36,582 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=2.02ms, fps=2649 images/s, loss=0.7337, top1-acc=77.50%, top5-acc=96.63%, remaining_time=0:00:04.525020, arrival_time=2021-04-14 21:37:41.107093, cost_time=0:00:14.755511 2021-04-14 21:37:37,556 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.35ms, fps=2628 images/s, loss=0.7352, top1-acc=77.52%, top5-acc=96.61%, remaining_time=0:00:03.539304, arrival_time=2021-04-14 21:37:41.096091, cost_time=0:00:15.730246 2021-04-14 21:37:38,534 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.88ms, fps=2620 images/s, loss=0.7366, top1-acc=77.45%, top5-acc=96.60%, remaining_time=0:00:02.555306, arrival_time=2021-04-14 21:37:41.089755, cost_time=0:00:16.707813 2021-04-14 21:37:39,505 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.48ms, fps=2637 images/s, loss=0.7396, top1-acc=77.42%, top5-acc=96.55%, remaining_time=0:00:01.571488, arrival_time=2021-04-14 21:37:41.077299, cost_time=0:00:17.679247 2021-04-14 21:37:40,465 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.18ms, fps=2669 images/s, loss=0.7420, top1-acc=77.32%, top5-acc=96.54%, remaining_time=0:00:00.588600, arrival_time=2021-04-14 21:37:41.054136, cost_time=0:00:18.638994 2021-04-14 21:37:41,007 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=0.07ms, fps=2513 images/s, loss=0.7432, top1-acc=77.31%, top5-acc=96.53%, remaining_time=0:00:00, arrival_time=2021-04-14 21:37:41.007114, cost_time=0:00:19.180578 2021-04-14 21:37:41,574 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=46.56ms, fps=4528 images/s, loss=1.5230, top1-acc=58.91%, top5-acc=86.13%, remaining_time=0:00:01.696080, arrival_time=2021-04-14 21:37:43.270397, cost_time=0:00:00.565355 2021-04-14 21:37:41,980 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=0.23ms, fps=6309 images/s, loss=1.5545, top1-acc=58.69%, top5-acc=85.61%, remaining_time=0:00:00.971540, arrival_time=2021-04-14 21:37:42.952085, cost_time=0:00:00.971538 2021-04-14 21:37:42,311 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=4.53ms, fps=7740 images/s, loss=1.5494, top1-acc=58.58%, top5-acc=85.82%, remaining_time=0:00:00.434270, arrival_time=2021-04-14 21:37:42.746159, cost_time=0:00:01.302807 2021-04-14 21:37:42,616 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.07ms, fps=7618 images/s, loss=1.5323, top1-acc=58.86%, top5-acc=86.03%, remaining_time=0:00:00, arrival_time=2021-04-14 21:37:42.616938, cost_time=0:00:01.608030 2021-04-14 21:37:42,740 INFO : Epoch=0076 complete, best val top1-acc=61.36%, top5-acc=87.54% (epoch=72), remaining_time=0:43:13.801620, arrival_time=2021-04-14 22:20:56.541615, cost_time=0:26:29.749408 2021-04-14 21:37:42,741 INFO : Train start, epoch=0077, lr=0.068406 2021-04-14 21:37:43,875 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=0.30ms, fps=2258 images/s, loss=0.7148, top1-acc=78.91%, top5-acc=96.95%, remaining_time=0:00:21.084216, arrival_time=2021-04-14 21:38:04.959285, cost_time=0:00:01.133558 2021-04-14 21:37:44,841 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.50ms, fps=2652 images/s, loss=0.7121, top1-acc=78.61%, top5-acc=96.89%, remaining_time=0:00:18.476656, arrival_time=2021-04-14 21:38:03.317707, cost_time=0:00:02.099622 2021-04-14 21:37:45,814 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.60ms, fps=2632 images/s, loss=0.7054, top1-acc=78.75%, top5-acc=96.97%, remaining_time=0:00:17.002550, arrival_time=2021-04-14 21:38:02.816779, cost_time=0:00:03.072742 2021-04-14 21:37:46,799 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=2.23ms, fps=2601 images/s, loss=0.6944, top1-acc=79.26%, top5-acc=97.04%, remaining_time=0:00:15.823860, arrival_time=2021-04-14 21:38:02.622855, cost_time=0:00:04.057416 2021-04-14 21:37:47,774 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.94ms, fps=2625 images/s, loss=0.6928, top1-acc=79.19%, top5-acc=96.95%, remaining_time=0:00:14.697674, arrival_time=2021-04-14 21:38:02.472534, cost_time=0:00:05.033453 2021-04-14 21:37:48,760 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=2.87ms, fps=2599 images/s, loss=0.6900, top1-acc=79.21%, top5-acc=96.93%, remaining_time=0:00:13.642704, arrival_time=2021-04-14 21:38:02.403049, cost_time=0:00:06.018854 2021-04-14 21:37:49,728 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.32ms, fps=2646 images/s, loss=0.6932, top1-acc=78.97%, top5-acc=96.96%, remaining_time=0:00:12.576816, arrival_time=2021-04-14 21:38:02.305371, cost_time=0:00:06.987116 2021-04-14 21:37:50,722 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=2.16ms, fps=2577 images/s, loss=0.6984, top1-acc=78.70%, top5-acc=96.85%, remaining_time=0:00:11.572276, arrival_time=2021-04-14 21:38:02.294600, cost_time=0:00:07.980852 2021-04-14 21:37:51,705 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.92ms, fps=2606 images/s, loss=0.6995, top1-acc=78.59%, top5-acc=96.84%, remaining_time=0:00:10.557494, arrival_time=2021-04-14 21:38:02.262998, cost_time=0:00:08.963919 2021-04-14 21:37:52,689 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.45ms, fps=2603 images/s, loss=0.7065, top1-acc=78.34%, top5-acc=96.81%, remaining_time=0:00:09.550464, arrival_time=2021-04-14 21:38:02.240324, cost_time=0:00:09.948375 2021-04-14 21:37:53,662 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.40ms, fps=2633 images/s, loss=0.7065, top1-acc=78.47%, top5-acc=96.79%, remaining_time=0:00:08.538338, arrival_time=2021-04-14 21:38:02.200992, cost_time=0:00:10.921123 2021-04-14 21:37:54,624 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.40ms, fps=2662 images/s, loss=0.7085, top1-acc=78.47%, top5-acc=96.77%, remaining_time=0:00:07.526128, arrival_time=2021-04-14 21:38:02.150917, cost_time=0:00:11.883380 2021-04-14 21:37:55,586 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.40ms, fps=2662 images/s, loss=0.7144, top1-acc=78.27%, top5-acc=96.73%, remaining_time=0:00:06.521460, arrival_time=2021-04-14 21:38:02.108171, cost_time=0:00:12.845256 2021-04-14 21:37:56,564 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.76ms, fps=2619 images/s, loss=0.7203, top1-acc=78.10%, top5-acc=96.64%, remaining_time=0:00:05.529328, arrival_time=2021-04-14 21:38:02.094195, cost_time=0:00:13.823378 2021-04-14 21:37:57,537 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.41ms, fps=2635 images/s, loss=0.7265, top1-acc=78.03%, top5-acc=96.56%, remaining_time=0:00:04.537348, arrival_time=2021-04-14 21:38:02.074433, cost_time=0:00:14.795677 2021-04-14 21:37:58,509 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.49ms, fps=2633 images/s, loss=0.7298, top1-acc=77.89%, top5-acc=96.53%, remaining_time=0:00:03.547908, arrival_time=2021-04-14 21:38:02.057802, cost_time=0:00:15.768446 2021-04-14 21:37:59,482 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.48ms, fps=2635 images/s, loss=0.7327, top1-acc=77.84%, top5-acc=96.52%, remaining_time=0:00:02.560298, arrival_time=2021-04-14 21:38:02.042251, cost_time=0:00:16.740439 2021-04-14 21:38:00,447 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.63ms, fps=2652 images/s, loss=0.7359, top1-acc=77.73%, top5-acc=96.49%, remaining_time=0:00:01.573904, arrival_time=2021-04-14 21:38:02.021803, cost_time=0:00:17.706489 2021-04-14 21:38:01,413 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.66ms, fps=2652 images/s, loss=0.7379, top1-acc=77.65%, top5-acc=96.47%, remaining_time=0:00:00.589656, arrival_time=2021-04-14 21:38:02.003418, cost_time=0:00:18.672355 2021-04-14 21:38:01,957 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.21ms, fps=2503 images/s, loss=0.7405, top1-acc=77.62%, top5-acc=96.42%, remaining_time=0:00:00, arrival_time=2021-04-14 21:38:01.957565, cost_time=0:00:19.216170 2021-04-14 21:38:02,465 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=3.16ms, fps=5060 images/s, loss=1.4934, top1-acc=59.69%, top5-acc=86.33%, remaining_time=0:00:01.517610, arrival_time=2021-04-14 21:38:03.982808, cost_time=0:00:00.505873 2021-04-14 21:38:02,804 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=0.23ms, fps=7547 images/s, loss=1.5199, top1-acc=59.69%, top5-acc=85.96%, remaining_time=0:00:00.845440, arrival_time=2021-04-14 21:38:03.650194, cost_time=0:00:00.845436 2021-04-14 21:38:03,190 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=0.60ms, fps=6644 images/s, loss=1.5201, top1-acc=59.54%, top5-acc=85.76%, remaining_time=0:00:00.410370, arrival_time=2021-04-14 21:38:03.600904, cost_time=0:00:01.231123 2021-04-14 21:38:03,497 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.07ms, fps=7564 images/s, loss=1.5371, top1-acc=59.48%, top5-acc=86.01%, remaining_time=0:00:00, arrival_time=2021-04-14 21:38:03.497743, cost_time=0:00:01.538446 2021-04-14 21:38:03,628 INFO : Epoch=0077 complete, best val top1-acc=61.36%, top5-acc=87.54% (epoch=72), remaining_time=0:42:52.837002, arrival_time=2021-04-14 22:20:56.465421, cost_time=0:26:50.637834 2021-04-14 21:38:03,629 INFO : Train start, epoch=0078, lr=0.067674 2021-04-14 21:38:04,775 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.91ms, fps=2235 images/s, loss=0.6886, top1-acc=78.24%, top5-acc=97.54%, remaining_time=0:00:21.306300, arrival_time=2021-04-14 21:38:26.081735, cost_time=0:00:01.145502 2021-04-14 21:38:05,740 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.58ms, fps=2654 images/s, loss=0.6791, top1-acc=79.04%, top5-acc=97.70%, remaining_time=0:00:18.574336, arrival_time=2021-04-14 21:38:24.314894, cost_time=0:00:02.110714 2021-04-14 21:38:06,707 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=2.00ms, fps=2650 images/s, loss=0.6833, top1-acc=79.05%, top5-acc=97.47%, remaining_time=0:00:17.027118, arrival_time=2021-04-14 21:38:23.734243, cost_time=0:00:03.077189 2021-04-14 21:38:07,677 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.35ms, fps=2640 images/s, loss=0.6902, top1-acc=78.96%, top5-acc=97.25%, remaining_time=0:00:15.784548, arrival_time=2021-04-14 21:38:23.461809, cost_time=0:00:04.047320 2021-04-14 21:38:08,639 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.58ms, fps=2664 images/s, loss=0.6875, top1-acc=79.09%, top5-acc=97.14%, remaining_time=0:00:14.625842, arrival_time=2021-04-14 21:38:23.264734, cost_time=0:00:05.008846 2021-04-14 21:38:09,601 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.29ms, fps=2661 images/s, loss=0.6838, top1-acc=79.07%, top5-acc=97.14%, remaining_time=0:00:13.535944, arrival_time=2021-04-14 21:38:23.137511, cost_time=0:00:05.971719 2021-04-14 21:38:10,567 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.23ms, fps=2651 images/s, loss=0.6886, top1-acc=79.18%, top5-acc=97.00%, remaining_time=0:00:12.487860, arrival_time=2021-04-14 21:38:23.055620, cost_time=0:00:06.937692 2021-04-14 21:38:11,527 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.52ms, fps=2670 images/s, loss=0.6972, top1-acc=78.96%, top5-acc=96.84%, remaining_time=0:00:11.451520, arrival_time=2021-04-14 21:38:22.978941, cost_time=0:00:07.897574 2021-04-14 21:38:12,492 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.36ms, fps=2655 images/s, loss=0.6995, top1-acc=78.90%, top5-acc=96.87%, remaining_time=0:00:10.437820, arrival_time=2021-04-14 21:38:22.929941, cost_time=0:00:08.862287 2021-04-14 21:38:13,466 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.48ms, fps=2630 images/s, loss=0.7045, top1-acc=78.65%, top5-acc=96.88%, remaining_time=0:00:09.442560, arrival_time=2021-04-14 21:38:22.908556, cost_time=0:00:09.836042 2021-04-14 21:38:14,437 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=2.15ms, fps=2636 images/s, loss=0.7085, top1-acc=78.52%, top5-acc=96.87%, remaining_time=0:00:08.449844, arrival_time=2021-04-14 21:38:22.887671, cost_time=0:00:10.807938 2021-04-14 21:38:15,412 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.55ms, fps=2628 images/s, loss=0.7136, top1-acc=78.34%, top5-acc=96.81%, remaining_time=0:00:07.462212, arrival_time=2021-04-14 21:38:22.874482, cost_time=0:00:11.782436 2021-04-14 21:38:16,391 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.43ms, fps=2616 images/s, loss=0.7174, top1-acc=78.18%, top5-acc=96.78%, remaining_time=0:00:06.478890, arrival_time=2021-04-14 21:38:22.870242, cost_time=0:00:12.761415 2021-04-14 21:38:17,363 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.51ms, fps=2635 images/s, loss=0.7218, top1-acc=78.03%, top5-acc=96.72%, remaining_time=0:00:05.493432, arrival_time=2021-04-14 21:38:22.856955, cost_time=0:00:13.733581 2021-04-14 21:38:18,340 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.67ms, fps=2623 images/s, loss=0.7240, top1-acc=78.00%, top5-acc=96.71%, remaining_time=0:00:04.511128, arrival_time=2021-04-14 21:38:22.851364, cost_time=0:00:14.710180 2021-04-14 21:38:19,319 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=2.07ms, fps=2616 images/s, loss=0.7287, top1-acc=77.83%, top5-acc=96.68%, remaining_time=0:00:03.530196, arrival_time=2021-04-14 21:38:22.849719, cost_time=0:00:15.689691 2021-04-14 21:38:20,296 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.39ms, fps=2622 images/s, loss=0.7311, top1-acc=77.79%, top5-acc=96.65%, remaining_time=0:00:02.548962, arrival_time=2021-04-14 21:38:22.845222, cost_time=0:00:16.666325 2021-04-14 21:38:21,263 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=2.59ms, fps=2650 images/s, loss=0.7341, top1-acc=77.69%, top5-acc=96.60%, remaining_time=0:00:01.567392, arrival_time=2021-04-14 21:38:22.830494, cost_time=0:00:17.633095 2021-04-14 21:38:22,237 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.45ms, fps=2628 images/s, loss=0.7368, top1-acc=77.61%, top5-acc=96.56%, remaining_time=0:00:00.587622, arrival_time=2021-04-14 21:38:22.825412, cost_time=0:00:18.607943 2021-04-14 21:38:22,799 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=2.36ms, fps=2424 images/s, loss=0.7387, top1-acc=77.56%, top5-acc=96.56%, remaining_time=0:00:00, arrival_time=2021-04-14 21:38:22.799159, cost_time=0:00:19.169323 2021-04-14 21:38:23,264 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=0.47ms, fps=5522 images/s, loss=1.4307, top1-acc=60.90%, top5-acc=87.70%, remaining_time=0:00:01.390680, arrival_time=2021-04-14 21:38:24.655346, cost_time=0:00:00.463559 2021-04-14 21:38:23,648 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=0.25ms, fps=6672 images/s, loss=1.4403, top1-acc=60.98%, top5-acc=87.27%, remaining_time=0:00:00.847840, arrival_time=2021-04-14 21:38:24.496681, cost_time=0:00:00.847835 2021-04-14 21:38:24,005 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=0.42ms, fps=7178 images/s, loss=1.4155, top1-acc=61.46%, top5-acc=87.55%, remaining_time=0:00:00.401620, arrival_time=2021-04-14 21:38:24.407480, cost_time=0:00:01.204863 2021-04-14 21:38:24,318 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.07ms, fps=7441 images/s, loss=1.4003, top1-acc=61.65%, top5-acc=87.67%, remaining_time=0:00:00, arrival_time=2021-04-14 21:38:24.317984, cost_time=0:00:01.517005 2021-04-14 21:38:24,573 INFO : Epoch=0078 complete, best val top1-acc=61.65%, top5-acc=87.67% (epoch=78), remaining_time=0:42:31.962572, arrival_time=2021-04-14 22:20:56.535793, cost_time=0:27:11.582623 2021-04-14 21:38:24,574 INFO : Train start, epoch=0079, lr=0.066937 2021-04-14 21:38:25,729 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.45ms, fps=2217 images/s, loss=0.7087, top1-acc=79.02%, top5-acc=97.30%, remaining_time=0:00:21.481326, arrival_time=2021-04-14 21:38:47.211019, cost_time=0:00:01.154907 2021-04-14 21:38:26,692 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.33ms, fps=2660 images/s, loss=0.6929, top1-acc=78.93%, top5-acc=97.03%, remaining_time=0:00:18.639632, arrival_time=2021-04-14 21:38:45.332430, cost_time=0:00:02.118137 2021-04-14 21:38:27,663 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.43ms, fps=2638 images/s, loss=0.6936, top1-acc=78.80%, top5-acc=96.93%, remaining_time=0:00:17.091692, arrival_time=2021-04-14 21:38:44.755183, cost_time=0:00:03.088852 2021-04-14 21:38:28,641 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.43ms, fps=2619 images/s, loss=0.6844, top1-acc=79.01%, top5-acc=97.13%, remaining_time=0:00:15.860208, arrival_time=2021-04-14 21:38:44.501825, cost_time=0:00:04.066711 2021-04-14 21:38:29,608 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.31ms, fps=2650 images/s, loss=0.6892, top1-acc=78.80%, top5-acc=97.10%, remaining_time=0:00:14.698550, arrival_time=2021-04-14 21:38:44.306951, cost_time=0:00:05.033754 2021-04-14 21:38:30,571 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.40ms, fps=2661 images/s, loss=0.6935, top1-acc=78.58%, top5-acc=97.03%, remaining_time=0:00:13.591704, arrival_time=2021-04-14 21:38:44.162684, cost_time=0:00:05.996328 2021-04-14 21:38:31,536 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.84ms, fps=2653 images/s, loss=0.6972, top1-acc=78.54%, top5-acc=97.00%, remaining_time=0:00:12.531204, arrival_time=2021-04-14 21:38:44.067647, cost_time=0:00:06.961797 2021-04-14 21:38:32,502 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.71ms, fps=2651 images/s, loss=0.6956, top1-acc=78.62%, top5-acc=97.04%, remaining_time=0:00:11.495484, arrival_time=2021-04-14 21:38:43.998228, cost_time=0:00:07.927941 2021-04-14 21:38:33,473 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.56ms, fps=2638 images/s, loss=0.6990, top1-acc=78.48%, top5-acc=96.96%, remaining_time=0:00:10.481174, arrival_time=2021-04-14 21:38:43.954959, cost_time=0:00:08.899129 2021-04-14 21:38:34,450 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=2.10ms, fps=2623 images/s, loss=0.7011, top1-acc=78.40%, top5-acc=96.91%, remaining_time=0:00:09.480576, arrival_time=2021-04-14 21:38:43.930913, cost_time=0:00:09.875650 2021-04-14 21:38:35,415 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.67ms, fps=2654 images/s, loss=0.7028, top1-acc=78.37%, top5-acc=96.87%, remaining_time=0:00:08.475644, arrival_time=2021-04-14 21:38:43.891180, cost_time=0:00:10.840891 2021-04-14 21:38:36,396 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.83ms, fps=2610 images/s, loss=0.7090, top1-acc=78.25%, top5-acc=96.79%, remaining_time=0:00:07.487368, arrival_time=2021-04-14 21:38:43.884216, cost_time=0:00:11.822130 2021-04-14 21:38:37,363 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.48ms, fps=2649 images/s, loss=0.7157, top1-acc=78.08%, top5-acc=96.76%, remaining_time=0:00:06.492948, arrival_time=2021-04-14 21:38:43.856781, cost_time=0:00:12.789186 2021-04-14 21:38:38,337 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.36ms, fps=2631 images/s, loss=0.7199, top1-acc=77.93%, top5-acc=96.73%, remaining_time=0:00:05.505080, arrival_time=2021-04-14 21:38:43.842442, cost_time=0:00:13.762727 2021-04-14 21:38:39,306 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.49ms, fps=2642 images/s, loss=0.7244, top1-acc=77.75%, top5-acc=96.67%, remaining_time=0:00:04.517798, arrival_time=2021-04-14 21:38:43.824438, cost_time=0:00:14.732004 2021-04-14 21:38:40,267 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.43ms, fps=2665 images/s, loss=0.7274, top1-acc=77.74%, top5-acc=96.65%, remaining_time=0:00:03.530916, arrival_time=2021-04-14 21:38:43.798591, cost_time=0:00:15.693038 2021-04-14 21:38:41,237 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.50ms, fps=2643 images/s, loss=0.7329, top1-acc=77.55%, top5-acc=96.60%, remaining_time=0:00:02.548338, arrival_time=2021-04-14 21:38:43.785339, cost_time=0:00:16.662173 2021-04-14 21:38:42,213 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.34ms, fps=2625 images/s, loss=0.7354, top1-acc=77.47%, top5-acc=96.56%, remaining_time=0:00:01.567856, arrival_time=2021-04-14 21:38:43.780815, cost_time=0:00:17.638315 2021-04-14 21:38:43,199 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.44ms, fps=2597 images/s, loss=0.7363, top1-acc=77.47%, top5-acc=96.57%, remaining_time=0:00:00.588138, arrival_time=2021-04-14 21:38:43.787206, cost_time=0:00:18.624424 2021-04-14 21:38:43,744 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.20ms, fps=2498 images/s, loss=0.7368, top1-acc=77.44%, top5-acc=96.58%, remaining_time=0:00:00, arrival_time=2021-04-14 21:38:43.743960, cost_time=0:00:19.169227 2021-04-14 21:38:44,263 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=0.32ms, fps=4944 images/s, loss=1.4425, top1-acc=60.08%, top5-acc=88.36%, remaining_time=0:00:01.553220, arrival_time=2021-04-14 21:38:45.816987, cost_time=0:00:00.517743 2021-04-14 21:38:44,595 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=0.23ms, fps=7740 images/s, loss=1.3854, top1-acc=61.48%, top5-acc=88.83%, remaining_time=0:00:00.849020, arrival_time=2021-04-14 21:38:45.444111, cost_time=0:00:00.849013 2021-04-14 21:38:44,948 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=0.43ms, fps=7265 images/s, loss=1.3890, top1-acc=61.90%, top5-acc=88.42%, remaining_time=0:00:00.400660, arrival_time=2021-04-14 21:38:45.348679, cost_time=0:00:01.201979 2021-04-14 21:38:45,259 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.07ms, fps=7465 images/s, loss=1.4024, top1-acc=61.95%, top5-acc=87.92%, remaining_time=0:00:00, arrival_time=2021-04-14 21:38:45.259262, cost_time=0:00:01.513305 2021-04-14 21:38:45,514 INFO : Epoch=0079 complete, best val top1-acc=61.95%, top5-acc=87.92% (epoch=79), remaining_time=0:42:11.081509, arrival_time=2021-04-14 22:20:56.596372, cost_time=0:27:32.524271 2021-04-14 21:38:45,516 INFO : Train start, epoch=0080, lr=0.066196 2021-04-14 21:38:46,655 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.37ms, fps=2249 images/s, loss=0.6508, top1-acc=79.96%, top5-acc=97.38%, remaining_time=0:00:21.174984, arrival_time=2021-04-14 21:39:07.829991, cost_time=0:00:01.138442 2021-04-14 21:38:47,624 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=2.01ms, fps=2643 images/s, loss=0.6910, top1-acc=78.98%, top5-acc=96.95%, remaining_time=0:00:18.547056, arrival_time=2021-04-14 21:39:06.171311, cost_time=0:00:02.107614 2021-04-14 21:38:48,586 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=2.34ms, fps=2664 images/s, loss=0.6875, top1-acc=79.05%, top5-acc=97.03%, remaining_time=0:00:16.983792, arrival_time=2021-04-14 21:39:05.569729, cost_time=0:00:03.069370 2021-04-14 21:38:49,563 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.52ms, fps=2620 images/s, loss=0.6857, top1-acc=79.12%, top5-acc=97.01%, remaining_time=0:00:15.782988, arrival_time=2021-04-14 21:39:05.346405, cost_time=0:00:04.046923 2021-04-14 21:38:50,536 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.57ms, fps=2634 images/s, loss=0.6887, top1-acc=78.89%, top5-acc=97.05%, remaining_time=0:00:14.656502, arrival_time=2021-04-14 21:39:05.192453, cost_time=0:00:05.019338 2021-04-14 21:38:51,496 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.46ms, fps=2666 images/s, loss=0.6935, top1-acc=78.87%, top5-acc=97.07%, remaining_time=0:00:13.555392, arrival_time=2021-04-14 21:39:05.052202, cost_time=0:00:05.980322 2021-04-14 21:38:52,479 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.55ms, fps=2608 images/s, loss=0.6979, top1-acc=78.67%, top5-acc=97.01%, remaining_time=0:00:12.532338, arrival_time=2021-04-14 21:39:05.011389, cost_time=0:00:06.962432 2021-04-14 21:38:53,459 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.82ms, fps=2614 images/s, loss=0.6949, top1-acc=78.79%, top5-acc=97.02%, remaining_time=0:00:11.516596, arrival_time=2021-04-14 21:39:04.975649, cost_time=0:00:07.942503 2021-04-14 21:38:54,424 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.38ms, fps=2653 images/s, loss=0.6954, top1-acc=78.76%, top5-acc=97.02%, remaining_time=0:00:10.491668, arrival_time=2021-04-14 21:39:04.916219, cost_time=0:00:08.908015 2021-04-14 21:38:55,396 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.50ms, fps=2635 images/s, loss=0.6983, top1-acc=78.68%, top5-acc=96.96%, remaining_time=0:00:09.484896, arrival_time=2021-04-14 21:39:04.881631, cost_time=0:00:09.880141 2021-04-14 21:38:56,367 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.57ms, fps=2639 images/s, loss=0.7016, top1-acc=78.62%, top5-acc=96.86%, remaining_time=0:00:08.483470, arrival_time=2021-04-14 21:39:04.850887, cost_time=0:00:10.850938 2021-04-14 21:38:57,331 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.62ms, fps=2656 images/s, loss=0.7055, top1-acc=78.53%, top5-acc=96.85%, remaining_time=0:00:07.482960, arrival_time=2021-04-14 21:39:04.814781, cost_time=0:00:11.815254 2021-04-14 21:38:58,299 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.50ms, fps=2648 images/s, loss=0.7076, top1-acc=78.33%, top5-acc=96.82%, remaining_time=0:00:06.489648, arrival_time=2021-04-14 21:39:04.788746, cost_time=0:00:12.782603 2021-04-14 21:38:59,262 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.41ms, fps=2659 images/s, loss=0.7093, top1-acc=78.30%, top5-acc=96.80%, remaining_time=0:00:05.498304, arrival_time=2021-04-14 21:39:04.760589, cost_time=0:00:13.745746 2021-04-14 21:39:00,243 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.81ms, fps=2611 images/s, loss=0.7138, top1-acc=78.20%, top5-acc=96.78%, remaining_time=0:00:04.516188, arrival_time=2021-04-14 21:39:04.759505, cost_time=0:00:14.726746 2021-04-14 21:39:01,206 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.48ms, fps=2658 images/s, loss=0.7167, top1-acc=78.07%, top5-acc=96.73%, remaining_time=0:00:03.530340, arrival_time=2021-04-14 21:39:04.737168, cost_time=0:00:15.690325 2021-04-14 21:39:02,186 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=2.13ms, fps=2614 images/s, loss=0.7195, top1-acc=78.02%, top5-acc=96.68%, remaining_time=0:00:02.549534, arrival_time=2021-04-14 21:39:04.736126, cost_time=0:00:16.670066 2021-04-14 21:39:03,157 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.49ms, fps=2639 images/s, loss=0.7238, top1-acc=77.95%, top5-acc=96.66%, remaining_time=0:00:01.568064, arrival_time=2021-04-14 21:39:04.725205, cost_time=0:00:17.640659 2021-04-14 21:39:04,130 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.42ms, fps=2631 images/s, loss=0.7253, top1-acc=77.94%, top5-acc=96.64%, remaining_time=0:00:00.587808, arrival_time=2021-04-14 21:39:04.718309, cost_time=0:00:18.613882 2021-04-14 21:39:04,674 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.23ms, fps=2503 images/s, loss=0.7283, top1-acc=77.83%, top5-acc=96.65%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:04.674428, cost_time=0:00:19.157896 2021-04-14 21:39:05,181 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.42ms, fps=5077 images/s, loss=1.3950, top1-acc=62.30%, top5-acc=87.73%, remaining_time=0:00:01.512750, arrival_time=2021-04-14 21:39:06.694463, cost_time=0:00:00.504246 2021-04-14 21:39:05,545 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=9.89ms, fps=7053 images/s, loss=1.4262, top1-acc=61.11%, top5-acc=87.70%, remaining_time=0:00:00.867700, arrival_time=2021-04-14 21:39:06.412861, cost_time=0:00:00.867694 2021-04-14 21:39:05,911 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=4.26ms, fps=7003 images/s, loss=1.4204, top1-acc=61.80%, top5-acc=87.71%, remaining_time=0:00:00.411240, arrival_time=2021-04-14 21:39:06.322440, cost_time=0:00:01.233730 2021-04-14 21:39:06,227 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.08ms, fps=7336 images/s, loss=1.4143, top1-acc=61.69%, top5-acc=87.75%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:06.227876, cost_time=0:00:01.550471 2021-04-14 21:39:06,346 INFO : Epoch=0080 complete, best val top1-acc=61.95%, top5-acc=87.92% (epoch=79), remaining_time=0:41:50.033640, arrival_time=2021-04-14 22:20:56.380004, cost_time=0:27:53.355750 2021-04-14 21:39:06,348 INFO : Train start, epoch=0081, lr=0.065451 2021-04-14 21:39:07,544 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=3.31ms, fps=2141 images/s, loss=0.7171, top1-acc=77.93%, top5-acc=97.46%, remaining_time=0:00:22.237974, arrival_time=2021-04-14 21:39:29.782113, cost_time=0:00:01.195587 2021-04-14 21:39:08,516 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.30ms, fps=2635 images/s, loss=0.6860, top1-acc=79.24%, top5-acc=97.44%, remaining_time=0:00:19.075056, arrival_time=2021-04-14 21:39:27.591178, cost_time=0:00:02.167621 2021-04-14 21:39:09,505 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.42ms, fps=2589 images/s, loss=0.6845, top1-acc=79.24%, top5-acc=97.46%, remaining_time=0:00:17.467516, arrival_time=2021-04-14 21:39:26.972821, cost_time=0:00:03.156769 2021-04-14 21:39:10,489 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.41ms, fps=2603 images/s, loss=0.6880, top1-acc=78.93%, top5-acc=97.40%, remaining_time=0:00:16.149276, arrival_time=2021-04-14 21:39:26.638690, cost_time=0:00:04.140838 2021-04-14 21:39:11,470 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=2.05ms, fps=2611 images/s, loss=0.6817, top1-acc=79.32%, top5-acc=97.39%, remaining_time=0:00:14.956094, arrival_time=2021-04-14 21:39:26.426546, cost_time=0:00:05.121943 2021-04-14 21:39:12,448 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.94ms, fps=2618 images/s, loss=0.6794, top1-acc=79.41%, top5-acc=97.38%, remaining_time=0:00:13.827392, arrival_time=2021-04-14 21:39:26.276236, cost_time=0:00:06.100339 2021-04-14 21:39:13,420 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.36ms, fps=2637 images/s, loss=0.6808, top1-acc=79.44%, top5-acc=97.35%, remaining_time=0:00:12.728646, arrival_time=2021-04-14 21:39:26.148624, cost_time=0:00:07.071466 2021-04-14 21:39:14,403 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=2.03ms, fps=2604 images/s, loss=0.6832, top1-acc=79.31%, top5-acc=97.26%, remaining_time=0:00:11.679460, arrival_time=2021-04-14 21:39:26.082829, cost_time=0:00:08.054833 2021-04-14 21:39:15,375 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.36ms, fps=2635 images/s, loss=0.6827, top1-acc=79.33%, top5-acc=97.23%, remaining_time=0:00:10.631588, arrival_time=2021-04-14 21:39:26.006942, cost_time=0:00:09.026777 2021-04-14 21:39:16,352 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.30ms, fps=2622 images/s, loss=0.6855, top1-acc=79.23%, top5-acc=97.14%, remaining_time=0:00:09.603360, arrival_time=2021-04-14 21:39:25.955389, cost_time=0:00:10.003526 2021-04-14 21:39:17,313 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.39ms, fps=2664 images/s, loss=0.6927, top1-acc=78.96%, top5-acc=97.05%, remaining_time=0:00:08.572566, arrival_time=2021-04-14 21:39:25.885993, cost_time=0:00:10.964927 2021-04-14 21:39:18,284 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.53ms, fps=2638 images/s, loss=0.6941, top1-acc=78.92%, top5-acc=97.04%, remaining_time=0:00:07.559188, arrival_time=2021-04-14 21:39:25.843285, cost_time=0:00:11.935606 2021-04-14 21:39:19,247 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.36ms, fps=2658 images/s, loss=0.6983, top1-acc=78.77%, top5-acc=96.98%, remaining_time=0:00:06.548850, arrival_time=2021-04-14 21:39:25.796607, cost_time=0:00:12.899258 2021-04-14 21:39:20,217 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.55ms, fps=2641 images/s, loss=0.7008, top1-acc=78.70%, top5-acc=96.95%, remaining_time=0:00:05.547528, arrival_time=2021-04-14 21:39:25.764850, cost_time=0:00:13.868763 2021-04-14 21:39:21,187 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.76ms, fps=2641 images/s, loss=0.7042, top1-acc=78.66%, top5-acc=96.90%, remaining_time=0:00:04.550504, arrival_time=2021-04-14 21:39:25.737593, cost_time=0:00:14.838577 2021-04-14 21:39:22,163 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.57ms, fps=2625 images/s, loss=0.7076, top1-acc=78.53%, top5-acc=96.87%, remaining_time=0:00:03.558240, arrival_time=2021-04-14 21:39:25.721173, cost_time=0:00:15.814346 2021-04-14 21:39:23,126 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.69ms, fps=2659 images/s, loss=0.7099, top1-acc=78.52%, top5-acc=96.82%, remaining_time=0:00:02.566018, arrival_time=2021-04-14 21:39:25.692288, cost_time=0:00:16.777759 2021-04-14 21:39:24,094 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.45ms, fps=2646 images/s, loss=0.7135, top1-acc=78.37%, top5-acc=96.77%, remaining_time=0:00:01.577392, arrival_time=2021-04-14 21:39:25.671573, cost_time=0:00:17.745683 2021-04-14 21:39:25,068 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.39ms, fps=2629 images/s, loss=0.7166, top1-acc=78.25%, top5-acc=96.76%, remaining_time=0:00:00.591144, arrival_time=2021-04-14 21:39:25.659289, cost_time=0:00:18.719635 2021-04-14 21:39:25,612 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.36ms, fps=2502 images/s, loss=0.7172, top1-acc=78.21%, top5-acc=96.77%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:25.612070, cost_time=0:00:19.263574 2021-04-14 21:39:26,104 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=0.20ms, fps=5218 images/s, loss=1.3160, top1-acc=63.36%, top5-acc=88.91%, remaining_time=0:00:01.471830, arrival_time=2021-04-14 21:39:27.576284, cost_time=0:00:00.490607 2021-04-14 21:39:26,443 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=0.34ms, fps=7553 images/s, loss=1.3329, top1-acc=63.01%, top5-acc=88.69%, remaining_time=0:00:00.830080, arrival_time=2021-04-14 21:39:27.273948, cost_time=0:00:00.830082 2021-04-14 21:39:26,782 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=0.47ms, fps=7566 images/s, loss=1.3332, top1-acc=63.33%, top5-acc=88.54%, remaining_time=0:00:00.389590, arrival_time=2021-04-14 21:39:27.172233, cost_time=0:00:01.168778 2021-04-14 21:39:27,094 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.07ms, fps=7441 images/s, loss=1.3508, top1-acc=62.96%, top5-acc=88.43%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:27.094885, cost_time=0:00:01.481118 2021-04-14 21:39:27,323 INFO : Epoch=0081 complete, best val top1-acc=62.96%, top5-acc=88.43% (epoch=81), remaining_time=0:41:29.204396, arrival_time=2021-04-14 22:20:56.527388, cost_time=0:28:14.332399 2021-04-14 21:39:27,324 INFO : Train start, epoch=0082, lr=0.064702 2021-04-14 21:39:28,507 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=0.32ms, fps=2163 images/s, loss=0.6998, top1-acc=78.52%, top5-acc=97.38%, remaining_time=0:00:22.008636, arrival_time=2021-04-14 21:39:50.516290, cost_time=0:00:01.183258 2021-04-14 21:39:29,484 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=2.11ms, fps=2624 images/s, loss=0.6682, top1-acc=79.26%, top5-acc=97.56%, remaining_time=0:00:19.004304, arrival_time=2021-04-14 21:39:48.488360, cost_time=0:00:02.159573 2021-04-14 21:39:30,469 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.38ms, fps=2599 images/s, loss=0.6654, top1-acc=79.44%, top5-acc=97.54%, remaining_time=0:00:17.403938, arrival_time=2021-04-14 21:39:47.873552, cost_time=0:00:03.145303 2021-04-14 21:39:31,439 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.52ms, fps=2640 images/s, loss=0.6663, top1-acc=79.46%, top5-acc=97.42%, remaining_time=0:00:16.049904, arrival_time=2021-04-14 21:39:47.489721, cost_time=0:00:04.115368 2021-04-14 21:39:32,427 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.37ms, fps=2593 images/s, loss=0.6611, top1-acc=79.74%, top5-acc=97.30%, remaining_time=0:00:14.901490, arrival_time=2021-04-14 21:39:47.329125, cost_time=0:00:05.103236 2021-04-14 21:39:33,392 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.25ms, fps=2655 images/s, loss=0.6631, top1-acc=79.85%, top5-acc=97.25%, remaining_time=0:00:13.754496, arrival_time=2021-04-14 21:39:47.147021, cost_time=0:00:06.068157 2021-04-14 21:39:34,386 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.50ms, fps=2577 images/s, loss=0.6683, top1-acc=79.73%, top5-acc=97.20%, remaining_time=0:00:12.711762, arrival_time=2021-04-14 21:39:47.098255, cost_time=0:00:07.062075 2021-04-14 21:39:35,361 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.40ms, fps=2627 images/s, loss=0.6698, top1-acc=79.75%, top5-acc=97.13%, remaining_time=0:00:11.653824, arrival_time=2021-04-14 21:39:47.015292, cost_time=0:00:08.037133 2021-04-14 21:39:36,340 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.48ms, fps=2615 images/s, loss=0.6740, top1-acc=79.57%, top5-acc=97.10%, remaining_time=0:00:10.619398, arrival_time=2021-04-14 21:39:46.960280, cost_time=0:00:09.016457 2021-04-14 21:39:37,304 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.74ms, fps=2658 images/s, loss=0.6777, top1-acc=79.46%, top5-acc=97.12%, remaining_time=0:00:09.580992, arrival_time=2021-04-14 21:39:46.885574, cost_time=0:00:09.980246 2021-04-14 21:39:38,291 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=2.26ms, fps=2596 images/s, loss=0.6778, top1-acc=79.41%, top5-acc=97.10%, remaining_time=0:00:08.574114, arrival_time=2021-04-14 21:39:46.865276, cost_time=0:00:10.966849 2021-04-14 21:39:39,257 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=2.06ms, fps=2650 images/s, loss=0.6824, top1-acc=79.18%, top5-acc=97.09%, remaining_time=0:00:07.557668, arrival_time=2021-04-14 21:39:46.815292, cost_time=0:00:11.933164 2021-04-14 21:39:40,235 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.44ms, fps=2619 images/s, loss=0.6856, top1-acc=78.99%, top5-acc=97.09%, remaining_time=0:00:06.555054, arrival_time=2021-04-14 21:39:46.790918, cost_time=0:00:12.911483 2021-04-14 21:39:41,221 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.40ms, fps=2599 images/s, loss=0.6876, top1-acc=79.00%, top5-acc=97.08%, remaining_time=0:00:05.558840, arrival_time=2021-04-14 21:39:46.780249, cost_time=0:00:13.897091 2021-04-14 21:39:42,192 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.62ms, fps=2638 images/s, loss=0.6898, top1-acc=78.95%, top5-acc=97.05%, remaining_time=0:00:04.559520, arrival_time=2021-04-14 21:39:46.751962, cost_time=0:00:14.868045 2021-04-14 21:39:43,158 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.56ms, fps=2651 images/s, loss=0.6903, top1-acc=78.93%, top5-acc=97.02%, remaining_time=0:00:03.562668, arrival_time=2021-04-14 21:39:46.721127, cost_time=0:00:15.834133 2021-04-14 21:39:44,129 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.57ms, fps=2637 images/s, loss=0.6953, top1-acc=78.78%, top5-acc=96.96%, remaining_time=0:00:02.570230, arrival_time=2021-04-14 21:39:46.699834, cost_time=0:00:16.805274 2021-04-14 21:39:45,097 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.33ms, fps=2648 images/s, loss=0.6985, top1-acc=78.65%, top5-acc=96.94%, remaining_time=0:00:01.579792, arrival_time=2021-04-14 21:39:46.676753, cost_time=0:00:17.772627 2021-04-14 21:39:46,069 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.60ms, fps=2634 images/s, loss=0.7000, top1-acc=78.59%, top5-acc=96.92%, remaining_time=0:00:00.591942, arrival_time=2021-04-14 21:39:46.661115, cost_time=0:00:18.744771 2021-04-14 21:39:46,610 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.30ms, fps=2514 images/s, loss=0.7018, top1-acc=78.49%, top5-acc=96.92%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:46.610660, cost_time=0:00:19.286340 2021-04-14 21:39:47,113 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=3.82ms, fps=5110 images/s, loss=1.3680, top1-acc=61.29%, top5-acc=89.10%, remaining_time=0:00:01.503030, arrival_time=2021-04-14 21:39:48.616520, cost_time=0:00:00.501006 2021-04-14 21:39:47,450 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=0.19ms, fps=7604 images/s, loss=1.3995, top1-acc=61.39%, top5-acc=88.16%, remaining_time=0:00:00.838120, arrival_time=2021-04-14 21:39:48.288676, cost_time=0:00:00.838122 2021-04-14 21:39:47,783 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=4.36ms, fps=7691 images/s, loss=1.3825, top1-acc=61.80%, top5-acc=88.31%, remaining_time=0:00:00.390430, arrival_time=2021-04-14 21:39:48.174172, cost_time=0:00:01.171290 2021-04-14 21:39:48,088 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.06ms, fps=7628 images/s, loss=1.3663, top1-acc=61.69%, top5-acc=88.26%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:48.088219, cost_time=0:00:01.475808 2021-04-14 21:39:48,189 INFO : Epoch=0082 complete, best val top1-acc=62.96%, top5-acc=88.43% (epoch=81), remaining_time=0:41:08.212372, arrival_time=2021-04-14 22:20:56.401412, cost_time=0:28:35.198459 2021-04-14 21:39:48,190 INFO : Train start, epoch=0083, lr=0.063950 2021-04-14 21:39:49,328 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=0.20ms, fps=2249 images/s, loss=0.6656, top1-acc=79.65%, top5-acc=96.87%, remaining_time=0:00:21.172752, arrival_time=2021-04-14 21:40:10.501396, cost_time=0:00:01.138322 2021-04-14 21:39:50,300 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.46ms, fps=2636 images/s, loss=0.6527, top1-acc=79.73%, top5-acc=97.32%, remaining_time=0:00:18.568000, arrival_time=2021-04-14 21:40:08.868337, cost_time=0:00:02.110010 2021-04-14 21:39:51,291 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.36ms, fps=2584 images/s, loss=0.6476, top1-acc=80.23%, top5-acc=97.28%, remaining_time=0:00:17.159254, arrival_time=2021-04-14 21:40:08.450722, cost_time=0:00:03.101064 2021-04-14 21:39:52,260 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.44ms, fps=2644 images/s, loss=0.6473, top1-acc=80.30%, top5-acc=97.27%, remaining_time=0:00:15.871908, arrival_time=2021-04-14 21:40:08.131961, cost_time=0:00:04.069734 2021-04-14 21:39:53,225 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.54ms, fps=2652 images/s, loss=0.6513, top1-acc=80.20%, top5-acc=97.15%, remaining_time=0:00:14.703222, arrival_time=2021-04-14 21:40:07.928899, cost_time=0:00:05.035345 2021-04-14 21:39:54,190 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=2.06ms, fps=2656 images/s, loss=0.6565, top1-acc=80.12%, top5-acc=97.15%, remaining_time=0:00:13.599320, arrival_time=2021-04-14 21:40:07.789396, cost_time=0:00:05.999711 2021-04-14 21:39:55,165 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.43ms, fps=2627 images/s, loss=0.6600, top1-acc=80.07%, top5-acc=97.11%, remaining_time=0:00:12.554388, arrival_time=2021-04-14 21:40:07.719399, cost_time=0:00:06.974651 2021-04-14 21:39:56,140 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.48ms, fps=2625 images/s, loss=0.6626, top1-acc=79.97%, top5-acc=97.09%, remaining_time=0:00:11.528312, arrival_time=2021-04-14 21:40:07.669214, cost_time=0:00:07.950581 2021-04-14 21:39:57,127 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=2.07ms, fps=2596 images/s, loss=0.6644, top1-acc=79.88%, top5-acc=97.07%, remaining_time=0:00:10.525906, arrival_time=2021-04-14 21:40:07.653507, cost_time=0:00:08.937130 2021-04-14 21:39:58,089 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.34ms, fps=2664 images/s, loss=0.6659, top1-acc=79.77%, top5-acc=97.09%, remaining_time=0:00:09.502944, arrival_time=2021-04-14 21:40:07.592162, cost_time=0:00:09.898887 2021-04-14 21:39:59,055 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.52ms, fps=2650 images/s, loss=0.6699, top1-acc=79.74%, top5-acc=97.06%, remaining_time=0:00:08.494822, arrival_time=2021-04-14 21:40:07.550630, cost_time=0:00:10.865481 2021-04-14 21:40:00,022 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.23ms, fps=2650 images/s, loss=0.6732, top1-acc=79.57%, top5-acc=97.04%, remaining_time=0:00:07.493600, arrival_time=2021-04-14 21:40:07.515910, cost_time=0:00:11.831980 2021-04-14 21:40:01,013 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.59ms, fps=2584 images/s, loss=0.6765, top1-acc=79.40%, top5-acc=97.00%, remaining_time=0:00:06.510240, arrival_time=2021-04-14 21:40:07.523789, cost_time=0:00:12.823161 2021-04-14 21:40:01,997 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=2.49ms, fps=2602 images/s, loss=0.6783, top1-acc=79.34%, top5-acc=96.99%, remaining_time=0:00:05.523000, arrival_time=2021-04-14 21:40:07.520845, cost_time=0:00:13.807476 2021-04-14 21:40:02,966 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.59ms, fps=2646 images/s, loss=0.6807, top1-acc=79.28%, top5-acc=96.97%, remaining_time=0:00:04.531230, arrival_time=2021-04-14 21:40:07.497333, cost_time=0:00:14.775778 2021-04-14 21:40:03,929 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=2.03ms, fps=2658 images/s, loss=0.6852, top1-acc=79.08%, top5-acc=96.97%, remaining_time=0:00:03.541356, arrival_time=2021-04-14 21:40:07.471214, cost_time=0:00:15.739393 2021-04-14 21:40:04,907 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.36ms, fps=2620 images/s, loss=0.6878, top1-acc=78.97%, top5-acc=96.94%, remaining_time=0:00:02.556762, arrival_time=2021-04-14 21:40:07.464448, cost_time=0:00:16.717318 2021-04-14 21:40:05,876 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.46ms, fps=2643 images/s, loss=0.6926, top1-acc=78.86%, top5-acc=96.91%, remaining_time=0:00:01.572128, arrival_time=2021-04-14 21:40:07.448960, cost_time=0:00:17.686518 2021-04-14 21:40:06,851 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.86ms, fps=2628 images/s, loss=0.6964, top1-acc=78.70%, top5-acc=96.86%, remaining_time=0:00:00.589296, arrival_time=2021-04-14 21:40:07.440648, cost_time=0:00:18.661038 2021-04-14 21:40:07,396 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.24ms, fps=2498 images/s, loss=0.6982, top1-acc=78.65%, top5-acc=96.83%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:07.396238, cost_time=0:00:19.205916 2021-04-14 21:40:07,887 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=2.53ms, fps=5228 images/s, loss=1.6213, top1-acc=57.81%, top5-acc=84.84%, remaining_time=0:00:01.469010, arrival_time=2021-04-14 21:40:09.356784, cost_time=0:00:00.489670 2021-04-14 21:40:08,222 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=0.29ms, fps=7656 images/s, loss=1.6258, top1-acc=57.32%, top5-acc=84.90%, remaining_time=0:00:00.824500, arrival_time=2021-04-14 21:40:09.047107, cost_time=0:00:00.824504 2021-04-14 21:40:08,563 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=2.60ms, fps=7519 images/s, loss=1.6165, top1-acc=57.94%, top5-acc=85.10%, remaining_time=0:00:00.388480, arrival_time=2021-04-14 21:40:08.952021, cost_time=0:00:01.165430 2021-04-14 21:40:08,871 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.06ms, fps=7549 images/s, loss=1.5810, top1-acc=58.76%, top5-acc=85.38%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:08.871341, cost_time=0:00:01.473300 2021-04-14 21:40:08,996 INFO : Epoch=0083 complete, best val top1-acc=62.96%, top5-acc=88.43% (epoch=81), remaining_time=0:40:47.140176, arrival_time=2021-04-14 22:20:56.136188, cost_time=0:28:56.005429 2021-04-14 21:40:08,997 INFO : Train start, epoch=0084, lr=0.063194 2021-04-14 21:40:10,152 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=0.24ms, fps=2216 images/s, loss=0.6841, top1-acc=79.53%, top5-acc=97.11%, remaining_time=0:00:21.487278, arrival_time=2021-04-14 21:40:31.639889, cost_time=0:00:01.155228 2021-04-14 21:40:11,132 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.40ms, fps=2613 images/s, loss=0.6567, top1-acc=79.92%, top5-acc=97.40%, remaining_time=0:00:18.791520, arrival_time=2021-04-14 21:40:29.924328, cost_time=0:00:02.135402 2021-04-14 21:40:12,093 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.70ms, fps=2667 images/s, loss=0.6487, top1-acc=79.97%, top5-acc=97.75%, remaining_time=0:00:17.129540, arrival_time=2021-04-14 21:40:29.222663, cost_time=0:00:03.095711 2021-04-14 21:40:13,074 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.85ms, fps=2611 images/s, loss=0.6494, top1-acc=79.85%, top5-acc=97.72%, remaining_time=0:00:15.899988, arrival_time=2021-04-14 21:40:28.974297, cost_time=0:00:04.076907 2021-04-14 21:40:14,043 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.51ms, fps=2644 images/s, loss=0.6365, top1-acc=80.27%, top5-acc=97.73%, remaining_time=0:00:14.734028, arrival_time=2021-04-14 21:40:28.777277, cost_time=0:00:05.045875 2021-04-14 21:40:15,016 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.54ms, fps=2632 images/s, loss=0.6406, top1-acc=80.14%, top5-acc=97.66%, remaining_time=0:00:13.643520, arrival_time=2021-04-14 21:40:28.660164, cost_time=0:00:06.019227 2021-04-14 21:40:15,983 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.32ms, fps=2650 images/s, loss=0.6371, top1-acc=80.31%, top5-acc=97.65%, remaining_time=0:00:12.574800, arrival_time=2021-04-14 21:40:28.558440, cost_time=0:00:06.985998 2021-04-14 21:40:16,947 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.36ms, fps=2658 images/s, loss=0.6379, top1-acc=80.25%, top5-acc=97.64%, remaining_time=0:00:11.527848, arrival_time=2021-04-14 21:40:28.475398, cost_time=0:00:07.950227 2021-04-14 21:40:17,910 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.28ms, fps=2660 images/s, loss=0.6389, top1-acc=80.28%, top5-acc=97.61%, remaining_time=0:00:10.497710, arrival_time=2021-04-14 21:40:28.408145, cost_time=0:00:08.913121 2021-04-14 21:40:18,890 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.51ms, fps=2613 images/s, loss=0.6435, top1-acc=80.12%, top5-acc=97.49%, remaining_time=0:00:09.497376, arrival_time=2021-04-14 21:40:28.387915, cost_time=0:00:09.893073 2021-04-14 21:40:19,863 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.75ms, fps=2632 images/s, loss=0.6510, top1-acc=79.91%, top5-acc=97.38%, remaining_time=0:00:08.495424, arrival_time=2021-04-14 21:40:28.359030, cost_time=0:00:10.866290 2021-04-14 21:40:20,837 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.59ms, fps=2631 images/s, loss=0.6552, top1-acc=79.77%, top5-acc=97.31%, remaining_time=0:00:07.498540, arrival_time=2021-04-14 21:40:28.335795, cost_time=0:00:11.839806 2021-04-14 21:40:21,810 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.39ms, fps=2632 images/s, loss=0.6603, top1-acc=79.61%, top5-acc=97.28%, remaining_time=0:00:06.505092, arrival_time=2021-04-14 21:40:28.315475, cost_time=0:00:12.813059 2021-04-14 21:40:22,777 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.47ms, fps=2649 images/s, loss=0.6641, top1-acc=79.49%, top5-acc=97.27%, remaining_time=0:00:05.512024, arrival_time=2021-04-14 21:40:28.289355, cost_time=0:00:13.780016 2021-04-14 21:40:23,747 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.87ms, fps=2640 images/s, loss=0.6655, top1-acc=79.47%, top5-acc=97.23%, remaining_time=0:00:04.523318, arrival_time=2021-04-14 21:40:28.270724, cost_time=0:00:14.750002 2021-04-14 21:40:24,722 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.46ms, fps=2627 images/s, loss=0.6690, top1-acc=79.39%, top5-acc=97.19%, remaining_time=0:00:03.538116, arrival_time=2021-04-14 21:40:28.260404, cost_time=0:00:15.724964 2021-04-14 21:40:25,693 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.37ms, fps=2636 images/s, loss=0.6730, top1-acc=79.28%, top5-acc=97.15%, remaining_time=0:00:02.553564, arrival_time=2021-04-14 21:40:28.247337, cost_time=0:00:16.696444 2021-04-14 21:40:26,671 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=2.05ms, fps=2621 images/s, loss=0.6778, top1-acc=79.09%, top5-acc=97.09%, remaining_time=0:00:01.570992, arrival_time=2021-04-14 21:40:28.242059, cost_time=0:00:17.673696 2021-04-14 21:40:27,672 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.36ms, fps=2559 images/s, loss=0.6835, top1-acc=78.93%, top5-acc=97.06%, remaining_time=0:00:00.589728, arrival_time=2021-04-14 21:40:28.261870, cost_time=0:00:18.674747 2021-04-14 21:40:28,216 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.18ms, fps=2501 images/s, loss=0.6857, top1-acc=78.85%, top5-acc=97.05%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:28.216383, cost_time=0:00:19.219075 2021-04-14 21:40:28,756 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=2.60ms, fps=4760 images/s, loss=1.4606, top1-acc=61.95%, top5-acc=87.15%, remaining_time=0:00:01.613310, arrival_time=2021-04-14 21:40:30.369271, cost_time=0:00:00.537771 2021-04-14 21:40:29,086 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=2.47ms, fps=7751 images/s, loss=1.4843, top1-acc=61.09%, top5-acc=87.13%, remaining_time=0:00:00.868400, arrival_time=2021-04-14 21:40:29.955085, cost_time=0:00:00.868403 2021-04-14 21:40:29,448 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=0.47ms, fps=7097 images/s, loss=1.4945, top1-acc=60.95%, top5-acc=86.89%, remaining_time=0:00:00.409900, arrival_time=2021-04-14 21:40:29.857848, cost_time=0:00:01.229697 2021-04-14 21:40:29,799 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.08ms, fps=6610 images/s, loss=1.5136, top1-acc=60.85%, top5-acc=86.86%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:29.799439, cost_time=0:00:01.581261 2021-04-14 21:40:29,904 INFO : Epoch=0084 complete, best val top1-acc=62.96%, top5-acc=88.43% (epoch=81), remaining_time=0:40:26.214240, arrival_time=2021-04-14 22:20:56.118571, cost_time=0:29:16.913747 2021-04-14 21:40:29,905 INFO : Train start, epoch=0085, lr=0.062434 2021-04-14 21:40:31,075 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.93ms, fps=2189 images/s, loss=0.6343, top1-acc=79.77%, top5-acc=97.54%, remaining_time=0:00:21.751212, arrival_time=2021-04-14 21:40:52.826487, cost_time=0:00:01.169415 2021-04-14 21:40:32,050 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.81ms, fps=2628 images/s, loss=0.6602, top1-acc=79.77%, top5-acc=97.30%, remaining_time=0:00:18.868784, arrival_time=2021-04-14 21:40:50.918795, cost_time=0:00:02.144178 2021-04-14 21:40:33,012 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.65ms, fps=2661 images/s, loss=0.6498, top1-acc=80.01%, top5-acc=97.51%, remaining_time=0:00:17.191624, arrival_time=2021-04-14 21:40:50.204261, cost_time=0:00:03.106912 2021-04-14 21:40:33,979 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.50ms, fps=2650 images/s, loss=0.6437, top1-acc=80.18%, top5-acc=97.53%, remaining_time=0:00:15.885948, arrival_time=2021-04-14 21:40:49.865106, cost_time=0:00:04.073338 2021-04-14 21:40:34,946 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.74ms, fps=2647 images/s, loss=0.6440, top1-acc=80.11%, top5-acc=97.51%, remaining_time=0:00:14.719720, arrival_time=2021-04-14 21:40:49.666518, cost_time=0:00:05.041022 2021-04-14 21:40:35,934 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.35ms, fps=2594 images/s, loss=0.6436, top1-acc=80.16%, top5-acc=97.52%, remaining_time=0:00:13.664328, arrival_time=2021-04-14 21:40:49.598587, cost_time=0:00:06.028368 2021-04-14 21:40:36,920 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.39ms, fps=2597 images/s, loss=0.6460, top1-acc=80.13%, top5-acc=97.48%, remaining_time=0:00:12.627090, arrival_time=2021-04-14 21:40:49.547888, cost_time=0:00:07.015057 2021-04-14 21:40:37,890 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.44ms, fps=2641 images/s, loss=0.6504, top1-acc=79.97%, top5-acc=97.45%, remaining_time=0:00:11.577960, arrival_time=2021-04-14 21:40:49.468575, cost_time=0:00:07.984798 2021-04-14 21:40:38,859 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=2.02ms, fps=2645 images/s, loss=0.6581, top1-acc=79.71%, top5-acc=97.38%, remaining_time=0:00:10.544774, arrival_time=2021-04-14 21:40:49.403726, cost_time=0:00:08.953137 2021-04-14 21:40:39,840 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.43ms, fps=2611 images/s, loss=0.6604, top1-acc=79.64%, top5-acc=97.38%, remaining_time=0:00:09.536928, arrival_time=2021-04-14 21:40:49.377101, cost_time=0:00:09.934277 2021-04-14 21:40:40,813 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.81ms, fps=2632 images/s, loss=0.6635, top1-acc=79.55%, top5-acc=97.34%, remaining_time=0:00:08.528018, arrival_time=2021-04-14 21:40:49.341751, cost_time=0:00:10.907914 2021-04-14 21:40:41,791 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.39ms, fps=2620 images/s, loss=0.6676, top1-acc=79.55%, top5-acc=97.29%, remaining_time=0:00:07.527572, arrival_time=2021-04-14 21:40:49.319193, cost_time=0:00:11.885582 2021-04-14 21:40:42,774 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.39ms, fps=2608 images/s, loss=0.6699, top1-acc=79.47%, top5-acc=97.28%, remaining_time=0:00:06.533208, arrival_time=2021-04-14 21:40:49.307411, cost_time=0:00:12.868451 2021-04-14 21:40:43,762 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.87ms, fps=2591 images/s, loss=0.6721, top1-acc=79.43%, top5-acc=97.23%, remaining_time=0:00:05.542712, arrival_time=2021-04-14 21:40:49.305421, cost_time=0:00:13.856828 2021-04-14 21:40:44,739 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.29ms, fps=2622 images/s, loss=0.6756, top1-acc=79.41%, top5-acc=97.15%, remaining_time=0:00:04.549032, arrival_time=2021-04-14 21:40:49.288659, cost_time=0:00:14.833836 2021-04-14 21:40:45,706 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.38ms, fps=2651 images/s, loss=0.6763, top1-acc=79.39%, top5-acc=97.17%, remaining_time=0:00:03.555036, arrival_time=2021-04-14 21:40:49.261129, cost_time=0:00:15.800189 2021-04-14 21:40:46,681 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.32ms, fps=2627 images/s, loss=0.6774, top1-acc=79.35%, top5-acc=97.17%, remaining_time=0:00:02.565654, arrival_time=2021-04-14 21:40:49.246753, cost_time=0:00:16.775356 2021-04-14 21:40:47,650 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.47ms, fps=2642 images/s, loss=0.6812, top1-acc=79.21%, top5-acc=97.15%, remaining_time=0:00:01.577328, arrival_time=2021-04-14 21:40:49.228013, cost_time=0:00:17.744910 2021-04-14 21:40:48,620 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.22ms, fps=2642 images/s, loss=0.6828, top1-acc=79.14%, top5-acc=97.11%, remaining_time=0:00:00.590982, arrival_time=2021-04-14 21:40:49.211327, cost_time=0:00:18.714512 2021-04-14 21:40:49,176 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.24ms, fps=2449 images/s, loss=0.6834, top1-acc=79.11%, top5-acc=97.08%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:49.176201, cost_time=0:00:19.270418 2021-04-14 21:40:49,669 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=0.30ms, fps=5218 images/s, loss=1.3927, top1-acc=62.27%, top5-acc=88.01%, remaining_time=0:00:01.471710, arrival_time=2021-04-14 21:40:51.141592, cost_time=0:00:00.490566 2021-04-14 21:40:50,058 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=0.30ms, fps=6599 images/s, loss=1.4051, top1-acc=62.44%, top5-acc=87.95%, remaining_time=0:00:00.879040, arrival_time=2021-04-14 21:40:50.937331, cost_time=0:00:00.879037 2021-04-14 21:40:50,390 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.79ms, fps=7722 images/s, loss=1.4029, top1-acc=62.14%, top5-acc=87.90%, remaining_time=0:00:00.403640, arrival_time=2021-04-14 21:40:50.793832, cost_time=0:00:01.210930 2021-04-14 21:40:50,705 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.07ms, fps=7366 images/s, loss=1.4134, top1-acc=62.30%, top5-acc=87.82%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:50.705568, cost_time=0:00:01.526247 2021-04-14 21:40:50,809 INFO : Epoch=0085 complete, best val top1-acc=62.96%, top5-acc=88.43% (epoch=81), remaining_time=0:40:05.284570, arrival_time=2021-04-14 22:20:56.094179, cost_time=0:29:37.819019 2021-04-14 21:40:50,810 INFO : Train start, epoch=0086, lr=0.061672 2021-04-14 21:40:51,977 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=0.22ms, fps=2196 images/s, loss=0.6466, top1-acc=80.12%, top5-acc=97.73%, remaining_time=0:00:21.687228, arrival_time=2021-04-14 21:41:13.664258, cost_time=0:00:01.165983 2021-04-14 21:40:52,940 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.51ms, fps=2659 images/s, loss=0.6406, top1-acc=80.37%, top5-acc=97.66%, remaining_time=0:00:18.736960, arrival_time=2021-04-14 21:41:11.677206, cost_time=0:00:02.129205 2021-04-14 21:40:53,916 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.55ms, fps=2623 images/s, loss=0.6464, top1-acc=80.10%, top5-acc=97.63%, remaining_time=0:00:17.183324, arrival_time=2021-04-14 21:41:11.099888, cost_time=0:00:03.105425 2021-04-14 21:40:54,898 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.52ms, fps=2609 images/s, loss=0.6365, top1-acc=80.46%, top5-acc=97.66%, remaining_time=0:00:15.940392, arrival_time=2021-04-14 21:41:10.838731, cost_time=0:00:04.087294 2021-04-14 21:40:55,887 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=2.17ms, fps=2589 images/s, loss=0.6417, top1-acc=80.45%, top5-acc=97.63%, remaining_time=0:00:14.823818, arrival_time=2021-04-14 21:41:10.711568, cost_time=0:00:05.076629 2021-04-14 21:40:56,850 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.49ms, fps=2659 images/s, loss=0.6418, top1-acc=80.43%, top5-acc=97.66%, remaining_time=0:00:13.690304, arrival_time=2021-04-14 21:41:10.541193, cost_time=0:00:06.039843 2021-04-14 21:40:57,819 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.49ms, fps=2645 images/s, loss=0.6406, top1-acc=80.45%, top5-acc=97.66%, remaining_time=0:00:12.614490, arrival_time=2021-04-14 21:41:10.433712, cost_time=0:00:07.008029 2021-04-14 21:40:58,786 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.52ms, fps=2650 images/s, loss=0.6406, top1-acc=80.50%, top5-acc=97.63%, remaining_time=0:00:11.563344, arrival_time=2021-04-14 21:41:10.349227, cost_time=0:00:07.974695 2021-04-14 21:40:59,752 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.36ms, fps=2650 images/s, loss=0.6439, top1-acc=80.31%, top5-acc=97.58%, remaining_time=0:00:10.531100, arrival_time=2021-04-14 21:41:10.283663, cost_time=0:00:08.941468 2021-04-14 21:41:00,721 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=2.56ms, fps=2644 images/s, loss=0.6442, top1-acc=80.35%, top5-acc=97.56%, remaining_time=0:00:09.513792, arrival_time=2021-04-14 21:41:10.235144, cost_time=0:00:09.910170 2021-04-14 21:41:01,687 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.46ms, fps=2651 images/s, loss=0.6417, top1-acc=80.43%, top5-acc=97.56%, remaining_time=0:00:08.503594, arrival_time=2021-04-14 21:41:10.191274, cost_time=0:00:10.876640 2021-04-14 21:41:02,653 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.34ms, fps=2652 images/s, loss=0.6444, top1-acc=80.32%, top5-acc=97.55%, remaining_time=0:00:07.500212, arrival_time=2021-04-14 21:41:10.153721, cost_time=0:00:11.842387 2021-04-14 21:41:03,624 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.50ms, fps=2638 images/s, loss=0.6447, top1-acc=80.23%, top5-acc=97.53%, remaining_time=0:00:06.505224, arrival_time=2021-04-14 21:41:10.129646, cost_time=0:00:12.813382 2021-04-14 21:41:04,591 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.58ms, fps=2650 images/s, loss=0.6489, top1-acc=80.09%, top5-acc=97.50%, remaining_time=0:00:05.511968, arrival_time=2021-04-14 21:41:10.102936, cost_time=0:00:13.779852 2021-04-14 21:41:05,567 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.52ms, fps=2624 images/s, loss=0.6501, top1-acc=80.01%, top5-acc=97.48%, remaining_time=0:00:04.525204, arrival_time=2021-04-14 21:41:10.092367, cost_time=0:00:14.756135 2021-04-14 21:41:06,532 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.47ms, fps=2654 images/s, loss=0.6549, top1-acc=79.86%, top5-acc=97.41%, remaining_time=0:00:03.537252, arrival_time=2021-04-14 21:41:10.069362, cost_time=0:00:15.721061 2021-04-14 21:41:07,502 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.39ms, fps=2639 images/s, loss=0.6591, top1-acc=79.73%, top5-acc=97.36%, remaining_time=0:00:02.552836, arrival_time=2021-04-14 21:41:10.055557, cost_time=0:00:16.691587 2021-04-14 21:41:08,470 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.30ms, fps=2648 images/s, loss=0.6637, top1-acc=79.59%, top5-acc=97.32%, remaining_time=0:00:01.569696, arrival_time=2021-04-14 21:41:10.039852, cost_time=0:00:17.659114 2021-04-14 21:41:09,431 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.40ms, fps=2664 images/s, loss=0.6684, top1-acc=79.42%, top5-acc=97.27%, remaining_time=0:00:00.588018, arrival_time=2021-04-14 21:41:10.019562, cost_time=0:00:18.620502 2021-04-14 21:41:09,976 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.19ms, fps=2496 images/s, loss=0.6728, top1-acc=79.38%, top5-acc=97.21%, remaining_time=0:00:00, arrival_time=2021-04-14 21:41:09.976912, cost_time=0:00:19.165879 2021-04-14 21:41:10,472 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=3.59ms, fps=5185 images/s, loss=1.5317, top1-acc=59.53%, top5-acc=86.52%, remaining_time=0:00:01.481160, arrival_time=2021-04-14 21:41:11.953719, cost_time=0:00:00.493722 2021-04-14 21:41:10,801 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=0.20ms, fps=7805 images/s, loss=1.5340, top1-acc=59.28%, top5-acc=86.48%, remaining_time=0:00:00.822440, arrival_time=2021-04-14 21:41:11.623588, cost_time=0:00:00.822442 2021-04-14 21:41:11,141 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=3.70ms, fps=7524 images/s, loss=1.5328, top1-acc=59.61%, top5-acc=86.45%, remaining_time=0:00:00.387690, arrival_time=2021-04-14 21:41:11.529497, cost_time=0:00:01.163076 2021-04-14 21:41:11,452 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.07ms, fps=7482 images/s, loss=1.5095, top1-acc=59.87%, top5-acc=86.43%, remaining_time=0:00:00, arrival_time=2021-04-14 21:41:11.452293, cost_time=0:00:01.473642 2021-04-14 21:41:11,564 INFO : Epoch=0086 complete, best val top1-acc=62.96%, top5-acc=88.43% (epoch=81), remaining_time=0:39:44.155530, arrival_time=2021-04-14 22:20:55.719614, cost_time=0:29:58.573499 2021-04-14 21:41:11,565 INFO : Train start, epoch=0087, lr=0.060907 2021-04-14 21:41:12,744 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=0.21ms, fps=2171 images/s, loss=0.6739, top1-acc=78.36%, top5-acc=97.58%, remaining_time=0:00:21.932748, arrival_time=2021-04-14 21:41:34.677418, cost_time=0:00:01.179179 2021-04-14 21:41:13,706 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.31ms, fps=2663 images/s, loss=0.6584, top1-acc=79.45%, top5-acc=97.56%, remaining_time=0:00:18.840272, arrival_time=2021-04-14 21:41:32.546701, cost_time=0:00:02.140934 2021-04-14 21:41:14,670 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.55ms, fps=2658 images/s, loss=0.6558, top1-acc=79.57%, top5-acc=97.67%, remaining_time=0:00:17.177846, arrival_time=2021-04-14 21:41:31.847799, cost_time=0:00:03.104422 2021-04-14 21:41:15,634 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.39ms, fps=2654 images/s, loss=0.6488, top1-acc=79.66%, top5-acc=97.70%, remaining_time=0:00:15.870816, arrival_time=2021-04-14 21:41:31.505767, cost_time=0:00:04.069449 2021-04-14 21:41:16,605 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.32ms, fps=2640 images/s, loss=0.6574, top1-acc=79.39%, top5-acc=97.49%, remaining_time=0:00:14.715778, arrival_time=2021-04-14 21:41:31.320918, cost_time=0:00:05.039633 2021-04-14 21:41:17,564 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.45ms, fps=2668 images/s, loss=0.6612, top1-acc=79.51%, top5-acc=97.39%, remaining_time=0:00:13.598776, arrival_time=2021-04-14 21:41:31.163732, cost_time=0:00:05.999457 2021-04-14 21:41:18,529 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=2.01ms, fps=2655 images/s, loss=0.6638, top1-acc=79.45%, top5-acc=97.35%, remaining_time=0:00:12.535110, arrival_time=2021-04-14 21:41:31.064772, cost_time=0:00:06.963960 2021-04-14 21:41:19,513 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.33ms, fps=2605 images/s, loss=0.6610, top1-acc=79.58%, top5-acc=97.33%, remaining_time=0:00:11.524020, arrival_time=2021-04-14 21:41:31.037131, cost_time=0:00:07.947611 2021-04-14 21:41:20,500 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=2.14ms, fps=2595 images/s, loss=0.6629, top1-acc=79.62%, top5-acc=97.30%, remaining_time=0:00:10.522726, arrival_time=2021-04-14 21:41:31.022663, cost_time=0:00:08.934390 2021-04-14 21:41:21,479 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.33ms, fps=2615 images/s, loss=0.6611, top1-acc=79.69%, top5-acc=97.32%, remaining_time=0:00:09.517248, arrival_time=2021-04-14 21:41:30.996559, cost_time=0:00:09.913754 2021-04-14 21:41:22,448 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.46ms, fps=2644 images/s, loss=0.6604, top1-acc=79.80%, top5-acc=97.29%, remaining_time=0:00:08.508238, arrival_time=2021-04-14 21:41:30.956315, cost_time=0:00:10.882578 2021-04-14 21:41:23,425 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=4.29ms, fps=2621 images/s, loss=0.6641, top1-acc=79.68%, top5-acc=97.25%, remaining_time=0:00:07.511232, arrival_time=2021-04-14 21:41:30.936683, cost_time=0:00:11.859838 2021-04-14 21:41:24,401 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.62ms, fps=2626 images/s, loss=0.6652, top1-acc=79.61%, top5-acc=97.20%, remaining_time=0:00:06.516510, arrival_time=2021-04-14 21:41:30.917513, cost_time=0:00:12.835504 2021-04-14 21:41:25,369 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.49ms, fps=2644 images/s, loss=0.6693, top1-acc=79.49%, top5-acc=97.16%, remaining_time=0:00:05.521656, arrival_time=2021-04-14 21:41:30.891220, cost_time=0:00:13.804072 2021-04-14 21:41:26,333 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.49ms, fps=2658 images/s, loss=0.6722, top1-acc=79.38%, top5-acc=97.14%, remaining_time=0:00:04.528700, arrival_time=2021-04-14 21:41:30.861784, cost_time=0:00:14.767555 2021-04-14 21:41:27,306 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=2.11ms, fps=2631 images/s, loss=0.6732, top1-acc=79.33%, top5-acc=97.14%, remaining_time=0:00:03.541716, arrival_time=2021-04-14 21:41:30.848230, cost_time=0:00:15.741014 2021-04-14 21:41:28,279 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=2.23ms, fps=2634 images/s, loss=0.6753, top1-acc=79.24%, top5-acc=97.11%, remaining_time=0:00:02.556164, arrival_time=2021-04-14 21:41:30.835206, cost_time=0:00:16.713455 2021-04-14 21:41:29,255 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.52ms, fps=2624 images/s, loss=0.6791, top1-acc=79.11%, top5-acc=97.07%, remaining_time=0:00:01.572416, arrival_time=2021-04-14 21:41:30.827636, cost_time=0:00:17.689711 2021-04-14 21:41:30,229 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.19ms, fps=2629 images/s, loss=0.6800, top1-acc=79.09%, top5-acc=97.06%, remaining_time=0:00:00.589392, arrival_time=2021-04-14 21:41:30.818894, cost_time=0:00:18.663997 2021-04-14 21:41:30,779 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.21ms, fps=2475 images/s, loss=0.6805, top1-acc=79.01%, top5-acc=97.07%, remaining_time=0:00:00, arrival_time=2021-04-14 21:41:30.779378, cost_time=0:00:19.213885 2021-04-14 21:41:31,280 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=0.20ms, fps=5122 images/s, loss=1.3686, top1-acc=63.67%, top5-acc=88.16%, remaining_time=0:00:01.499490, arrival_time=2021-04-14 21:41:32.780404, cost_time=0:00:00.499833 2021-04-14 21:41:31,619 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=0.23ms, fps=7571 images/s, loss=1.4044, top1-acc=62.34%, top5-acc=87.79%, remaining_time=0:00:00.838480, arrival_time=2021-04-14 21:41:32.457993, cost_time=0:00:00.838474 2021-04-14 21:41:31,968 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=6.74ms, fps=7351 images/s, loss=1.3851, top1-acc=62.88%, top5-acc=88.02%, remaining_time=0:00:00.395690, arrival_time=2021-04-14 21:41:32.363833, cost_time=0:00:01.187065 2021-04-14 21:41:32,272 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.07ms, fps=7622 images/s, loss=1.3852, top1-acc=62.84%, top5-acc=87.73%, remaining_time=0:00:00, arrival_time=2021-04-14 21:41:32.272918, cost_time=0:00:01.491897 2021-04-14 21:41:32,381 INFO : Epoch=0087 complete, best val top1-acc=62.96%, top5-acc=88.43% (epoch=81), remaining_time=0:39:23.117246, arrival_time=2021-04-14 22:20:55.499026, cost_time=0:30:19.391196 2021-04-14 21:41:32,382 INFO : Train start, epoch=0088, lr=0.060139 2021-04-14 21:41:33,547 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=2.91ms, fps=2199 images/s, loss=0.6108, top1-acc=81.48%, top5-acc=97.54%, remaining_time=0:00:21.651888, arrival_time=2021-04-14 21:41:55.199122, cost_time=0:00:01.164078 2021-04-14 21:41:34,526 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=2.10ms, fps=2616 images/s, loss=0.6092, top1-acc=81.41%, top5-acc=97.56%, remaining_time=0:00:18.859808, arrival_time=2021-04-14 21:41:53.386245, cost_time=0:00:02.143150 2021-04-14 21:41:35,562 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.43ms, fps=2475 images/s, loss=0.6171, top1-acc=81.21%, top5-acc=97.54%, remaining_time=0:00:17.591352, arrival_time=2021-04-14 21:41:53.153623, cost_time=0:00:03.179147 2021-04-14 21:41:36,555 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.41ms, fps=2579 images/s, loss=0.6091, top1-acc=81.38%, top5-acc=97.72%, remaining_time=0:00:16.272516, arrival_time=2021-04-14 21:41:52.828115, cost_time=0:00:04.172437 2021-04-14 21:41:37,522 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.33ms, fps=2649 images/s, loss=0.6109, top1-acc=81.12%, top5-acc=97.76%, remaining_time=0:00:15.007194, arrival_time=2021-04-14 21:41:52.530011, cost_time=0:00:05.139466 2021-04-14 21:41:38,493 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.77ms, fps=2641 images/s, loss=0.6150, top1-acc=80.93%, top5-acc=97.76%, remaining_time=0:00:13.849152, arrival_time=2021-04-14 21:41:52.342141, cost_time=0:00:06.109907 2021-04-14 21:41:39,457 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.46ms, fps=2655 images/s, loss=0.6237, top1-acc=80.72%, top5-acc=97.64%, remaining_time=0:00:12.733812, arrival_time=2021-04-14 21:41:52.191455, cost_time=0:00:07.074340 2021-04-14 21:41:40,427 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.39ms, fps=2641 images/s, loss=0.6265, top1-acc=80.69%, top5-acc=97.65%, remaining_time=0:00:11.664728, arrival_time=2021-04-14 21:41:52.092506, cost_time=0:00:08.044635 2021-04-14 21:41:41,399 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.54ms, fps=2637 images/s, loss=0.6314, top1-acc=80.62%, top5-acc=97.62%, remaining_time=0:00:10.618762, arrival_time=2021-04-14 21:41:52.017764, cost_time=0:00:09.015921 2021-04-14 21:41:42,380 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.34ms, fps=2610 images/s, loss=0.6345, top1-acc=80.47%, top5-acc=97.59%, remaining_time=0:00:09.597120, arrival_time=2021-04-14 21:41:51.977374, cost_time=0:00:09.997015 2021-04-14 21:41:43,349 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=2.49ms, fps=2644 images/s, loss=0.6339, top1-acc=80.46%, top5-acc=97.59%, remaining_time=0:00:08.573426, arrival_time=2021-04-14 21:41:51.922479, cost_time=0:00:10.965975 2021-04-14 21:41:44,319 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.81ms, fps=2638 images/s, loss=0.6377, top1-acc=80.35%, top5-acc=97.52%, remaining_time=0:00:07.559872, arrival_time=2021-04-14 21:41:51.879611, cost_time=0:00:11.936613 2021-04-14 21:41:45,293 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.85ms, fps=2630 images/s, loss=0.6418, top1-acc=80.27%, top5-acc=97.47%, remaining_time=0:00:06.554526, arrival_time=2021-04-14 21:41:51.848173, cost_time=0:00:12.910470 2021-04-14 21:41:46,256 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.56ms, fps=2660 images/s, loss=0.6469, top1-acc=80.13%, top5-acc=97.41%, remaining_time=0:00:05.549320, arrival_time=2021-04-14 21:41:51.805741, cost_time=0:00:13.873344 2021-04-14 21:41:47,227 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.36ms, fps=2637 images/s, loss=0.6515, top1-acc=79.96%, top5-acc=97.38%, remaining_time=0:00:04.552344, arrival_time=2021-04-14 21:41:51.780106, cost_time=0:00:14.844632 2021-04-14 21:41:48,196 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.89ms, fps=2646 images/s, loss=0.6547, top1-acc=79.80%, top5-acc=97.36%, remaining_time=0:00:03.557844, arrival_time=2021-04-14 21:41:51.753751, cost_time=0:00:15.812640 2021-04-14 21:41:49,173 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.28ms, fps=2622 images/s, loss=0.6586, top1-acc=79.69%, top5-acc=97.31%, remaining_time=0:00:02.567916, arrival_time=2021-04-14 21:41:51.741228, cost_time=0:00:16.790228 2021-04-14 21:41:50,156 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.70ms, fps=2605 images/s, loss=0.6636, top1-acc=79.58%, top5-acc=97.26%, remaining_time=0:00:01.579856, arrival_time=2021-04-14 21:41:51.736376, cost_time=0:00:17.773354 2021-04-14 21:41:51,135 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.41ms, fps=2616 images/s, loss=0.6653, top1-acc=79.51%, top5-acc=97.24%, remaining_time=0:00:00.592188, arrival_time=2021-04-14 21:41:51.728023, cost_time=0:00:18.752705 2021-04-14 21:41:51,687 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.47ms, fps=2468 images/s, loss=0.6683, top1-acc=79.43%, top5-acc=97.24%, remaining_time=0:00:00, arrival_time=2021-04-14 21:41:51.687485, cost_time=0:00:19.304406 2021-04-14 21:41:52,221 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=0.34ms, fps=4808 images/s, loss=1.3724, top1-acc=61.91%, top5-acc=88.01%, remaining_time=0:00:01.597350, arrival_time=2021-04-14 21:41:53.819100, cost_time=0:00:00.532448 2021-04-14 21:41:52,579 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=0.39ms, fps=7163 images/s, loss=1.3827, top1-acc=61.86%, top5-acc=87.93%, remaining_time=0:00:00.890400, arrival_time=2021-04-14 21:41:53.470076, cost_time=0:00:00.890392 2021-04-14 21:41:52,916 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=0.19ms, fps=7624 images/s, loss=1.3760, top1-acc=62.14%, top5-acc=87.92%, remaining_time=0:00:00.408910, arrival_time=2021-04-14 21:41:53.324899, cost_time=0:00:01.226730 2021-04-14 21:41:53,230 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.05ms, fps=7397 images/s, loss=1.3494, top1-acc=62.24%, top5-acc=88.02%, remaining_time=0:00:00, arrival_time=2021-04-14 21:41:53.230092, cost_time=0:00:01.540900 2021-04-14 21:41:53,359 INFO : Epoch=0088 complete, best val top1-acc=62.96%, top5-acc=88.43% (epoch=81), remaining_time=0:39:02.287472, arrival_time=2021-04-14 22:20:55.646804, cost_time=0:30:40.368745 2021-04-14 21:41:53,360 INFO : Train start, epoch=0089, lr=0.059369 2021-04-14 21:41:54,491 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.39ms, fps=2263 images/s, loss=0.6217, top1-acc=81.52%, top5-acc=97.54%, remaining_time=0:00:21.038646, arrival_time=2021-04-14 21:42:15.530540, cost_time=0:00:01.131114 2021-04-14 21:41:55,452 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=2.03ms, fps=2666 images/s, loss=0.6204, top1-acc=81.37%, top5-acc=97.52%, remaining_time=0:00:18.407488, arrival_time=2021-04-14 21:42:13.860066, cost_time=0:00:02.091770 2021-04-14 21:41:56,424 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.31ms, fps=2636 images/s, loss=0.6179, top1-acc=81.42%, top5-acc=97.58%, remaining_time=0:00:16.950758, arrival_time=2021-04-14 21:42:13.374923, cost_time=0:00:03.063378 2021-04-14 21:41:57,403 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.75ms, fps=2615 images/s, loss=0.6133, top1-acc=81.47%, top5-acc=97.56%, remaining_time=0:00:15.765984, arrival_time=2021-04-14 21:42:13.169518, cost_time=0:00:04.042576 2021-04-14 21:41:58,367 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.39ms, fps=2658 images/s, loss=0.6141, top1-acc=81.21%, top5-acc=97.62%, remaining_time=0:00:14.618542, arrival_time=2021-04-14 21:42:12.985680, cost_time=0:00:05.006350 2021-04-14 21:41:59,341 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.55ms, fps=2628 images/s, loss=0.6129, top1-acc=81.30%, top5-acc=97.68%, remaining_time=0:00:13.556344, arrival_time=2021-04-14 21:42:12.897894, cost_time=0:00:05.980769 2021-04-14 21:42:00,309 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.31ms, fps=2645 images/s, loss=0.6107, top1-acc=81.33%, top5-acc=97.69%, remaining_time=0:00:12.508146, arrival_time=2021-04-14 21:42:12.817919, cost_time=0:00:06.948983 2021-04-14 21:42:01,272 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.39ms, fps=2660 images/s, loss=0.6107, top1-acc=81.37%, top5-acc=97.64%, remaining_time=0:00:11.471936, arrival_time=2021-04-14 21:42:12.744396, cost_time=0:00:07.911679 2021-04-14 21:42:02,237 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.78ms, fps=2656 images/s, loss=0.6130, top1-acc=81.26%, top5-acc=97.61%, remaining_time=0:00:10.454038, arrival_time=2021-04-14 21:42:12.691011, cost_time=0:00:08.876044 2021-04-14 21:42:03,205 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.84ms, fps=2645 images/s, loss=0.6185, top1-acc=81.14%, top5-acc=97.57%, remaining_time=0:00:09.450720, arrival_time=2021-04-14 21:42:12.655998, cost_time=0:00:09.844493 2021-04-14 21:42:04,180 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=2.02ms, fps=2625 images/s, loss=0.6187, top1-acc=81.02%, top5-acc=97.62%, remaining_time=0:00:08.459304, arrival_time=2021-04-14 21:42:12.640122, cost_time=0:00:10.820008 2021-04-14 21:42:05,154 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.36ms, fps=2630 images/s, loss=0.6223, top1-acc=80.85%, top5-acc=97.61%, remaining_time=0:00:07.469432, arrival_time=2021-04-14 21:42:12.624143, cost_time=0:00:11.793878 2021-04-14 21:42:06,117 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.34ms, fps=2659 images/s, loss=0.6283, top1-acc=80.66%, top5-acc=97.53%, remaining_time=0:00:06.476712, arrival_time=2021-04-14 21:42:12.594638, cost_time=0:00:12.757140 2021-04-14 21:42:07,081 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.37ms, fps=2657 images/s, loss=0.6329, top1-acc=80.53%, top5-acc=97.46%, remaining_time=0:00:05.488392, arrival_time=2021-04-14 21:42:12.570165, cost_time=0:00:13.721007 2021-04-14 21:42:08,058 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.83ms, fps=2623 images/s, loss=0.6357, top1-acc=80.47%, top5-acc=97.42%, remaining_time=0:00:04.507218, arrival_time=2021-04-14 21:42:12.565454, cost_time=0:00:14.697448 2021-04-14 21:42:09,028 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.91ms, fps=2640 images/s, loss=0.6394, top1-acc=80.36%, top5-acc=97.37%, remaining_time=0:00:03.525192, arrival_time=2021-04-14 21:42:12.553639, cost_time=0:00:15.667589 2021-04-14 21:42:09,992 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.51ms, fps=2657 images/s, loss=0.6421, top1-acc=80.25%, top5-acc=97.36%, remaining_time=0:00:02.543658, arrival_time=2021-04-14 21:42:12.536057, cost_time=0:00:16.631625 2021-04-14 21:42:10,953 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.39ms, fps=2665 images/s, loss=0.6443, top1-acc=80.22%, top5-acc=97.33%, remaining_time=0:00:01.563776, arrival_time=2021-04-14 21:42:12.517069, cost_time=0:00:17.592505 2021-04-14 21:42:11,916 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.31ms, fps=2659 images/s, loss=0.6485, top1-acc=80.08%, top5-acc=97.29%, remaining_time=0:00:00.585972, arrival_time=2021-04-14 21:42:12.502507, cost_time=0:00:18.555755 2021-04-14 21:42:12,457 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.21ms, fps=2516 images/s, loss=0.6506, top1-acc=80.03%, top5-acc=97.28%, remaining_time=0:00:00, arrival_time=2021-04-14 21:42:12.457455, cost_time=0:00:19.096690 2021-04-14 21:42:12,953 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=0.29ms, fps=5181 images/s, loss=1.4175, top1-acc=62.07%, top5-acc=87.70%, remaining_time=0:00:01.482360, arrival_time=2021-04-14 21:42:14.435585, cost_time=0:00:00.494118 2021-04-14 21:42:13,287 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=0.20ms, fps=7658 images/s, loss=1.4231, top1-acc=62.25%, top5-acc=87.36%, remaining_time=0:00:00.828860, arrival_time=2021-04-14 21:42:14.116778, cost_time=0:00:00.828867 2021-04-14 21:42:13,665 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=0.42ms, fps=6795 images/s, loss=1.4201, top1-acc=62.21%, top5-acc=87.32%, remaining_time=0:00:00.401990, arrival_time=2021-04-14 21:42:14.067058, cost_time=0:00:01.205963 2021-04-14 21:42:13,978 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.08ms, fps=7414 images/s, loss=1.4439, top1-acc=61.92%, top5-acc=87.32%, remaining_time=0:00:00, arrival_time=2021-04-14 21:42:13.978420, cost_time=0:00:01.519378 2021-04-14 21:42:14,102 INFO : Epoch=0089 complete, best val top1-acc=62.96%, top5-acc=88.43% (epoch=81), remaining_time=0:38:41.161848, arrival_time=2021-04-14 22:20:55.264200, cost_time=0:31:01.111768 2021-04-14 21:42:14,103 INFO : Train start, epoch=0090, lr=0.058596 2021-04-14 21:42:15,267 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=2.31ms, fps=2199 images/s, loss=0.5834, top1-acc=82.89%, top5-acc=97.93%, remaining_time=0:00:21.649098, arrival_time=2021-04-14 21:42:36.916755, cost_time=0:00:01.163931 2021-04-14 21:42:16,240 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.70ms, fps=2635 images/s, loss=0.5934, top1-acc=82.05%, top5-acc=97.95%, remaining_time=0:00:18.798736, arrival_time=2021-04-14 21:42:35.038677, cost_time=0:00:02.136213 2021-04-14 21:42:17,209 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.63ms, fps=2641 images/s, loss=0.5946, top1-acc=81.90%, top5-acc=97.88%, remaining_time=0:00:17.186810, arrival_time=2021-04-14 21:42:34.396488, cost_time=0:00:03.106050 2021-04-14 21:42:18,189 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.39ms, fps=2613 images/s, loss=0.5951, top1-acc=81.71%, top5-acc=97.91%, remaining_time=0:00:15.935400, arrival_time=2021-04-14 21:42:34.125135, cost_time=0:00:04.086005 2021-04-14 21:42:19,158 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.65ms, fps=2645 images/s, loss=0.5946, top1-acc=81.59%, top5-acc=97.95%, remaining_time=0:00:14.758702, arrival_time=2021-04-14 21:42:33.916868, cost_time=0:00:05.054339 2021-04-14 21:42:20,137 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.45ms, fps=2616 images/s, loss=0.6000, top1-acc=81.46%, top5-acc=97.86%, remaining_time=0:00:13.676432, arrival_time=2021-04-14 21:42:33.813825, cost_time=0:00:06.033739 2021-04-14 21:42:21,102 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.99ms, fps=2653 images/s, loss=0.6078, top1-acc=81.17%, top5-acc=97.80%, remaining_time=0:00:12.598236, arrival_time=2021-04-14 21:42:33.701057, cost_time=0:00:06.999048 2021-04-14 21:42:22,068 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.38ms, fps=2653 images/s, loss=0.6081, top1-acc=81.17%, top5-acc=97.80%, remaining_time=0:00:11.548960, arrival_time=2021-04-14 21:42:33.617442, cost_time=0:00:07.964818 2021-04-14 21:42:23,035 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.51ms, fps=2651 images/s, loss=0.6085, top1-acc=81.08%, top5-acc=97.80%, remaining_time=0:00:10.518804, arrival_time=2021-04-14 21:42:33.553696, cost_time=0:00:08.931064 2021-04-14 21:42:23,994 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.42ms, fps=2671 images/s, loss=0.6123, top1-acc=80.92%, top5-acc=97.75%, remaining_time=0:00:09.494880, arrival_time=2021-04-14 21:42:33.489003, cost_time=0:00:09.890474 2021-04-14 21:42:24,962 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.56ms, fps=2645 images/s, loss=0.6198, top1-acc=80.76%, top5-acc=97.67%, remaining_time=0:00:08.489490, arrival_time=2021-04-14 21:42:33.451816, cost_time=0:00:10.858626 2021-04-14 21:42:25,935 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.81ms, fps=2632 images/s, loss=0.6249, top1-acc=80.62%, top5-acc=97.59%, remaining_time=0:00:07.493524, arrival_time=2021-04-14 21:42:33.429122, cost_time=0:00:11.831872 2021-04-14 21:42:26,905 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.47ms, fps=2640 images/s, loss=0.6280, top1-acc=80.62%, top5-acc=97.53%, remaining_time=0:00:06.499482, arrival_time=2021-04-14 21:42:33.405142, cost_time=0:00:12.802015 2021-04-14 21:42:27,867 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.48ms, fps=2663 images/s, loss=0.6298, top1-acc=80.55%, top5-acc=97.53%, remaining_time=0:00:05.505472, arrival_time=2021-04-14 21:42:33.372793, cost_time=0:00:13.763680 2021-04-14 21:42:28,832 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.37ms, fps=2653 images/s, loss=0.6316, top1-acc=80.50%, top5-acc=97.54%, remaining_time=0:00:04.516924, arrival_time=2021-04-14 21:42:33.349705, cost_time=0:00:14.729138 2021-04-14 21:42:29,798 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.54ms, fps=2653 images/s, loss=0.6345, top1-acc=80.41%, top5-acc=97.48%, remaining_time=0:00:03.531276, arrival_time=2021-04-14 21:42:33.329585, cost_time=0:00:15.694576 2021-04-14 21:42:30,760 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.32ms, fps=2663 images/s, loss=0.6395, top1-acc=80.26%, top5-acc=97.42%, remaining_time=0:00:02.547480, arrival_time=2021-04-14 21:42:33.307704, cost_time=0:00:16.656581 2021-04-14 21:42:31,725 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.53ms, fps=2654 images/s, loss=0.6430, top1-acc=80.16%, top5-acc=97.40%, remaining_time=0:00:01.566352, arrival_time=2021-04-14 21:42:33.291517, cost_time=0:00:17.621528 2021-04-14 21:42:32,689 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.22ms, fps=2655 images/s, loss=0.6451, top1-acc=80.11%, top5-acc=97.38%, remaining_time=0:00:00.586932, arrival_time=2021-04-14 21:42:33.276746, cost_time=0:00:18.586175 2021-04-14 21:42:33,237 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.44ms, fps=2485 images/s, loss=0.6471, top1-acc=80.06%, top5-acc=97.38%, remaining_time=0:00:00, arrival_time=2021-04-14 21:42:33.237600, cost_time=0:00:19.133803 2021-04-14 21:42:33,746 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.21ms, fps=5059 images/s, loss=1.4131, top1-acc=63.24%, top5-acc=87.23%, remaining_time=0:00:01.518000, arrival_time=2021-04-14 21:42:35.264263, cost_time=0:00:00.506000 2021-04-14 21:42:34,079 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=2.21ms, fps=7690 images/s, loss=1.3986, top1-acc=62.91%, top5-acc=87.56%, remaining_time=0:00:00.839300, arrival_time=2021-04-14 21:42:34.918886, cost_time=0:00:00.839309 2021-04-14 21:42:34,420 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=2.55ms, fps=7521 images/s, loss=1.3956, top1-acc=62.60%, top5-acc=87.89%, remaining_time=0:00:00.393390, arrival_time=2021-04-14 21:42:34.813841, cost_time=0:00:01.180181 2021-04-14 21:42:34,729 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.07ms, fps=7518 images/s, loss=1.4002, top1-acc=62.38%, top5-acc=87.94%, remaining_time=0:00:00, arrival_time=2021-04-14 21:42:34.729502, cost_time=0:00:01.489300 2021-04-14 21:42:34,863 INFO : Epoch=0090 complete, best val top1-acc=62.96%, top5-acc=88.43% (epoch=81), remaining_time=0:38:20.067000, arrival_time=2021-04-14 22:20:54.930583, cost_time=0:31:21.873002 2021-04-14 21:42:34,864 INFO : Train start, epoch=0091, lr=0.057822 2021-04-14 21:42:36,015 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.31ms, fps=2225 images/s, loss=0.5951, top1-acc=80.90%, top5-acc=98.48%, remaining_time=0:00:21.398556, arrival_time=2021-04-14 21:42:57.414075, cost_time=0:00:01.150456 2021-04-14 21:42:36,985 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.59ms, fps=2642 images/s, loss=0.6218, top1-acc=80.21%, top5-acc=97.95%, remaining_time=0:00:18.659520, arrival_time=2021-04-14 21:42:55.644950, cost_time=0:00:02.120390 2021-04-14 21:42:37,948 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.55ms, fps=2660 images/s, loss=0.6128, top1-acc=80.66%, top5-acc=98.02%, remaining_time=0:00:17.061148, arrival_time=2021-04-14 21:42:55.009460, cost_time=0:00:03.083340 2021-04-14 21:42:38,923 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.32ms, fps=2626 images/s, loss=0.6059, top1-acc=80.98%, top5-acc=98.05%, remaining_time=0:00:15.829008, arrival_time=2021-04-14 21:42:54.752753, cost_time=0:00:04.058713 2021-04-14 21:42:39,901 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.84ms, fps=2621 images/s, loss=0.6057, top1-acc=80.94%, top5-acc=98.06%, remaining_time=0:00:14.704974, arrival_time=2021-04-14 21:42:54.606007, cost_time=0:00:05.035926 2021-04-14 21:42:40,887 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.64ms, fps=2596 images/s, loss=0.6037, top1-acc=81.21%, top5-acc=97.99%, remaining_time=0:00:13.651816, arrival_time=2021-04-14 21:42:54.539596, cost_time=0:00:06.022832 2021-04-14 21:42:41,886 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.67ms, fps=2565 images/s, loss=0.6085, top1-acc=81.21%, top5-acc=97.88%, remaining_time=0:00:12.638430, arrival_time=2021-04-14 21:42:54.524848, cost_time=0:00:07.021384 2021-04-14 21:42:42,847 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.39ms, fps=2665 images/s, loss=0.6121, top1-acc=81.04%, top5-acc=97.83%, remaining_time=0:00:11.574944, arrival_time=2021-04-14 21:42:54.422762, cost_time=0:00:07.982758 2021-04-14 21:42:43,816 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=2.00ms, fps=2645 images/s, loss=0.6148, top1-acc=81.06%, top5-acc=97.84%, remaining_time=0:00:10.542760, arrival_time=2021-04-14 21:42:54.359133, cost_time=0:00:08.951424 2021-04-14 21:42:44,803 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.36ms, fps=2595 images/s, loss=0.6168, top1-acc=81.00%, top5-acc=97.79%, remaining_time=0:00:09.540960, arrival_time=2021-04-14 21:42:54.344595, cost_time=0:00:09.938542 2021-04-14 21:42:45,795 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.39ms, fps=2584 images/s, loss=0.6192, top1-acc=80.94%, top5-acc=97.76%, remaining_time=0:00:08.545476, arrival_time=2021-04-14 21:42:54.340731, cost_time=0:00:10.930224 2021-04-14 21:42:46,767 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.79ms, fps=2634 images/s, loss=0.6200, top1-acc=80.96%, top5-acc=97.74%, remaining_time=0:00:07.538440, arrival_time=2021-04-14 21:42:54.306222, cost_time=0:00:11.902843 2021-04-14 21:42:47,743 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=2.25ms, fps=2626 images/s, loss=0.6240, top1-acc=80.85%, top5-acc=97.69%, remaining_time=0:00:06.538092, arrival_time=2021-04-14 21:42:54.281226, cost_time=0:00:12.878028 2021-04-14 21:42:48,715 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.59ms, fps=2635 images/s, loss=0.6271, top1-acc=80.76%, top5-acc=97.65%, remaining_time=0:00:05.540248, arrival_time=2021-04-14 21:42:54.255761, cost_time=0:00:13.850565 2021-04-14 21:42:49,722 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.98ms, fps=2544 images/s, loss=0.6278, top1-acc=80.74%, top5-acc=97.63%, remaining_time=0:00:04.556254, arrival_time=2021-04-14 21:42:54.278765, cost_time=0:00:14.857409 2021-04-14 21:42:50,695 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=2.05ms, fps=2633 images/s, loss=0.6294, top1-acc=80.67%, top5-acc=97.62%, remaining_time=0:00:03.561840, arrival_time=2021-04-14 21:42:54.257321, cost_time=0:00:15.830324 2021-04-14 21:42:51,664 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.83ms, fps=2644 images/s, loss=0.6294, top1-acc=80.66%, top5-acc=97.62%, remaining_time=0:00:02.569346, arrival_time=2021-04-14 21:42:54.233891, cost_time=0:00:16.799597 2021-04-14 21:42:52,629 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.31ms, fps=2654 images/s, loss=0.6313, top1-acc=80.59%, top5-acc=97.59%, remaining_time=0:00:01.579056, arrival_time=2021-04-14 21:42:54.208486, cost_time=0:00:17.764394 2021-04-14 21:42:53,593 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.39ms, fps=2658 images/s, loss=0.6321, top1-acc=80.58%, top5-acc=97.58%, remaining_time=0:00:00.591420, arrival_time=2021-04-14 21:42:54.184785, cost_time=0:00:18.728217 2021-04-14 21:42:54,136 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=0.08ms, fps=2505 images/s, loss=0.6343, top1-acc=80.49%, top5-acc=97.56%, remaining_time=0:00:00, arrival_time=2021-04-14 21:42:54.136884, cost_time=0:00:19.271939 2021-04-14 21:42:54,590 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=2.67ms, fps=5665 images/s, loss=1.4100, top1-acc=62.46%, top5-acc=88.09%, remaining_time=0:00:01.355700, arrival_time=2021-04-14 21:42:55.946399, cost_time=0:00:00.451899 2021-04-14 21:42:54,933 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=3.68ms, fps=7487 images/s, loss=1.3609, top1-acc=63.67%, top5-acc=88.54%, remaining_time=0:00:00.794360, arrival_time=2021-04-14 21:42:55.727462, cost_time=0:00:00.794359 2021-04-14 21:42:55,279 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=0.30ms, fps=7393 images/s, loss=1.3754, top1-acc=63.09%, top5-acc=88.46%, remaining_time=0:00:00.380340, arrival_time=2021-04-14 21:42:55.660135, cost_time=0:00:01.141014 2021-04-14 21:42:55,587 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=1.25ms, fps=7563 images/s, loss=1.3945, top1-acc=62.81%, top5-acc=88.04%, remaining_time=0:00:00, arrival_time=2021-04-14 21:42:55.587061, cost_time=0:00:01.448268 2021-04-14 21:42:55,757 INFO : Epoch=0091 complete, best val top1-acc=62.96%, top5-acc=88.43% (epoch=81), remaining_time=0:37:59.138007, arrival_time=2021-04-14 22:20:54.895203, cost_time=0:31:42.766571 2021-04-14 21:42:55,759 INFO : Train start, epoch=0092, lr=0.057045 2021-04-14 21:42:56,882 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=2.46ms, fps=2280 images/s, loss=0.5989, top1-acc=81.45%, top5-acc=97.54%, remaining_time=0:00:20.885940, arrival_time=2021-04-14 21:43:17.768354, cost_time=0:00:01.122900 2021-04-14 21:42:57,852 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.35ms, fps=2642 images/s, loss=0.6002, top1-acc=81.64%, top5-acc=97.83%, remaining_time=0:00:18.413472, arrival_time=2021-04-14 21:43:16.265424, cost_time=0:00:02.092436 2021-04-14 21:42:58,816 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.40ms, fps=2656 images/s, loss=0.5920, top1-acc=82.07%, top5-acc=97.81%, remaining_time=0:00:16.913906, arrival_time=2021-04-14 21:43:15.730157, cost_time=0:00:03.056737 2021-04-14 21:42:59,778 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.48ms, fps=2661 images/s, loss=0.5875, top1-acc=82.10%, top5-acc=97.85%, remaining_time=0:00:15.674568, arrival_time=2021-04-14 21:43:15.453189, cost_time=0:00:04.019103 2021-04-14 21:43:00,749 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.56ms, fps=2638 images/s, loss=0.5893, top1-acc=82.12%, top5-acc=97.88%, remaining_time=0:00:14.570800, arrival_time=2021-04-14 21:43:15.320302, cost_time=0:00:04.989982 2021-04-14 21:43:01,716 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.44ms, fps=2648 images/s, loss=0.5854, top1-acc=82.18%, top5-acc=97.91%, remaining_time=0:00:13.503032, arrival_time=2021-04-14 21:43:15.219896, cost_time=0:00:05.957214 2021-04-14 21:43:02,688 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=2.13ms, fps=2636 images/s, loss=0.5870, top1-acc=82.13%, top5-acc=97.87%, remaining_time=0:00:12.472236, arrival_time=2021-04-14 21:43:15.160973, cost_time=0:00:06.929012 2021-04-14 21:43:03,698 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.72ms, fps=2538 images/s, loss=0.5906, top1-acc=82.02%, top5-acc=97.89%, remaining_time=0:00:11.511260, arrival_time=2021-04-14 21:43:15.209549, cost_time=0:00:07.938777 2021-04-14 21:43:04,687 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.66ms, fps=2589 images/s, loss=0.5920, top1-acc=81.92%, top5-acc=97.93%, remaining_time=0:00:10.515306, arrival_time=2021-04-14 21:43:15.203008, cost_time=0:00:08.928055 2021-04-14 21:43:05,649 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.53ms, fps=2665 images/s, loss=0.5985, top1-acc=81.68%, top5-acc=97.86%, remaining_time=0:00:09.493920, arrival_time=2021-04-14 21:43:15.143045, cost_time=0:00:09.889497 2021-04-14 21:43:06,627 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=2.10ms, fps=2618 images/s, loss=0.6025, top1-acc=81.52%, top5-acc=97.82%, remaining_time=0:00:08.496800, arrival_time=2021-04-14 21:43:15.124364, cost_time=0:00:10.868047 2021-04-14 21:43:07,605 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.55ms, fps=2620 images/s, loss=0.6028, top1-acc=81.59%, top5-acc=97.81%, remaining_time=0:00:07.502188, arrival_time=2021-04-14 21:43:15.107333, cost_time=0:00:11.845505 2021-04-14 21:43:08,586 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=2.17ms, fps=2610 images/s, loss=0.6068, top1-acc=81.43%, top5-acc=97.76%, remaining_time=0:00:06.512220, arrival_time=2021-04-14 21:43:15.098922, cost_time=0:00:12.827102 2021-04-14 21:43:09,559 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.37ms, fps=2633 images/s, loss=0.6132, top1-acc=81.22%, top5-acc=97.69%, remaining_time=0:00:05.520088, arrival_time=2021-04-14 21:43:15.079882, cost_time=0:00:13.800189 2021-04-14 21:43:10,522 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.34ms, fps=2662 images/s, loss=0.6149, top1-acc=81.12%, top5-acc=97.69%, remaining_time=0:00:04.527182, arrival_time=2021-04-14 21:43:15.049282, cost_time=0:00:14.762591 2021-04-14 21:43:11,502 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.47ms, fps=2613 images/s, loss=0.6168, top1-acc=81.07%, top5-acc=97.67%, remaining_time=0:00:03.542112, arrival_time=2021-04-14 21:43:15.044415, cost_time=0:00:15.742695 2021-04-14 21:43:12,468 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.66ms, fps=2650 images/s, loss=0.6194, top1-acc=80.98%, top5-acc=97.67%, remaining_time=0:00:02.555540, arrival_time=2021-04-14 21:43:15.024343, cost_time=0:00:16.709239 2021-04-14 21:43:13,436 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.91ms, fps=2648 images/s, loss=0.6227, top1-acc=80.89%, top5-acc=97.61%, remaining_time=0:00:01.571248, arrival_time=2021-04-14 21:43:15.007229, cost_time=0:00:17.676454 2021-04-14 21:43:14,400 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.24ms, fps=2656 images/s, loss=0.6261, top1-acc=80.81%, top5-acc=97.57%, remaining_time=0:00:00.588660, arrival_time=2021-04-14 21:43:14.989031, cost_time=0:00:18.640864 2021-04-14 21:43:14,945 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.25ms, fps=2497 images/s, loss=0.6293, top1-acc=80.72%, top5-acc=97.55%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:14.945443, cost_time=0:00:19.185846 2021-04-14 21:43:15,426 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=0.29ms, fps=5340 images/s, loss=1.3471, top1-acc=63.91%, top5-acc=88.48%, remaining_time=0:00:01.438170, arrival_time=2021-04-14 21:43:16.865092, cost_time=0:00:00.479387 2021-04-14 21:43:15,777 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=0.19ms, fps=7307 images/s, loss=1.3677, top1-acc=63.81%, top5-acc=88.48%, remaining_time=0:00:00.830300, arrival_time=2021-04-14 21:43:16.608066, cost_time=0:00:00.830302 2021-04-14 21:43:16,133 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=0.33ms, fps=7207 images/s, loss=1.3536, top1-acc=64.24%, top5-acc=88.58%, remaining_time=0:00:00.395290, arrival_time=2021-04-14 21:43:16.528623, cost_time=0:00:01.185874 2021-04-14 21:43:16,440 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.07ms, fps=7574 images/s, loss=1.3434, top1-acc=64.09%, top5-acc=88.73%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:16.439962, cost_time=0:00:01.492512 2021-04-14 21:43:16,677 INFO : Epoch=0092 complete, best val top1-acc=64.09%, top5-acc=88.73% (epoch=92), remaining_time=0:37:38.241444, arrival_time=2021-04-14 22:20:54.919215, cost_time=0:32:03.687184 2021-04-14 21:43:16,678 INFO : Train start, epoch=0093, lr=0.056267 2021-04-14 21:43:17,859 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=0.33ms, fps=2168 images/s, loss=0.5913, top1-acc=82.38%, top5-acc=98.28%, remaining_time=0:00:21.960462, arrival_time=2021-04-14 21:43:39.820325, cost_time=0:00:01.180673 2021-04-14 21:43:18,835 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.96ms, fps=2627 images/s, loss=0.5880, top1-acc=82.38%, top5-acc=97.83%, remaining_time=0:00:18.971216, arrival_time=2021-04-14 21:43:37.806233, cost_time=0:00:02.155813 2021-04-14 21:43:19,797 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.43ms, fps=2661 images/s, loss=0.5843, top1-acc=82.42%, top5-acc=97.73%, remaining_time=0:00:17.256198, arrival_time=2021-04-14 21:43:37.053922, cost_time=0:00:03.118596 2021-04-14 21:43:20,772 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.44ms, fps=2629 images/s, loss=0.5847, top1-acc=82.18%, top5-acc=97.84%, remaining_time=0:00:15.961764, arrival_time=2021-04-14 21:43:36.733783, cost_time=0:00:04.092749 2021-04-14 21:43:21,741 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.41ms, fps=2643 images/s, loss=0.5906, top1-acc=81.94%, top5-acc=97.88%, remaining_time=0:00:14.781624, arrival_time=2021-04-14 21:43:36.523038, cost_time=0:00:05.062187 2021-04-14 21:43:22,708 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.74ms, fps=2648 images/s, loss=0.5870, top1-acc=81.98%, top5-acc=97.96%, remaining_time=0:00:13.667456, arrival_time=2021-04-14 21:43:36.376299, cost_time=0:00:06.029759 2021-04-14 21:43:23,670 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.47ms, fps=2664 images/s, loss=0.5871, top1-acc=81.94%, top5-acc=97.95%, remaining_time=0:00:12.583620, arrival_time=2021-04-14 21:43:36.253762, cost_time=0:00:06.990910 2021-04-14 21:43:24,634 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.32ms, fps=2657 images/s, loss=0.5866, top1-acc=81.87%, top5-acc=97.93%, remaining_time=0:00:11.534924, arrival_time=2021-04-14 21:43:36.169172, cost_time=0:00:07.955138 2021-04-14 21:43:25,601 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.35ms, fps=2647 images/s, loss=0.5904, top1-acc=81.84%, top5-acc=97.86%, remaining_time=0:00:10.509052, arrival_time=2021-04-14 21:43:36.110959, cost_time=0:00:08.922808 2021-04-14 21:43:26,571 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.75ms, fps=2643 images/s, loss=0.5966, top1-acc=81.66%, top5-acc=97.81%, remaining_time=0:00:09.495936, arrival_time=2021-04-14 21:43:36.066835, cost_time=0:00:09.891642 2021-04-14 21:43:27,537 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.62ms, fps=2650 images/s, loss=0.5997, top1-acc=81.57%, top5-acc=97.78%, remaining_time=0:00:08.489404, arrival_time=2021-04-14 21:43:36.027044, cost_time=0:00:10.858548 2021-04-14 21:43:28,508 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.88ms, fps=2638 images/s, loss=0.6033, top1-acc=81.42%, top5-acc=97.75%, remaining_time=0:00:07.491852, arrival_time=2021-04-14 21:43:36.000269, cost_time=0:00:11.829226 2021-04-14 21:43:29,470 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.48ms, fps=2663 images/s, loss=0.6063, top1-acc=81.34%, top5-acc=97.70%, remaining_time=0:00:06.493938, arrival_time=2021-04-14 21:43:35.964088, cost_time=0:00:12.791037 2021-04-14 21:43:30,428 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.40ms, fps=2671 images/s, loss=0.6100, top1-acc=81.19%, top5-acc=97.68%, remaining_time=0:00:05.499928, arrival_time=2021-04-14 21:43:35.928854, cost_time=0:00:13.749832 2021-04-14 21:43:31,394 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.49ms, fps=2653 images/s, loss=0.6116, top1-acc=81.15%, top5-acc=97.67%, remaining_time=0:00:04.512692, arrival_time=2021-04-14 21:43:35.907111, cost_time=0:00:14.715319 2021-04-14 21:43:32,357 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.36ms, fps=2658 images/s, loss=0.6144, top1-acc=81.03%, top5-acc=97.63%, remaining_time=0:00:03.527712, arrival_time=2021-04-14 21:43:35.885563, cost_time=0:00:15.678669 2021-04-14 21:43:33,345 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.97ms, fps=2593 images/s, loss=0.6166, top1-acc=80.98%, top5-acc=97.64%, remaining_time=0:00:02.548988, arrival_time=2021-04-14 21:43:35.894488, cost_time=0:00:16.666402 2021-04-14 21:43:34,318 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.46ms, fps=2631 images/s, loss=0.6200, top1-acc=80.91%, top5-acc=97.59%, remaining_time=0:00:01.567984, arrival_time=2021-04-14 21:43:35.886814, cost_time=0:00:17.639736 2021-04-14 21:43:35,298 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.35ms, fps=2614 images/s, loss=0.6247, top1-acc=80.76%, top5-acc=97.55%, remaining_time=0:00:00.587988, arrival_time=2021-04-14 21:43:35.886696, cost_time=0:00:18.619526 2021-04-14 21:43:35,850 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.46ms, fps=2470 images/s, loss=0.6264, top1-acc=80.72%, top5-acc=97.54%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:35.850161, cost_time=0:00:19.170751 2021-04-14 21:43:36,305 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=6.44ms, fps=5670 images/s, loss=1.4790, top1-acc=61.37%, top5-acc=86.84%, remaining_time=0:00:01.354440, arrival_time=2021-04-14 21:43:37.660093, cost_time=0:00:00.451483 2021-04-14 21:43:36,639 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=0.28ms, fps=7685 images/s, loss=1.4163, top1-acc=62.54%, top5-acc=87.93%, remaining_time=0:00:00.785120, arrival_time=2021-04-14 21:43:37.424382, cost_time=0:00:00.785130 2021-04-14 21:43:36,975 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=2.16ms, fps=7621 images/s, loss=1.4128, top1-acc=62.71%, top5-acc=88.01%, remaining_time=0:00:00.373840, arrival_time=2021-04-14 21:43:37.349497, cost_time=0:00:01.121523 2021-04-14 21:43:37,298 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.08ms, fps=7190 images/s, loss=1.4371, top1-acc=62.20%, top5-acc=87.62%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:37.298773, cost_time=0:00:01.444594 2021-04-14 21:43:37,428 INFO : Epoch=0093 complete, best val top1-acc=64.09%, top5-acc=88.73% (epoch=92), remaining_time=0:37:17.148617, arrival_time=2021-04-14 22:20:54.576806, cost_time=0:32:24.437562 2021-04-14 21:43:37,430 INFO : Train start, epoch=0094, lr=0.055487 2021-04-14 21:43:38,592 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.74ms, fps=2205 images/s, loss=0.5661, top1-acc=82.27%, top5-acc=98.28%, remaining_time=0:00:21.595344, arrival_time=2021-04-14 21:44:00.187316, cost_time=0:00:01.161039 2021-04-14 21:43:39,559 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.39ms, fps=2649 images/s, loss=0.5675, top1-acc=82.29%, top5-acc=98.30%, remaining_time=0:00:18.730096, arrival_time=2021-04-14 21:43:58.289288, cost_time=0:00:02.128416 2021-04-14 21:43:40,523 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.35ms, fps=2658 images/s, loss=0.5558, top1-acc=82.64%, top5-acc=98.37%, remaining_time=0:00:17.109454, arrival_time=2021-04-14 21:43:57.632382, cost_time=0:00:03.092072 2021-04-14 21:43:41,502 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.86ms, fps=2616 images/s, loss=0.5546, top1-acc=82.90%, top5-acc=98.25%, remaining_time=0:00:15.877992, arrival_time=2021-04-14 21:43:57.380175, cost_time=0:00:04.071269 2021-04-14 21:43:42,482 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.47ms, fps=2614 images/s, loss=0.5557, top1-acc=83.12%, top5-acc=98.20%, remaining_time=0:00:14.749650, arrival_time=2021-04-14 21:43:57.231686, cost_time=0:00:05.051257 2021-04-14 21:43:43,449 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.41ms, fps=2649 images/s, loss=0.5567, top1-acc=83.12%, top5-acc=98.16%, remaining_time=0:00:13.641208, arrival_time=2021-04-14 21:43:57.090249, cost_time=0:00:06.018187 2021-04-14 21:43:44,411 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.48ms, fps=2661 images/s, loss=0.5600, top1-acc=82.91%, top5-acc=98.15%, remaining_time=0:00:12.565476, arrival_time=2021-04-14 21:43:56.977066, cost_time=0:00:06.980827 2021-04-14 21:43:45,382 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.43ms, fps=2639 images/s, loss=0.5657, top1-acc=82.66%, top5-acc=98.14%, remaining_time=0:00:11.529124, arrival_time=2021-04-14 21:43:56.911081, cost_time=0:00:07.951093 2021-04-14 21:43:46,359 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.40ms, fps=2620 images/s, loss=0.5696, top1-acc=82.56%, top5-acc=98.12%, remaining_time=0:00:10.516260, arrival_time=2021-04-14 21:43:56.875904, cost_time=0:00:08.928874 2021-04-14 21:43:47,336 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.42ms, fps=2623 images/s, loss=0.5729, top1-acc=82.43%, top5-acc=98.12%, remaining_time=0:00:09.509184, arrival_time=2021-04-14 21:43:56.845419, cost_time=0:00:09.905367 2021-04-14 21:43:48,304 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.34ms, fps=2646 images/s, loss=0.5790, top1-acc=82.22%, top5-acc=98.04%, remaining_time=0:00:08.501014, arrival_time=2021-04-14 21:43:56.805202, cost_time=0:00:10.873406 2021-04-14 21:43:49,267 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.53ms, fps=2660 images/s, loss=0.5848, top1-acc=81.99%, top5-acc=97.99%, remaining_time=0:00:07.496260, arrival_time=2021-04-14 21:43:56.763276, cost_time=0:00:11.836248 2021-04-14 21:43:50,242 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.85ms, fps=2627 images/s, loss=0.5871, top1-acc=81.89%, top5-acc=98.00%, remaining_time=0:00:06.504168, arrival_time=2021-04-14 21:43:56.746313, cost_time=0:00:12.811286 2021-04-14 21:43:51,206 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.43ms, fps=2657 images/s, loss=0.5921, top1-acc=81.70%, top5-acc=97.98%, remaining_time=0:00:05.510120, arrival_time=2021-04-14 21:43:56.716224, cost_time=0:00:13.775323 2021-04-14 21:43:52,168 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.50ms, fps=2661 images/s, loss=0.5983, top1-acc=81.59%, top5-acc=97.89%, remaining_time=0:00:04.519546, arrival_time=2021-04-14 21:43:56.688069, cost_time=0:00:14.737699 2021-04-14 21:43:53,140 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.42ms, fps=2637 images/s, loss=0.6017, top1-acc=81.46%, top5-acc=97.86%, remaining_time=0:00:03.534516, arrival_time=2021-04-14 21:43:56.674440, cost_time=0:00:15.708959 2021-04-14 21:43:54,109 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.36ms, fps=2643 images/s, loss=0.6071, top1-acc=81.28%, top5-acc=97.77%, remaining_time=0:00:02.550782, arrival_time=2021-04-14 21:43:56.659833, cost_time=0:00:16.678262 2021-04-14 21:43:55,105 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.33ms, fps=2569 images/s, loss=0.6131, top1-acc=81.07%, top5-acc=97.73%, remaining_time=0:00:01.571104, arrival_time=2021-04-14 21:43:56.676920, cost_time=0:00:17.674989 2021-04-14 21:43:56,074 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.37ms, fps=2645 images/s, loss=0.6150, top1-acc=81.04%, top5-acc=97.70%, remaining_time=0:00:00.588738, arrival_time=2021-04-14 21:43:56.662896, cost_time=0:00:18.643313 2021-04-14 21:43:56,621 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.41ms, fps=2489 images/s, loss=0.6156, top1-acc=81.03%, top5-acc=97.70%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:56.621096, cost_time=0:00:19.190204 2021-04-14 21:43:57,121 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=2.43ms, fps=5140 images/s, loss=1.4972, top1-acc=61.21%, top5-acc=87.54%, remaining_time=0:00:01.494030, arrival_time=2021-04-14 21:43:58.615575, cost_time=0:00:00.498013 2021-04-14 21:43:57,459 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=5.44ms, fps=7586 images/s, loss=1.5251, top1-acc=60.90%, top5-acc=86.82%, remaining_time=0:00:00.835980, arrival_time=2021-04-14 21:43:58.295466, cost_time=0:00:00.835971 2021-04-14 21:43:57,790 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=0.22ms, fps=7738 images/s, loss=1.5180, top1-acc=60.77%, top5-acc=86.91%, remaining_time=0:00:00.389080, arrival_time=2021-04-14 21:43:58.179909, cost_time=0:00:01.167246 2021-04-14 21:43:58,096 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.08ms, fps=7603 images/s, loss=1.5205, top1-acc=60.70%, top5-acc=87.16%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:58.096433, cost_time=0:00:01.472969 2021-04-14 21:43:58,201 INFO : Epoch=0094 complete, best val top1-acc=64.09%, top5-acc=88.73% (epoch=92), remaining_time=0:36:56.089212, arrival_time=2021-04-14 22:20:54.291007, cost_time=0:32:45.211201 2021-04-14 21:43:58,203 INFO : Train start, epoch=0095, lr=0.054705 2021-04-14 21:43:59,349 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=2.29ms, fps=2233 images/s, loss=0.5632, top1-acc=82.34%, top5-acc=98.12%, remaining_time=0:00:21.323412, arrival_time=2021-04-14 21:44:20.673264, cost_time=0:00:01.146421 2021-04-14 21:44:00,318 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=2.08ms, fps=2646 images/s, loss=0.5772, top1-acc=81.84%, top5-acc=97.99%, remaining_time=0:00:18.609536, arrival_time=2021-04-14 21:44:18.927617, cost_time=0:00:02.114712 2021-04-14 21:44:01,302 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.83ms, fps=2601 images/s, loss=0.5692, top1-acc=82.15%, top5-acc=98.12%, remaining_time=0:00:17.150954, arrival_time=2021-04-14 21:44:18.453854, cost_time=0:00:03.099581 2021-04-14 21:44:02,273 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.34ms, fps=2639 images/s, loss=0.5679, top1-acc=82.39%, top5-acc=98.09%, remaining_time=0:00:15.873312, arrival_time=2021-04-14 21:44:18.146727, cost_time=0:00:04.070065 2021-04-14 21:44:03,263 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.54ms, fps=2588 images/s, loss=0.5715, top1-acc=82.39%, top5-acc=98.05%, remaining_time=0:00:14.774762, arrival_time=2021-04-14 21:44:18.037963, cost_time=0:00:05.059854 2021-04-14 21:44:04,245 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.78ms, fps=2608 images/s, loss=0.5699, top1-acc=82.54%, top5-acc=98.04%, remaining_time=0:00:13.695336, arrival_time=2021-04-14 21:44:17.940860, cost_time=0:00:06.042069 2021-04-14 21:44:05,234 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.37ms, fps=2591 images/s, loss=0.5695, top1-acc=82.50%, top5-acc=98.08%, remaining_time=0:00:12.655818, arrival_time=2021-04-14 21:44:17.890081, cost_time=0:00:07.030994 2021-04-14 21:44:06,200 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.43ms, fps=2652 images/s, loss=0.5729, top1-acc=82.46%, top5-acc=98.00%, remaining_time=0:00:11.595244, arrival_time=2021-04-14 21:44:17.795299, cost_time=0:00:07.996712 2021-04-14 21:44:07,171 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.49ms, fps=2637 images/s, loss=0.5744, top1-acc=82.41%, top5-acc=97.96%, remaining_time=0:00:10.562476, arrival_time=2021-04-14 21:44:17.733879, cost_time=0:00:08.968133 2021-04-14 21:44:08,143 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.72ms, fps=2634 images/s, loss=0.5798, top1-acc=82.18%, top5-acc=97.95%, remaining_time=0:00:09.542880, arrival_time=2021-04-14 21:44:17.686772, cost_time=0:00:09.940549 2021-04-14 21:44:09,118 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.64ms, fps=2627 images/s, loss=0.5816, top1-acc=82.07%, top5-acc=97.97%, remaining_time=0:00:08.534038, arrival_time=2021-04-14 21:44:17.652924, cost_time=0:00:10.915623 2021-04-14 21:44:10,086 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.63ms, fps=2646 images/s, loss=0.5851, top1-acc=81.98%, top5-acc=97.92%, remaining_time=0:00:07.526128, arrival_time=2021-04-14 21:44:17.612814, cost_time=0:00:11.883336 2021-04-14 21:44:11,048 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.31ms, fps=2662 images/s, loss=0.5888, top1-acc=81.88%, top5-acc=97.87%, remaining_time=0:00:06.521592, arrival_time=2021-04-14 21:44:17.570386, cost_time=0:00:12.845541 2021-04-14 21:44:12,011 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.60ms, fps=2661 images/s, loss=0.5882, top1-acc=81.99%, top5-acc=97.88%, remaining_time=0:00:05.523168, arrival_time=2021-04-14 21:44:17.534429, cost_time=0:00:13.807965 2021-04-14 21:44:12,979 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.79ms, fps=2645 images/s, loss=0.5909, top1-acc=81.92%, top5-acc=97.85%, remaining_time=0:00:04.531368, arrival_time=2021-04-14 21:44:17.510979, cost_time=0:00:14.776256 2021-04-14 21:44:13,951 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.41ms, fps=2636 images/s, loss=0.5940, top1-acc=81.79%, top5-acc=97.82%, remaining_time=0:00:03.543336, arrival_time=2021-04-14 21:44:17.494799, cost_time=0:00:15.748160 2021-04-14 21:44:14,912 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.56ms, fps=2664 images/s, loss=0.5968, top1-acc=81.66%, top5-acc=97.80%, remaining_time=0:00:02.555566, arrival_time=2021-04-14 21:44:17.468285, cost_time=0:00:16.709463 2021-04-14 21:44:15,876 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.57ms, fps=2657 images/s, loss=0.5998, top1-acc=81.57%, top5-acc=97.77%, remaining_time=0:00:01.570960, arrival_time=2021-04-14 21:44:17.447594, cost_time=0:00:17.673268 2021-04-14 21:44:16,838 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.20ms, fps=2664 images/s, loss=0.6030, top1-acc=81.43%, top5-acc=97.73%, remaining_time=0:00:00.588474, arrival_time=2021-04-14 21:44:17.426701, cost_time=0:00:18.634963 2021-04-14 21:44:17,416 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.91ms, fps=2355 images/s, loss=0.6055, top1-acc=81.35%, top5-acc=97.72%, remaining_time=0:00:00, arrival_time=2021-04-14 21:44:17.416184, cost_time=0:00:19.212923 2021-04-14 21:44:17,923 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=2.17ms, fps=5064 images/s, loss=1.3943, top1-acc=63.83%, top5-acc=87.93%, remaining_time=0:00:01.516440, arrival_time=2021-04-14 21:44:19.439938, cost_time=0:00:00.505483 2021-04-14 21:44:18,254 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=0.40ms, fps=7755 images/s, loss=1.4398, top1-acc=63.05%, top5-acc=87.34%, remaining_time=0:00:00.835960, arrival_time=2021-04-14 21:44:19.089929, cost_time=0:00:00.835960 2021-04-14 21:44:18,607 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=0.43ms, fps=7257 images/s, loss=1.4448, top1-acc=62.67%, top5-acc=87.71%, remaining_time=0:00:00.396360, arrival_time=2021-04-14 21:44:19.003487, cost_time=0:00:01.189078 2021-04-14 21:44:18,921 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.06ms, fps=7399 images/s, loss=1.4428, top1-acc=62.83%, top5-acc=87.64%, remaining_time=0:00:00, arrival_time=2021-04-14 21:44:18.921089, cost_time=0:00:01.503103 2021-04-14 21:44:19,044 INFO : Epoch=0095 complete, best val top1-acc=64.09%, top5-acc=88.73% (epoch=92), remaining_time=0:36:35.112255, arrival_time=2021-04-14 22:20:54.156801, cost_time=0:33:06.053930 2021-04-14 21:44:19,046 INFO : Train start, epoch=0096, lr=0.053923 2021-04-14 21:44:20,202 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=0.21ms, fps=2215 images/s, loss=0.5862, top1-acc=82.66%, top5-acc=98.05%, remaining_time=0:00:21.495276, arrival_time=2021-04-14 21:44:41.697727, cost_time=0:00:01.155665 2021-04-14 21:44:21,171 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.36ms, fps=2645 images/s, loss=0.5558, top1-acc=82.95%, top5-acc=98.30%, remaining_time=0:00:18.690848, arrival_time=2021-04-14 21:44:39.861724, cost_time=0:00:02.123965 2021-04-14 21:44:22,140 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=2.21ms, fps=2642 images/s, loss=0.5557, top1-acc=82.88%, top5-acc=98.27%, remaining_time=0:00:17.118916, arrival_time=2021-04-14 21:44:39.259622, cost_time=0:00:03.093784 2021-04-14 21:44:23,116 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.54ms, fps=2626 images/s, loss=0.5545, top1-acc=82.77%, top5-acc=98.27%, remaining_time=0:00:15.871284, arrival_time=2021-04-14 21:44:38.987563, cost_time=0:00:04.069567 2021-04-14 21:44:24,092 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.39ms, fps=2624 images/s, loss=0.5540, top1-acc=82.72%, top5-acc=98.26%, remaining_time=0:00:14.733152, arrival_time=2021-04-14 21:44:38.825528, cost_time=0:00:05.045575 2021-04-14 21:44:25,063 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.92ms, fps=2638 images/s, loss=0.5541, top1-acc=82.68%, top5-acc=98.31%, remaining_time=0:00:13.637400, arrival_time=2021-04-14 21:44:38.700662, cost_time=0:00:06.016507 2021-04-14 21:44:26,044 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.82ms, fps=2610 images/s, loss=0.5583, top1-acc=82.80%, top5-acc=98.19%, remaining_time=0:00:12.596346, arrival_time=2021-04-14 21:44:38.641186, cost_time=0:00:06.997966 2021-04-14 21:44:27,025 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.65ms, fps=2613 images/s, loss=0.5572, top1-acc=82.82%, top5-acc=98.17%, remaining_time=0:00:11.568680, arrival_time=2021-04-14 21:44:38.593779, cost_time=0:00:07.978379 2021-04-14 21:44:28,006 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.38ms, fps=2609 images/s, loss=0.5608, top1-acc=82.64%, top5-acc=98.14%, remaining_time=0:00:10.552830, arrival_time=2021-04-14 21:44:38.559610, cost_time=0:00:08.959914 2021-04-14 21:44:28,976 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.97ms, fps=2640 images/s, loss=0.5656, top1-acc=82.51%, top5-acc=98.06%, remaining_time=0:00:09.532992, arrival_time=2021-04-14 21:44:38.509916, cost_time=0:00:09.930162 2021-04-14 21:44:29,948 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.41ms, fps=2638 images/s, loss=0.5684, top1-acc=82.47%, top5-acc=98.03%, remaining_time=0:00:08.522858, arrival_time=2021-04-14 21:44:38.470872, cost_time=0:00:10.901303 2021-04-14 21:44:30,919 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.50ms, fps=2636 images/s, loss=0.5748, top1-acc=82.27%, top5-acc=97.98%, remaining_time=0:00:07.519516, arrival_time=2021-04-14 21:44:38.439189, cost_time=0:00:11.872895 2021-04-14 21:44:31,883 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.43ms, fps=2659 images/s, loss=0.5776, top1-acc=82.18%, top5-acc=97.94%, remaining_time=0:00:06.516906, arrival_time=2021-04-14 21:44:38.399956, cost_time=0:00:12.836290 2021-04-14 21:44:32,860 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.35ms, fps=2619 images/s, loss=0.5784, top1-acc=82.13%, top5-acc=97.94%, remaining_time=0:00:05.525688, arrival_time=2021-04-14 21:44:38.386588, cost_time=0:00:13.814187 2021-04-14 21:44:33,826 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.30ms, fps=2652 images/s, loss=0.5798, top1-acc=82.07%, top5-acc=97.92%, remaining_time=0:00:04.532518, arrival_time=2021-04-14 21:44:38.359350, cost_time=0:00:14.779945 2021-04-14 21:44:34,802 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.50ms, fps=2625 images/s, loss=0.5828, top1-acc=82.02%, top5-acc=97.93%, remaining_time=0:00:03.545064, arrival_time=2021-04-14 21:44:38.347760, cost_time=0:00:15.755917 2021-04-14 21:44:35,770 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.53ms, fps=2647 images/s, loss=0.5858, top1-acc=81.85%, top5-acc=97.94%, remaining_time=0:00:02.557750, arrival_time=2021-04-14 21:44:38.328165, cost_time=0:00:16.723706 2021-04-14 21:44:36,753 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=2.02ms, fps=2606 images/s, loss=0.5870, top1-acc=81.82%, top5-acc=97.94%, remaining_time=0:00:01.573920, arrival_time=2021-04-14 21:44:38.327217, cost_time=0:00:17.706524 2021-04-14 21:44:37,721 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.33ms, fps=2646 images/s, loss=0.5891, top1-acc=81.71%, top5-acc=97.94%, remaining_time=0:00:00.589722, arrival_time=2021-04-14 21:44:38.311043, cost_time=0:00:18.674619 2021-04-14 21:44:38,264 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.41ms, fps=2506 images/s, loss=0.5908, top1-acc=81.67%, top5-acc=97.92%, remaining_time=0:00:00, arrival_time=2021-04-14 21:44:38.264476, cost_time=0:00:19.217764 2021-04-14 21:44:38,719 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=2.11ms, fps=5651 images/s, loss=1.3851, top1-acc=61.80%, top5-acc=88.16%, remaining_time=0:00:01.359090, arrival_time=2021-04-14 21:44:40.078491, cost_time=0:00:00.453030 2021-04-14 21:44:39,063 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=0.39ms, fps=7442 images/s, loss=1.4057, top1-acc=61.91%, top5-acc=87.75%, remaining_time=0:00:00.797560, arrival_time=2021-04-14 21:44:39.861433, cost_time=0:00:00.797554 2021-04-14 21:44:39,435 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=30.34ms, fps=6894 images/s, loss=1.3935, top1-acc=62.38%, top5-acc=87.92%, remaining_time=0:00:00.389740, arrival_time=2021-04-14 21:44:39.825317, cost_time=0:00:01.169210 2021-04-14 21:44:39,744 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.07ms, fps=7528 images/s, loss=1.3790, top1-acc=62.79%, top5-acc=87.99%, remaining_time=0:00:00, arrival_time=2021-04-14 21:44:39.744176, cost_time=0:00:01.477883 2021-04-14 21:44:39,921 INFO : Epoch=0096 complete, best val top1-acc=64.09%, top5-acc=88.73% (epoch=92), remaining_time=0:36:14.175640, arrival_time=2021-04-14 22:20:54.097556, cost_time=0:33:26.931324 2021-04-14 21:44:39,923 INFO : Train start, epoch=0097, lr=0.053140 2021-04-14 21:44:41,069 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.48ms, fps=2234 images/s, loss=0.6142, top1-acc=81.33%, top5-acc=97.97%, remaining_time=0:00:21.310764, arrival_time=2021-04-14 21:45:02.379766, cost_time=0:00:01.145742 2021-04-14 21:44:42,029 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.36ms, fps=2666 images/s, loss=0.6089, top1-acc=81.33%, top5-acc=97.93%, remaining_time=0:00:18.535264, arrival_time=2021-04-14 21:45:00.564801, cost_time=0:00:02.106275 2021-04-14 21:44:42,996 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.57ms, fps=2649 images/s, loss=0.6000, top1-acc=81.55%, top5-acc=97.88%, remaining_time=0:00:17.004542, arrival_time=2021-04-14 21:45:00.001155, cost_time=0:00:03.073122 2021-04-14 21:44:43,965 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=2.10ms, fps=2644 images/s, loss=0.5857, top1-acc=82.00%, top5-acc=98.02%, remaining_time=0:00:15.765672, arrival_time=2021-04-14 21:44:59.731400, cost_time=0:00:04.042464 2021-04-14 21:44:44,937 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.33ms, fps=2636 images/s, loss=0.5754, top1-acc=82.30%, top5-acc=98.09%, remaining_time=0:00:14.640588, arrival_time=2021-04-14 21:44:59.577739, cost_time=0:00:05.013887 2021-04-14 21:44:45,907 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.39ms, fps=2641 images/s, loss=0.5717, top1-acc=82.38%, top5-acc=98.05%, remaining_time=0:00:13.563144, arrival_time=2021-04-14 21:44:59.470158, cost_time=0:00:05.983750 2021-04-14 21:44:46,883 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.92ms, fps=2623 images/s, loss=0.5760, top1-acc=82.15%, top5-acc=98.05%, remaining_time=0:00:12.528432, arrival_time=2021-04-14 21:44:59.411959, cost_time=0:00:06.960226 2021-04-14 21:44:47,858 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.48ms, fps=2628 images/s, loss=0.5746, top1-acc=82.19%, top5-acc=98.01%, remaining_time=0:00:11.505576, arrival_time=2021-04-14 21:44:59.363794, cost_time=0:00:07.934842 2021-04-14 21:44:48,828 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.36ms, fps=2641 images/s, loss=0.5745, top1-acc=82.26%, top5-acc=97.99%, remaining_time=0:00:10.488064, arrival_time=2021-04-14 21:44:59.316299, cost_time=0:00:08.904921 2021-04-14 21:44:49,797 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.56ms, fps=2642 images/s, loss=0.5734, top1-acc=82.35%, top5-acc=97.99%, remaining_time=0:00:09.479520, arrival_time=2021-04-14 21:44:59.277314, cost_time=0:00:09.874523 2021-04-14 21:44:50,756 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.45ms, fps=2670 images/s, loss=0.5739, top1-acc=82.38%, top5-acc=97.99%, remaining_time=0:00:08.469882, arrival_time=2021-04-14 21:44:59.226752, cost_time=0:00:10.833598 2021-04-14 21:44:51,715 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.56ms, fps=2672 images/s, loss=0.5747, top1-acc=82.31%, top5-acc=97.98%, remaining_time=0:00:07.468292, arrival_time=2021-04-14 21:44:59.183619, cost_time=0:00:11.792063 2021-04-14 21:44:52,683 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.91ms, fps=2645 images/s, loss=0.5778, top1-acc=82.18%, top5-acc=97.95%, remaining_time=0:00:06.478296, arrival_time=2021-04-14 21:44:59.161872, cost_time=0:00:12.760219 2021-04-14 21:44:53,656 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.31ms, fps=2633 images/s, loss=0.5791, top1-acc=82.18%, top5-acc=97.92%, remaining_time=0:00:05.493208, arrival_time=2021-04-14 21:44:59.149614, cost_time=0:00:13.733089 2021-04-14 21:44:54,630 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.42ms, fps=2630 images/s, loss=0.5816, top1-acc=82.15%, top5-acc=97.87%, remaining_time=0:00:04.510162, arrival_time=2021-04-14 21:44:59.140475, cost_time=0:00:14.707059 2021-04-14 21:44:55,596 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.97ms, fps=2650 images/s, loss=0.5831, top1-acc=82.08%, top5-acc=97.88%, remaining_time=0:00:03.526524, arrival_time=2021-04-14 21:44:59.123289, cost_time=0:00:15.673450 2021-04-14 21:44:56,579 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.86ms, fps=2606 images/s, loss=0.5854, top1-acc=82.00%, top5-acc=97.84%, remaining_time=0:00:02.547454, arrival_time=2021-04-14 21:44:59.127244, cost_time=0:00:16.656490 2021-04-14 21:44:57,566 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.87ms, fps=2596 images/s, loss=0.5868, top1-acc=81.92%, top5-acc=97.83%, remaining_time=0:00:01.568288, arrival_time=2021-04-14 21:44:59.134923, cost_time=0:00:17.643312 2021-04-14 21:44:58,535 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.29ms, fps=2645 images/s, loss=0.5903, top1-acc=81.84%, top5-acc=97.82%, remaining_time=0:00:00.587742, arrival_time=2021-04-14 21:44:59.122857, cost_time=0:00:18.611778 2021-04-14 21:44:59,082 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=0.06ms, fps=2486 images/s, loss=0.5925, top1-acc=81.76%, top5-acc=97.79%, remaining_time=0:00:00, arrival_time=2021-04-14 21:44:59.082729, cost_time=0:00:19.159475 2021-04-14 21:44:59,539 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.20ms, fps=5626 images/s, loss=1.3704, top1-acc=63.40%, top5-acc=88.59%, remaining_time=0:00:01.365030, arrival_time=2021-04-14 21:45:00.904545, cost_time=0:00:00.455010 2021-04-14 21:44:59,927 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=2.72ms, fps=6603 images/s, loss=1.3756, top1-acc=63.22%, top5-acc=88.16%, remaining_time=0:00:00.843280, arrival_time=2021-04-14 21:45:00.771041, cost_time=0:00:00.843275 2021-04-14 21:45:00,267 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=2.33ms, fps=7546 images/s, loss=1.3856, top1-acc=63.06%, top5-acc=87.92%, remaining_time=0:00:00.394340, arrival_time=2021-04-14 21:45:00.661872, cost_time=0:00:01.183031 2021-04-14 21:45:00,587 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.11ms, fps=7259 images/s, loss=1.3691, top1-acc=63.13%, top5-acc=87.99%, remaining_time=0:00:00, arrival_time=2021-04-14 21:45:00.587579, cost_time=0:00:01.503152 2021-04-14 21:45:00,751 INFO : Epoch=0097 complete, best val top1-acc=64.09%, top5-acc=88.73% (epoch=92), remaining_time=0:35:53.189559, arrival_time=2021-04-14 22:20:53.941140, cost_time=0:33:47.760995 2021-04-14 21:45:00,752 INFO : Train start, epoch=0098, lr=0.052355 2021-04-14 21:45:01,948 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=0.24ms, fps=2142 images/s, loss=0.5195, top1-acc=83.79%, top5-acc=98.36%, remaining_time=0:00:22.227372, arrival_time=2021-04-14 21:45:24.175490, cost_time=0:00:01.195022 2021-04-14 21:45:02,909 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.58ms, fps=2664 images/s, loss=0.5388, top1-acc=83.44%, top5-acc=98.38%, remaining_time=0:00:18.977552, arrival_time=2021-04-14 21:45:21.887189, cost_time=0:00:02.156546 2021-04-14 21:45:03,882 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=2.18ms, fps=2632 images/s, loss=0.5321, top1-acc=83.61%, top5-acc=98.26%, remaining_time=0:00:17.317452, arrival_time=2021-04-14 21:45:21.200277, cost_time=0:00:03.129667 2021-04-14 21:45:04,849 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.55ms, fps=2650 images/s, loss=0.5332, top1-acc=83.56%, top5-acc=98.28%, remaining_time=0:00:15.975804, arrival_time=2021-04-14 21:45:20.825227, cost_time=0:00:04.096369 2021-04-14 21:45:05,816 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.40ms, fps=2649 images/s, loss=0.5332, top1-acc=83.59%, top5-acc=98.31%, remaining_time=0:00:14.785274, arrival_time=2021-04-14 21:45:20.601818, cost_time=0:00:05.063426 2021-04-14 21:45:06,786 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.37ms, fps=2641 images/s, loss=0.5289, top1-acc=83.73%, top5-acc=98.33%, remaining_time=0:00:13.675752, arrival_time=2021-04-14 21:45:20.462243, cost_time=0:00:06.033433 2021-04-14 21:45:07,754 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.35ms, fps=2647 images/s, loss=0.5312, top1-acc=83.63%, top5-acc=98.31%, remaining_time=0:00:12.601638, arrival_time=2021-04-14 21:45:20.355720, cost_time=0:00:07.000922 2021-04-14 21:45:08,727 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.46ms, fps=2632 images/s, loss=0.5337, top1-acc=83.60%, top5-acc=98.25%, remaining_time=0:00:11.562880, arrival_time=2021-04-14 21:45:20.290284, cost_time=0:00:07.974393 2021-04-14 21:45:09,695 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.53ms, fps=2647 images/s, loss=0.5319, top1-acc=83.69%, top5-acc=98.24%, remaining_time=0:00:10.531524, arrival_time=2021-04-14 21:45:20.226508, cost_time=0:00:08.941887 2021-04-14 21:45:10,668 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.91ms, fps=2632 images/s, loss=0.5347, top1-acc=83.51%, top5-acc=98.21%, remaining_time=0:00:09.518400, arrival_time=2021-04-14 21:45:20.186405, cost_time=0:00:09.914984 2021-04-14 21:45:11,632 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.58ms, fps=2656 images/s, loss=0.5369, top1-acc=83.38%, top5-acc=98.18%, remaining_time=0:00:08.505572, arrival_time=2021-04-14 21:45:20.137767, cost_time=0:00:10.879184 2021-04-14 21:45:12,598 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.48ms, fps=2650 images/s, loss=0.5390, top1-acc=83.35%, top5-acc=98.14%, remaining_time=0:00:07.502340, arrival_time=2021-04-14 21:45:20.101198, cost_time=0:00:11.845761 2021-04-14 21:45:13,568 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.37ms, fps=2641 images/s, loss=0.5453, top1-acc=83.19%, top5-acc=98.08%, remaining_time=0:00:06.506478, arrival_time=2021-04-14 21:45:20.075271, cost_time=0:00:12.815763 2021-04-14 21:45:14,534 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.45ms, fps=2652 images/s, loss=0.5499, top1-acc=83.06%, top5-acc=98.07%, remaining_time=0:00:05.512640, arrival_time=2021-04-14 21:45:20.047296, cost_time=0:00:13.781609 2021-04-14 21:45:15,500 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.42ms, fps=2652 images/s, loss=0.5568, top1-acc=82.84%, top5-acc=98.04%, remaining_time=0:00:04.522582, arrival_time=2021-04-14 21:45:20.023218, cost_time=0:00:14.747563 2021-04-14 21:45:16,475 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.40ms, fps=2628 images/s, loss=0.5639, top1-acc=82.67%, top5-acc=97.99%, remaining_time=0:00:03.537540, arrival_time=2021-04-14 21:45:20.013020, cost_time=0:00:15.722321 2021-04-14 21:45:17,440 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.34ms, fps=2654 images/s, loss=0.5689, top1-acc=82.54%, top5-acc=97.95%, remaining_time=0:00:02.552264, arrival_time=2021-04-14 21:45:19.993092, cost_time=0:00:16.687820 2021-04-14 21:45:18,408 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.40ms, fps=2647 images/s, loss=0.5733, top1-acc=82.44%, top5-acc=97.91%, remaining_time=0:00:01.569360, arrival_time=2021-04-14 21:45:19.977643, cost_time=0:00:17.655278 2021-04-14 21:45:19,373 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.38ms, fps=2652 images/s, loss=0.5776, top1-acc=82.28%, top5-acc=97.90%, remaining_time=0:00:00.588024, arrival_time=2021-04-14 21:45:19.961904, cost_time=0:00:18.620835 2021-04-14 21:45:19,949 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.92ms, fps=2367 images/s, loss=0.5798, top1-acc=82.21%, top5-acc=97.89%, remaining_time=0:00:00, arrival_time=2021-04-14 21:45:19.949047, cost_time=0:00:19.195895 2021-04-14 21:45:20,463 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=4.46ms, fps=5001 images/s, loss=1.3377, top1-acc=63.24%, top5-acc=88.71%, remaining_time=0:00:01.535580, arrival_time=2021-04-14 21:45:21.999411, cost_time=0:00:00.511863 2021-04-14 21:45:20,836 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=3.91ms, fps=6882 images/s, loss=1.3505, top1-acc=63.01%, top5-acc=88.54%, remaining_time=0:00:00.884300, arrival_time=2021-04-14 21:45:21.720545, cost_time=0:00:00.884297 2021-04-14 21:45:21,173 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=0.33ms, fps=7596 images/s, loss=1.3831, top1-acc=62.93%, top5-acc=88.03%, remaining_time=0:00:00.407230, arrival_time=2021-04-14 21:45:21.580917, cost_time=0:00:01.221701 2021-04-14 21:45:21,484 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.08ms, fps=7488 images/s, loss=1.3639, top1-acc=62.85%, top5-acc=88.16%, remaining_time=0:00:00, arrival_time=2021-04-14 21:45:21.483958, cost_time=0:00:01.531995 2021-04-14 21:45:21,611 INFO : Epoch=0098 complete, best val top1-acc=64.09%, top5-acc=88.73% (epoch=92), remaining_time=0:35:32.237580, arrival_time=2021-04-14 22:20:53.848608, cost_time=0:34:08.620420 2021-04-14 21:45:21,612 INFO : Train start, epoch=0099, lr=0.051571 2021-04-14 21:45:22,771 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=2.05ms, fps=2209 images/s, loss=0.5484, top1-acc=83.98%, top5-acc=98.01%, remaining_time=0:00:21.551076, arrival_time=2021-04-14 21:45:44.322797, cost_time=0:00:01.158660 2021-04-14 21:45:23,753 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.38ms, fps=2609 images/s, loss=0.5538, top1-acc=83.65%, top5-acc=98.22%, remaining_time=0:00:18.837104, arrival_time=2021-04-14 21:45:42.590757, cost_time=0:00:02.140584 2021-04-14 21:45:24,725 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.30ms, fps=2635 images/s, loss=0.5505, top1-acc=83.52%, top5-acc=98.32%, remaining_time=0:00:17.223994, arrival_time=2021-04-14 21:45:41.949795, cost_time=0:00:03.112770 2021-04-14 21:45:25,690 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.50ms, fps=2656 images/s, loss=0.5410, top1-acc=83.68%, top5-acc=98.38%, remaining_time=0:00:15.900768, arrival_time=2021-04-14 21:45:41.590981, cost_time=0:00:04.077116 2021-04-14 21:45:26,655 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.33ms, fps=2653 images/s, loss=0.5313, top1-acc=83.96%, top5-acc=98.48%, remaining_time=0:00:14.724684, arrival_time=2021-04-14 21:45:41.380453, cost_time=0:00:05.042689 2021-04-14 21:45:27,615 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.40ms, fps=2669 images/s, loss=0.5398, top1-acc=83.82%, top5-acc=98.34%, remaining_time=0:00:13.605848, arrival_time=2021-04-14 21:45:41.221442, cost_time=0:00:06.002587 2021-04-14 21:45:28,582 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.70ms, fps=2649 images/s, loss=0.5415, top1-acc=83.71%, top5-acc=98.28%, remaining_time=0:00:12.544560, arrival_time=2021-04-14 21:45:41.126856, cost_time=0:00:06.969207 2021-04-14 21:45:29,549 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.46ms, fps=2648 images/s, loss=0.5454, top1-acc=83.55%, top5-acc=98.29%, remaining_time=0:00:11.507896, arrival_time=2021-04-14 21:45:41.057369, cost_time=0:00:07.936458 2021-04-14 21:45:30,511 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.52ms, fps=2662 images/s, loss=0.5477, top1-acc=83.43%, top5-acc=98.25%, remaining_time=0:00:10.480644, arrival_time=2021-04-14 21:45:40.992304, cost_time=0:00:08.898648 2021-04-14 21:45:31,478 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.80ms, fps=2648 images/s, loss=0.5495, top1-acc=83.29%, top5-acc=98.21%, remaining_time=0:00:09.471072, arrival_time=2021-04-14 21:45:40.949879, cost_time=0:00:09.865748 2021-04-14 21:45:32,448 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.61ms, fps=2642 images/s, loss=0.5520, top1-acc=83.19%, top5-acc=98.21%, remaining_time=0:00:08.471086, arrival_time=2021-04-14 21:45:40.919202, cost_time=0:00:10.835103 2021-04-14 21:45:33,408 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.43ms, fps=2667 images/s, loss=0.5557, top1-acc=83.00%, top5-acc=98.15%, remaining_time=0:00:07.470344, arrival_time=2021-04-14 21:45:40.878598, cost_time=0:00:11.795241 2021-04-14 21:45:34,382 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.43ms, fps=2630 images/s, loss=0.5571, top1-acc=82.88%, top5-acc=98.17%, remaining_time=0:00:06.482784, arrival_time=2021-04-14 21:45:40.864974, cost_time=0:00:12.769184 2021-04-14 21:45:35,345 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.68ms, fps=2658 images/s, loss=0.5585, top1-acc=82.80%, top5-acc=98.16%, remaining_time=0:00:05.493096, arrival_time=2021-04-14 21:45:40.838893, cost_time=0:00:13.732687 2021-04-14 21:45:36,305 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.36ms, fps=2670 images/s, loss=0.5626, top1-acc=82.64%, top5-acc=98.12%, remaining_time=0:00:04.505562, arrival_time=2021-04-14 21:45:40.810620, cost_time=0:00:14.692034 2021-04-14 21:45:37,269 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.37ms, fps=2657 images/s, loss=0.5644, top1-acc=82.57%, top5-acc=98.13%, remaining_time=0:00:03.522600, arrival_time=2021-04-14 21:45:40.791705, cost_time=0:00:15.656060 2021-04-14 21:45:38,237 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.46ms, fps=2644 images/s, loss=0.5672, top1-acc=82.47%, top5-acc=98.09%, remaining_time=0:00:02.542592, arrival_time=2021-04-14 21:45:40.780330, cost_time=0:00:16.624691 2021-04-14 21:45:39,200 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.52ms, fps=2660 images/s, loss=0.5708, top1-acc=82.33%, top5-acc=98.03%, remaining_time=0:00:01.563328, arrival_time=2021-04-14 21:45:40.763812, cost_time=0:00:17.587466 2021-04-14 21:45:40,165 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.30ms, fps=2653 images/s, loss=0.5726, top1-acc=82.28%, top5-acc=98.02%, remaining_time=0:00:00.585876, arrival_time=2021-04-14 21:45:40.751616, cost_time=0:00:18.552716 2021-04-14 21:45:40,707 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.20ms, fps=2513 images/s, loss=0.5762, top1-acc=82.17%, top5-acc=98.00%, remaining_time=0:00:00, arrival_time=2021-04-14 21:45:40.707300, cost_time=0:00:19.094290 2021-04-14 21:45:41,201 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=11.42ms, fps=5201 images/s, loss=1.3857, top1-acc=63.98%, top5-acc=87.85%, remaining_time=0:00:01.476660, arrival_time=2021-04-14 21:45:42.678099, cost_time=0:00:00.492223 2021-04-14 21:45:41,569 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=0.34ms, fps=6972 images/s, loss=1.4062, top1-acc=63.32%, top5-acc=87.30%, remaining_time=0:00:00.859840, arrival_time=2021-04-14 21:45:42.429025, cost_time=0:00:00.859849 2021-04-14 21:45:41,945 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=9.04ms, fps=6807 images/s, loss=1.4135, top1-acc=62.98%, top5-acc=87.51%, remaining_time=0:00:00.412220, arrival_time=2021-04-14 21:45:42.358083, cost_time=0:00:01.236648 2021-04-14 21:45:42,249 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.07ms, fps=7661 images/s, loss=1.3950, top1-acc=62.86%, top5-acc=87.70%, remaining_time=0:00:00, arrival_time=2021-04-14 21:45:42.249087, cost_time=0:00:01.539942 2021-04-14 21:45:42,370 INFO : Epoch=0099 complete, best val top1-acc=64.09%, top5-acc=88.73% (epoch=92), remaining_time=0:35:11.185628, arrival_time=2021-04-14 22:20:53.556194, cost_time=0:34:29.379982 2021-04-14 21:45:42,371 INFO : Train start, epoch=0100, lr=0.050785 2021-04-14 21:45:43,624 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=0.22ms, fps=2044 images/s, loss=0.5810, top1-acc=82.23%, top5-acc=98.16%, remaining_time=0:00:23.295756, arrival_time=2021-04-14 21:46:06.920209, cost_time=0:00:01.252459 2021-04-14 21:45:44,587 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.39ms, fps=2660 images/s, loss=0.5546, top1-acc=82.68%, top5-acc=98.42%, remaining_time=0:00:19.495520, arrival_time=2021-04-14 21:46:04.082857, cost_time=0:00:02.215401 2021-04-14 21:45:45,548 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.62ms, fps=2664 images/s, loss=0.5467, top1-acc=82.96%, top5-acc=98.31%, remaining_time=0:00:17.577408, arrival_time=2021-04-14 21:46:03.126016, cost_time=0:00:03.176643 2021-04-14 21:45:46,520 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.75ms, fps=2637 images/s, loss=0.5378, top1-acc=83.12%, top5-acc=98.35%, remaining_time=0:00:16.177044, arrival_time=2021-04-14 21:46:02.696997, cost_time=0:00:04.147972 2021-04-14 21:45:47,506 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=2.51ms, fps=2596 images/s, loss=0.5350, top1-acc=83.13%, top5-acc=98.37%, remaining_time=0:00:14.992886, arrival_time=2021-04-14 21:46:02.499440, cost_time=0:00:05.134568 2021-04-14 21:45:48,476 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.43ms, fps=2640 images/s, loss=0.5358, top1-acc=83.16%, top5-acc=98.33%, remaining_time=0:00:13.837320, arrival_time=2021-04-14 21:46:02.313957, cost_time=0:00:06.104686 2021-04-14 21:45:49,437 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.37ms, fps=2666 images/s, loss=0.5352, top1-acc=83.24%, top5-acc=98.33%, remaining_time=0:00:12.717306, arrival_time=2021-04-14 21:46:02.154535, cost_time=0:00:07.065203 2021-04-14 21:45:50,413 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=2.22ms, fps=2623 images/s, loss=0.5321, top1-acc=83.42%, top5-acc=98.34%, remaining_time=0:00:11.660668, arrival_time=2021-04-14 21:46:02.074479, cost_time=0:00:08.041850 2021-04-14 21:45:51,382 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.52ms, fps=2645 images/s, loss=0.5304, top1-acc=83.49%, top5-acc=98.39%, remaining_time=0:00:10.612084, arrival_time=2021-04-14 21:46:01.994265, cost_time=0:00:09.010235 2021-04-14 21:45:52,354 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.67ms, fps=2635 images/s, loss=0.5341, top1-acc=83.42%, top5-acc=98.32%, remaining_time=0:00:09.583008, arrival_time=2021-04-14 21:46:01.937266, cost_time=0:00:09.982283 2021-04-14 21:45:53,318 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.32ms, fps=2657 images/s, loss=0.5327, top1-acc=83.45%, top5-acc=98.32%, remaining_time=0:00:08.558032, arrival_time=2021-04-14 21:46:01.876277, cost_time=0:00:10.946305 2021-04-14 21:45:54,277 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.57ms, fps=2671 images/s, loss=0.5343, top1-acc=83.40%, top5-acc=98.33%, remaining_time=0:00:07.540036, arrival_time=2021-04-14 21:46:01.817281, cost_time=0:00:11.905291 2021-04-14 21:45:55,237 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.44ms, fps=2666 images/s, loss=0.5371, top1-acc=83.36%, top5-acc=98.31%, remaining_time=0:00:06.531888, arrival_time=2021-04-14 21:46:01.769705, cost_time=0:00:12.865872 2021-04-14 21:45:56,205 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.54ms, fps=2646 images/s, loss=0.5388, top1-acc=83.36%, top5-acc=98.29%, remaining_time=0:00:05.533584, arrival_time=2021-04-14 21:46:01.739423, cost_time=0:00:13.833904 2021-04-14 21:45:57,169 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.40ms, fps=2658 images/s, loss=0.5410, top1-acc=83.28%, top5-acc=98.29%, remaining_time=0:00:04.537900, arrival_time=2021-04-14 21:46:01.707332, cost_time=0:00:14.797443 2021-04-14 21:45:58,137 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.27ms, fps=2646 images/s, loss=0.5461, top1-acc=83.10%, top5-acc=98.24%, remaining_time=0:00:03.547188, arrival_time=2021-04-14 21:46:01.684519, cost_time=0:00:15.765357 2021-04-14 21:45:59,112 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.41ms, fps=2628 images/s, loss=0.5486, top1-acc=83.03%, top5-acc=98.21%, remaining_time=0:00:02.560220, arrival_time=2021-04-14 21:46:01.672166, cost_time=0:00:16.739922 2021-04-14 21:46:00,076 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.51ms, fps=2656 images/s, loss=0.5501, top1-acc=82.99%, top5-acc=98.19%, remaining_time=0:00:01.573728, arrival_time=2021-04-14 21:46:01.650152, cost_time=0:00:17.704410 2021-04-14 21:46:01,052 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.64ms, fps=2625 images/s, loss=0.5575, top1-acc=82.77%, top5-acc=98.14%, remaining_time=0:00:00.589908, arrival_time=2021-04-14 21:46:01.642231, cost_time=0:00:18.680376 2021-04-14 21:46:01,614 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.78ms, fps=2419 images/s, loss=0.5587, top1-acc=82.75%, top5-acc=98.12%, remaining_time=0:00:00, arrival_time=2021-04-14 21:46:01.614891, cost_time=0:00:19.242938 2021-04-14 21:46:02,159 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=5.33ms, fps=4714 images/s, loss=1.3748, top1-acc=63.52%, top5-acc=88.91%, remaining_time=0:00:01.629000, arrival_time=2021-04-14 21:46:03.788910, cost_time=0:00:00.543005 2021-04-14 21:46:02,514 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=0.35ms, fps=7224 images/s, loss=1.3880, top1-acc=63.18%, top5-acc=88.50%, remaining_time=0:00:00.897900, arrival_time=2021-04-14 21:46:03.412702, cost_time=0:00:00.897901 2021-04-14 21:46:02,863 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=6.49ms, fps=7362 images/s, loss=1.3887, top1-acc=63.10%, top5-acc=88.39%, remaining_time=0:00:00.415390, arrival_time=2021-04-14 21:46:03.278455, cost_time=0:00:01.246164 2021-04-14 21:46:03,168 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.07ms, fps=7596 images/s, loss=1.4096, top1-acc=62.60%, top5-acc=88.08%, remaining_time=0:00:00, arrival_time=2021-04-14 21:46:03.168950, cost_time=0:00:01.552130 2021-04-14 21:46:03,272 INFO : Epoch=0100 complete, best val top1-acc=64.09%, top5-acc=88.73% (epoch=92), remaining_time=0:34:50.282200, arrival_time=2021-04-14 22:20:53.555012, cost_time=0:34:50.282228 2021-04-14 21:46:03,273 INFO : Train start, epoch=0101, lr=0.050000 2021-04-14 21:46:04,426 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.46ms, fps=2222 images/s, loss=0.5297, top1-acc=83.67%, top5-acc=98.24%, remaining_time=0:00:21.428502, arrival_time=2021-04-14 21:46:25.854652, cost_time=0:00:01.152068 2021-04-14 21:46:05,417 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=2.04ms, fps=2585 images/s, loss=0.5248, top1-acc=84.02%, top5-acc=98.40%, remaining_time=0:00:18.856816, arrival_time=2021-04-14 21:46:24.273783, cost_time=0:00:02.142825 2021-04-14 21:46:06,390 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.98ms, fps=2631 images/s, loss=0.5271, top1-acc=83.85%, top5-acc=98.39%, remaining_time=0:00:17.244412, arrival_time=2021-04-14 21:46:23.635041, cost_time=0:00:03.116474 2021-04-14 21:46:07,359 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=2.03ms, fps=2644 images/s, loss=0.5237, top1-acc=83.97%, top5-acc=98.45%, remaining_time=0:00:15.931968, arrival_time=2021-04-14 21:46:23.291262, cost_time=0:00:04.085119 2021-04-14 21:46:08,330 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.63ms, fps=2638 images/s, loss=0.5168, top1-acc=84.14%, top5-acc=98.52%, remaining_time=0:00:14.763812, arrival_time=2021-04-14 21:46:23.094111, cost_time=0:00:05.056125 2021-04-14 21:46:09,316 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=2.20ms, fps=2598 images/s, loss=0.5171, top1-acc=84.17%, top5-acc=98.51%, remaining_time=0:00:13.695064, arrival_time=2021-04-14 21:46:23.011143, cost_time=0:00:06.041914 2021-04-14 21:46:10,293 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.39ms, fps=2621 images/s, loss=0.5145, top1-acc=84.16%, top5-acc=98.55%, remaining_time=0:00:12.634398, arrival_time=2021-04-14 21:46:22.927730, cost_time=0:00:07.019144 2021-04-14 21:46:11,270 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.29ms, fps=2623 images/s, loss=0.5139, top1-acc=84.24%, top5-acc=98.57%, remaining_time=0:00:11.594084, arrival_time=2021-04-14 21:46:22.864060, cost_time=0:00:07.995899 2021-04-14 21:46:12,232 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.37ms, fps=2662 images/s, loss=0.5157, top1-acc=84.15%, top5-acc=98.54%, remaining_time=0:00:10.550604, arrival_time=2021-04-14 21:46:22.782806, cost_time=0:00:08.958032 2021-04-14 21:46:13,196 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.56ms, fps=2657 images/s, loss=0.5202, top1-acc=83.97%, top5-acc=98.50%, remaining_time=0:00:09.525120, arrival_time=2021-04-14 21:46:22.721260, cost_time=0:00:09.922015 2021-04-14 21:46:14,205 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=4.33ms, fps=2538 images/s, loss=0.5259, top1-acc=83.85%, top5-acc=98.45%, remaining_time=0:00:08.546164, arrival_time=2021-04-14 21:46:22.751549, cost_time=0:00:10.931187 2021-04-14 21:46:15,167 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.53ms, fps=2662 images/s, loss=0.5321, top1-acc=83.68%, top5-acc=98.41%, remaining_time=0:00:07.532512, arrival_time=2021-04-14 21:46:22.700119, cost_time=0:00:11.893480 2021-04-14 21:46:16,145 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.98ms, fps=2618 images/s, loss=0.5375, top1-acc=83.47%, top5-acc=98.36%, remaining_time=0:00:06.534924, arrival_time=2021-04-14 21:46:22.680829, cost_time=0:00:12.871827 2021-04-14 21:46:17,123 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=2.06ms, fps=2621 images/s, loss=0.5401, top1-acc=83.36%, top5-acc=98.33%, remaining_time=0:00:05.539632, arrival_time=2021-04-14 21:46:22.662886, cost_time=0:00:13.849045 2021-04-14 21:46:18,106 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.36ms, fps=2607 images/s, loss=0.5434, top1-acc=83.25%, top5-acc=98.32%, remaining_time=0:00:04.548434, arrival_time=2021-04-14 21:46:22.654399, cost_time=0:00:14.831879 2021-04-14 21:46:19,079 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.58ms, fps=2631 images/s, loss=0.5466, top1-acc=83.17%, top5-acc=98.30%, remaining_time=0:00:03.556188, arrival_time=2021-04-14 21:46:22.635663, cost_time=0:00:15.805345 2021-04-14 21:46:20,044 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.71ms, fps=2655 images/s, loss=0.5499, top1-acc=83.06%, top5-acc=98.26%, remaining_time=0:00:02.564848, arrival_time=2021-04-14 21:46:22.609209, cost_time=0:00:16.770187 2021-04-14 21:46:21,015 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.68ms, fps=2637 images/s, loss=0.5498, top1-acc=83.07%, top5-acc=98.24%, remaining_time=0:00:01.577040, arrival_time=2021-04-14 21:46:22.592834, cost_time=0:00:17.741701 2021-04-14 21:46:21,977 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.33ms, fps=2662 images/s, loss=0.5520, top1-acc=82.99%, top5-acc=98.21%, remaining_time=0:00:00.590646, arrival_time=2021-04-14 21:46:22.568481, cost_time=0:00:18.703752 2021-04-14 21:46:22,523 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.23ms, fps=2493 images/s, loss=0.5553, top1-acc=82.91%, top5-acc=98.18%, remaining_time=0:00:00, arrival_time=2021-04-14 21:46:22.523804, cost_time=0:00:19.249730 2021-04-14 21:46:22,992 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.21ms, fps=5483 images/s, loss=1.3734, top1-acc=64.57%, top5-acc=88.52%, remaining_time=0:00:01.400790, arrival_time=2021-04-14 21:46:24.393218, cost_time=0:00:00.466929 2021-04-14 21:46:23,328 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=0.28ms, fps=7630 images/s, loss=1.3461, top1-acc=64.28%, top5-acc=88.75%, remaining_time=0:00:00.802780, arrival_time=2021-04-14 21:46:24.131124, cost_time=0:00:00.802782 2021-04-14 21:46:23,716 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=0.23ms, fps=6618 images/s, loss=1.3492, top1-acc=64.24%, top5-acc=88.67%, remaining_time=0:00:00.396720, arrival_time=2021-04-14 21:46:24.112619, cost_time=0:00:01.190152 2021-04-14 21:46:24,020 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.06ms, fps=7636 images/s, loss=1.3232, top1-acc=64.54%, top5-acc=88.84%, remaining_time=0:00:00, arrival_time=2021-04-14 21:46:24.020433, cost_time=0:00:01.494959 2021-04-14 21:46:24,271 INFO : Epoch=0101 complete, best val top1-acc=64.54%, top5-acc=88.84% (epoch=101), remaining_time=0:34:29.473626, arrival_time=2021-04-14 22:20:53.745438, cost_time=0:35:11.281224 2021-04-14 21:46:24,273 INFO : Train start, epoch=0102, lr=0.049215 2021-04-14 21:46:25,439 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=0.24ms, fps=2196 images/s, loss=0.5071, top1-acc=83.98%, top5-acc=98.71%, remaining_time=0:00:21.686112, arrival_time=2021-04-14 21:46:47.125488, cost_time=0:00:01.165922 2021-04-14 21:46:26,401 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.40ms, fps=2664 images/s, loss=0.5093, top1-acc=84.39%, top5-acc=98.59%, remaining_time=0:00:18.720416, arrival_time=2021-04-14 21:46:45.121351, cost_time=0:00:02.127327 2021-04-14 21:46:27,368 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.32ms, fps=2648 images/s, loss=0.5072, top1-acc=84.64%, top5-acc=98.63%, remaining_time=0:00:17.126718, arrival_time=2021-04-14 21:46:44.495293, cost_time=0:00:03.095202 2021-04-14 21:46:28,332 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.43ms, fps=2657 images/s, loss=0.5071, top1-acc=84.62%, top5-acc=98.57%, remaining_time=0:00:15.829944, arrival_time=2021-04-14 21:46:44.162384, cost_time=0:00:04.058975 2021-04-14 21:46:29,298 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=2.19ms, fps=2653 images/s, loss=0.5080, top1-acc=84.50%, top5-acc=98.59%, remaining_time=0:00:14.671978, arrival_time=2021-04-14 21:46:43.970070, cost_time=0:00:05.024646 2021-04-14 21:46:30,264 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.41ms, fps=2650 images/s, loss=0.5064, top1-acc=84.54%, top5-acc=98.59%, remaining_time=0:00:13.580416, arrival_time=2021-04-14 21:46:43.845176, cost_time=0:00:05.991344 2021-04-14 21:46:31,251 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=2.01ms, fps=2595 images/s, loss=0.5070, top1-acc=84.59%, top5-acc=98.58%, remaining_time=0:00:12.561066, arrival_time=2021-04-14 21:46:43.812893, cost_time=0:00:06.978371 2021-04-14 21:46:32,217 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.35ms, fps=2653 images/s, loss=0.5102, top1-acc=84.54%, top5-acc=98.55%, remaining_time=0:00:11.518568, arrival_time=2021-04-14 21:46:43.735758, cost_time=0:00:07.943820 2021-04-14 21:46:33,185 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.39ms, fps=2646 images/s, loss=0.5147, top1-acc=84.39%, top5-acc=98.51%, remaining_time=0:00:10.496120, arrival_time=2021-04-14 21:46:43.681290, cost_time=0:00:08.911818 2021-04-14 21:46:34,153 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.57ms, fps=2647 images/s, loss=0.5148, top1-acc=84.36%, top5-acc=98.54%, remaining_time=0:00:09.484320, arrival_time=2021-04-14 21:46:43.637228, cost_time=0:00:09.879464 2021-04-14 21:46:35,120 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.40ms, fps=2646 images/s, loss=0.5171, top1-acc=84.20%, top5-acc=98.54%, remaining_time=0:00:08.480718, arrival_time=2021-04-14 21:46:43.601523, cost_time=0:00:10.847447 2021-04-14 21:46:36,079 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.68ms, fps=2671 images/s, loss=0.5199, top1-acc=84.12%, top5-acc=98.52%, remaining_time=0:00:07.477412, arrival_time=2021-04-14 21:46:43.557295, cost_time=0:00:11.806481 2021-04-14 21:46:37,052 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.35ms, fps=2633 images/s, loss=0.5249, top1-acc=83.95%, top5-acc=98.47%, remaining_time=0:00:06.487998, arrival_time=2021-04-14 21:46:43.540763, cost_time=0:00:12.779329 2021-04-14 21:46:38,015 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.68ms, fps=2660 images/s, loss=0.5299, top1-acc=83.73%, top5-acc=98.43%, remaining_time=0:00:05.496960, arrival_time=2021-04-14 21:46:43.512694, cost_time=0:00:13.742397 2021-04-14 21:46:38,975 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.59ms, fps=2668 images/s, loss=0.5336, top1-acc=83.59%, top5-acc=98.42%, remaining_time=0:00:04.508690, arrival_time=2021-04-14 21:46:43.484273, cost_time=0:00:14.702221 2021-04-14 21:46:39,947 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.57ms, fps=2635 images/s, loss=0.5362, top1-acc=83.48%, top5-acc=98.42%, remaining_time=0:00:03.526668, arrival_time=2021-04-14 21:46:43.474337, cost_time=0:00:15.674153 2021-04-14 21:46:40,923 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.42ms, fps=2624 images/s, loss=0.5395, top1-acc=83.35%, top5-acc=98.40%, remaining_time=0:00:02.546544, arrival_time=2021-04-14 21:46:43.470452, cost_time=0:00:16.650539 2021-04-14 21:46:41,886 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.88ms, fps=2660 images/s, loss=0.5423, top1-acc=83.27%, top5-acc=98.38%, remaining_time=0:00:01.565632, arrival_time=2021-04-14 21:46:43.452368, cost_time=0:00:17.613381 2021-04-14 21:46:42,847 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.50ms, fps=2665 images/s, loss=0.5466, top1-acc=83.15%, top5-acc=98.32%, remaining_time=0:00:00.586560, arrival_time=2021-04-14 21:46:43.434325, cost_time=0:00:18.574408 2021-04-14 21:46:43,392 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.36ms, fps=2500 images/s, loss=0.5489, top1-acc=83.08%, top5-acc=98.32%, remaining_time=0:00:00, arrival_time=2021-04-14 21:46:43.392162, cost_time=0:00:19.118808 2021-04-14 21:46:43,879 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=1.91ms, fps=5275 images/s, loss=1.3616, top1-acc=63.09%, top5-acc=88.83%, remaining_time=0:00:01.455990, arrival_time=2021-04-14 21:46:45.335517, cost_time=0:00:00.485333 2021-04-14 21:46:44,239 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=0.28ms, fps=7117 images/s, loss=1.3729, top1-acc=63.42%, top5-acc=88.40%, remaining_time=0:00:00.845840, arrival_time=2021-04-14 21:46:45.085701, cost_time=0:00:00.845837 2021-04-14 21:46:44,586 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=0.22ms, fps=7403 images/s, loss=1.3729, top1-acc=63.65%, top5-acc=88.32%, remaining_time=0:00:00.397320, arrival_time=2021-04-14 21:46:44.983321, cost_time=0:00:01.191961 2021-04-14 21:46:44,918 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.08ms, fps=6995 images/s, loss=1.3827, top1-acc=63.30%, top5-acc=88.30%, remaining_time=0:00:00, arrival_time=2021-04-14 21:46:44.918013, cost_time=0:00:01.524012 2021-04-14 21:46:45,021 INFO : Epoch=0102 complete, best val top1-acc=64.54%, top5-acc=88.84% (epoch=101), remaining_time=0:34:08.421480, arrival_time=2021-04-14 22:20:53.442568, cost_time=0:35:32.030504 2021-04-14 21:46:45,022 INFO : Train start, epoch=0103, lr=0.048429 2021-04-14 21:46:46,161 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.28ms, fps=2248 images/s, loss=0.5109, top1-acc=85.20%, top5-acc=98.48%, remaining_time=0:00:21.178704, arrival_time=2021-04-14 21:47:07.339875, cost_time=0:00:01.138638 2021-04-14 21:46:47,124 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.52ms, fps=2660 images/s, loss=0.5152, top1-acc=84.51%, top5-acc=98.63%, remaining_time=0:00:18.493200, arrival_time=2021-04-14 21:47:05.617184, cost_time=0:00:02.101506 2021-04-14 21:46:48,093 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.64ms, fps=2642 images/s, loss=0.5120, top1-acc=84.53%, top5-acc=98.50%, remaining_time=0:00:16.992258, arrival_time=2021-04-14 21:47:05.085622, cost_time=0:00:03.070880 2021-04-14 21:46:49,059 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=2.16ms, fps=2651 images/s, loss=0.5070, top1-acc=84.66%, top5-acc=98.50%, remaining_time=0:00:15.743832, arrival_time=2021-04-14 21:47:04.803383, cost_time=0:00:04.036870 2021-04-14 21:46:50,024 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.57ms, fps=2654 images/s, loss=0.5063, top1-acc=84.69%, top5-acc=98.47%, remaining_time=0:00:14.606424, arrival_time=2021-04-14 21:47:04.631132, cost_time=0:00:05.002218 2021-04-14 21:46:50,990 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.47ms, fps=2652 images/s, loss=0.5050, top1-acc=84.69%, top5-acc=98.52%, remaining_time=0:00:13.527512, arrival_time=2021-04-14 21:47:04.518015, cost_time=0:00:05.968027 2021-04-14 21:46:51,948 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.57ms, fps=2673 images/s, loss=0.5045, top1-acc=84.64%, top5-acc=98.53%, remaining_time=0:00:12.467070, arrival_time=2021-04-14 21:47:04.415720, cost_time=0:00:06.926179 2021-04-14 21:46:52,917 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.39ms, fps=2643 images/s, loss=0.5068, top1-acc=84.56%, top5-acc=98.48%, remaining_time=0:00:11.447692, arrival_time=2021-04-14 21:47:04.365163, cost_time=0:00:07.894994 2021-04-14 21:46:53,879 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.47ms, fps=2663 images/s, loss=0.5151, top1-acc=84.27%, top5-acc=98.40%, remaining_time=0:00:10.431354, arrival_time=2021-04-14 21:47:04.310656, cost_time=0:00:08.856830 2021-04-14 21:46:54,845 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.64ms, fps=2651 images/s, loss=0.5198, top1-acc=84.09%, top5-acc=98.37%, remaining_time=0:00:09.429792, arrival_time=2021-04-14 21:47:04.275089, cost_time=0:00:09.822735 2021-04-14 21:46:55,819 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=2.14ms, fps=2630 images/s, loss=0.5226, top1-acc=83.97%, top5-acc=98.32%, remaining_time=0:00:08.441072, arrival_time=2021-04-14 21:47:04.260283, cost_time=0:00:10.796686 2021-04-14 21:46:56,803 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.80ms, fps=2602 images/s, loss=0.5247, top1-acc=83.92%, top5-acc=98.33%, remaining_time=0:00:07.461224, arrival_time=2021-04-14 21:47:04.264645, cost_time=0:00:11.780902 2021-04-14 21:46:57,765 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.38ms, fps=2663 images/s, loss=0.5288, top1-acc=83.81%, top5-acc=98.31%, remaining_time=0:00:06.469452, arrival_time=2021-04-14 21:47:04.234731, cost_time=0:00:12.742807 2021-04-14 21:46:58,736 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.55ms, fps=2638 images/s, loss=0.5322, top1-acc=83.70%, top5-acc=98.28%, remaining_time=0:00:05.485424, arrival_time=2021-04-14 21:47:04.221430, cost_time=0:00:13.713522 2021-04-14 21:46:59,696 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.49ms, fps=2666 images/s, loss=0.5355, top1-acc=83.66%, top5-acc=98.25%, remaining_time=0:00:04.500088, arrival_time=2021-04-14 21:47:04.196776, cost_time=0:00:14.674212 2021-04-14 21:47:00,671 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.49ms, fps=2626 images/s, loss=0.5394, top1-acc=83.52%, top5-acc=98.22%, remaining_time=0:00:03.521124, arrival_time=2021-04-14 21:47:04.193024, cost_time=0:00:15.649364 2021-04-14 21:47:01,639 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.56ms, fps=2647 images/s, loss=0.5410, top1-acc=83.45%, top5-acc=98.21%, remaining_time=0:00:02.541422, arrival_time=2021-04-14 21:47:04.180926, cost_time=0:00:16.616946 2021-04-14 21:47:02,625 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=2.04ms, fps=2597 images/s, loss=0.5464, top1-acc=83.26%, top5-acc=98.19%, remaining_time=0:00:01.564736, arrival_time=2021-04-14 21:47:04.190531, cost_time=0:00:17.603231 2021-04-14 21:47:03,604 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.38ms, fps=2616 images/s, loss=0.5497, top1-acc=83.13%, top5-acc=98.14%, remaining_time=0:00:00.586812, arrival_time=2021-04-14 21:47:04.191738, cost_time=0:00:18.582447 2021-04-14 21:47:04,147 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=0.06ms, fps=2507 images/s, loss=0.5526, top1-acc=83.05%, top5-acc=98.14%, remaining_time=0:00:00, arrival_time=2021-04-14 21:47:04.147745, cost_time=0:00:19.125267 2021-04-14 21:47:04,601 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=2.23ms, fps=5672 images/s, loss=1.3367, top1-acc=65.59%, top5-acc=88.09%, remaining_time=0:00:01.354050, arrival_time=2021-04-14 21:47:05.955039, cost_time=0:00:00.451348 2021-04-14 21:47:04,934 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=0.30ms, fps=7688 images/s, loss=1.3502, top1-acc=64.43%, top5-acc=88.50%, remaining_time=0:00:00.784640, arrival_time=2021-04-14 21:47:05.718931, cost_time=0:00:00.784645 2021-04-14 21:47:05,258 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.34ms, fps=7897 images/s, loss=1.3475, top1-acc=64.26%, top5-acc=88.83%, remaining_time=0:00:00.369720, arrival_time=2021-04-14 21:47:05.628522, cost_time=0:00:01.109154 2021-04-14 21:47:05,569 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.08ms, fps=7486 images/s, loss=1.3628, top1-acc=64.56%, top5-acc=88.77%, remaining_time=0:00:00, arrival_time=2021-04-14 21:47:05.569043, cost_time=0:00:01.419416 2021-04-14 21:47:05,751 INFO : Epoch=0103 complete, best val top1-acc=64.56%, top5-acc=88.77% (epoch=103), remaining_time=0:33:47.356939, arrival_time=2021-04-14 22:20:53.107996, cost_time=0:35:52.760445 2021-04-14 21:47:05,752 INFO : Train start, epoch=0104, lr=0.047645 2021-04-14 21:47:06,995 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=0.21ms, fps=2059 images/s, loss=0.4976, top1-acc=84.61%, top5-acc=98.83%, remaining_time=0:00:23.125566, arrival_time=2021-04-14 21:47:30.121351, cost_time=0:00:01.243309 2021-04-14 21:47:07,993 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.97ms, fps=2569 images/s, loss=0.4911, top1-acc=84.67%, top5-acc=98.73%, remaining_time=0:00:19.716576, arrival_time=2021-04-14 21:47:27.709655, cost_time=0:00:02.240514 2021-04-14 21:47:08,956 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.56ms, fps=2659 images/s, loss=0.4965, top1-acc=84.84%, top5-acc=98.76%, remaining_time=0:00:17.729962, arrival_time=2021-04-14 21:47:26.686631, cost_time=0:00:03.204211 2021-04-14 21:47:09,926 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.46ms, fps=2643 images/s, loss=0.4908, top1-acc=85.08%, top5-acc=98.79%, remaining_time=0:00:16.276572, arrival_time=2021-04-14 21:47:26.202615, cost_time=0:00:04.173473 2021-04-14 21:47:10,944 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.78ms, fps=2515 images/s, loss=0.4966, top1-acc=84.96%, top5-acc=98.70%, remaining_time=0:00:15.161224, arrival_time=2021-04-14 21:47:26.105982, cost_time=0:00:05.192218 2021-04-14 21:47:11,907 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.74ms, fps=2662 images/s, loss=0.4943, top1-acc=85.10%, top5-acc=98.76%, remaining_time=0:00:13.950472, arrival_time=2021-04-14 21:47:25.857489, cost_time=0:00:06.154617 2021-04-14 21:47:12,870 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.53ms, fps=2659 images/s, loss=0.5030, top1-acc=84.70%, top5-acc=98.67%, remaining_time=0:00:12.811932, arrival_time=2021-04-14 21:47:25.682143, cost_time=0:00:07.117721 2021-04-14 21:47:13,843 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=2.03ms, fps=2632 images/s, loss=0.5019, top1-acc=84.65%, top5-acc=98.67%, remaining_time=0:00:11.731776, arrival_time=2021-04-14 21:47:25.575078, cost_time=0:00:08.090887 2021-04-14 21:47:14,809 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=2.01ms, fps=2651 images/s, loss=0.5075, top1-acc=84.43%, top5-acc=98.59%, remaining_time=0:00:10.667204, arrival_time=2021-04-14 21:47:25.476928, cost_time=0:00:09.057016 2021-04-14 21:47:15,792 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=2.08ms, fps=2606 images/s, loss=0.5084, top1-acc=84.39%, top5-acc=98.58%, remaining_time=0:00:09.638784, arrival_time=2021-04-14 21:47:25.431612, cost_time=0:00:10.040410 2021-04-14 21:47:16,760 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.57ms, fps=2646 images/s, loss=0.5121, top1-acc=84.20%, top5-acc=98.55%, remaining_time=0:00:08.606622, arrival_time=2021-04-14 21:47:25.367450, cost_time=0:00:11.008420 2021-04-14 21:47:17,720 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.64ms, fps=2668 images/s, loss=0.5174, top1-acc=83.98%, top5-acc=98.54%, remaining_time=0:00:07.579936, arrival_time=2021-04-14 21:47:25.300790, cost_time=0:00:11.968369 2021-04-14 21:47:18,695 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.32ms, fps=2628 images/s, loss=0.5190, top1-acc=84.00%, top5-acc=98.52%, remaining_time=0:00:06.571026, arrival_time=2021-04-14 21:47:25.266393, cost_time=0:00:12.942952 2021-04-14 21:47:19,668 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.42ms, fps=2633 images/s, loss=0.5190, top1-acc=83.98%, top5-acc=98.51%, remaining_time=0:00:05.566176, arrival_time=2021-04-14 21:47:25.234132, cost_time=0:00:13.915506 2021-04-14 21:47:20,648 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.98ms, fps=2613 images/s, loss=0.5225, top1-acc=83.87%, top5-acc=98.48%, remaining_time=0:00:04.568076, arrival_time=2021-04-14 21:47:25.216445, cost_time=0:00:14.895901 2021-04-14 21:47:21,614 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.39ms, fps=2652 images/s, loss=0.5243, top1-acc=83.83%, top5-acc=98.46%, remaining_time=0:00:03.568896, arrival_time=2021-04-14 21:47:25.183227, cost_time=0:00:15.861836 2021-04-14 21:47:22,584 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.55ms, fps=2640 images/s, loss=0.5277, top1-acc=83.74%, top5-acc=98.45%, remaining_time=0:00:02.574338, arrival_time=2021-04-14 21:47:25.158970, cost_time=0:00:16.832212 2021-04-14 21:47:23,549 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.93ms, fps=2655 images/s, loss=0.5314, top1-acc=83.57%, top5-acc=98.42%, remaining_time=0:00:01.581920, arrival_time=2021-04-14 21:47:25.131006, cost_time=0:00:17.796680 2021-04-14 21:47:24,510 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.38ms, fps=2663 images/s, loss=0.5352, top1-acc=83.41%, top5-acc=98.40%, remaining_time=0:00:00.592374, arrival_time=2021-04-14 21:47:25.103272, cost_time=0:00:18.758493 2021-04-14 21:47:25,054 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.20ms, fps=2503 images/s, loss=0.5374, top1-acc=83.37%, top5-acc=98.38%, remaining_time=0:00:00, arrival_time=2021-04-14 21:47:25.054649, cost_time=0:00:19.302167 2021-04-14 21:47:25,538 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=2.57ms, fps=5311 images/s, loss=1.4039, top1-acc=62.77%, top5-acc=88.05%, remaining_time=0:00:01.445940, arrival_time=2021-04-14 21:47:26.984544, cost_time=0:00:00.481977 2021-04-14 21:47:25,899 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=0.41ms, fps=7112 images/s, loss=1.4058, top1-acc=62.91%, top5-acc=88.01%, remaining_time=0:00:00.842460, arrival_time=2021-04-14 21:47:26.741531, cost_time=0:00:00.842462 2021-04-14 21:47:26,255 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=0.20ms, fps=7199 images/s, loss=1.3844, top1-acc=63.75%, top5-acc=88.14%, remaining_time=0:00:00.399530, arrival_time=2021-04-14 21:47:26.654674, cost_time=0:00:01.198583 2021-04-14 21:47:26,583 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.06ms, fps=7084 images/s, loss=1.3848, top1-acc=64.19%, top5-acc=88.27%, remaining_time=0:00:00, arrival_time=2021-04-14 21:47:26.582980, cost_time=0:00:01.526439 2021-04-14 21:47:26,762 INFO : Epoch=0104 complete, best val top1-acc=64.56%, top5-acc=88.77% (epoch=103), remaining_time=0:33:26.558688, arrival_time=2021-04-14 22:20:53.321218, cost_time=0:36:13.771947 2021-04-14 21:47:26,763 INFO : Train start, epoch=0105, lr=0.046860 2021-04-14 21:47:27,927 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.52ms, fps=2200 images/s, loss=0.5040, top1-acc=84.77%, top5-acc=98.67%, remaining_time=0:00:21.642402, arrival_time=2021-04-14 21:47:49.569844, cost_time=0:00:01.163572 2021-04-14 21:47:28,906 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.69ms, fps=2615 images/s, loss=0.5169, top1-acc=84.36%, top5-acc=98.38%, remaining_time=0:00:18.856464, arrival_time=2021-04-14 21:47:47.763119, cost_time=0:00:02.142784 2021-04-14 21:47:29,870 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.83ms, fps=2656 images/s, loss=0.5134, top1-acc=84.37%, top5-acc=98.42%, remaining_time=0:00:17.191956, arrival_time=2021-04-14 21:47:47.062878, cost_time=0:00:03.106990 2021-04-14 21:47:30,833 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.36ms, fps=2662 images/s, loss=0.5067, top1-acc=84.55%, top5-acc=98.44%, remaining_time=0:00:15.870504, arrival_time=2021-04-14 21:47:46.703809, cost_time=0:00:04.069357 2021-04-14 21:47:31,801 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.36ms, fps=2644 images/s, loss=0.5068, top1-acc=84.50%, top5-acc=98.47%, remaining_time=0:00:14.711106, arrival_time=2021-04-14 21:47:46.513037, cost_time=0:00:05.038048 2021-04-14 21:47:32,791 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.89ms, fps=2587 images/s, loss=0.4994, top1-acc=84.72%, top5-acc=98.54%, remaining_time=0:00:13.663376, arrival_time=2021-04-14 21:47:46.455295, cost_time=0:00:06.027985 2021-04-14 21:47:33,775 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=2.11ms, fps=2604 images/s, loss=0.4967, top1-acc=84.80%, top5-acc=98.55%, remaining_time=0:00:12.621168, arrival_time=2021-04-14 21:47:46.396874, cost_time=0:00:07.011793 2021-04-14 21:47:34,747 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.36ms, fps=2635 images/s, loss=0.4951, top1-acc=84.85%, top5-acc=98.54%, remaining_time=0:00:11.576800, arrival_time=2021-04-14 21:47:46.324663, cost_time=0:00:07.983993 2021-04-14 21:47:35,708 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.50ms, fps=2665 images/s, loss=0.4977, top1-acc=84.74%, top5-acc=98.52%, remaining_time=0:00:10.535128, arrival_time=2021-04-14 21:47:46.243958, cost_time=0:00:08.944927 2021-04-14 21:47:36,676 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.48ms, fps=2648 images/s, loss=0.5010, top1-acc=84.54%, top5-acc=98.52%, remaining_time=0:00:09.515616, arrival_time=2021-04-14 21:47:46.191699, cost_time=0:00:09.912127 2021-04-14 21:47:37,652 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.52ms, fps=2624 images/s, loss=0.5002, top1-acc=84.53%, top5-acc=98.60%, remaining_time=0:00:08.512796, arrival_time=2021-04-14 21:47:46.165094, cost_time=0:00:10.888412 2021-04-14 21:47:38,618 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.37ms, fps=2650 images/s, loss=0.5035, top1-acc=84.46%, top5-acc=98.56%, remaining_time=0:00:07.507964, arrival_time=2021-04-14 21:47:46.126538, cost_time=0:00:11.854708 2021-04-14 21:47:39,584 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.43ms, fps=2651 images/s, loss=0.5059, top1-acc=84.34%, top5-acc=98.53%, remaining_time=0:00:06.508986, arrival_time=2021-04-14 21:47:46.093614, cost_time=0:00:12.820758 2021-04-14 21:47:40,550 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.44ms, fps=2653 images/s, loss=0.5088, top1-acc=84.31%, top5-acc=98.51%, remaining_time=0:00:05.514488, arrival_time=2021-04-14 21:47:46.064634, cost_time=0:00:13.786258 2021-04-14 21:47:41,516 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.34ms, fps=2650 images/s, loss=0.5120, top1-acc=84.22%, top5-acc=98.46%, remaining_time=0:00:04.524192, arrival_time=2021-04-14 21:47:46.040975, cost_time=0:00:14.752861 2021-04-14 21:47:42,494 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=2.15ms, fps=2622 images/s, loss=0.5160, top1-acc=84.07%, top5-acc=98.42%, remaining_time=0:00:03.539232, arrival_time=2021-04-14 21:47:46.033225, cost_time=0:00:15.729922 2021-04-14 21:47:43,460 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.40ms, fps=2652 images/s, loss=0.5213, top1-acc=83.91%, top5-acc=98.40%, remaining_time=0:00:02.553538, arrival_time=2021-04-14 21:47:46.013704, cost_time=0:00:16.696287 2021-04-14 21:47:44,434 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.80ms, fps=2628 images/s, loss=0.5249, top1-acc=83.82%, top5-acc=98.38%, remaining_time=0:00:01.570736, arrival_time=2021-04-14 21:47:46.005371, cost_time=0:00:17.670714 2021-04-14 21:47:45,407 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.45ms, fps=2632 images/s, loss=0.5268, top1-acc=83.76%, top5-acc=98.35%, remaining_time=0:00:00.588756, arrival_time=2021-04-14 21:47:45.996547, cost_time=0:00:18.643922 2021-04-14 21:47:45,957 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.25ms, fps=2474 images/s, loss=0.5279, top1-acc=83.73%, top5-acc=98.34%, remaining_time=0:00:00, arrival_time=2021-04-14 21:47:45.957882, cost_time=0:00:19.194012 2021-04-14 21:47:46,454 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=6.24ms, fps=5176 images/s, loss=1.2716, top1-acc=66.64%, top5-acc=88.75%, remaining_time=0:00:01.483710, arrival_time=2021-04-14 21:47:47.937947, cost_time=0:00:00.494573 2021-04-14 21:47:46,792 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=0.30ms, fps=7573 images/s, loss=1.2799, top1-acc=65.68%, top5-acc=89.57%, remaining_time=0:00:00.833060, arrival_time=2021-04-14 21:47:47.625791, cost_time=0:00:00.833066 2021-04-14 21:47:47,124 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.30ms, fps=7728 images/s, loss=1.2847, top1-acc=65.68%, top5-acc=89.41%, remaining_time=0:00:00.388270, arrival_time=2021-04-14 21:47:47.512703, cost_time=0:00:01.164809 2021-04-14 21:47:47,438 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.09ms, fps=7399 images/s, loss=1.2846, top1-acc=65.85%, top5-acc=89.31%, remaining_time=0:00:00, arrival_time=2021-04-14 21:47:47.438334, cost_time=0:00:01.478717 2021-04-14 21:47:47,625 INFO : Epoch=0105 complete, best val top1-acc=65.85%, top5-acc=89.31% (epoch=105), remaining_time=0:33:05.621885, arrival_time=2021-04-14 22:20:53.247181, cost_time=0:36:34.634709 2021-04-14 21:47:47,626 INFO : Train start, epoch=0106, lr=0.046077 2021-04-14 21:47:48,812 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.36ms, fps=2160 images/s, loss=0.4625, top1-acc=85.66%, top5-acc=98.95%, remaining_time=0:00:22.048440, arrival_time=2021-04-14 21:48:10.860583, cost_time=0:00:01.185395 2021-04-14 21:47:49,777 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=2.07ms, fps=2653 images/s, loss=0.4665, top1-acc=85.64%, top5-acc=98.98%, remaining_time=0:00:18.929856, arrival_time=2021-04-14 21:48:08.707631, cost_time=0:00:02.151119 2021-04-14 21:47:50,753 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.77ms, fps=2624 images/s, loss=0.4699, top1-acc=85.43%, top5-acc=98.91%, remaining_time=0:00:17.304172, arrival_time=2021-04-14 21:48:08.057988, cost_time=0:00:03.127263 2021-04-14 21:47:51,722 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.45ms, fps=2644 images/s, loss=0.4631, top1-acc=85.69%, top5-acc=98.95%, remaining_time=0:00:15.974400, arrival_time=2021-04-14 21:48:07.697059, cost_time=0:00:04.095999 2021-04-14 21:47:52,688 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.47ms, fps=2653 images/s, loss=0.4597, top1-acc=85.66%, top5-acc=98.99%, remaining_time=0:00:14.779434, arrival_time=2021-04-14 21:48:07.467580, cost_time=0:00:05.061442 2021-04-14 21:47:53,659 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.49ms, fps=2637 images/s, loss=0.4654, top1-acc=85.49%, top5-acc=98.96%, remaining_time=0:00:13.675072, arrival_time=2021-04-14 21:48:07.334766, cost_time=0:00:06.033115 2021-04-14 21:47:54,637 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.95ms, fps=2621 images/s, loss=0.4664, top1-acc=85.50%, top5-acc=98.91%, remaining_time=0:00:12.618522, arrival_time=2021-04-14 21:48:07.255471, cost_time=0:00:07.010262 2021-04-14 21:47:55,601 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.30ms, fps=2656 images/s, loss=0.4689, top1-acc=85.45%, top5-acc=98.90%, remaining_time=0:00:11.563228, arrival_time=2021-04-14 21:48:07.164427, cost_time=0:00:07.974628 2021-04-14 21:47:56,563 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.61ms, fps=2661 images/s, loss=0.4741, top1-acc=85.28%, top5-acc=98.84%, remaining_time=0:00:10.525906, arrival_time=2021-04-14 21:48:07.089734, cost_time=0:00:08.937047 2021-04-14 21:47:57,535 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.60ms, fps=2636 images/s, loss=0.4771, top1-acc=85.15%, top5-acc=98.80%, remaining_time=0:00:09.512832, arrival_time=2021-04-14 21:48:07.048607, cost_time=0:00:09.909196 2021-04-14 21:47:58,499 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.75ms, fps=2657 images/s, loss=0.4820, top1-acc=85.01%, top5-acc=98.76%, remaining_time=0:00:08.500670, arrival_time=2021-04-14 21:48:07.000189, cost_time=0:00:10.872899 2021-04-14 21:47:59,499 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=2.15ms, fps=2563 images/s, loss=0.4871, top1-acc=84.84%, top5-acc=98.68%, remaining_time=0:00:07.519136, arrival_time=2021-04-14 21:48:07.018241, cost_time=0:00:11.872372 2021-04-14 21:48:00,515 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.85ms, fps=2521 images/s, loss=0.4928, top1-acc=84.65%, top5-acc=98.63%, remaining_time=0:00:06.543438, arrival_time=2021-04-14 21:48:07.058692, cost_time=0:00:12.888617 2021-04-14 21:48:01,497 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.33ms, fps=2608 images/s, loss=0.4964, top1-acc=84.50%, top5-acc=98.60%, remaining_time=0:00:05.548368, arrival_time=2021-04-14 21:48:07.045850, cost_time=0:00:13.870913 2021-04-14 21:48:02,469 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.59ms, fps=2634 images/s, loss=0.5028, top1-acc=84.31%, top5-acc=98.56%, remaining_time=0:00:04.551884, arrival_time=2021-04-14 21:48:07.021596, cost_time=0:00:14.843150 2021-04-14 21:48:03,441 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.36ms, fps=2635 images/s, loss=0.5039, top1-acc=84.30%, top5-acc=98.55%, remaining_time=0:00:03.558348, arrival_time=2021-04-14 21:48:06.999890, cost_time=0:00:15.814861 2021-04-14 21:48:04,405 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.40ms, fps=2659 images/s, loss=0.5053, top1-acc=84.29%, top5-acc=98.55%, remaining_time=0:00:02.566122, arrival_time=2021-04-14 21:48:06.971177, cost_time=0:00:16.778430 2021-04-14 21:48:05,379 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.61ms, fps=2628 images/s, loss=0.5068, top1-acc=84.23%, top5-acc=98.54%, remaining_time=0:00:01.578064, arrival_time=2021-04-14 21:48:06.957857, cost_time=0:00:17.753178 2021-04-14 21:48:06,353 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.34ms, fps=2631 images/s, loss=0.5100, top1-acc=84.11%, top5-acc=98.51%, remaining_time=0:00:00.591372, arrival_time=2021-04-14 21:48:06.944748, cost_time=0:00:18.726775 2021-04-14 21:48:06,895 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.52ms, fps=2510 images/s, loss=0.5107, top1-acc=84.11%, top5-acc=98.51%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:06.895662, cost_time=0:00:19.269100 2021-04-14 21:48:07,398 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=0.33ms, fps=5106 images/s, loss=1.5436, top1-acc=59.84%, top5-acc=86.56%, remaining_time=0:00:01.504050, arrival_time=2021-04-14 21:48:08.902894, cost_time=0:00:00.501349 2021-04-14 21:48:07,737 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=0.20ms, fps=7574 images/s, loss=1.5158, top1-acc=61.00%, top5-acc=87.13%, remaining_time=0:00:00.839840, arrival_time=2021-04-14 21:48:08.577111, cost_time=0:00:00.839837 2021-04-14 21:48:08,070 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=0.21ms, fps=7700 images/s, loss=1.4802, top1-acc=61.67%, top5-acc=87.29%, remaining_time=0:00:00.390870, arrival_time=2021-04-14 21:48:08.460925, cost_time=0:00:01.172621 2021-04-14 21:48:08,373 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.06ms, fps=7646 images/s, loss=1.4974, top1-acc=61.51%, top5-acc=87.14%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:08.373790, cost_time=0:00:01.476373 2021-04-14 21:48:08,467 INFO : Epoch=0106 complete, best val top1-acc=65.85%, top5-acc=89.31% (epoch=105), remaining_time=0:32:44.667868, arrival_time=2021-04-14 22:20:53.135033, cost_time=0:36:55.476581 2021-04-14 21:48:08,468 INFO : Train start, epoch=0107, lr=0.045295 2021-04-14 21:48:09,613 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=0.80ms, fps=2235 images/s, loss=0.4985, top1-acc=84.53%, top5-acc=98.95%, remaining_time=0:00:21.303324, arrival_time=2021-04-14 21:48:30.917201, cost_time=0:00:01.145338 2021-04-14 21:48:10,576 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.44ms, fps=2661 images/s, loss=0.4901, top1-acc=84.65%, top5-acc=98.85%, remaining_time=0:00:18.549872, arrival_time=2021-04-14 21:48:29.126269, cost_time=0:00:02.107936 2021-04-14 21:48:11,545 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.41ms, fps=2643 images/s, loss=0.4781, top1-acc=85.18%, top5-acc=98.79%, remaining_time=0:00:17.026620, arrival_time=2021-04-14 21:48:28.572279, cost_time=0:00:03.077087 2021-04-14 21:48:12,510 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.91ms, fps=2656 images/s, loss=0.4727, top1-acc=85.49%, top5-acc=98.80%, remaining_time=0:00:15.761928, arrival_time=2021-04-14 21:48:28.272000, cost_time=0:00:04.041523 2021-04-14 21:48:13,481 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.77ms, fps=2637 images/s, loss=0.4702, top1-acc=85.65%, top5-acc=98.87%, remaining_time=0:00:14.637522, arrival_time=2021-04-14 21:48:28.118828, cost_time=0:00:05.012861 2021-04-14 21:48:14,451 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.38ms, fps=2641 images/s, loss=0.4708, top1-acc=85.59%, top5-acc=98.90%, remaining_time=0:00:13.560832, arrival_time=2021-04-14 21:48:28.012075, cost_time=0:00:05.982703 2021-04-14 21:48:15,472 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=4.85ms, fps=2509 images/s, loss=0.4726, top1-acc=85.55%, top5-acc=98.81%, remaining_time=0:00:12.606300, arrival_time=2021-04-14 21:48:28.078605, cost_time=0:00:07.003513 2021-04-14 21:48:16,473 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.50ms, fps=2559 images/s, loss=0.4741, top1-acc=85.53%, top5-acc=98.79%, remaining_time=0:00:11.607424, arrival_time=2021-04-14 21:48:28.080984, cost_time=0:00:08.005094 2021-04-14 21:48:17,446 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.64ms, fps=2633 images/s, loss=0.4761, top1-acc=85.40%, top5-acc=98.78%, remaining_time=0:00:10.573924, arrival_time=2021-04-14 21:48:28.020339, cost_time=0:00:08.977875 2021-04-14 21:48:18,412 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.41ms, fps=2651 images/s, loss=0.4771, top1-acc=85.36%, top5-acc=98.75%, remaining_time=0:00:09.546432, arrival_time=2021-04-14 21:48:27.959163, cost_time=0:00:09.944162 2021-04-14 21:48:19,378 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.35ms, fps=2654 images/s, loss=0.4788, top1-acc=85.23%, top5-acc=98.79%, remaining_time=0:00:08.529222, arrival_time=2021-04-14 21:48:27.907182, cost_time=0:00:10.909502 2021-04-14 21:48:20,337 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.33ms, fps=2668 images/s, loss=0.4820, top1-acc=85.13%, top5-acc=98.71%, remaining_time=0:00:07.517236, arrival_time=2021-04-14 21:48:27.855139, cost_time=0:00:11.869360 2021-04-14 21:48:21,314 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.44ms, fps=2623 images/s, loss=0.4850, top1-acc=85.01%, top5-acc=98.70%, remaining_time=0:00:06.521856, arrival_time=2021-04-14 21:48:27.836388, cost_time=0:00:12.846070 2021-04-14 21:48:22,275 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.39ms, fps=2667 images/s, loss=0.4886, top1-acc=84.89%, top5-acc=98.67%, remaining_time=0:00:05.522608, arrival_time=2021-04-14 21:48:27.797681, cost_time=0:00:13.806521 2021-04-14 21:48:23,239 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.39ms, fps=2656 images/s, loss=0.4914, top1-acc=84.81%, top5-acc=98.65%, remaining_time=0:00:04.529758, arrival_time=2021-04-14 21:48:27.769212, cost_time=0:00:14.770959 2021-04-14 21:48:24,204 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.46ms, fps=2655 images/s, loss=0.4928, top1-acc=84.72%, top5-acc=98.65%, remaining_time=0:00:03.540492, arrival_time=2021-04-14 21:48:27.744594, cost_time=0:00:15.735505 2021-04-14 21:48:25,175 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=2.18ms, fps=2636 images/s, loss=0.4957, top1-acc=84.59%, top5-acc=98.64%, remaining_time=0:00:02.555228, arrival_time=2021-04-14 21:48:27.731029, cost_time=0:00:16.707339 2021-04-14 21:48:26,190 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=2.08ms, fps=2525 images/s, loss=0.4984, top1-acc=84.51%, top5-acc=98.63%, remaining_time=0:00:01.575248, arrival_time=2021-04-14 21:48:27.765207, cost_time=0:00:17.721454 2021-04-14 21:48:27,174 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.20ms, fps=2601 images/s, loss=0.5025, top1-acc=84.42%, top5-acc=98.61%, remaining_time=0:00:00.590724, arrival_time=2021-04-14 21:48:27.765476, cost_time=0:00:18.706220 2021-04-14 21:48:27,732 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.82ms, fps=2442 images/s, loss=0.5043, top1-acc=84.38%, top5-acc=98.59%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:27.732161, cost_time=0:00:19.263620 2021-04-14 21:48:28,211 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=16.82ms, fps=5366 images/s, loss=1.3825, top1-acc=64.69%, top5-acc=88.44%, remaining_time=0:00:01.431120, arrival_time=2021-04-14 21:48:29.642367, cost_time=0:00:00.477039 2021-04-14 21:48:28,546 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=0.44ms, fps=7643 images/s, loss=1.3558, top1-acc=64.59%, top5-acc=89.00%, remaining_time=0:00:00.812500, arrival_time=2021-04-14 21:48:29.359201, cost_time=0:00:00.812492 2021-04-14 21:48:28,888 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=0.44ms, fps=7515 images/s, loss=1.3657, top1-acc=64.47%, top5-acc=88.65%, remaining_time=0:00:00.384530, arrival_time=2021-04-14 21:48:29.272492, cost_time=0:00:01.153594 2021-04-14 21:48:29,204 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.08ms, fps=7341 images/s, loss=1.3680, top1-acc=64.32%, top5-acc=88.72%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:29.204689, cost_time=0:00:01.470547 2021-04-14 21:48:29,305 INFO : Epoch=0107 complete, best val top1-acc=65.85%, top5-acc=89.31% (epoch=105), remaining_time=0:32:23.713020, arrival_time=2021-04-14 22:20:53.018571, cost_time=0:37:16.314937 2021-04-14 21:48:29,307 INFO : Train start, epoch=0108, lr=0.044513 2021-04-14 21:48:30,472 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=0.55ms, fps=2198 images/s, loss=0.4527, top1-acc=86.21%, top5-acc=99.30%, remaining_time=0:00:21.662676, arrival_time=2021-04-14 21:48:52.135140, cost_time=0:00:01.164665 2021-04-14 21:48:31,449 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.39ms, fps=2622 images/s, loss=0.4611, top1-acc=85.80%, top5-acc=99.02%, remaining_time=0:00:18.847136, arrival_time=2021-04-14 21:48:50.296541, cost_time=0:00:02.141719 2021-04-14 21:48:32,419 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.58ms, fps=2641 images/s, loss=0.4626, top1-acc=85.79%, top5-acc=98.93%, remaining_time=0:00:17.217520, arrival_time=2021-04-14 21:48:49.636915, cost_time=0:00:03.111598 2021-04-14 21:48:33,387 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=2.77ms, fps=2646 images/s, loss=0.4585, top1-acc=85.97%, top5-acc=98.90%, remaining_time=0:00:15.911376, arrival_time=2021-04-14 21:48:49.298976, cost_time=0:00:04.079833 2021-04-14 21:48:34,357 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.49ms, fps=2642 images/s, loss=0.4562, top1-acc=86.00%, top5-acc=98.89%, remaining_time=0:00:14.744394, arrival_time=2021-04-14 21:48:49.101505, cost_time=0:00:05.049461 2021-04-14 21:48:35,329 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.94ms, fps=2635 images/s, loss=0.4547, top1-acc=86.08%, top5-acc=98.87%, remaining_time=0:00:13.648416, arrival_time=2021-04-14 21:48:48.977593, cost_time=0:00:06.021367 2021-04-14 21:48:36,300 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.45ms, fps=2638 images/s, loss=0.4589, top1-acc=85.89%, top5-acc=98.77%, remaining_time=0:00:12.586518, arrival_time=2021-04-14 21:48:48.886712, cost_time=0:00:06.992498 2021-04-14 21:48:37,266 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.46ms, fps=2651 images/s, loss=0.4563, top1-acc=85.96%, top5-acc=98.81%, remaining_time=0:00:11.540376, arrival_time=2021-04-14 21:48:48.806966, cost_time=0:00:07.958906 2021-04-14 21:48:38,239 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=2.00ms, fps=2632 images/s, loss=0.4588, top1-acc=85.87%, top5-acc=98.79%, remaining_time=0:00:10.519864, arrival_time=2021-04-14 21:48:48.759564, cost_time=0:00:08.931969 2021-04-14 21:48:39,204 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.33ms, fps=2656 images/s, loss=0.4609, top1-acc=85.86%, top5-acc=98.80%, remaining_time=0:00:09.500640, arrival_time=2021-04-14 21:48:48.704823, cost_time=0:00:09.896493 2021-04-14 21:48:40,170 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.62ms, fps=2651 images/s, loss=0.4641, top1-acc=85.76%, top5-acc=98.77%, remaining_time=0:00:08.492672, arrival_time=2021-04-14 21:48:48.663060, cost_time=0:00:10.862735 2021-04-14 21:48:41,136 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.46ms, fps=2652 images/s, loss=0.4692, top1-acc=85.57%, top5-acc=98.70%, remaining_time=0:00:07.491396, arrival_time=2021-04-14 21:48:48.627700, cost_time=0:00:11.828579 2021-04-14 21:48:42,102 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.34ms, fps=2650 images/s, loss=0.4740, top1-acc=85.44%, top5-acc=98.67%, remaining_time=0:00:06.495984, arrival_time=2021-04-14 21:48:48.598692, cost_time=0:00:12.795073 2021-04-14 21:48:43,064 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.40ms, fps=2663 images/s, loss=0.4772, top1-acc=85.30%, top5-acc=98.64%, remaining_time=0:00:05.502672, arrival_time=2021-04-14 21:48:48.567056, cost_time=0:00:13.756739 2021-04-14 21:48:44,022 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.37ms, fps=2674 images/s, loss=0.4776, top1-acc=85.23%, top5-acc=98.65%, remaining_time=0:00:04.512416, arrival_time=2021-04-14 21:48:48.534491, cost_time=0:00:14.714434 2021-04-14 21:48:44,982 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.35ms, fps=2668 images/s, loss=0.4808, top1-acc=85.10%, top5-acc=98.64%, remaining_time=0:00:03.526704, arrival_time=2021-04-14 21:48:48.508728, cost_time=0:00:15.674295 2021-04-14 21:48:45,953 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.77ms, fps=2636 images/s, loss=0.4846, top1-acc=84.99%, top5-acc=98.62%, remaining_time=0:00:02.545868, arrival_time=2021-04-14 21:48:48.499586, cost_time=0:00:16.646072 2021-04-14 21:48:46,924 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.38ms, fps=2640 images/s, loss=0.4871, top1-acc=84.93%, top5-acc=98.60%, remaining_time=0:00:01.565888, arrival_time=2021-04-14 21:48:48.489848, cost_time=0:00:17.616314 2021-04-14 21:48:47,892 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.23ms, fps=2646 images/s, loss=0.4897, top1-acc=84.87%, top5-acc=98.58%, remaining_time=0:00:00.586872, arrival_time=2021-04-14 21:48:48.478859, cost_time=0:00:18.584348 2021-04-14 21:48:48,437 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=0.07ms, fps=2494 images/s, loss=0.4916, top1-acc=84.81%, top5-acc=98.58%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:48.437687, cost_time=0:00:19.129970 2021-04-14 21:48:48,912 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=0.33ms, fps=5409 images/s, loss=1.3491, top1-acc=64.80%, top5-acc=89.06%, remaining_time=0:00:01.419690, arrival_time=2021-04-14 21:48:50.332544, cost_time=0:00:00.473234 2021-04-14 21:48:49,246 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=2.09ms, fps=7679 images/s, loss=1.3668, top1-acc=64.45%, top5-acc=88.93%, remaining_time=0:00:00.807160, arrival_time=2021-04-14 21:48:50.053875, cost_time=0:00:00.807157 2021-04-14 21:48:49,584 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=4.50ms, fps=7583 images/s, loss=1.3710, top1-acc=64.11%, top5-acc=88.95%, remaining_time=0:00:00.381700, arrival_time=2021-04-14 21:48:49.966361, cost_time=0:00:01.145104 2021-04-14 21:48:49,892 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.08ms, fps=7547 images/s, loss=1.3606, top1-acc=64.44%, top5-acc=88.69%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:49.892387, cost_time=0:00:01.452841 2021-04-14 21:48:50,001 INFO : Epoch=0108 complete, best val top1-acc=65.85%, top5-acc=89.31% (epoch=105), remaining_time=0:32:02.639000, arrival_time=2021-04-14 22:20:52.640645, cost_time=0:37:37.011024 2021-04-14 21:48:50,003 INFO : Train start, epoch=0109, lr=0.043733 2021-04-14 21:48:51,148 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=1.36ms, fps=2237 images/s, loss=0.4697, top1-acc=85.31%, top5-acc=99.14%, remaining_time=0:00:21.289560, arrival_time=2021-04-14 21:49:12.438065, cost_time=0:00:01.144599 2021-04-14 21:48:52,122 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.44ms, fps=2629 images/s, loss=0.4556, top1-acc=85.76%, top5-acc=99.04%, remaining_time=0:00:18.645088, arrival_time=2021-04-14 21:49:10.767720, cost_time=0:00:02.118757 2021-04-14 21:48:53,094 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.37ms, fps=2635 images/s, loss=0.4523, top1-acc=85.96%, top5-acc=99.06%, remaining_time=0:00:17.102150, arrival_time=2021-04-14 21:49:10.196757, cost_time=0:00:03.090740 2021-04-14 21:48:54,068 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.38ms, fps=2630 images/s, loss=0.4486, top1-acc=86.14%, top5-acc=99.00%, remaining_time=0:00:15.851316, arrival_time=2021-04-14 21:49:09.919729, cost_time=0:00:04.064448 2021-04-14 21:48:55,027 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.38ms, fps=2671 images/s, loss=0.4521, top1-acc=85.98%, top5-acc=98.98%, remaining_time=0:00:14.668474, arrival_time=2021-04-14 21:49:09.695770, cost_time=0:00:05.023426 2021-04-14 21:48:55,998 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=2.08ms, fps=2638 images/s, loss=0.4538, top1-acc=85.99%, top5-acc=98.99%, remaining_time=0:00:13.586808, arrival_time=2021-04-14 21:49:09.584892, cost_time=0:00:05.994177 2021-04-14 21:48:56,973 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=2.02ms, fps=2627 images/s, loss=0.4529, top1-acc=85.98%, top5-acc=98.95%, remaining_time=0:00:12.544434, arrival_time=2021-04-14 21:49:09.517673, cost_time=0:00:06.969120 2021-04-14 21:48:57,959 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.64ms, fps=2597 images/s, loss=0.4578, top1-acc=85.77%, top5-acc=98.90%, remaining_time=0:00:11.536200, arrival_time=2021-04-14 21:49:09.496071, cost_time=0:00:07.955973 2021-04-14 21:48:58,928 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.37ms, fps=2644 images/s, loss=0.4603, top1-acc=85.65%, top5-acc=98.85%, remaining_time=0:00:10.511278, arrival_time=2021-04-14 21:49:09.439866, cost_time=0:00:08.924656 2021-04-14 21:48:59,910 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.35ms, fps=2609 images/s, loss=0.4614, top1-acc=85.59%, top5-acc=98.86%, remaining_time=0:00:09.510144, arrival_time=2021-04-14 21:49:09.420402, cost_time=0:00:09.906390 2021-04-14 21:49:00,893 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.76ms, fps=2604 images/s, loss=0.4654, top1-acc=85.45%, top5-acc=98.79%, remaining_time=0:00:08.514000, arrival_time=2021-04-14 21:49:09.407903, cost_time=0:00:10.890036 2021-04-14 21:49:01,867 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.68ms, fps=2632 images/s, loss=0.4691, top1-acc=85.32%, top5-acc=98.78%, remaining_time=0:00:07.513284, arrival_time=2021-04-14 21:49:09.380516, cost_time=0:00:11.863086 2021-04-14 21:49:02,837 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.41ms, fps=2641 images/s, loss=0.4710, top1-acc=85.26%, top5-acc=98.76%, remaining_time=0:00:06.515454, arrival_time=2021-04-14 21:49:09.352782, cost_time=0:00:12.833463 2021-04-14 21:49:03,799 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.39ms, fps=2663 images/s, loss=0.4742, top1-acc=85.19%, top5-acc=98.72%, remaining_time=0:00:05.518128, arrival_time=2021-04-14 21:49:09.317313, cost_time=0:00:13.795265 2021-04-14 21:49:04,767 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.50ms, fps=2646 images/s, loss=0.4777, top1-acc=85.11%, top5-acc=98.70%, remaining_time=0:00:04.527366, arrival_time=2021-04-14 21:49:09.294337, cost_time=0:00:14.763116 2021-04-14 21:49:05,732 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.75ms, fps=2653 images/s, loss=0.4800, top1-acc=85.08%, top5-acc=98.68%, remaining_time=0:00:03.538908, arrival_time=2021-04-14 21:49:09.271386, cost_time=0:00:15.728552 2021-04-14 21:49:06,715 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.67ms, fps=2606 images/s, loss=0.4826, top1-acc=85.00%, top5-acc=98.64%, remaining_time=0:00:02.555852, arrival_time=2021-04-14 21:49:09.271038, cost_time=0:00:16.711314 2021-04-14 21:49:07,685 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.38ms, fps=2641 images/s, loss=0.4841, top1-acc=84.98%, top5-acc=98.65%, remaining_time=0:00:01.571632, arrival_time=2021-04-14 21:49:09.256589, cost_time=0:00:17.680900 2021-04-14 21:49:08,655 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.49ms, fps=2638 images/s, loss=0.4866, top1-acc=84.92%, top5-acc=98.63%, remaining_time=0:00:00.589008, arrival_time=2021-04-14 21:49:09.244865, cost_time=0:00:18.651991 2021-04-14 21:49:09,198 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.20ms, fps=2508 images/s, loss=0.4889, top1-acc=84.86%, top5-acc=98.64%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:09.198519, cost_time=0:00:19.194660 2021-04-14 21:49:09,702 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=2.71ms, fps=5097 images/s, loss=1.3676, top1-acc=63.98%, top5-acc=88.87%, remaining_time=0:00:01.506720, arrival_time=2021-04-14 21:49:11.209295, cost_time=0:00:00.502241 2021-04-14 21:49:10,035 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=0.33ms, fps=7700 images/s, loss=1.3268, top1-acc=64.67%, top5-acc=89.26%, remaining_time=0:00:00.835280, arrival_time=2021-04-14 21:49:10.870832, cost_time=0:00:00.835281 2021-04-14 21:49:10,374 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=4.53ms, fps=7556 images/s, loss=1.3141, top1-acc=65.00%, top5-acc=89.40%, remaining_time=0:00:00.391490, arrival_time=2021-04-14 21:49:10.766202, cost_time=0:00:01.174466 2021-04-14 21:49:10,682 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.08ms, fps=7556 images/s, loss=1.3380, top1-acc=64.60%, top5-acc=89.23%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:10.682082, cost_time=0:00:01.481862 2021-04-14 21:49:10,790 INFO : Epoch=0109 complete, best val top1-acc=65.85%, top5-acc=89.31% (epoch=105), remaining_time=0:31:41.649477, arrival_time=2021-04-14 22:20:52.439983, cost_time=0:37:57.799923 2021-04-14 21:49:10,791 INFO : Train start, epoch=0110, lr=0.042955 2021-04-14 21:49:11,940 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=0.23ms, fps=2229 images/s, loss=0.4407, top1-acc=86.56%, top5-acc=99.02%, remaining_time=0:00:21.364704, arrival_time=2021-04-14 21:49:33.305127, cost_time=0:00:01.148641 2021-04-14 21:49:12,904 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.45ms, fps=2657 images/s, loss=0.4338, top1-acc=87.09%, top5-acc=98.95%, remaining_time=0:00:18.588944, arrival_time=2021-04-14 21:49:31.493270, cost_time=0:00:02.112381 2021-04-14 21:49:13,873 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.41ms, fps=2644 images/s, loss=0.4366, top1-acc=87.01%, top5-acc=98.88%, remaining_time=0:00:17.050856, arrival_time=2021-04-14 21:49:30.924224, cost_time=0:00:03.081491 2021-04-14 21:49:14,844 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.93ms, fps=2638 images/s, loss=0.4458, top1-acc=86.67%, top5-acc=98.86%, remaining_time=0:00:15.804672, arrival_time=2021-04-14 21:49:30.649189, cost_time=0:00:04.052498 2021-04-14 21:49:15,831 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.37ms, fps=2597 images/s, loss=0.4485, top1-acc=86.44%, top5-acc=98.80%, remaining_time=0:00:14.714902, arrival_time=2021-04-14 21:49:30.546072, cost_time=0:00:05.039370 2021-04-14 21:49:16,803 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=2.03ms, fps=2633 images/s, loss=0.4492, top1-acc=86.34%, top5-acc=98.81%, remaining_time=0:00:13.627064, arrival_time=2021-04-14 21:49:30.430886, cost_time=0:00:06.011948 2021-04-14 21:49:17,771 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.48ms, fps=2647 images/s, loss=0.4476, top1-acc=86.22%, top5-acc=98.85%, remaining_time=0:00:12.563712, arrival_time=2021-04-14 21:49:30.335306, cost_time=0:00:06.979810 2021-04-14 21:49:18,757 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.60ms, fps=2598 images/s, loss=0.4483, top1-acc=86.20%, top5-acc=98.86%, remaining_time=0:00:11.550236, arrival_time=2021-04-14 21:49:30.307755, cost_time=0:00:07.965643 2021-04-14 21:49:19,735 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.76ms, fps=2618 images/s, loss=0.4498, top1-acc=86.12%, top5-acc=98.87%, remaining_time=0:00:10.533962, arrival_time=2021-04-14 21:49:30.269678, cost_time=0:00:08.943921 2021-04-14 21:49:20,731 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.37ms, fps=2571 images/s, loss=0.4533, top1-acc=86.02%, top5-acc=98.85%, remaining_time=0:00:09.542304, arrival_time=2021-04-14 21:49:30.274000, cost_time=0:00:09.939912 2021-04-14 21:49:21,695 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.59ms, fps=2658 images/s, loss=0.4544, top1-acc=85.96%, top5-acc=98.87%, remaining_time=0:00:08.524406, arrival_time=2021-04-14 21:49:30.219631, cost_time=0:00:10.903359 2021-04-14 21:49:22,660 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.35ms, fps=2653 images/s, loss=0.4574, top1-acc=85.83%, top5-acc=98.86%, remaining_time=0:00:07.516856, arrival_time=2021-04-14 21:49:30.177375, cost_time=0:00:11.868707 2021-04-14 21:49:23,630 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=2.02ms, fps=2642 images/s, loss=0.4626, top1-acc=85.66%, top5-acc=98.86%, remaining_time=0:00:06.517896, arrival_time=2021-04-14 21:49:30.147953, cost_time=0:00:12.838224 2021-04-14 21:49:24,608 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=2.80ms, fps=2617 images/s, loss=0.4652, top1-acc=85.61%, top5-acc=98.84%, remaining_time=0:00:05.526752, arrival_time=2021-04-14 21:49:30.135614, cost_time=0:00:13.816939 2021-04-14 21:49:25,586 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=2.04ms, fps=2619 images/s, loss=0.4684, top1-acc=85.52%, top5-acc=98.78%, remaining_time=0:00:04.537164, arrival_time=2021-04-14 21:49:30.124052, cost_time=0:00:14.795088 2021-04-14 21:49:26,552 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.51ms, fps=2653 images/s, loss=0.4698, top1-acc=85.49%, top5-acc=98.78%, remaining_time=0:00:03.546072, arrival_time=2021-04-14 21:49:30.098197, cost_time=0:00:15.760341 2021-04-14 21:49:27,521 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.43ms, fps=2643 images/s, loss=0.4732, top1-acc=85.35%, top5-acc=98.76%, remaining_time=0:00:02.558634, arrival_time=2021-04-14 21:49:30.079924, cost_time=0:00:16.729450 2021-04-14 21:49:28,493 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=2.05ms, fps=2634 images/s, loss=0.4735, top1-acc=85.34%, top5-acc=98.75%, remaining_time=0:00:01.573504, arrival_time=2021-04-14 21:49:30.067383, cost_time=0:00:17.702003 2021-04-14 21:49:29,462 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.21ms, fps=2644 images/s, loss=0.4758, top1-acc=85.28%, top5-acc=98.74%, remaining_time=0:00:00.589608, arrival_time=2021-04-14 21:49:30.052322, cost_time=0:00:18.670879 2021-04-14 21:49:30,023 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=0.12ms, fps=2430 images/s, loss=0.4760, top1-acc=85.28%, top5-acc=98.73%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:30.022976, cost_time=0:00:19.231160 2021-04-14 21:49:30,566 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=0.44ms, fps=4735 images/s, loss=1.3613, top1-acc=64.14%, top5-acc=88.79%, remaining_time=0:00:01.621980, arrival_time=2021-04-14 21:49:32.188332, cost_time=0:00:00.540663 2021-04-14 21:49:30,934 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=0.42ms, fps=6961 images/s, loss=1.3626, top1-acc=64.36%, top5-acc=88.52%, remaining_time=0:00:00.908760, arrival_time=2021-04-14 21:49:31.843249, cost_time=0:00:00.908764 2021-04-14 21:49:31,271 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=0.31ms, fps=7603 images/s, loss=1.3608, top1-acc=64.51%, top5-acc=88.66%, remaining_time=0:00:00.415320, arrival_time=2021-04-14 21:49:31.686955, cost_time=0:00:01.245958 2021-04-14 21:49:31,578 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.06ms, fps=7560 images/s, loss=1.3877, top1-acc=63.96%, top5-acc=88.49%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:31.578819, cost_time=0:00:01.553166 2021-04-14 21:49:31,754 INFO : Epoch=0110 complete, best val top1-acc=65.85%, top5-acc=89.31% (epoch=105), remaining_time=0:31:20.807130, arrival_time=2021-04-14 22:20:52.561980, cost_time=0:38:18.764233 2021-04-14 21:49:31,756 INFO : Train start, epoch=0111, lr=0.042178 2021-04-14 21:49:32,918 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=0.20ms, fps=2204 images/s, loss=0.4431, top1-acc=86.84%, top5-acc=99.22%, remaining_time=0:00:21.602412, arrival_time=2021-04-14 21:49:54.520624, cost_time=0:00:01.161415 2021-04-14 21:49:33,880 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.33ms, fps=2663 images/s, loss=0.4452, top1-acc=86.76%, top5-acc=99.12%, remaining_time=0:00:18.684336, arrival_time=2021-04-14 21:49:52.564313, cost_time=0:00:02.123226 2021-04-14 21:49:34,853 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.97ms, fps=2632 images/s, loss=0.4496, top1-acc=86.54%, top5-acc=99.02%, remaining_time=0:00:17.133026, arrival_time=2021-04-14 21:49:51.986178, cost_time=0:00:03.096337 2021-04-14 21:49:35,821 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.43ms, fps=2646 images/s, loss=0.4500, top1-acc=86.55%, top5-acc=98.89%, remaining_time=0:00:15.851160, arrival_time=2021-04-14 21:49:51.672316, cost_time=0:00:04.064391 2021-04-14 21:49:36,781 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.57ms, fps=2668 images/s, loss=0.4400, top1-acc=86.79%, top5-acc=98.91%, remaining_time=0:00:14.670956, arrival_time=2021-04-14 21:49:51.452066, cost_time=0:00:05.024306 2021-04-14 21:49:37,755 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.85ms, fps=2628 images/s, loss=0.4396, top1-acc=86.60%, top5-acc=98.91%, remaining_time=0:00:13.597552, arrival_time=2021-04-14 21:49:51.353327, cost_time=0:00:05.998903 2021-04-14 21:49:38,735 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.76ms, fps=2615 images/s, loss=0.4390, top1-acc=86.65%, top5-acc=98.94%, remaining_time=0:00:12.561444, arrival_time=2021-04-14 21:49:51.296832, cost_time=0:00:06.978578 2021-04-14 21:49:39,718 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.77ms, fps=2607 images/s, loss=0.4383, top1-acc=86.67%, top5-acc=98.95%, remaining_time=0:00:11.543624, arrival_time=2021-04-14 21:49:51.261575, cost_time=0:00:07.961145 2021-04-14 21:49:40,701 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.77ms, fps=2603 images/s, loss=0.4381, top1-acc=86.62%, top5-acc=98.95%, remaining_time=0:00:10.535234, arrival_time=2021-04-14 21:49:51.237047, cost_time=0:00:08.945049 2021-04-14 21:49:41,664 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.30ms, fps=2660 images/s, loss=0.4411, top1-acc=86.51%, top5-acc=98.93%, remaining_time=0:00:09.511584, arrival_time=2021-04-14 21:49:51.176262, cost_time=0:00:09.907914 2021-04-14 21:49:42,635 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.43ms, fps=2639 images/s, loss=0.4448, top1-acc=86.36%, top5-acc=98.92%, remaining_time=0:00:08.505056, arrival_time=2021-04-14 21:49:51.140336, cost_time=0:00:10.878519 2021-04-14 21:49:43,603 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.47ms, fps=2644 images/s, loss=0.4471, top1-acc=86.28%, top5-acc=98.91%, remaining_time=0:00:07.503176, arrival_time=2021-04-14 21:49:51.107086, cost_time=0:00:11.847073 2021-04-14 21:49:44,567 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.39ms, fps=2657 images/s, loss=0.4504, top1-acc=86.18%, top5-acc=98.90%, remaining_time=0:00:06.504102, arrival_time=2021-04-14 21:49:51.071962, cost_time=0:00:12.811085 2021-04-14 21:49:45,565 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.80ms, fps=2567 images/s, loss=0.4537, top1-acc=86.08%, top5-acc=98.87%, remaining_time=0:00:05.523504, arrival_time=2021-04-14 21:49:51.089038, cost_time=0:00:13.808719 2021-04-14 21:49:46,545 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=3.75ms, fps=2614 images/s, loss=0.4568, top1-acc=85.92%, top5-acc=98.87%, remaining_time=0:00:04.535232, arrival_time=2021-04-14 21:49:51.080802, cost_time=0:00:14.788762 2021-04-14 21:49:47,532 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.77ms, fps=2595 images/s, loss=0.4613, top1-acc=85.80%, top5-acc=98.83%, remaining_time=0:00:03.549528, arrival_time=2021-04-14 21:49:51.082097, cost_time=0:00:15.775711 2021-04-14 21:49:48,493 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.53ms, fps=2667 images/s, loss=0.4632, top1-acc=85.74%, top5-acc=98.81%, remaining_time=0:00:02.559674, arrival_time=2021-04-14 21:49:51.052822, cost_time=0:00:16.736300 2021-04-14 21:49:49,457 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=2.12ms, fps=2657 images/s, loss=0.4632, top1-acc=85.73%, top5-acc=98.81%, remaining_time=0:00:01.573360, arrival_time=2021-04-14 21:49:51.030457, cost_time=0:00:17.700252 2021-04-14 21:49:50,428 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.53ms, fps=2636 images/s, loss=0.4653, top1-acc=85.66%, top5-acc=98.80%, remaining_time=0:00:00.589638, arrival_time=2021-04-14 21:49:51.018314, cost_time=0:00:18.671901 2021-04-14 21:49:50,976 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.83ms, fps=2483 images/s, loss=0.4679, top1-acc=85.58%, top5-acc=98.79%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:50.976836, cost_time=0:00:19.220001 2021-04-14 21:49:51,448 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=6.07ms, fps=5455 images/s, loss=1.3678, top1-acc=64.30%, top5-acc=88.05%, remaining_time=0:00:01.407840, arrival_time=2021-04-14 21:49:52.855894, cost_time=0:00:00.469283 2021-04-14 21:49:51,787 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=4.59ms, fps=7554 images/s, loss=1.4108, top1-acc=63.54%, top5-acc=87.81%, remaining_time=0:00:00.808740, arrival_time=2021-04-14 21:49:52.596214, cost_time=0:00:00.808732 2021-04-14 21:49:52,121 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=0.22ms, fps=7678 images/s, loss=1.3921, top1-acc=63.97%, top5-acc=87.99%, remaining_time=0:00:00.380880, arrival_time=2021-04-14 21:49:52.502226, cost_time=0:00:01.142638 2021-04-14 21:49:52,430 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.06ms, fps=7512 images/s, loss=1.3971, top1-acc=64.04%, top5-acc=88.00%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:52.430528, cost_time=0:00:01.451844 2021-04-14 21:49:52,565 INFO : Epoch=0111 complete, best val top1-acc=65.85%, top5-acc=89.31% (epoch=105), remaining_time=0:30:59.838963, arrival_time=2021-04-14 22:20:52.404040, cost_time=0:38:39.574488 2021-04-14 21:49:52,566 INFO : Train start, epoch=0112, lr=0.041404 2021-04-14 21:49:53,719 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=0.23ms, fps=2220 images/s, loss=0.4482, top1-acc=86.33%, top5-acc=98.95%, remaining_time=0:00:21.452682, arrival_time=2021-04-14 21:50:15.172545, cost_time=0:00:01.153370 2021-04-14 21:49:54,678 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.55ms, fps=2671 images/s, loss=0.4485, top1-acc=86.43%, top5-acc=98.71%, remaining_time=0:00:18.589648, arrival_time=2021-04-14 21:50:13.268527, cost_time=0:00:02.112455 2021-04-14 21:49:55,647 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.56ms, fps=2644 images/s, loss=0.4383, top1-acc=86.81%, top5-acc=98.79%, remaining_time=0:00:17.048366, arrival_time=2021-04-14 21:50:12.695915, cost_time=0:00:03.081035 2021-04-14 21:49:56,616 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.47ms, fps=2643 images/s, loss=0.4323, top1-acc=87.04%, top5-acc=98.83%, remaining_time=0:00:15.796248, arrival_time=2021-04-14 21:50:12.412981, cost_time=0:00:04.050330 2021-04-14 21:49:57,582 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.36ms, fps=2653 images/s, loss=0.4315, top1-acc=86.98%, top5-acc=98.84%, remaining_time=0:00:14.645844, arrival_time=2021-04-14 21:50:12.227941, cost_time=0:00:05.015682 2021-04-14 21:49:58,551 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.48ms, fps=2643 images/s, loss=0.4282, top1-acc=86.99%, top5-acc=98.87%, remaining_time=0:00:13.565456, arrival_time=2021-04-14 21:50:12.116711, cost_time=0:00:05.984752 2021-04-14 21:49:59,517 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.36ms, fps=2652 images/s, loss=0.4314, top1-acc=86.74%, top5-acc=98.87%, remaining_time=0:00:12.511548, arrival_time=2021-04-14 21:50:12.028794, cost_time=0:00:06.950828 2021-04-14 21:50:00,495 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.32ms, fps=2617 images/s, loss=0.4340, top1-acc=86.67%, top5-acc=98.87%, remaining_time=0:00:11.497572, arrival_time=2021-04-14 21:50:11.993357, cost_time=0:00:07.929329 2021-04-14 21:50:01,464 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.32ms, fps=2645 images/s, loss=0.4351, top1-acc=86.60%, top5-acc=98.88%, remaining_time=0:00:10.479478, arrival_time=2021-04-14 21:50:11.943662, cost_time=0:00:08.897678 2021-04-14 21:50:02,442 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.36ms, fps=2618 images/s, loss=0.4360, top1-acc=86.60%, top5-acc=98.87%, remaining_time=0:00:09.481152, arrival_time=2021-04-14 21:50:11.923816, cost_time=0:00:09.876229 2021-04-14 21:50:03,402 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.54ms, fps=2669 images/s, loss=0.4370, top1-acc=86.59%, top5-acc=98.86%, remaining_time=0:00:08.471516, arrival_time=2021-04-14 21:50:11.873608, cost_time=0:00:10.835672 2021-04-14 21:50:04,368 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.35ms, fps=2650 images/s, loss=0.4376, top1-acc=86.59%, top5-acc=98.88%, remaining_time=0:00:07.474600, arrival_time=2021-04-14 21:50:11.843140, cost_time=0:00:11.802055 2021-04-14 21:50:05,331 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.57ms, fps=2660 images/s, loss=0.4398, top1-acc=86.53%, top5-acc=98.86%, remaining_time=0:00:06.480738, arrival_time=2021-04-14 21:50:11.812269, cost_time=0:00:12.765034 2021-04-14 21:50:06,295 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.38ms, fps=2658 images/s, loss=0.4441, top1-acc=86.40%, top5-acc=98.81%, remaining_time=0:00:05.491528, arrival_time=2021-04-14 21:50:11.786785, cost_time=0:00:13.728830 2021-04-14 21:50:07,263 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.36ms, fps=2645 images/s, loss=0.4467, top1-acc=86.35%, top5-acc=98.80%, remaining_time=0:00:04.507172, arrival_time=2021-04-14 21:50:11.770836, cost_time=0:00:14.697261 2021-04-14 21:50:08,233 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.37ms, fps=2640 images/s, loss=0.4499, top1-acc=86.25%, top5-acc=98.79%, remaining_time=0:00:03.525156, arrival_time=2021-04-14 21:50:11.759063, cost_time=0:00:15.667433 2021-04-14 21:50:09,203 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.39ms, fps=2643 images/s, loss=0.4523, top1-acc=86.18%, top5-acc=98.77%, remaining_time=0:00:02.544438, arrival_time=2021-04-14 21:50:11.747627, cost_time=0:00:16.636771 2021-04-14 21:50:10,168 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.39ms, fps=2654 images/s, loss=0.4549, top1-acc=86.08%, top5-acc=98.77%, remaining_time=0:00:01.564608, arrival_time=2021-04-14 21:50:11.732912, cost_time=0:00:17.601802 2021-04-14 21:50:11,130 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.25ms, fps=2662 images/s, loss=0.4588, top1-acc=85.92%, top5-acc=98.76%, remaining_time=0:00:00.586236, arrival_time=2021-04-14 21:50:11.716829, cost_time=0:00:18.564165 2021-04-14 21:50:11,675 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.35ms, fps=2499 images/s, loss=0.4617, top1-acc=85.84%, top5-acc=98.74%, remaining_time=0:00:00, arrival_time=2021-04-14 21:50:11.675275, cost_time=0:00:19.108820 2021-04-14 21:50:12,233 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=0.28ms, fps=4606 images/s, loss=1.3362, top1-acc=64.61%, top5-acc=89.34%, remaining_time=0:00:01.667400, arrival_time=2021-04-14 21:50:13.900518, cost_time=0:00:00.555800 2021-04-14 21:50:12,604 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=2.46ms, fps=6901 images/s, loss=1.3536, top1-acc=64.14%, top5-acc=89.08%, remaining_time=0:00:00.927140, arrival_time=2021-04-14 21:50:13.531626, cost_time=0:00:00.927133 2021-04-14 21:50:12,949 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=0.34ms, fps=7429 images/s, loss=1.3505, top1-acc=64.35%, top5-acc=89.08%, remaining_time=0:00:00.424060, arrival_time=2021-04-14 21:50:13.373599, cost_time=0:00:01.272175 2021-04-14 21:50:13,287 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.08ms, fps=6880 images/s, loss=1.3229, top1-acc=64.47%, top5-acc=89.13%, remaining_time=0:00:00, arrival_time=2021-04-14 21:50:13.287340, cost_time=0:00:01.609888 2021-04-14 21:50:13,373 INFO : Epoch=0112 complete, best val top1-acc=65.85%, top5-acc=89.31% (epoch=105), remaining_time=0:30:38.872200, arrival_time=2021-04-14 22:20:52.245546, cost_time=0:39:00.382762 2021-04-14 21:50:13,374 INFO : Train start, epoch=0113, lr=0.040631 2021-04-14 21:50:14,534 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=0.34ms, fps=2208 images/s, loss=0.4556, top1-acc=86.76%, top5-acc=98.75%, remaining_time=0:00:21.566700, arrival_time=2021-04-14 21:50:36.100944, cost_time=0:00:01.159497 2021-04-14 21:50:15,509 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.86ms, fps=2627 images/s, loss=0.4284, top1-acc=87.25%, top5-acc=98.93%, remaining_time=0:00:18.785008, arrival_time=2021-04-14 21:50:34.294417, cost_time=0:00:02.134655 2021-04-14 21:50:16,479 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.34ms, fps=2640 images/s, loss=0.4216, top1-acc=87.57%, top5-acc=99.02%, remaining_time=0:00:17.180668, arrival_time=2021-04-14 21:50:33.660308, cost_time=0:00:03.104945 2021-04-14 21:50:17,454 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.38ms, fps=2628 images/s, loss=0.4160, top1-acc=87.66%, top5-acc=99.14%, remaining_time=0:00:15.909816, arrival_time=2021-04-14 21:50:33.363937, cost_time=0:00:04.079434 2021-04-14 21:50:18,427 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.48ms, fps=2631 images/s, loss=0.4135, top1-acc=87.62%, top5-acc=99.11%, remaining_time=0:00:14.753738, arrival_time=2021-04-14 21:50:33.181060, cost_time=0:00:05.052632 2021-04-14 21:50:19,404 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.69ms, fps=2620 images/s, loss=0.4141, top1-acc=87.57%, top5-acc=99.07%, remaining_time=0:00:13.668136, arrival_time=2021-04-14 21:50:33.072936, cost_time=0:00:06.030077 2021-04-14 21:50:20,366 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.38ms, fps=2665 images/s, loss=0.4183, top1-acc=87.36%, top5-acc=99.01%, remaining_time=0:00:12.584250, arrival_time=2021-04-14 21:50:32.950253, cost_time=0:00:06.991258 2021-04-14 21:50:21,334 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.34ms, fps=2645 images/s, loss=0.4188, top1-acc=87.39%, top5-acc=98.98%, remaining_time=0:00:11.541420, arrival_time=2021-04-14 21:50:32.875786, cost_time=0:00:07.959581 2021-04-14 21:50:22,315 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.36ms, fps=2619 images/s, loss=0.4216, top1-acc=87.21%, top5-acc=98.98%, remaining_time=0:00:10.526648, arrival_time=2021-04-14 21:50:32.839067, cost_time=0:00:08.937736 2021-04-14 21:50:23,295 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.69ms, fps=2613 images/s, loss=0.4213, top1-acc=87.26%, top5-acc=99.00%, remaining_time=0:00:09.524064, arrival_time=2021-04-14 21:50:32.819834, cost_time=0:00:09.920933 2021-04-14 21:50:24,275 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.50ms, fps=2615 images/s, loss=0.4259, top1-acc=87.04%, top5-acc=98.98%, remaining_time=0:00:08.522256, arrival_time=2021-04-14 21:50:32.797727, cost_time=0:00:10.900592 2021-04-14 21:50:25,235 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.30ms, fps=2669 images/s, loss=0.4282, top1-acc=86.98%, top5-acc=99.00%, remaining_time=0:00:07.511764, arrival_time=2021-04-14 21:50:32.747150, cost_time=0:00:11.860704 2021-04-14 21:50:26,227 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.40ms, fps=2581 images/s, loss=0.4310, top1-acc=86.86%, top5-acc=98.99%, remaining_time=0:00:06.525420, arrival_time=2021-04-14 21:50:32.753186, cost_time=0:00:12.853067 2021-04-14 21:50:27,196 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.57ms, fps=2645 images/s, loss=0.4327, top1-acc=86.78%, top5-acc=98.98%, remaining_time=0:00:05.528488, arrival_time=2021-04-14 21:50:32.724467, cost_time=0:00:13.821202 2021-04-14 21:50:28,161 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.50ms, fps=2652 images/s, loss=0.4362, top1-acc=86.68%, top5-acc=98.95%, remaining_time=0:00:04.534680, arrival_time=2021-04-14 21:50:32.696391, cost_time=0:00:14.787035 2021-04-14 21:50:29,134 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=2.38ms, fps=2632 images/s, loss=0.4386, top1-acc=86.62%, top5-acc=98.93%, remaining_time=0:00:03.546036, arrival_time=2021-04-14 21:50:32.680921, cost_time=0:00:15.760200 2021-04-14 21:50:30,113 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.91ms, fps=2617 images/s, loss=0.4415, top1-acc=86.55%, top5-acc=98.92%, remaining_time=0:00:02.560064, arrival_time=2021-04-14 21:50:32.673761, cost_time=0:00:16.738857 2021-04-14 21:50:31,088 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.52ms, fps=2628 images/s, loss=0.4439, top1-acc=86.49%, top5-acc=98.89%, remaining_time=0:00:01.574544, arrival_time=2021-04-14 21:50:32.662855, cost_time=0:00:17.713619 2021-04-14 21:50:32,055 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.43ms, fps=2648 images/s, loss=0.4465, top1-acc=86.38%, top5-acc=98.89%, remaining_time=0:00:00.589926, arrival_time=2021-04-14 21:50:32.645535, cost_time=0:00:18.680913 2021-04-14 21:50:32,600 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.69ms, fps=2499 images/s, loss=0.4496, top1-acc=86.33%, top5-acc=98.86%, remaining_time=0:00:00, arrival_time=2021-04-14 21:50:32.600299, cost_time=0:00:19.225545 2021-04-14 21:50:33,121 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=1.89ms, fps=4932 images/s, loss=1.2901, top1-acc=65.94%, top5-acc=89.92%, remaining_time=0:00:01.557150, arrival_time=2021-04-14 21:50:34.678369, cost_time=0:00:00.519049 2021-04-14 21:50:33,464 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=0.20ms, fps=7476 images/s, loss=1.3014, top1-acc=65.66%, top5-acc=89.24%, remaining_time=0:00:00.861840, arrival_time=2021-04-14 21:50:34.325861, cost_time=0:00:00.861832 2021-04-14 21:50:33,793 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=0.20ms, fps=7772 images/s, loss=1.3183, top1-acc=65.04%, top5-acc=89.02%, remaining_time=0:00:00.397190, arrival_time=2021-04-14 21:50:34.190939, cost_time=0:00:01.191575 2021-04-14 21:50:34,105 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.12ms, fps=7449 images/s, loss=1.3280, top1-acc=65.02%, top5-acc=89.03%, remaining_time=0:00:00, arrival_time=2021-04-14 21:50:34.105512, cost_time=0:00:01.503347 2021-04-14 21:50:34,218 INFO : Epoch=0113 complete, best val top1-acc=65.85%, top5-acc=89.31% (epoch=105), remaining_time=0:30:17.936427, arrival_time=2021-04-14 22:20:52.154786, cost_time=0:39:21.227777 2021-04-14 21:50:34,219 INFO : Train start, epoch=0114, lr=0.039861 2021-04-14 21:50:35,361 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=0.30ms, fps=2243 images/s, loss=0.4232, top1-acc=87.70%, top5-acc=98.91%, remaining_time=0:00:21.229296, arrival_time=2021-04-14 21:50:56.590372, cost_time=0:00:01.141364 2021-04-14 21:50:36,329 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.40ms, fps=2645 images/s, loss=0.4219, top1-acc=87.38%, top5-acc=98.98%, remaining_time=0:00:18.566944, arrival_time=2021-04-14 21:50:54.896463, cost_time=0:00:02.109878 2021-04-14 21:50:37,293 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.33ms, fps=2657 images/s, loss=0.4069, top1-acc=87.84%, top5-acc=99.09%, remaining_time=0:00:17.008858, arrival_time=2021-04-14 21:50:54.302525, cost_time=0:00:03.073890 2021-04-14 21:50:38,280 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.76ms, fps=2598 images/s, loss=0.4041, top1-acc=87.76%, top5-acc=99.16%, remaining_time=0:00:15.834624, arrival_time=2021-04-14 21:50:54.114562, cost_time=0:00:04.060141 2021-04-14 21:50:39,271 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.48ms, fps=2588 images/s, loss=0.4077, top1-acc=87.58%, top5-acc=99.17%, remaining_time=0:00:14.750526, arrival_time=2021-04-14 21:50:54.021718, cost_time=0:00:05.051558 2021-04-14 21:50:40,278 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.48ms, fps=2542 images/s, loss=0.4100, top1-acc=87.40%, top5-acc=99.15%, remaining_time=0:00:13.733960, arrival_time=2021-04-14 21:50:54.012775, cost_time=0:00:06.059100 2021-04-14 21:50:41,241 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.50ms, fps=2662 images/s, loss=0.4075, top1-acc=87.44%, top5-acc=99.17%, remaining_time=0:00:12.638682, arrival_time=2021-04-14 21:50:53.879867, cost_time=0:00:07.021467 2021-04-14 21:50:42,200 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.46ms, fps=2670 images/s, loss=0.4106, top1-acc=87.38%, top5-acc=99.17%, remaining_time=0:00:11.572160, arrival_time=2021-04-14 21:50:53.772664, cost_time=0:00:07.980772 2021-04-14 21:50:43,160 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.50ms, fps=2669 images/s, loss=0.4158, top1-acc=87.17%, top5-acc=99.14%, remaining_time=0:00:10.529828, arrival_time=2021-04-14 21:50:53.690007, cost_time=0:00:08.940413 2021-04-14 21:50:44,150 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.49ms, fps=2586 images/s, loss=0.4195, top1-acc=87.08%, top5-acc=99.10%, remaining_time=0:00:09.533952, arrival_time=2021-04-14 21:50:53.684780, cost_time=0:00:09.931162 2021-04-14 21:50:45,143 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.52ms, fps=2581 images/s, loss=0.4222, top1-acc=87.01%, top5-acc=99.11%, remaining_time=0:00:08.540230, arrival_time=2021-04-14 21:50:53.683458, cost_time=0:00:10.923517 2021-04-14 21:50:46,113 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.36ms, fps=2640 images/s, loss=0.4250, top1-acc=86.91%, top5-acc=99.09%, remaining_time=0:00:07.532664, arrival_time=2021-04-14 21:50:53.646035, cost_time=0:00:11.893729 2021-04-14 21:50:47,088 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.77ms, fps=2628 images/s, loss=0.4264, top1-acc=86.87%, top5-acc=99.08%, remaining_time=0:00:06.533142, arrival_time=2021-04-14 21:50:53.621237, cost_time=0:00:12.868374 2021-04-14 21:50:48,056 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.42ms, fps=2645 images/s, loss=0.4303, top1-acc=86.76%, top5-acc=99.05%, remaining_time=0:00:05.534704, arrival_time=2021-04-14 21:50:53.591034, cost_time=0:00:13.836700 2021-04-14 21:50:49,037 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=2.28ms, fps=2611 images/s, loss=0.4305, top1-acc=86.77%, top5-acc=99.05%, remaining_time=0:00:04.544018, arrival_time=2021-04-14 21:50:53.581151, cost_time=0:00:14.817416 2021-04-14 21:50:50,005 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.63ms, fps=2644 images/s, loss=0.4321, top1-acc=86.71%, top5-acc=99.04%, remaining_time=0:00:03.551904, arrival_time=2021-04-14 21:50:53.557723, cost_time=0:00:15.786177 2021-04-14 21:50:50,968 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.43ms, fps=2661 images/s, loss=0.4339, top1-acc=86.68%, top5-acc=99.02%, remaining_time=0:00:02.561546, arrival_time=2021-04-14 21:50:53.529848, cost_time=0:00:16.748623 2021-04-14 21:50:51,935 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=2.11ms, fps=2648 images/s, loss=0.4365, top1-acc=86.55%, top5-acc=99.01%, remaining_time=0:00:01.574752, arrival_time=2021-04-14 21:50:53.510389, cost_time=0:00:17.715912 2021-04-14 21:50:52,899 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.22ms, fps=2657 images/s, loss=0.4391, top1-acc=86.41%, top5-acc=99.00%, remaining_time=0:00:00.589890, arrival_time=2021-04-14 21:50:53.489418, cost_time=0:00:18.679881 2021-04-14 21:50:53,440 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.17ms, fps=2514 images/s, loss=0.4419, top1-acc=86.37%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-14 21:50:53.440938, cost_time=0:00:19.221278 2021-04-14 21:50:53,950 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.21ms, fps=5056 images/s, loss=1.4107, top1-acc=63.91%, top5-acc=87.97%, remaining_time=0:00:01.518930, arrival_time=2021-04-14 21:50:55.469162, cost_time=0:00:00.506308 2021-04-14 21:50:54,279 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=0.21ms, fps=7774 images/s, loss=1.3902, top1-acc=64.04%, top5-acc=88.50%, remaining_time=0:00:00.835980, arrival_time=2021-04-14 21:50:55.115873, cost_time=0:00:00.835983 2021-04-14 21:50:54,616 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=0.31ms, fps=7625 images/s, loss=1.3794, top1-acc=64.08%, top5-acc=88.40%, remaining_time=0:00:00.390670, arrival_time=2021-04-14 21:50:55.006626, cost_time=0:00:01.172011 2021-04-14 21:50:54,927 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.06ms, fps=7459 images/s, loss=1.3811, top1-acc=64.28%, top5-acc=88.43%, remaining_time=0:00:00, arrival_time=2021-04-14 21:50:54.927460, cost_time=0:00:01.483475 2021-04-14 21:50:55,045 INFO : Epoch=0114 complete, best val top1-acc=65.85%, top5-acc=89.31% (epoch=105), remaining_time=0:29:56.988748, arrival_time=2021-04-14 22:20:52.034223, cost_time=0:39:42.054880 2021-04-14 21:50:55,046 INFO : Train start, epoch=0115, lr=0.039093 2021-04-14 21:50:56,235 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.33ms, fps=2153 images/s, loss=0.4007, top1-acc=87.58%, top5-acc=99.26%, remaining_time=0:00:22.115586, arrival_time=2021-04-14 21:51:18.351477, cost_time=0:00:01.189008 2021-04-14 21:50:57,199 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.35ms, fps=2657 images/s, loss=0.4042, top1-acc=87.36%, top5-acc=99.22%, remaining_time=0:00:18.944464, arrival_time=2021-04-14 21:51:16.144113, cost_time=0:00:02.152788 2021-04-14 21:50:58,163 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.33ms, fps=2658 images/s, loss=0.4060, top1-acc=87.58%, top5-acc=99.15%, remaining_time=0:00:17.242918, arrival_time=2021-04-14 21:51:15.405984, cost_time=0:00:03.116200 2021-04-14 21:50:59,143 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=2.09ms, fps=2613 images/s, loss=0.3989, top1-acc=87.73%, top5-acc=99.23%, remaining_time=0:00:15.975024, arrival_time=2021-04-14 21:51:15.118188, cost_time=0:00:04.096148 2021-04-14 21:51:00,112 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=3.98ms, fps=2642 images/s, loss=0.3989, top1-acc=87.70%, top5-acc=99.20%, remaining_time=0:00:14.791844, arrival_time=2021-04-14 21:51:14.904469, cost_time=0:00:05.065724 2021-04-14 21:51:01,092 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=2.26ms, fps=2614 images/s, loss=0.3970, top1-acc=87.83%, top5-acc=99.19%, remaining_time=0:00:13.703496, arrival_time=2021-04-14 21:51:14.796026, cost_time=0:00:06.045654 2021-04-14 21:51:02,054 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.39ms, fps=2661 images/s, loss=0.4023, top1-acc=87.67%, top5-acc=99.16%, remaining_time=0:00:12.614238, arrival_time=2021-04-14 21:51:14.669020, cost_time=0:00:07.007916 2021-04-14 21:51:03,013 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.28ms, fps=2673 images/s, loss=0.4047, top1-acc=87.58%, top5-acc=99.12%, remaining_time=0:00:11.550932, arrival_time=2021-04-14 21:51:14.563953, cost_time=0:00:07.966138 2021-04-14 21:51:03,973 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.52ms, fps=2666 images/s, loss=0.4085, top1-acc=87.45%, top5-acc=99.11%, remaining_time=0:00:10.513716, arrival_time=2021-04-14 21:51:14.487390, cost_time=0:00:08.926719 2021-04-14 21:51:04,951 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=2.08ms, fps=2619 images/s, loss=0.4126, top1-acc=87.27%, top5-acc=99.06%, remaining_time=0:00:09.508608, arrival_time=2021-04-14 21:51:14.460290, cost_time=0:00:09.904798 2021-04-14 21:51:05,935 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.35ms, fps=2603 images/s, loss=0.4153, top1-acc=87.20%, top5-acc=99.06%, remaining_time=0:00:08.513054, arrival_time=2021-04-14 21:51:14.448718, cost_time=0:00:10.888762 2021-04-14 21:51:06,913 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.49ms, fps=2620 images/s, loss=0.4191, top1-acc=87.05%, top5-acc=99.04%, remaining_time=0:00:07.515260, arrival_time=2021-04-14 21:51:14.428324, cost_time=0:00:11.866197 2021-04-14 21:51:07,875 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.34ms, fps=2660 images/s, loss=0.4215, top1-acc=86.97%, top5-acc=99.02%, remaining_time=0:00:06.513210, arrival_time=2021-04-14 21:51:14.389144, cost_time=0:00:12.829058 2021-04-14 21:51:08,839 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.85ms, fps=2659 images/s, loss=0.4246, top1-acc=86.89%, top5-acc=98.99%, remaining_time=0:00:05.516896, arrival_time=2021-04-14 21:51:14.356061, cost_time=0:00:13.792290 2021-04-14 21:51:09,814 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=2.10ms, fps=2627 images/s, loss=0.4270, top1-acc=86.81%, top5-acc=99.00%, remaining_time=0:00:04.528562, arrival_time=2021-04-14 21:51:14.342580, cost_time=0:00:14.767059 2021-04-14 21:51:10,811 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.42ms, fps=2567 images/s, loss=0.4287, top1-acc=86.69%, top5-acc=99.02%, remaining_time=0:00:03.547116, arrival_time=2021-04-14 21:51:14.359006, cost_time=0:00:15.765010 2021-04-14 21:51:11,772 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.32ms, fps=2666 images/s, loss=0.4324, top1-acc=86.55%, top5-acc=99.00%, remaining_time=0:00:02.558036, arrival_time=2021-04-14 21:51:14.330604, cost_time=0:00:16.725675 2021-04-14 21:51:12,741 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.48ms, fps=2644 images/s, loss=0.4347, top1-acc=86.51%, top5-acc=98.99%, remaining_time=0:00:01.572816, arrival_time=2021-04-14 21:51:14.313869, cost_time=0:00:17.694184 2021-04-14 21:51:13,711 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.31ms, fps=2638 images/s, loss=0.4374, top1-acc=86.41%, top5-acc=98.98%, remaining_time=0:00:00.589422, arrival_time=2021-04-14 21:51:14.301333, cost_time=0:00:18.665033 2021-04-14 21:51:14,272 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=2.34ms, fps=2427 images/s, loss=0.4390, top1-acc=86.38%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-14 21:51:14.272598, cost_time=0:00:19.225713 2021-04-14 21:51:14,772 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=0.29ms, fps=5140 images/s, loss=1.4413, top1-acc=63.63%, top5-acc=87.89%, remaining_time=0:00:01.494090, arrival_time=2021-04-14 21:51:16.266673, cost_time=0:00:00.498029 2021-04-14 21:51:15,109 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=0.21ms, fps=7602 images/s, loss=1.3913, top1-acc=64.18%, top5-acc=88.48%, remaining_time=0:00:00.835280, arrival_time=2021-04-14 21:51:15.945043, cost_time=0:00:00.835272 2021-04-14 21:51:15,444 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=6.83ms, fps=7662 images/s, loss=1.3902, top1-acc=64.28%, top5-acc=88.53%, remaining_time=0:00:00.389910, arrival_time=2021-04-14 21:51:15.834124, cost_time=0:00:01.169716 2021-04-14 21:51:15,755 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.06ms, fps=7457 images/s, loss=1.3889, top1-acc=63.93%, top5-acc=88.38%, remaining_time=0:00:00, arrival_time=2021-04-14 21:51:15.755657, cost_time=0:00:01.481186 2021-04-14 21:51:15,875 INFO : Epoch=0115 complete, best val top1-acc=65.85%, top5-acc=89.31% (epoch=105), remaining_time=0:29:36.045505, arrival_time=2021-04-14 22:20:51.921273, cost_time=0:40:02.885142 2021-04-14 21:51:15,877 INFO : Train start, epoch=0116, lr=0.038328 2021-04-14 21:51:17,056 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.38ms, fps=2172 images/s, loss=0.3850, top1-acc=87.77%, top5-acc=99.26%, remaining_time=0:00:21.926238, arrival_time=2021-04-14 21:51:38.983016, cost_time=0:00:01.178832 2021-04-14 21:51:18,024 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=2.35ms, fps=2646 images/s, loss=0.3932, top1-acc=87.89%, top5-acc=99.37%, remaining_time=0:00:18.892720, arrival_time=2021-04-14 21:51:36.917578, cost_time=0:00:02.146897 2021-04-14 21:51:18,988 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.56ms, fps=2658 images/s, loss=0.3945, top1-acc=87.79%, top5-acc=99.28%, remaining_time=0:00:17.211544, arrival_time=2021-04-14 21:51:36.200060, cost_time=0:00:03.110534 2021-04-14 21:51:19,947 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.62ms, fps=2670 images/s, loss=0.3918, top1-acc=87.92%, top5-acc=99.32%, remaining_time=0:00:15.872844, arrival_time=2021-04-14 21:51:35.820677, cost_time=0:00:04.069969 2021-04-14 21:51:20,910 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.29ms, fps=2660 images/s, loss=0.3936, top1-acc=87.82%, top5-acc=99.23%, remaining_time=0:00:14.695776, arrival_time=2021-04-14 21:51:35.606546, cost_time=0:00:05.032812 2021-04-14 21:51:21,886 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=2.09ms, fps=2627 images/s, loss=0.3922, top1-acc=87.86%, top5-acc=99.26%, remaining_time=0:00:13.618224, arrival_time=2021-04-14 21:51:35.504218, cost_time=0:00:06.008043 2021-04-14 21:51:22,851 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.48ms, fps=2653 images/s, loss=0.3957, top1-acc=87.74%, top5-acc=99.25%, remaining_time=0:00:12.552498, arrival_time=2021-04-14 21:51:35.404001, cost_time=0:00:06.973625 2021-04-14 21:51:23,825 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=2.56ms, fps=2629 images/s, loss=0.3968, top1-acc=87.70%, top5-acc=99.25%, remaining_time=0:00:11.524368, arrival_time=2021-04-14 21:51:35.350134, cost_time=0:00:07.947812 2021-04-14 21:51:24,794 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.34ms, fps=2644 images/s, loss=0.3978, top1-acc=87.60%, top5-acc=99.25%, remaining_time=0:00:10.501950, arrival_time=2021-04-14 21:51:35.296582, cost_time=0:00:08.916749 2021-04-14 21:51:25,763 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.32ms, fps=2642 images/s, loss=0.3978, top1-acc=87.60%, top5-acc=99.24%, remaining_time=0:00:09.490560, arrival_time=2021-04-14 21:51:35.254387, cost_time=0:00:09.885950 2021-04-14 21:51:26,737 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.98ms, fps=2630 images/s, loss=0.3978, top1-acc=87.63%, top5-acc=99.22%, remaining_time=0:00:08.490178, arrival_time=2021-04-14 21:51:35.227709, cost_time=0:00:10.859568 2021-04-14 21:51:27,709 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.51ms, fps=2634 images/s, loss=0.3993, top1-acc=87.56%, top5-acc=99.21%, remaining_time=0:00:07.493600, arrival_time=2021-04-14 21:51:35.203428, cost_time=0:00:11.831946 2021-04-14 21:51:28,693 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=2.10ms, fps=2603 images/s, loss=0.4014, top1-acc=87.49%, top5-acc=99.19%, remaining_time=0:00:06.506478, arrival_time=2021-04-14 21:51:35.200188, cost_time=0:00:12.815796 2021-04-14 21:51:29,675 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=2.02ms, fps=2610 images/s, loss=0.4039, top1-acc=87.47%, top5-acc=99.14%, remaining_time=0:00:05.518856, arrival_time=2021-04-14 21:51:35.193889, cost_time=0:00:13.797087 2021-04-14 21:51:30,638 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.27ms, fps=2660 images/s, loss=0.4068, top1-acc=87.34%, top5-acc=99.14%, remaining_time=0:00:04.526446, arrival_time=2021-04-14 21:51:35.164438, cost_time=0:00:14.760119 2021-04-14 21:51:31,628 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.34ms, fps=2586 images/s, loss=0.4101, top1-acc=87.29%, top5-acc=99.12%, remaining_time=0:00:03.543804, arrival_time=2021-04-14 21:51:35.171934, cost_time=0:00:15.750274 2021-04-14 21:51:32,603 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=2.36ms, fps=2627 images/s, loss=0.4129, top1-acc=87.19%, top5-acc=99.10%, remaining_time=0:00:02.557984, arrival_time=2021-04-14 21:51:35.161200, cost_time=0:00:16.725206 2021-04-14 21:51:33,594 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.40ms, fps=2585 images/s, loss=0.4153, top1-acc=87.09%, top5-acc=99.10%, remaining_time=0:00:01.574784, arrival_time=2021-04-14 21:51:35.168958, cost_time=0:00:17.716293 2021-04-14 21:51:34,568 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.70ms, fps=2630 images/s, loss=0.4182, top1-acc=86.98%, top5-acc=99.09%, remaining_time=0:00:00.590214, arrival_time=2021-04-14 21:51:35.158193, cost_time=0:00:18.690114 2021-04-14 21:51:35,119 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.30ms, fps=2466 images/s, loss=0.4201, top1-acc=86.94%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-14 21:51:35.119760, cost_time=0:00:19.241916 2021-04-14 21:51:35,619 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=2.96ms, fps=5146 images/s, loss=1.4103, top1-acc=64.30%, top5-acc=88.75%, remaining_time=0:00:01.492380, arrival_time=2021-04-14 21:51:37.111394, cost_time=0:00:00.497461 2021-04-14 21:51:35,961 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=0.31ms, fps=7479 images/s, loss=1.3986, top1-acc=64.57%, top5-acc=88.42%, remaining_time=0:00:00.840220, arrival_time=2021-04-14 21:51:36.801989, cost_time=0:00:00.840221 2021-04-14 21:51:36,307 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=2.18ms, fps=7427 images/s, loss=1.3627, top1-acc=65.00%, top5-acc=88.85%, remaining_time=0:00:00.395130, arrival_time=2021-04-14 21:51:36.702130, cost_time=0:00:01.185384 2021-04-14 21:51:36,626 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.09ms, fps=7271 images/s, loss=1.3539, top1-acc=65.60%, top5-acc=89.00%, remaining_time=0:00:00, arrival_time=2021-04-14 21:51:36.626600, cost_time=0:00:01.505063 2021-04-14 21:51:36,723 INFO : Epoch=0116 complete, best val top1-acc=65.85%, top5-acc=89.31% (epoch=105), remaining_time=0:29:15.116748, arrival_time=2021-04-14 22:20:51.839969, cost_time=0:40:23.732638 2021-04-14 21:51:36,724 INFO : Train start, epoch=0117, lr=0.037566 2021-04-14 21:51:37,878 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=2.20ms, fps=2218 images/s, loss=0.3730, top1-acc=88.95%, top5-acc=99.22%, remaining_time=0:00:21.464214, arrival_time=2021-04-14 21:51:59.342956, cost_time=0:00:01.153993 2021-04-14 21:51:38,842 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.28ms, fps=2659 images/s, loss=0.3829, top1-acc=88.59%, top5-acc=99.26%, remaining_time=0:00:18.635760, arrival_time=2021-04-14 21:51:57.478074, cost_time=0:00:02.117703 2021-04-14 21:51:39,802 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.38ms, fps=2667 images/s, loss=0.3788, top1-acc=88.84%, top5-acc=99.36%, remaining_time=0:00:17.032762, arrival_time=2021-04-14 21:51:56.835624, cost_time=0:00:03.078201 2021-04-14 21:51:40,763 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.47ms, fps=2666 images/s, loss=0.3819, top1-acc=88.76%, top5-acc=99.28%, remaining_time=0:00:15.752100, arrival_time=2021-04-14 21:51:56.515748, cost_time=0:00:04.038991 2021-04-14 21:51:41,721 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.37ms, fps=2674 images/s, loss=0.3770, top1-acc=88.92%, top5-acc=99.32%, remaining_time=0:00:14.591094, arrival_time=2021-04-14 21:51:56.312595, cost_time=0:00:04.996927 2021-04-14 21:51:42,685 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.43ms, fps=2657 images/s, loss=0.3718, top1-acc=89.06%, top5-acc=99.34%, remaining_time=0:00:13.511464, arrival_time=2021-04-14 21:51:56.197056, cost_time=0:00:05.960942 2021-04-14 21:51:43,662 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.35ms, fps=2622 images/s, loss=0.3703, top1-acc=89.08%, top5-acc=99.38%, remaining_time=0:00:12.488238, arrival_time=2021-04-14 21:51:56.150719, cost_time=0:00:06.937908 2021-04-14 21:51:44,632 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.49ms, fps=2641 images/s, loss=0.3719, top1-acc=88.96%, top5-acc=99.35%, remaining_time=0:00:11.466020, arrival_time=2021-04-14 21:51:56.098333, cost_time=0:00:07.907581 2021-04-14 21:51:45,593 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.38ms, fps=2666 images/s, loss=0.3712, top1-acc=88.85%, top5-acc=99.35%, remaining_time=0:00:10.445452, arrival_time=2021-04-14 21:51:56.038751, cost_time=0:00:08.868737 2021-04-14 21:51:46,555 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.53ms, fps=2661 images/s, loss=0.3752, top1-acc=88.68%, top5-acc=99.33%, remaining_time=0:00:09.437856, arrival_time=2021-04-14 21:51:55.993671, cost_time=0:00:09.831094 2021-04-14 21:51:47,520 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.47ms, fps=2655 images/s, loss=0.3795, top1-acc=88.55%, top5-acc=99.31%, remaining_time=0:00:08.440556, arrival_time=2021-04-14 21:51:55.961211, cost_time=0:00:10.796083 2021-04-14 21:51:48,495 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=2.04ms, fps=2627 images/s, loss=0.3835, top1-acc=88.35%, top5-acc=99.28%, remaining_time=0:00:07.454992, arrival_time=2021-04-14 21:51:55.950575, cost_time=0:00:11.771019 2021-04-14 21:51:49,480 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.45ms, fps=2600 images/s, loss=0.3843, top1-acc=88.32%, top5-acc=99.29%, remaining_time=0:00:06.476184, arrival_time=2021-04-14 21:51:55.956954, cost_time=0:00:12.756110 2021-04-14 21:51:50,444 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.50ms, fps=2657 images/s, loss=0.3862, top1-acc=88.20%, top5-acc=99.27%, remaining_time=0:00:05.488056, arrival_time=2021-04-14 21:51:55.932736, cost_time=0:00:13.720121 2021-04-14 21:51:51,403 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.38ms, fps=2671 images/s, loss=0.3887, top1-acc=88.12%, top5-acc=99.26%, remaining_time=0:00:04.501606, arrival_time=2021-04-14 21:51:55.905261, cost_time=0:00:14.679086 2021-04-14 21:51:52,385 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.83ms, fps=2609 images/s, loss=0.3924, top1-acc=87.96%, top5-acc=99.23%, remaining_time=0:00:03.523608, arrival_time=2021-04-14 21:51:55.908791, cost_time=0:00:15.660523 2021-04-14 21:51:53,347 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.45ms, fps=2662 images/s, loss=0.3948, top1-acc=87.85%, top5-acc=99.20%, remaining_time=0:00:02.542280, arrival_time=2021-04-14 21:51:55.889503, cost_time=0:00:16.622634 2021-04-14 21:51:54,310 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.35ms, fps=2659 images/s, loss=0.3984, top1-acc=87.74%, top5-acc=99.19%, remaining_time=0:00:01.563184, arrival_time=2021-04-14 21:51:55.873607, cost_time=0:00:17.585854 2021-04-14 21:51:55,288 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.73ms, fps=2618 images/s, loss=0.4007, top1-acc=87.63%, top5-acc=99.18%, remaining_time=0:00:00.586242, arrival_time=2021-04-14 21:51:55.875053, cost_time=0:00:18.564243 2021-04-14 21:51:55,833 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.42ms, fps=2498 images/s, loss=0.4014, top1-acc=87.58%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-14 21:51:55.833665, cost_time=0:00:19.109099 2021-04-14 21:51:56,302 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=3.45ms, fps=5490 images/s, loss=1.4029, top1-acc=64.65%, top5-acc=88.24%, remaining_time=0:00:01.398750, arrival_time=2021-04-14 21:51:57.700774, cost_time=0:00:00.466249 2021-04-14 21:51:56,660 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=0.45ms, fps=7150 images/s, loss=1.4274, top1-acc=63.71%, top5-acc=88.01%, remaining_time=0:00:00.825160, arrival_time=2021-04-14 21:51:57.485980, cost_time=0:00:00.825158 2021-04-14 21:51:56,994 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=2.27ms, fps=7689 images/s, loss=1.4336, top1-acc=63.27%, top5-acc=87.90%, remaining_time=0:00:00.386260, arrival_time=2021-04-14 21:51:57.380588, cost_time=0:00:01.158776 2021-04-14 21:51:57,305 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.08ms, fps=7470 images/s, loss=1.4208, top1-acc=63.74%, top5-acc=88.14%, remaining_time=0:00:00, arrival_time=2021-04-14 21:51:57.305312, cost_time=0:00:01.469670 2021-04-14 21:51:57,461 INFO : Epoch=0117 complete, best val top1-acc=65.85%, top5-acc=89.31% (epoch=105), remaining_time=0:28:54.112111, arrival_time=2021-04-14 22:20:51.573993, cost_time=0:40:44.471289 2021-04-14 21:51:57,463 INFO : Train start, epoch=0118, lr=0.036806 2021-04-14 21:51:58,680 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=0.67ms, fps=2104 images/s, loss=0.4034, top1-acc=87.70%, top5-acc=99.30%, remaining_time=0:00:22.633968, arrival_time=2021-04-14 21:52:21.314386, cost_time=0:00:01.216878 2021-04-14 21:51:59,648 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.99ms, fps=2646 images/s, loss=0.3805, top1-acc=88.38%, top5-acc=99.37%, remaining_time=0:00:19.226592, arrival_time=2021-04-14 21:52:18.874999, cost_time=0:00:02.184844 2021-04-14 21:52:00,618 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.65ms, fps=2641 images/s, loss=0.3788, top1-acc=88.57%, top5-acc=99.37%, remaining_time=0:00:17.456726, arrival_time=2021-04-14 21:52:18.075075, cost_time=0:00:03.154841 2021-04-14 21:52:01,586 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.39ms, fps=2646 images/s, loss=0.3769, top1-acc=88.62%, top5-acc=99.38%, remaining_time=0:00:16.079388, arrival_time=2021-04-14 21:52:17.665854, cost_time=0:00:04.122918 2021-04-14 21:52:02,557 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.62ms, fps=2638 images/s, loss=0.3749, top1-acc=88.71%, top5-acc=99.38%, remaining_time=0:00:14.874918, arrival_time=2021-04-14 21:52:17.432593, cost_time=0:00:05.094132 2021-04-14 21:52:03,522 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.70ms, fps=2656 images/s, loss=0.3771, top1-acc=88.57%, top5-acc=99.37%, remaining_time=0:00:13.733144, arrival_time=2021-04-14 21:52:17.255372, cost_time=0:00:06.058763 2021-04-14 21:52:04,484 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.61ms, fps=2662 images/s, loss=0.3769, top1-acc=88.51%, top5-acc=99.41%, remaining_time=0:00:12.637296, arrival_time=2021-04-14 21:52:17.121563, cost_time=0:00:07.020731 2021-04-14 21:52:05,448 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.62ms, fps=2656 images/s, loss=0.3782, top1-acc=88.41%, top5-acc=99.43%, remaining_time=0:00:11.578424, arrival_time=2021-04-14 21:52:17.027031, cost_time=0:00:07.985156 2021-04-14 21:52:06,415 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.43ms, fps=2650 images/s, loss=0.3809, top1-acc=88.33%, top5-acc=99.42%, remaining_time=0:00:10.542760, arrival_time=2021-04-14 21:52:16.957791, cost_time=0:00:08.951438 2021-04-14 21:52:07,376 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.61ms, fps=2666 images/s, loss=0.3829, top1-acc=88.28%, top5-acc=99.41%, remaining_time=0:00:09.516000, arrival_time=2021-04-14 21:52:16.891990, cost_time=0:00:09.912537 2021-04-14 21:52:08,343 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.86ms, fps=2648 images/s, loss=0.3861, top1-acc=88.19%, top5-acc=99.36%, remaining_time=0:00:08.505916, arrival_time=2021-04-14 21:52:16.849020, cost_time=0:00:10.879653 2021-04-14 21:52:09,313 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=2.60ms, fps=2640 images/s, loss=0.3878, top1-acc=88.05%, top5-acc=99.35%, remaining_time=0:00:07.504772, arrival_time=2021-04-14 21:52:16.817994, cost_time=0:00:11.849682 2021-04-14 21:52:10,289 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.44ms, fps=2623 images/s, loss=0.3886, top1-acc=88.03%, top5-acc=99.34%, remaining_time=0:00:06.511824, arrival_time=2021-04-14 21:52:16.801560, cost_time=0:00:12.826274 2021-04-14 21:52:11,262 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=2.13ms, fps=2634 images/s, loss=0.3902, top1-acc=87.96%, top5-acc=99.30%, remaining_time=0:00:05.519472, arrival_time=2021-04-14 21:52:16.781653, cost_time=0:00:13.798636 2021-04-14 21:52:12,241 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.30ms, fps=2615 images/s, loss=0.3922, top1-acc=87.89%, top5-acc=99.29%, remaining_time=0:00:04.531966, arrival_time=2021-04-14 21:52:16.773622, cost_time=0:00:14.778148 2021-04-14 21:52:13,218 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.66ms, fps=2622 images/s, loss=0.3947, top1-acc=87.83%, top5-acc=99.25%, remaining_time=0:00:03.544884, arrival_time=2021-04-14 21:52:16.763357, cost_time=0:00:15.755026 2021-04-14 21:52:14,186 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.37ms, fps=2647 images/s, loss=0.3958, top1-acc=87.81%, top5-acc=99.26%, remaining_time=0:00:02.557594, arrival_time=2021-04-14 21:52:16.743705, cost_time=0:00:16.722654 2021-04-14 21:52:15,151 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.63ms, fps=2654 images/s, loss=0.3992, top1-acc=87.70%, top5-acc=99.22%, remaining_time=0:00:01.572240, arrival_time=2021-04-14 21:52:16.723520, cost_time=0:00:17.687736 2021-04-14 21:52:16,112 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.40ms, fps=2665 images/s, loss=0.4027, top1-acc=87.58%, top5-acc=99.19%, remaining_time=0:00:00.588918, arrival_time=2021-04-14 21:52:16.701446, cost_time=0:00:18.649080 2021-04-14 21:52:16,656 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.35ms, fps=2503 images/s, loss=0.4035, top1-acc=87.57%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-14 21:52:16.656273, cost_time=0:00:19.192822 2021-04-14 21:52:17,174 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=2.86ms, fps=4961 images/s, loss=1.2898, top1-acc=65.86%, top5-acc=89.34%, remaining_time=0:00:01.548120, arrival_time=2021-04-14 21:52:18.722261, cost_time=0:00:00.516045 2021-04-14 21:52:17,523 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=0.30ms, fps=7329 images/s, loss=1.2958, top1-acc=66.21%, top5-acc=89.43%, remaining_time=0:00:00.865700, arrival_time=2021-04-14 21:52:18.389537, cost_time=0:00:00.865699 2021-04-14 21:52:17,877 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=2.75ms, fps=7245 images/s, loss=1.2942, top1-acc=66.33%, top5-acc=89.45%, remaining_time=0:00:00.406510, arrival_time=2021-04-14 21:52:18.284173, cost_time=0:00:01.219536 2021-04-14 21:52:18,199 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.12ms, fps=7218 images/s, loss=1.3331, top1-acc=66.03%, top5-acc=89.37%, remaining_time=0:00:00, arrival_time=2021-04-14 21:52:18.199520, cost_time=0:00:01.541380 2021-04-14 21:52:18,381 INFO : Epoch=0118 complete, best val top1-acc=66.03%, top5-acc=89.37% (epoch=118), remaining_time=0:28:33.237808, arrival_time=2021-04-14 22:20:51.619435, cost_time=0:41:05.391005 2021-04-14 21:52:18,383 INFO : Train start, epoch=0119, lr=0.036050 2021-04-14 21:52:19,542 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=2.53ms, fps=2208 images/s, loss=0.3655, top1-acc=89.06%, top5-acc=99.34%, remaining_time=0:00:21.561864, arrival_time=2021-04-14 21:52:41.104716, cost_time=0:00:01.159244 2021-04-14 21:52:20,507 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.38ms, fps=2655 images/s, loss=0.3686, top1-acc=88.85%, top5-acc=99.14%, remaining_time=0:00:18.690848, arrival_time=2021-04-14 21:52:39.198395, cost_time=0:00:02.123970 2021-04-14 21:52:21,479 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.43ms, fps=2635 images/s, loss=0.3580, top1-acc=89.06%, top5-acc=99.26%, remaining_time=0:00:17.130038, arrival_time=2021-04-14 21:52:38.609409, cost_time=0:00:03.095785 2021-04-14 21:52:22,440 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.43ms, fps=2664 images/s, loss=0.3559, top1-acc=89.03%, top5-acc=99.31%, remaining_time=0:00:15.822612, arrival_time=2021-04-14 21:52:38.263268, cost_time=0:00:04.057090 2021-04-14 21:52:23,402 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.37ms, fps=2664 images/s, loss=0.3614, top1-acc=88.87%, top5-acc=99.29%, remaining_time=0:00:14.653436, arrival_time=2021-04-14 21:52:38.055444, cost_time=0:00:05.018323 2021-04-14 21:52:24,398 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=2.01ms, fps=2571 images/s, loss=0.3603, top1-acc=88.93%, top5-acc=99.32%, remaining_time=0:00:13.633048, arrival_time=2021-04-14 21:52:38.031354, cost_time=0:00:06.014598 2021-04-14 21:52:25,385 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.64ms, fps=2595 images/s, loss=0.3596, top1-acc=88.95%, top5-acc=99.34%, remaining_time=0:00:12.603276, arrival_time=2021-04-14 21:52:37.988739, cost_time=0:00:07.001843 2021-04-14 21:52:26,364 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.91ms, fps=2616 images/s, loss=0.3583, top1-acc=89.00%, top5-acc=99.33%, remaining_time=0:00:11.572508, arrival_time=2021-04-14 21:52:37.937150, cost_time=0:00:07.981070 2021-04-14 21:52:27,335 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.42ms, fps=2638 images/s, loss=0.3594, top1-acc=88.98%, top5-acc=99.33%, remaining_time=0:00:10.543396, arrival_time=2021-04-14 21:52:37.878904, cost_time=0:00:08.951953 2021-04-14 21:52:28,299 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.38ms, fps=2656 images/s, loss=0.3645, top1-acc=88.75%, top5-acc=99.31%, remaining_time=0:00:09.519360, arrival_time=2021-04-14 21:52:37.818930, cost_time=0:00:09.915998 2021-04-14 21:52:29,271 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.44ms, fps=2634 images/s, loss=0.3651, top1-acc=88.73%, top5-acc=99.31%, remaining_time=0:00:08.512710, arrival_time=2021-04-14 21:52:37.784623, cost_time=0:00:10.888338 2021-04-14 21:52:30,239 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.74ms, fps=2647 images/s, loss=0.3665, top1-acc=88.75%, top5-acc=99.30%, remaining_time=0:00:07.508800, arrival_time=2021-04-14 21:52:37.748440, cost_time=0:00:11.855999 2021-04-14 21:52:31,199 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.35ms, fps=2670 images/s, loss=0.3691, top1-acc=88.69%, top5-acc=99.29%, remaining_time=0:00:06.506346, arrival_time=2021-04-14 21:52:37.705426, cost_time=0:00:12.815493 2021-04-14 21:52:32,166 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.83ms, fps=2648 images/s, loss=0.3727, top1-acc=88.56%, top5-acc=99.24%, remaining_time=0:00:05.512976, arrival_time=2021-04-14 21:52:37.679046, cost_time=0:00:13.782493 2021-04-14 21:52:33,138 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.97ms, fps=2633 images/s, loss=0.3768, top1-acc=88.44%, top5-acc=99.23%, remaining_time=0:00:04.524836, arrival_time=2021-04-14 21:52:37.663379, cost_time=0:00:14.754972 2021-04-14 21:52:34,113 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.49ms, fps=2628 images/s, loss=0.3794, top1-acc=88.29%, top5-acc=99.23%, remaining_time=0:00:03.539160, arrival_time=2021-04-14 21:52:37.652261, cost_time=0:00:15.729528 2021-04-14 21:52:35,073 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.28ms, fps=2666 images/s, loss=0.3827, top1-acc=88.16%, top5-acc=99.24%, remaining_time=0:00:02.552602, arrival_time=2021-04-14 21:52:37.626240, cost_time=0:00:16.690061 2021-04-14 21:52:36,031 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.54ms, fps=2673 images/s, loss=0.3860, top1-acc=88.08%, top5-acc=99.22%, remaining_time=0:00:01.568736, arrival_time=2021-04-14 21:52:37.600643, cost_time=0:00:17.648314 2021-04-14 21:52:37,033 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.34ms, fps=2558 images/s, loss=0.3892, top1-acc=87.99%, top5-acc=99.21%, remaining_time=0:00:00.588924, arrival_time=2021-04-14 21:52:37.621907, cost_time=0:00:18.649341 2021-04-14 21:52:37,574 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.34ms, fps=2512 images/s, loss=0.3919, top1-acc=87.95%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-14 21:52:37.574836, cost_time=0:00:19.191266 2021-04-14 21:52:38,049 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.29ms, fps=5414 images/s, loss=1.3673, top1-acc=64.73%, top5-acc=89.49%, remaining_time=0:00:01.418490, arrival_time=2021-04-14 21:52:39.468030, cost_time=0:00:00.472826 2021-04-14 21:52:38,387 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=0.39ms, fps=7591 images/s, loss=1.3461, top1-acc=65.33%, top5-acc=89.57%, remaining_time=0:00:00.810580, arrival_time=2021-04-14 21:52:39.197859, cost_time=0:00:00.810582 2021-04-14 21:52:38,723 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=0.21ms, fps=7629 images/s, loss=1.3638, top1-acc=65.12%, top5-acc=89.45%, remaining_time=0:00:00.382200, arrival_time=2021-04-14 21:52:39.105463, cost_time=0:00:01.146603 2021-04-14 21:52:39,031 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.07ms, fps=7535 images/s, loss=1.3779, top1-acc=64.87%, top5-acc=89.08%, remaining_time=0:00:00, arrival_time=2021-04-14 21:52:39.031472, cost_time=0:00:01.454831 2021-04-14 21:52:39,136 INFO : Epoch=0119 complete, best val top1-acc=66.03%, top5-acc=89.37% (epoch=118), remaining_time=0:28:12.250623, arrival_time=2021-04-14 22:20:51.387240, cost_time=0:41:26.146027 2021-04-14 21:52:39,137 INFO : Train start, epoch=0120, lr=0.035298 2021-04-14 21:52:40,275 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.58ms, fps=2250 images/s, loss=0.3660, top1-acc=88.52%, top5-acc=99.41%, remaining_time=0:00:21.159174, arrival_time=2021-04-14 21:53:01.434701, cost_time=0:00:01.137587 2021-04-14 21:52:41,255 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=8.82ms, fps=2614 images/s, loss=0.3706, top1-acc=88.67%, top5-acc=99.32%, remaining_time=0:00:18.631536, arrival_time=2021-04-14 21:52:59.886767, cost_time=0:00:02.117221 2021-04-14 21:52:42,230 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.48ms, fps=2628 images/s, loss=0.3611, top1-acc=89.19%, top5-acc=99.32%, remaining_time=0:00:17.109122, arrival_time=2021-04-14 21:52:59.339156, cost_time=0:00:03.092016 2021-04-14 21:52:43,221 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.75ms, fps=2602 images/s, loss=0.3649, top1-acc=88.99%, top5-acc=99.32%, remaining_time=0:00:15.924480, arrival_time=2021-04-14 21:52:59.145772, cost_time=0:00:04.083205 2021-04-14 21:52:44,206 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.57ms, fps=2602 images/s, loss=0.3625, top1-acc=89.13%, top5-acc=99.32%, remaining_time=0:00:14.799144, arrival_time=2021-04-14 21:52:59.005307, cost_time=0:00:05.068220 2021-04-14 21:52:45,177 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.96ms, fps=2636 images/s, loss=0.3621, top1-acc=89.12%, top5-acc=99.30%, remaining_time=0:00:13.689760, arrival_time=2021-04-14 21:52:58.867408, cost_time=0:00:06.039615 2021-04-14 21:52:46,149 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.91ms, fps=2635 images/s, loss=0.3593, top1-acc=89.10%, top5-acc=99.35%, remaining_time=0:00:12.621168, arrival_time=2021-04-14 21:52:58.770838, cost_time=0:00:07.011751 2021-04-14 21:52:47,122 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.56ms, fps=2633 images/s, loss=0.3615, top1-acc=89.06%, top5-acc=99.32%, remaining_time=0:00:11.577148, arrival_time=2021-04-14 21:52:58.699413, cost_time=0:00:07.984226 2021-04-14 21:52:48,095 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.80ms, fps=2631 images/s, loss=0.3648, top1-acc=88.94%, top5-acc=99.33%, remaining_time=0:00:10.550180, arrival_time=2021-04-14 21:52:58.645842, cost_time=0:00:08.957725 2021-04-14 21:52:49,070 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.51ms, fps=2629 images/s, loss=0.3671, top1-acc=88.82%, top5-acc=99.31%, remaining_time=0:00:09.534720, arrival_time=2021-04-14 21:52:58.604794, cost_time=0:00:09.931992 2021-04-14 21:52:50,038 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.84ms, fps=2646 images/s, loss=0.3668, top1-acc=88.82%, top5-acc=99.32%, remaining_time=0:00:08.521998, arrival_time=2021-04-14 21:52:58.560274, cost_time=0:00:10.900279 2021-04-14 21:52:51,014 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=2.16ms, fps=2623 images/s, loss=0.3662, top1-acc=88.77%, top5-acc=99.33%, remaining_time=0:00:07.521948, arrival_time=2021-04-14 21:52:58.536696, cost_time=0:00:11.876779 2021-04-14 21:52:51,997 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.98ms, fps=2608 images/s, loss=0.3683, top1-acc=88.71%, top5-acc=99.31%, remaining_time=0:00:06.528456, arrival_time=2021-04-14 21:52:58.525511, cost_time=0:00:12.859037 2021-04-14 21:52:52,975 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.39ms, fps=2618 images/s, loss=0.3705, top1-acc=88.63%, top5-acc=99.31%, remaining_time=0:00:05.534984, arrival_time=2021-04-14 21:52:58.510340, cost_time=0:00:13.837419 2021-04-14 21:52:53,955 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.33ms, fps=2613 images/s, loss=0.3719, top1-acc=88.61%, top5-acc=99.29%, remaining_time=0:00:04.544064, arrival_time=2021-04-14 21:52:58.499607, cost_time=0:00:14.817613 2021-04-14 21:52:54,920 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.55ms, fps=2655 images/s, loss=0.3735, top1-acc=88.57%, top5-acc=99.29%, remaining_time=0:00:03.550968, arrival_time=2021-04-14 21:52:58.470965, cost_time=0:00:15.782073 2021-04-14 21:52:55,888 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.32ms, fps=2645 images/s, loss=0.3765, top1-acc=88.43%, top5-acc=99.30%, remaining_time=0:00:02.561806, arrival_time=2021-04-14 21:52:58.450074, cost_time=0:00:16.750245 2021-04-14 21:52:56,862 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.46ms, fps=2630 images/s, loss=0.3788, top1-acc=88.34%, top5-acc=99.30%, remaining_time=0:00:01.575504, arrival_time=2021-04-14 21:52:58.437862, cost_time=0:00:17.724424 2021-04-14 21:52:57,832 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.18ms, fps=2639 images/s, loss=0.3826, top1-acc=88.23%, top5-acc=99.28%, remaining_time=0:00:00.590358, arrival_time=2021-04-14 21:52:58.422972, cost_time=0:00:18.694675 2021-04-14 21:52:58,392 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.62ms, fps=2431 images/s, loss=0.3848, top1-acc=88.17%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-14 21:52:58.392527, cost_time=0:00:19.254510 2021-04-14 21:52:58,915 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=0.41ms, fps=4928 images/s, loss=1.3580, top1-acc=65.27%, top5-acc=89.06%, remaining_time=0:00:01.558440, arrival_time=2021-04-14 21:53:00.473793, cost_time=0:00:00.519479 2021-04-14 21:52:59,250 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=0.48ms, fps=7657 images/s, loss=1.3465, top1-acc=65.43%, top5-acc=88.98%, remaining_time=0:00:00.854280, arrival_time=2021-04-14 21:53:00.104482, cost_time=0:00:00.854284 2021-04-14 21:52:59,585 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=0.31ms, fps=7638 images/s, loss=1.3482, top1-acc=65.72%, top5-acc=88.84%, remaining_time=0:00:00.396660, arrival_time=2021-04-14 21:52:59.982482, cost_time=0:00:01.189990 2021-04-14 21:52:59,893 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.07ms, fps=7541 images/s, loss=1.3553, top1-acc=65.26%, top5-acc=88.89%, remaining_time=0:00:00, arrival_time=2021-04-14 21:52:59.893839, cost_time=0:00:01.497984 2021-04-14 21:53:00,007 INFO : Epoch=0120 complete, best val top1-acc=66.03%, top5-acc=89.37% (epoch=118), remaining_time=0:27:51.344480, arrival_time=2021-04-14 22:20:51.351731, cost_time=0:41:47.016663 2021-04-14 21:53:00,012 INFO : Train start, epoch=0121, lr=0.034549 2021-04-14 21:53:01,145 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=0.22ms, fps=2259 images/s, loss=0.3636, top1-acc=89.14%, top5-acc=99.37%, remaining_time=0:00:21.083286, arrival_time=2021-04-14 21:53:22.229022, cost_time=0:00:01.133512 2021-04-14 21:53:02,117 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.53ms, fps=2635 images/s, loss=0.3551, top1-acc=89.37%, top5-acc=99.47%, remaining_time=0:00:18.528576, arrival_time=2021-04-14 21:53:20.646368, cost_time=0:00:02.105511 2021-04-14 21:53:03,083 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.59ms, fps=2653 images/s, loss=0.3468, top1-acc=89.53%, top5-acc=99.49%, remaining_time=0:00:16.993752, arrival_time=2021-04-14 21:53:20.077143, cost_time=0:00:03.071145 2021-04-14 21:53:04,051 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.38ms, fps=2645 images/s, loss=0.3465, top1-acc=89.40%, top5-acc=99.43%, remaining_time=0:00:15.753504, arrival_time=2021-04-14 21:53:19.805177, cost_time=0:00:04.039353 2021-04-14 21:53:05,023 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=2.18ms, fps=2636 images/s, loss=0.3435, top1-acc=89.59%, top5-acc=99.45%, remaining_time=0:00:14.632850, arrival_time=2021-04-14 21:53:19.656387, cost_time=0:00:05.011242 2021-04-14 21:53:05,983 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.49ms, fps=2667 images/s, loss=0.3476, top1-acc=89.51%, top5-acc=99.43%, remaining_time=0:00:13.535672, arrival_time=2021-04-14 21:53:19.519541, cost_time=0:00:05.971637 2021-04-14 21:53:06,942 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.55ms, fps=2672 images/s, loss=0.3449, top1-acc=89.59%, top5-acc=99.46%, remaining_time=0:00:12.474252, arrival_time=2021-04-14 21:53:19.416642, cost_time=0:00:06.930156 2021-04-14 21:53:07,909 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.39ms, fps=2648 images/s, loss=0.3467, top1-acc=89.50%, top5-acc=99.47%, remaining_time=0:00:11.451172, arrival_time=2021-04-14 21:53:19.360743, cost_time=0:00:07.897341 2021-04-14 21:53:08,872 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.43ms, fps=2660 images/s, loss=0.3481, top1-acc=89.37%, top5-acc=99.48%, remaining_time=0:00:10.435382, arrival_time=2021-04-14 21:53:19.307880, cost_time=0:00:08.860261 2021-04-14 21:53:09,833 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.59ms, fps=2666 images/s, loss=0.3505, top1-acc=89.28%, top5-acc=99.46%, remaining_time=0:00:09.427872, arrival_time=2021-04-14 21:53:19.260939, cost_time=0:00:09.820746 2021-04-14 21:53:10,795 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.92ms, fps=2660 images/s, loss=0.3525, top1-acc=89.22%, top5-acc=99.44%, remaining_time=0:00:08.430838, arrival_time=2021-04-14 21:53:19.226712, cost_time=0:00:10.783628 2021-04-14 21:53:11,755 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.37ms, fps=2669 images/s, loss=0.3522, top1-acc=89.30%, top5-acc=99.44%, remaining_time=0:00:07.437512, arrival_time=2021-04-14 21:53:19.193127, cost_time=0:00:11.743382 2021-04-14 21:53:12,722 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.36ms, fps=2650 images/s, loss=0.3542, top1-acc=89.20%, top5-acc=99.44%, remaining_time=0:00:06.452622, arrival_time=2021-04-14 21:53:19.174604, cost_time=0:00:12.709744 2021-04-14 21:53:13,692 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=3.05ms, fps=2638 images/s, loss=0.3569, top1-acc=89.14%, top5-acc=99.40%, remaining_time=0:00:05.472208, arrival_time=2021-04-14 21:53:19.165044, cost_time=0:00:13.680553 2021-04-14 21:53:14,654 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.61ms, fps=2663 images/s, loss=0.3591, top1-acc=89.05%, top5-acc=99.39%, remaining_time=0:00:04.490382, arrival_time=2021-04-14 21:53:19.145127, cost_time=0:00:14.642520 2021-04-14 21:53:15,619 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.51ms, fps=2655 images/s, loss=0.3606, top1-acc=89.01%, top5-acc=99.38%, remaining_time=0:00:03.511548, arrival_time=2021-04-14 21:53:19.130741, cost_time=0:00:15.606900 2021-04-14 21:53:16,581 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.36ms, fps=2662 images/s, loss=0.3624, top1-acc=88.92%, top5-acc=99.37%, remaining_time=0:00:02.534142, arrival_time=2021-04-14 21:53:19.115778, cost_time=0:00:16.569325 2021-04-14 21:53:17,548 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.49ms, fps=2649 images/s, loss=0.3652, top1-acc=88.80%, top5-acc=99.36%, remaining_time=0:00:01.558768, arrival_time=2021-04-14 21:53:19.107254, cost_time=0:00:17.536225 2021-04-14 21:53:18,509 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.20ms, fps=2664 images/s, loss=0.3688, top1-acc=88.68%, top5-acc=99.34%, remaining_time=0:00:00.584136, arrival_time=2021-04-14 21:53:19.093986, cost_time=0:00:18.497622 2021-04-14 21:53:19,060 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=0.08ms, fps=2471 images/s, loss=0.3698, top1-acc=88.66%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-14 21:53:19.060502, cost_time=0:00:19.048260 2021-04-14 21:53:19,543 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.43ms, fps=5321 images/s, loss=1.3816, top1-acc=65.20%, top5-acc=88.24%, remaining_time=0:00:01.443390, arrival_time=2021-04-14 21:53:20.986918, cost_time=0:00:00.481131 2021-04-14 21:53:19,890 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=0.21ms, fps=7392 images/s, loss=1.3601, top1-acc=65.18%, top5-acc=88.85%, remaining_time=0:00:00.827780, arrival_time=2021-04-14 21:53:20.717946, cost_time=0:00:00.827773 2021-04-14 21:53:20,238 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=0.31ms, fps=7349 images/s, loss=1.3512, top1-acc=64.99%, top5-acc=88.93%, remaining_time=0:00:00.392150, arrival_time=2021-04-14 21:53:20.631042, cost_time=0:00:01.176454 2021-04-14 21:53:20,550 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.06ms, fps=7450 images/s, loss=1.3863, top1-acc=64.87%, top5-acc=88.79%, remaining_time=0:00:00, arrival_time=2021-04-14 21:53:20.550723, cost_time=0:00:01.488338 2021-04-14 21:53:20,643 INFO : Epoch=0121 complete, best val top1-acc=66.03%, top5-acc=89.37% (epoch=118), remaining_time=0:27:30.285431, arrival_time=2021-04-14 22:20:50.928400, cost_time=0:42:07.652389 2021-04-14 21:53:20,644 INFO : Train start, epoch=0122, lr=0.033804 2021-04-14 21:53:21,791 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=0.24ms, fps=2232 images/s, loss=0.3543, top1-acc=88.75%, top5-acc=99.49%, remaining_time=0:00:21.330666, arrival_time=2021-04-14 21:53:43.121702, cost_time=0:00:01.146807 2021-04-14 21:53:22,753 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.51ms, fps=2660 images/s, loss=0.3491, top1-acc=89.04%, top5-acc=99.47%, remaining_time=0:00:18.565184, arrival_time=2021-04-14 21:53:41.319092, cost_time=0:00:02.109676 2021-04-14 21:53:23,729 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.87ms, fps=2626 images/s, loss=0.3419, top1-acc=89.41%, top5-acc=99.39%, remaining_time=0:00:17.069946, arrival_time=2021-04-14 21:53:40.799106, cost_time=0:00:03.084924 2021-04-14 21:53:24,697 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.51ms, fps=2646 images/s, loss=0.3395, top1-acc=89.48%, top5-acc=99.44%, remaining_time=0:00:15.806076, arrival_time=2021-04-14 21:53:40.503216, cost_time=0:00:04.052842 2021-04-14 21:53:25,670 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.41ms, fps=2631 images/s, loss=0.3376, top1-acc=89.56%, top5-acc=99.48%, remaining_time=0:00:14.676796, arrival_time=2021-04-14 21:53:40.347342, cost_time=0:00:05.026312 2021-04-14 21:53:26,642 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.29ms, fps=2635 images/s, loss=0.3390, top1-acc=89.52%, top5-acc=99.46%, remaining_time=0:00:13.596056, arrival_time=2021-04-14 21:53:40.238565, cost_time=0:00:05.998280 2021-04-14 21:53:27,614 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.60ms, fps=2634 images/s, loss=0.3400, top1-acc=89.46%, top5-acc=99.45%, remaining_time=0:00:12.547080, arrival_time=2021-04-14 21:53:40.161884, cost_time=0:00:06.970577 2021-04-14 21:53:28,582 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.41ms, fps=2647 images/s, loss=0.3399, top1-acc=89.53%, top5-acc=99.48%, remaining_time=0:00:11.510448, arrival_time=2021-04-14 21:53:40.092895, cost_time=0:00:07.938209 2021-04-14 21:53:29,549 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.85ms, fps=2648 images/s, loss=0.3399, top1-acc=89.50%, top5-acc=99.50%, remaining_time=0:00:10.488382, arrival_time=2021-04-14 21:53:40.037952, cost_time=0:00:08.905244 2021-04-14 21:53:30,533 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=2.05ms, fps=2603 images/s, loss=0.3426, top1-acc=89.44%, top5-acc=99.48%, remaining_time=0:00:09.493632, arrival_time=2021-04-14 21:53:40.027156, cost_time=0:00:09.889208 2021-04-14 21:53:31,498 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.43ms, fps=2654 images/s, loss=0.3427, top1-acc=89.44%, top5-acc=99.49%, remaining_time=0:00:08.486050, arrival_time=2021-04-14 21:53:39.984506, cost_time=0:00:10.854223 2021-04-14 21:53:32,471 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=2.05ms, fps=2632 images/s, loss=0.3448, top1-acc=89.33%, top5-acc=99.45%, remaining_time=0:00:07.490484, arrival_time=2021-04-14 21:53:39.961784, cost_time=0:00:11.827063 2021-04-14 21:53:33,441 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.31ms, fps=2640 images/s, loss=0.3467, top1-acc=89.26%, top5-acc=99.46%, remaining_time=0:00:06.497040, arrival_time=2021-04-14 21:53:39.938435, cost_time=0:00:12.797164 2021-04-14 21:53:34,407 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.46ms, fps=2652 images/s, loss=0.3503, top1-acc=89.17%, top5-acc=99.42%, remaining_time=0:00:05.505136, arrival_time=2021-04-14 21:53:39.912151, cost_time=0:00:13.762783 2021-04-14 21:53:35,377 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.52ms, fps=2639 images/s, loss=0.3513, top1-acc=89.14%, top5-acc=99.42%, remaining_time=0:00:04.518212, arrival_time=2021-04-14 21:53:39.895725, cost_time=0:00:14.733279 2021-04-14 21:53:36,341 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.50ms, fps=2656 images/s, loss=0.3539, top1-acc=89.04%, top5-acc=99.41%, remaining_time=0:00:03.531924, arrival_time=2021-04-14 21:53:39.873577, cost_time=0:00:15.697429 2021-04-14 21:53:37,310 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.66ms, fps=2644 images/s, loss=0.3559, top1-acc=88.99%, top5-acc=99.40%, remaining_time=0:00:02.548884, arrival_time=2021-04-14 21:53:39.859018, cost_time=0:00:16.665849 2021-04-14 21:53:38,295 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.53ms, fps=2600 images/s, loss=0.3584, top1-acc=88.93%, top5-acc=99.38%, remaining_time=0:00:01.568960, arrival_time=2021-04-14 21:53:39.864009, cost_time=0:00:17.650810 2021-04-14 21:53:39,269 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.22ms, fps=2629 images/s, loss=0.3608, top1-acc=88.92%, top5-acc=99.37%, remaining_time=0:00:00.588156, arrival_time=2021-04-14 21:53:39.857489, cost_time=0:00:18.625028 2021-04-14 21:53:39,814 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.24ms, fps=2499 images/s, loss=0.3619, top1-acc=88.90%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-14 21:53:39.814026, cost_time=0:00:19.169788 2021-04-14 21:53:40,361 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=2.83ms, fps=4693 images/s, loss=1.2839, top1-acc=66.45%, top5-acc=89.80%, remaining_time=0:00:01.636350, arrival_time=2021-04-14 21:53:41.997808, cost_time=0:00:00.545449 2021-04-14 21:53:40,694 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=0.29ms, fps=7701 images/s, loss=1.3313, top1-acc=65.59%, top5-acc=89.53%, remaining_time=0:00:00.878440, arrival_time=2021-04-14 21:53:41.572861, cost_time=0:00:00.878438 2021-04-14 21:53:41,059 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=3.67ms, fps=7022 images/s, loss=1.3336, top1-acc=65.53%, top5-acc=89.48%, remaining_time=0:00:00.414510, arrival_time=2021-04-14 21:53:41.473969, cost_time=0:00:01.243526 2021-04-14 21:53:41,375 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.10ms, fps=7358 images/s, loss=1.3398, top1-acc=65.37%, top5-acc=89.48%, remaining_time=0:00:00, arrival_time=2021-04-14 21:53:41.375144, cost_time=0:00:01.559167 2021-04-14 21:53:41,495 INFO : Epoch=0122 complete, best val top1-acc=66.03%, top5-acc=89.37% (epoch=118), remaining_time=0:27:09.372186, arrival_time=2021-04-14 22:20:50.868009, cost_time=0:42:28.505241 2021-04-14 21:53:41,497 INFO : Train start, epoch=0123, lr=0.033063 2021-04-14 21:53:42,658 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.54ms, fps=2205 images/s, loss=0.3104, top1-acc=90.43%, top5-acc=99.53%, remaining_time=0:00:21.596088, arrival_time=2021-04-14 21:54:04.254502, cost_time=0:00:01.161078 2021-04-14 21:53:43,643 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=2.23ms, fps=2600 images/s, loss=0.3175, top1-acc=90.59%, top5-acc=99.61%, remaining_time=0:00:18.886736, arrival_time=2021-04-14 21:54:02.530355, cost_time=0:00:02.146223 2021-04-14 21:53:44,616 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=2.15ms, fps=2632 images/s, loss=0.3149, top1-acc=90.39%, top5-acc=99.56%, remaining_time=0:00:17.260680, arrival_time=2021-04-14 21:54:01.877382, cost_time=0:00:03.119395 2021-04-14 21:53:45,598 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.94ms, fps=2610 images/s, loss=0.3240, top1-acc=90.02%, top5-acc=99.51%, remaining_time=0:00:15.992964, arrival_time=2021-04-14 21:54:01.591069, cost_time=0:00:04.100771 2021-04-14 21:53:46,575 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=2.34ms, fps=2621 images/s, loss=0.3297, top1-acc=89.95%, top5-acc=99.46%, remaining_time=0:00:14.828198, arrival_time=2021-04-14 21:54:01.403662, cost_time=0:00:05.078138 2021-04-14 21:53:47,544 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.40ms, fps=2644 images/s, loss=0.3304, top1-acc=89.99%, top5-acc=99.51%, remaining_time=0:00:13.706216, arrival_time=2021-04-14 21:54:01.250309, cost_time=0:00:06.046839 2021-04-14 21:53:48,515 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=2.00ms, fps=2637 images/s, loss=0.3318, top1-acc=89.96%, top5-acc=99.51%, remaining_time=0:00:12.632886, arrival_time=2021-04-14 21:54:01.148453, cost_time=0:00:07.018241 2021-04-14 21:53:49,478 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.43ms, fps=2661 images/s, loss=0.3313, top1-acc=89.99%, top5-acc=99.51%, remaining_time=0:00:11.572276, arrival_time=2021-04-14 21:54:01.050390, cost_time=0:00:07.980856 2021-04-14 21:53:50,455 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.32ms, fps=2620 images/s, loss=0.3289, top1-acc=90.09%, top5-acc=99.53%, remaining_time=0:00:10.550816, arrival_time=2021-04-14 21:54:01.006261, cost_time=0:00:08.958206 2021-04-14 21:53:51,424 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.50ms, fps=2642 images/s, loss=0.3298, top1-acc=90.05%, top5-acc=99.53%, remaining_time=0:00:09.530496, arrival_time=2021-04-14 21:54:00.955394, cost_time=0:00:09.927566 2021-04-14 21:53:52,397 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.43ms, fps=2634 images/s, loss=0.3332, top1-acc=89.91%, top5-acc=99.52%, remaining_time=0:00:08.521998, arrival_time=2021-04-14 21:54:00.919541, cost_time=0:00:10.900228 2021-04-14 21:53:53,374 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.62ms, fps=2623 images/s, loss=0.3360, top1-acc=89.79%, top5-acc=99.48%, remaining_time=0:00:07.522024, arrival_time=2021-04-14 21:54:00.896198, cost_time=0:00:11.876936 2021-04-14 21:53:54,359 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.45ms, fps=2598 images/s, loss=0.3373, top1-acc=89.74%, top5-acc=99.48%, remaining_time=0:00:06.530172, arrival_time=2021-04-14 21:54:00.890027, cost_time=0:00:12.862520 2021-04-14 21:53:55,325 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.36ms, fps=2654 images/s, loss=0.3386, top1-acc=89.64%, top5-acc=99.49%, remaining_time=0:00:05.531120, arrival_time=2021-04-14 21:54:00.856110, cost_time=0:00:13.827742 2021-04-14 21:53:56,289 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.82ms, fps=2655 images/s, loss=0.3412, top1-acc=89.54%, top5-acc=99.46%, remaining_time=0:00:04.536336, arrival_time=2021-04-14 21:54:00.825977, cost_time=0:00:14.792407 2021-04-14 21:53:57,256 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.40ms, fps=2650 images/s, loss=0.3443, top1-acc=89.42%, top5-acc=99.45%, remaining_time=0:00:03.545748, arrival_time=2021-04-14 21:54:00.801906, cost_time=0:00:15.758834 2021-04-14 21:53:58,232 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.35ms, fps=2624 images/s, loss=0.3465, top1-acc=89.35%, top5-acc=99.43%, remaining_time=0:00:02.559492, arrival_time=2021-04-14 21:54:00.791903, cost_time=0:00:16.735152 2021-04-14 21:53:59,192 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.37ms, fps=2667 images/s, loss=0.3479, top1-acc=89.29%, top5-acc=99.43%, remaining_time=0:00:01.572928, arrival_time=2021-04-14 21:54:00.765670, cost_time=0:00:17.695497 2021-04-14 21:54:00,187 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=2.14ms, fps=2573 images/s, loss=0.3499, top1-acc=89.22%, top5-acc=99.42%, remaining_time=0:00:00.590232, arrival_time=2021-04-14 21:54:00.778147, cost_time=0:00:18.690643 2021-04-14 21:54:00,731 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=0.08ms, fps=2504 images/s, loss=0.3512, top1-acc=89.18%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-14 21:54:00.731374, cost_time=0:00:19.234136 2021-04-14 21:54:01,241 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.21ms, fps=5036 images/s, loss=1.3734, top1-acc=65.20%, top5-acc=88.67%, remaining_time=0:00:01.525020, arrival_time=2021-04-14 21:54:02.766718, cost_time=0:00:00.508336 2021-04-14 21:54:01,576 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=4.01ms, fps=7647 images/s, loss=1.3494, top1-acc=65.39%, top5-acc=88.96%, remaining_time=0:00:00.843640, arrival_time=2021-04-14 21:54:02.420578, cost_time=0:00:00.843647 2021-04-14 21:54:01,908 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=0.20ms, fps=7724 images/s, loss=1.3598, top1-acc=65.09%, top5-acc=88.93%, remaining_time=0:00:00.391820, arrival_time=2021-04-14 21:54:02.300553, cost_time=0:00:01.175448 2021-04-14 21:54:02,220 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.06ms, fps=7456 images/s, loss=1.3841, top1-acc=65.33%, top5-acc=89.09%, remaining_time=0:00:00, arrival_time=2021-04-14 21:54:02.220211, cost_time=0:00:01.486952 2021-04-14 21:54:02,324 INFO : Epoch=0123 complete, best val top1-acc=66.03%, top5-acc=89.37% (epoch=118), remaining_time=0:26:48.444761, arrival_time=2021-04-14 22:20:50.769200, cost_time=0:42:49.333850 2021-04-14 21:54:02,325 INFO : Train start, epoch=0124, lr=0.032326 2021-04-14 21:54:03,489 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.35ms, fps=2201 images/s, loss=0.3345, top1-acc=89.69%, top5-acc=99.53%, remaining_time=0:00:21.638124, arrival_time=2021-04-14 21:54:25.127475, cost_time=0:00:01.163342 2021-04-14 21:54:04,453 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=2.14ms, fps=2657 images/s, loss=0.3321, top1-acc=90.06%, top5-acc=99.53%, remaining_time=0:00:18.721120, arrival_time=2021-04-14 21:54:23.174502, cost_time=0:00:02.127409 2021-04-14 21:54:05,420 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.76ms, fps=2649 images/s, loss=0.3304, top1-acc=90.04%, top5-acc=99.47%, remaining_time=0:00:17.122900, arrival_time=2021-04-14 21:54:22.543386, cost_time=0:00:03.094515 2021-04-14 21:54:06,397 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.83ms, fps=2623 images/s, loss=0.3237, top1-acc=90.32%, top5-acc=99.51%, remaining_time=0:00:15.876588, arrival_time=2021-04-14 21:54:22.273516, cost_time=0:00:04.070938 2021-04-14 21:54:07,362 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=2.88ms, fps=2654 images/s, loss=0.3229, top1-acc=90.33%, top5-acc=99.53%, remaining_time=0:00:14.705120, arrival_time=2021-04-14 21:54:22.067066, cost_time=0:00:05.035988 2021-04-14 21:54:08,321 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.41ms, fps=2669 images/s, loss=0.3246, top1-acc=90.33%, top5-acc=99.53%, remaining_time=0:00:13.589936, arrival_time=2021-04-14 21:54:21.911392, cost_time=0:00:05.995547 2021-04-14 21:54:09,283 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=2.02ms, fps=2662 images/s, loss=0.3232, top1-acc=90.24%, top5-acc=99.53%, remaining_time=0:00:12.523644, arrival_time=2021-04-14 21:54:21.807189, cost_time=0:00:06.957599 2021-04-14 21:54:10,250 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.36ms, fps=2648 images/s, loss=0.3243, top1-acc=90.27%, top5-acc=99.52%, remaining_time=0:00:11.491076, arrival_time=2021-04-14 21:54:21.741857, cost_time=0:00:07.924880 2021-04-14 21:54:11,226 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.64ms, fps=2625 images/s, loss=0.3244, top1-acc=90.28%, top5-acc=99.53%, remaining_time=0:00:10.482870, arrival_time=2021-04-14 21:54:21.709301, cost_time=0:00:08.900526 2021-04-14 21:54:12,234 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.89ms, fps=2542 images/s, loss=0.3264, top1-acc=90.23%, top5-acc=99.50%, remaining_time=0:00:09.511488, arrival_time=2021-04-14 21:54:21.745393, cost_time=0:00:09.907848 2021-04-14 21:54:13,208 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.40ms, fps=2629 images/s, loss=0.3294, top1-acc=90.14%, top5-acc=99.47%, remaining_time=0:00:08.508152, arrival_time=2021-04-14 21:54:21.716601, cost_time=0:00:10.882551 2021-04-14 21:54:14,169 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.51ms, fps=2664 images/s, loss=0.3286, top1-acc=90.09%, top5-acc=99.49%, remaining_time=0:00:07.501200, arrival_time=2021-04-14 21:54:21.671092, cost_time=0:00:11.843953 2021-04-14 21:54:15,146 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.85ms, fps=2624 images/s, loss=0.3296, top1-acc=90.02%, top5-acc=99.50%, remaining_time=0:00:06.508656, arrival_time=2021-04-14 21:54:21.654614, cost_time=0:00:12.820025 2021-04-14 21:54:16,112 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.34ms, fps=2650 images/s, loss=0.3326, top1-acc=89.96%, top5-acc=99.49%, remaining_time=0:00:05.514600, arrival_time=2021-04-14 21:54:21.626970, cost_time=0:00:13.786479 2021-04-14 21:54:17,075 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.42ms, fps=2659 images/s, loss=0.3349, top1-acc=89.87%, top5-acc=99.47%, remaining_time=0:00:04.523272, arrival_time=2021-04-14 21:54:21.598971, cost_time=0:00:14.749795 2021-04-14 21:54:18,046 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.54ms, fps=2638 images/s, loss=0.3362, top1-acc=89.83%, top5-acc=99.46%, remaining_time=0:00:03.537108, arrival_time=2021-04-14 21:54:21.583529, cost_time=0:00:15.720485 2021-04-14 21:54:19,016 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.48ms, fps=2642 images/s, loss=0.3397, top1-acc=89.71%, top5-acc=99.44%, remaining_time=0:00:02.552576, arrival_time=2021-04-14 21:54:21.568606, cost_time=0:00:16.689999 2021-04-14 21:54:19,986 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.73ms, fps=2639 images/s, loss=0.3421, top1-acc=89.61%, top5-acc=99.44%, remaining_time=0:00:01.569840, arrival_time=2021-04-14 21:54:21.556447, cost_time=0:00:17.660712 2021-04-14 21:54:20,959 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.41ms, fps=2632 images/s, loss=0.3445, top1-acc=89.50%, top5-acc=99.44%, remaining_time=0:00:00.588432, arrival_time=2021-04-14 21:54:21.547988, cost_time=0:00:18.633618 2021-04-14 21:54:21,509 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.23ms, fps=2476 images/s, loss=0.3473, top1-acc=89.41%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-14 21:54:21.509338, cost_time=0:00:19.183464 2021-04-14 21:54:22,038 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.22ms, fps=4855 images/s, loss=1.3027, top1-acc=66.21%, top5-acc=89.57%, remaining_time=0:00:01.581900, arrival_time=2021-04-14 21:54:23.620293, cost_time=0:00:00.527299 2021-04-14 21:54:22,371 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=0.31ms, fps=7702 images/s, loss=1.3019, top1-acc=66.29%, top5-acc=89.32%, remaining_time=0:00:00.860460, arrival_time=2021-04-14 21:54:23.231920, cost_time=0:00:00.860464 2021-04-14 21:54:22,707 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=0.29ms, fps=7629 images/s, loss=1.3080, top1-acc=66.03%, top5-acc=89.18%, remaining_time=0:00:00.398820, arrival_time=2021-04-14 21:54:23.106264, cost_time=0:00:01.196471 2021-04-14 21:54:23,020 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.05ms, fps=7412 images/s, loss=1.3141, top1-acc=66.12%, top5-acc=89.38%, remaining_time=0:00:00, arrival_time=2021-04-14 21:54:23.020881, cost_time=0:00:01.509978 2021-04-14 21:54:23,233 INFO : Epoch=0124 complete, best val top1-acc=66.12%, top5-acc=89.38% (epoch=124), remaining_time=0:26:27.568256, arrival_time=2021-04-14 22:20:50.801888, cost_time=0:43:10.242985 2021-04-14 21:54:23,235 INFO : Train start, epoch=0125, lr=0.031594 2021-04-14 21:54:24,383 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=0.27ms, fps=2231 images/s, loss=0.2992, top1-acc=90.70%, top5-acc=99.69%, remaining_time=0:00:21.344616, arrival_time=2021-04-14 21:54:45.728306, cost_time=0:00:01.147555 2021-04-14 21:54:25,350 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=2.19ms, fps=2651 images/s, loss=0.3008, top1-acc=91.00%, top5-acc=99.65%, remaining_time=0:00:18.602320, arrival_time=2021-04-14 21:54:43.952347, cost_time=0:00:02.113900 2021-04-14 21:54:26,324 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.47ms, fps=2630 images/s, loss=0.3005, top1-acc=90.91%, top5-acc=99.60%, remaining_time=0:00:17.087044, arrival_time=2021-04-14 21:54:43.411170, cost_time=0:00:03.088016 2021-04-14 21:54:27,299 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.38ms, fps=2627 images/s, loss=0.2993, top1-acc=91.09%, top5-acc=99.58%, remaining_time=0:00:15.846636, arrival_time=2021-04-14 21:54:43.146003, cost_time=0:00:04.063222 2021-04-14 21:54:28,269 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.73ms, fps=2640 images/s, loss=0.2987, top1-acc=91.13%, top5-acc=99.58%, remaining_time=0:00:14.697528, arrival_time=2021-04-14 21:54:42.967157, cost_time=0:00:05.033387 2021-04-14 21:54:29,234 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=2.10ms, fps=2656 images/s, loss=0.2995, top1-acc=91.09%, top5-acc=99.60%, remaining_time=0:00:13.595920, arrival_time=2021-04-14 21:54:42.830148, cost_time=0:00:05.998174 2021-04-14 21:54:30,206 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.32ms, fps=2636 images/s, loss=0.2994, top1-acc=91.14%, top5-acc=99.59%, remaining_time=0:00:12.545568, arrival_time=2021-04-14 21:54:42.751533, cost_time=0:00:06.969770 2021-04-14 21:54:31,172 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.36ms, fps=2651 images/s, loss=0.2983, top1-acc=91.18%, top5-acc=99.60%, remaining_time=0:00:11.507316, arrival_time=2021-04-14 21:54:42.679435, cost_time=0:00:07.936058 2021-04-14 21:54:32,134 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.41ms, fps=2662 images/s, loss=0.2976, top1-acc=91.22%, top5-acc=99.62%, remaining_time=0:00:10.480008, arrival_time=2021-04-14 21:54:42.614271, cost_time=0:00:08.898165 2021-04-14 21:54:33,109 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.69ms, fps=2626 images/s, loss=0.3014, top1-acc=91.10%, top5-acc=99.64%, remaining_time=0:00:09.478560, arrival_time=2021-04-14 21:54:42.588308, cost_time=0:00:09.873548 2021-04-14 21:54:34,079 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.33ms, fps=2640 images/s, loss=0.3048, top1-acc=90.93%, top5-acc=99.64%, remaining_time=0:00:08.477966, arrival_time=2021-04-14 21:54:42.557875, cost_time=0:00:10.843862 2021-04-14 21:54:35,039 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.39ms, fps=2668 images/s, loss=0.3077, top1-acc=90.77%, top5-acc=99.63%, remaining_time=0:00:07.475664, arrival_time=2021-04-14 21:54:42.515382, cost_time=0:00:11.803627 2021-04-14 21:54:36,010 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.43ms, fps=2638 images/s, loss=0.3086, top1-acc=90.76%, top5-acc=99.62%, remaining_time=0:00:06.485490, arrival_time=2021-04-14 21:54:42.496126, cost_time=0:00:12.774498 2021-04-14 21:54:36,985 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.92ms, fps=2627 images/s, loss=0.3101, top1-acc=90.69%, top5-acc=99.61%, remaining_time=0:00:05.499872, arrival_time=2021-04-14 21:54:42.485588, cost_time=0:00:13.749659 2021-04-14 21:54:37,976 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.79ms, fps=2585 images/s, loss=0.3111, top1-acc=90.64%, top5-acc=99.60%, remaining_time=0:00:04.520374, arrival_time=2021-04-14 21:54:42.496762, cost_time=0:00:14.740298 2021-04-14 21:54:38,955 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.42ms, fps=2617 images/s, loss=0.3148, top1-acc=90.54%, top5-acc=99.58%, remaining_time=0:00:03.536748, arrival_time=2021-04-14 21:54:42.491790, cost_time=0:00:15.718911 2021-04-14 21:54:39,919 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.33ms, fps=2655 images/s, loss=0.3185, top1-acc=90.40%, top5-acc=99.57%, remaining_time=0:00:02.551640, arrival_time=2021-04-14 21:54:42.471513, cost_time=0:00:16.683812 2021-04-14 21:54:40,899 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.64ms, fps=2614 images/s, loss=0.3219, top1-acc=90.29%, top5-acc=99.54%, remaining_time=0:00:01.570096, arrival_time=2021-04-14 21:54:42.469794, cost_time=0:00:17.663650 2021-04-14 21:54:41,875 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.77ms, fps=2626 images/s, loss=0.3254, top1-acc=90.18%, top5-acc=99.51%, remaining_time=0:00:00.588594, arrival_time=2021-04-14 21:54:42.463587, cost_time=0:00:18.638882 2021-04-14 21:54:42,435 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=0.09ms, fps=2430 images/s, loss=0.3260, top1-acc=90.15%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-14 21:54:42.435424, cost_time=0:00:19.199170 2021-04-14 21:54:42,969 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=9.71ms, fps=4824 images/s, loss=1.3394, top1-acc=66.09%, top5-acc=89.14%, remaining_time=0:00:01.592040, arrival_time=2021-04-14 21:54:44.560974, cost_time=0:00:00.530677 2021-04-14 21:54:43,335 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=0.28ms, fps=6997 images/s, loss=1.3419, top1-acc=65.80%, top5-acc=88.69%, remaining_time=0:00:00.897580, arrival_time=2021-04-14 21:54:44.233423, cost_time=0:00:00.897589 2021-04-14 21:54:43,679 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=2.74ms, fps=7464 images/s, loss=1.3450, top1-acc=65.78%, top5-acc=89.01%, remaining_time=0:00:00.413720, arrival_time=2021-04-14 21:54:44.093100, cost_time=0:00:01.241161 2021-04-14 21:54:43,990 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.08ms, fps=7481 images/s, loss=1.3456, top1-acc=65.78%, top5-acc=89.07%, remaining_time=0:00:00, arrival_time=2021-04-14 21:54:43.989952, cost_time=0:00:01.551757 2021-04-14 21:54:44,109 INFO : Epoch=0125 complete, best val top1-acc=66.12%, top5-acc=89.38% (epoch=124), remaining_time=0:26:06.671400, arrival_time=2021-04-14 22:20:50.780967, cost_time=0:43:31.118982 2021-04-14 21:54:44,110 INFO : Train start, epoch=0126, lr=0.030866 2021-04-14 21:54:45,238 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=0.19ms, fps=2270 images/s, loss=0.3310, top1-acc=90.27%, top5-acc=99.65%, remaining_time=0:00:20.976522, arrival_time=2021-04-14 21:55:06.215170, cost_time=0:00:01.127766 2021-04-14 21:54:46,200 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.46ms, fps=2662 images/s, loss=0.3170, top1-acc=90.55%, top5-acc=99.61%, remaining_time=0:00:18.389888, arrival_time=2021-04-14 21:55:04.590519, cost_time=0:00:02.089752 2021-04-14 21:54:47,171 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.66ms, fps=2639 images/s, loss=0.3160, top1-acc=90.39%, top5-acc=99.64%, remaining_time=0:00:16.933992, arrival_time=2021-04-14 21:55:04.105230, cost_time=0:00:03.060355 2021-04-14 21:54:48,143 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.62ms, fps=2635 images/s, loss=0.3113, top1-acc=90.65%, top5-acc=99.65%, remaining_time=0:00:15.725892, arrival_time=2021-04-14 21:55:03.869127, cost_time=0:00:04.032264 2021-04-14 21:54:49,118 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.98ms, fps=2626 images/s, loss=0.3116, top1-acc=90.69%, top5-acc=99.67%, remaining_time=0:00:14.622630, arrival_time=2021-04-14 21:55:03.741287, cost_time=0:00:05.007728 2021-04-14 21:54:50,083 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.45ms, fps=2655 images/s, loss=0.3064, top1-acc=90.90%, top5-acc=99.67%, remaining_time=0:00:13.537168, arrival_time=2021-04-14 21:55:03.620329, cost_time=0:00:05.972288 2021-04-14 21:54:51,050 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.39ms, fps=2647 images/s, loss=0.3061, top1-acc=90.89%, top5-acc=99.65%, remaining_time=0:00:12.491514, arrival_time=2021-04-14 21:55:03.542114, cost_time=0:00:06.939726 2021-04-14 21:54:52,008 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.32ms, fps=2672 images/s, loss=0.3066, top1-acc=90.82%, top5-acc=99.65%, remaining_time=0:00:11.452100, arrival_time=2021-04-14 21:55:03.460987, cost_time=0:00:07.898015 2021-04-14 21:54:52,972 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.47ms, fps=2658 images/s, loss=0.3075, top1-acc=90.87%, top5-acc=99.61%, remaining_time=0:00:10.436760, arrival_time=2021-04-14 21:55:03.409070, cost_time=0:00:08.861443 2021-04-14 21:54:53,946 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.44ms, fps=2628 images/s, loss=0.3091, top1-acc=90.80%, top5-acc=99.63%, remaining_time=0:00:09.442272, arrival_time=2021-04-14 21:55:03.388975, cost_time=0:00:09.835741 2021-04-14 21:54:54,917 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.48ms, fps=2639 images/s, loss=0.3081, top1-acc=90.86%, top5-acc=99.63%, remaining_time=0:00:08.448726, arrival_time=2021-04-14 21:55:03.366092, cost_time=0:00:10.806473 2021-04-14 21:54:55,876 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.48ms, fps=2670 images/s, loss=0.3104, top1-acc=90.75%, top5-acc=99.64%, remaining_time=0:00:07.451572, arrival_time=2021-04-14 21:55:03.328060, cost_time=0:00:11.765604 2021-04-14 21:54:56,887 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.50ms, fps=2534 images/s, loss=0.3102, top1-acc=90.74%, top5-acc=99.64%, remaining_time=0:00:06.486348, arrival_time=2021-04-14 21:55:03.373360, cost_time=0:00:12.776085 2021-04-14 21:54:57,868 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.53ms, fps=2610 images/s, loss=0.3105, top1-acc=90.68%, top5-acc=99.65%, remaining_time=0:00:05.503008, arrival_time=2021-04-14 21:55:03.371373, cost_time=0:00:13.757497 2021-04-14 21:54:58,838 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.30ms, fps=2640 images/s, loss=0.3124, top1-acc=90.59%, top5-acc=99.64%, remaining_time=0:00:04.516372, arrival_time=2021-04-14 21:55:03.354669, cost_time=0:00:14.727364 2021-04-14 21:54:59,808 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.36ms, fps=2641 images/s, loss=0.3132, top1-acc=90.51%, top5-acc=99.64%, remaining_time=0:00:03.531852, arrival_time=2021-04-14 21:55:03.339837, cost_time=0:00:15.697111 2021-04-14 21:55:00,778 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.61ms, fps=2639 images/s, loss=0.3144, top1-acc=90.45%, top5-acc=99.63%, remaining_time=0:00:02.549170, arrival_time=2021-04-14 21:55:03.327750, cost_time=0:00:16.667595 2021-04-14 21:55:01,752 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.37ms, fps=2630 images/s, loss=0.3178, top1-acc=90.33%, top5-acc=99.62%, remaining_time=0:00:01.568144, arrival_time=2021-04-14 21:55:03.320727, cost_time=0:00:17.641640 2021-04-14 21:55:02,713 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.28ms, fps=2665 images/s, loss=0.3209, top1-acc=90.26%, top5-acc=99.61%, remaining_time=0:00:00.587454, arrival_time=2021-04-14 21:55:03.301135, cost_time=0:00:18.602804 2021-04-14 21:55:03,269 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.31ms, fps=2450 images/s, loss=0.3228, top1-acc=90.19%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-14 21:55:03.269230, cost_time=0:00:19.158307 2021-04-14 21:55:03,842 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=0.43ms, fps=4484 images/s, loss=1.4227, top1-acc=64.06%, top5-acc=88.91%, remaining_time=0:00:01.712820, arrival_time=2021-04-14 21:55:05.555081, cost_time=0:00:00.570943 2021-04-14 21:55:04,183 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=0.40ms, fps=7523 images/s, loss=1.3808, top1-acc=64.80%, top5-acc=88.96%, remaining_time=0:00:00.911740, arrival_time=2021-04-14 21:55:05.094782, cost_time=0:00:00.911746 2021-04-14 21:55:04,536 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=14.88ms, fps=7262 images/s, loss=1.3543, top1-acc=65.31%, top5-acc=89.19%, remaining_time=0:00:00.421580, arrival_time=2021-04-14 21:55:04.957626, cost_time=0:00:01.264740 2021-04-14 21:55:04,849 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.08ms, fps=7411 images/s, loss=1.3591, top1-acc=65.47%, top5-acc=89.12%, remaining_time=0:00:00, arrival_time=2021-04-14 21:55:04.849590, cost_time=0:00:01.578296 2021-04-14 21:55:04,993 INFO : Epoch=0126 complete, best val top1-acc=66.12%, top5-acc=89.38% (epoch=124), remaining_time=0:25:45.779636, arrival_time=2021-04-14 22:20:50.773378, cost_time=0:43:52.003118 2021-04-14 21:55:04,995 INFO : Train start, epoch=0127, lr=0.030143 2021-04-14 21:55:06,146 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=0.29ms, fps=2225 images/s, loss=0.3023, top1-acc=91.13%, top5-acc=99.61%, remaining_time=0:00:21.399486, arrival_time=2021-04-14 21:55:27.546056, cost_time=0:00:01.150510 2021-04-14 21:55:07,116 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.56ms, fps=2642 images/s, loss=0.2969, top1-acc=91.25%, top5-acc=99.71%, remaining_time=0:00:18.656000, arrival_time=2021-04-14 21:55:25.772095, cost_time=0:00:02.120010 2021-04-14 21:55:08,098 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.89ms, fps=2607 images/s, loss=0.2980, top1-acc=91.16%, top5-acc=99.67%, remaining_time=0:00:17.167056, arrival_time=2021-04-14 21:55:25.265634, cost_time=0:00:03.102487 2021-04-14 21:55:09,075 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.50ms, fps=2622 images/s, loss=0.2958, top1-acc=91.16%, top5-acc=99.68%, remaining_time=0:00:15.909036, arrival_time=2021-04-14 21:55:24.984467, cost_time=0:00:04.079243 2021-04-14 21:55:10,049 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.80ms, fps=2630 images/s, loss=0.2971, top1-acc=91.09%, top5-acc=99.66%, remaining_time=0:00:14.755636, arrival_time=2021-04-14 21:55:24.804941, cost_time=0:00:05.053307 2021-04-14 21:55:11,017 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.45ms, fps=2647 images/s, loss=0.2957, top1-acc=91.14%, top5-acc=99.67%, remaining_time=0:00:13.647328, arrival_time=2021-04-14 21:55:24.664294, cost_time=0:00:06.020870 2021-04-14 21:55:11,982 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.52ms, fps=2652 images/s, loss=0.2975, top1-acc=90.97%, top5-acc=99.67%, remaining_time=0:00:12.576060, arrival_time=2021-04-14 21:55:24.558764, cost_time=0:00:06.986698 2021-04-14 21:55:12,949 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.64ms, fps=2650 images/s, loss=0.2969, top1-acc=90.99%, top5-acc=99.65%, remaining_time=0:00:11.531792, arrival_time=2021-04-14 21:55:24.480930, cost_time=0:00:07.952995 2021-04-14 21:55:13,907 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.48ms, fps=2673 images/s, loss=0.2996, top1-acc=90.95%, top5-acc=99.65%, remaining_time=0:00:10.495908, arrival_time=2021-04-14 21:55:24.403505, cost_time=0:00:08.911591 2021-04-14 21:55:14,878 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.24ms, fps=2639 images/s, loss=0.3006, top1-acc=90.91%, top5-acc=99.63%, remaining_time=0:00:09.486720, arrival_time=2021-04-14 21:55:24.364845, cost_time=0:00:09.882045 2021-04-14 21:55:15,849 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.36ms, fps=2636 images/s, loss=0.3019, top1-acc=90.90%, top5-acc=99.63%, remaining_time=0:00:08.485620, arrival_time=2021-04-14 21:55:24.335427, cost_time=0:00:10.853721 2021-04-14 21:55:16,826 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.32ms, fps=2624 images/s, loss=0.3061, top1-acc=90.73%, top5-acc=99.61%, remaining_time=0:00:07.492384, arrival_time=2021-04-14 21:55:24.318426, cost_time=0:00:11.830033 2021-04-14 21:55:17,789 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.93ms, fps=2658 images/s, loss=0.3080, top1-acc=90.65%, top5-acc=99.60%, remaining_time=0:00:06.495126, arrival_time=2021-04-14 21:55:24.284638, cost_time=0:00:12.793422 2021-04-14 21:55:18,760 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.43ms, fps=2637 images/s, loss=0.3116, top1-acc=90.54%, top5-acc=99.60%, remaining_time=0:00:05.505976, arrival_time=2021-04-14 21:55:24.266842, cost_time=0:00:13.764875 2021-04-14 21:55:19,726 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.39ms, fps=2651 images/s, loss=0.3136, top1-acc=90.44%, top5-acc=99.59%, remaining_time=0:00:04.517430, arrival_time=2021-04-14 21:55:24.244158, cost_time=0:00:14.730736 2021-04-14 21:55:20,696 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.31ms, fps=2641 images/s, loss=0.3160, top1-acc=90.38%, top5-acc=99.59%, remaining_time=0:00:03.532608, arrival_time=2021-04-14 21:55:24.229135, cost_time=0:00:15.700431 2021-04-14 21:55:21,663 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.38ms, fps=2648 images/s, loss=0.3195, top1-acc=90.31%, top5-acc=99.57%, remaining_time=0:00:02.549170, arrival_time=2021-04-14 21:55:24.212820, cost_time=0:00:16.667630 2021-04-14 21:55:22,631 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.28ms, fps=2645 images/s, loss=0.3209, top1-acc=90.25%, top5-acc=99.55%, remaining_time=0:00:01.567632, arrival_time=2021-04-14 21:55:24.199499, cost_time=0:00:17.635870 2021-04-14 21:55:23,600 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.28ms, fps=2645 images/s, loss=0.3211, top1-acc=90.23%, top5-acc=99.55%, remaining_time=0:00:00.587496, arrival_time=2021-04-14 21:55:24.187464, cost_time=0:00:18.603972 2021-04-14 21:55:24,141 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.33ms, fps=2515 images/s, loss=0.3233, top1-acc=90.20%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-14 21:55:24.141014, cost_time=0:00:19.145007 2021-04-14 21:55:24,665 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=14.90ms, fps=4904 images/s, loss=1.4073, top1-acc=63.63%, top5-acc=90.00%, remaining_time=0:00:01.566030, arrival_time=2021-04-14 21:55:26.231170, cost_time=0:00:00.522010 2021-04-14 21:55:25,034 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=0.42ms, fps=6937 images/s, loss=1.3472, top1-acc=65.61%, top5-acc=89.96%, remaining_time=0:00:00.891620, arrival_time=2021-04-14 21:55:25.926288, cost_time=0:00:00.891619 2021-04-14 21:55:25,413 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=0.43ms, fps=6760 images/s, loss=1.3689, top1-acc=65.13%, top5-acc=89.62%, remaining_time=0:00:00.423560, arrival_time=2021-04-14 21:55:25.837346, cost_time=0:00:01.270675 2021-04-14 21:55:25,719 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.07ms, fps=7611 images/s, loss=1.3613, top1-acc=65.32%, top5-acc=89.59%, remaining_time=0:00:00, arrival_time=2021-04-14 21:55:25.719066, cost_time=0:00:01.576028 2021-04-14 21:55:25,831 INFO : Epoch=0127 complete, best val top1-acc=66.12%, top5-acc=89.38% (epoch=124), remaining_time=0:25:24.861230, arrival_time=2021-04-14 22:20:50.692638, cost_time=0:44:12.840788 2021-04-14 21:55:25,833 INFO : Train start, epoch=0128, lr=0.029424 2021-04-14 21:55:27,067 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.38ms, fps=2076 images/s, loss=0.3064, top1-acc=91.02%, top5-acc=99.73%, remaining_time=0:00:22.938822, arrival_time=2021-04-14 21:55:50.005859, cost_time=0:00:01.233268 2021-04-14 21:55:28,043 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.90ms, fps=2623 images/s, loss=0.2951, top1-acc=91.52%, top5-acc=99.75%, remaining_time=0:00:19.446416, arrival_time=2021-04-14 21:55:47.489950, cost_time=0:00:02.209811 2021-04-14 21:55:29,005 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.60ms, fps=2664 images/s, loss=0.2923, top1-acc=91.41%, top5-acc=99.71%, remaining_time=0:00:17.547694, arrival_time=2021-04-14 21:55:46.552672, cost_time=0:00:03.171259 2021-04-14 21:55:29,973 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.55ms, fps=2645 images/s, loss=0.2875, top1-acc=91.61%, top5-acc=99.68%, remaining_time=0:00:16.143972, arrival_time=2021-04-14 21:55:46.117176, cost_time=0:00:04.139485 2021-04-14 21:55:30,957 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.57ms, fps=2603 images/s, loss=0.2825, top1-acc=91.70%, top5-acc=99.71%, remaining_time=0:00:14.960620, arrival_time=2021-04-14 21:55:45.917980, cost_time=0:00:05.123510 2021-04-14 21:55:31,933 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.34ms, fps=2624 images/s, loss=0.2809, top1-acc=91.84%, top5-acc=99.69%, remaining_time=0:00:13.826168, arrival_time=2021-04-14 21:55:45.759669, cost_time=0:00:06.099777 2021-04-14 21:55:32,911 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.43ms, fps=2618 images/s, loss=0.2802, top1-acc=91.80%, top5-acc=99.69%, remaining_time=0:00:12.740238, arrival_time=2021-04-14 21:55:45.651906, cost_time=0:00:07.077898 2021-04-14 21:55:33,872 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.35ms, fps=2666 images/s, loss=0.2825, top1-acc=91.65%, top5-acc=99.67%, remaining_time=0:00:11.656144, arrival_time=2021-04-14 21:55:45.528548, cost_time=0:00:08.038686 2021-04-14 21:55:34,839 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.41ms, fps=2648 images/s, loss=0.2826, top1-acc=91.58%, top5-acc=99.69%, remaining_time=0:00:10.606996, arrival_time=2021-04-14 21:55:45.446685, cost_time=0:00:09.005970 2021-04-14 21:55:35,819 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.80ms, fps=2615 images/s, loss=0.2841, top1-acc=91.51%, top5-acc=99.69%, remaining_time=0:00:09.585888, arrival_time=2021-04-14 21:55:45.404884, cost_time=0:00:09.985285 2021-04-14 21:55:36,789 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.54ms, fps=2640 images/s, loss=0.2846, top1-acc=91.42%, top5-acc=99.69%, remaining_time=0:00:08.565084, arrival_time=2021-04-14 21:55:45.354216, cost_time=0:00:10.955382 2021-04-14 21:55:37,755 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.37ms, fps=2652 images/s, loss=0.2877, top1-acc=91.34%, top5-acc=99.66%, remaining_time=0:00:07.550144, arrival_time=2021-04-14 21:55:45.305153, cost_time=0:00:11.921311 2021-04-14 21:55:38,731 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.70ms, fps=2622 images/s, loss=0.2886, top1-acc=91.31%, top5-acc=99.67%, remaining_time=0:00:06.548322, arrival_time=2021-04-14 21:55:45.280218, cost_time=0:00:12.898176 2021-04-14 21:55:39,698 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.45ms, fps=2650 images/s, loss=0.2923, top1-acc=91.22%, top5-acc=99.66%, remaining_time=0:00:05.545792, arrival_time=2021-04-14 21:55:45.244041, cost_time=0:00:13.864540 2021-04-14 21:55:40,667 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.69ms, fps=2643 images/s, loss=0.2940, top1-acc=91.15%, top5-acc=99.67%, remaining_time=0:00:04.548986, arrival_time=2021-04-14 21:55:45.216370, cost_time=0:00:14.833576 2021-04-14 21:55:41,632 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.89ms, fps=2654 images/s, loss=0.2968, top1-acc=91.04%, top5-acc=99.66%, remaining_time=0:00:03.554676, arrival_time=2021-04-14 21:55:45.187047, cost_time=0:00:15.798605 2021-04-14 21:55:42,606 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.44ms, fps=2629 images/s, loss=0.3001, top1-acc=90.89%, top5-acc=99.65%, remaining_time=0:00:02.565264, arrival_time=2021-04-14 21:55:45.171783, cost_time=0:00:16.772804 2021-04-14 21:55:43,571 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.58ms, fps=2653 images/s, loss=0.3027, top1-acc=90.78%, top5-acc=99.63%, remaining_time=0:00:01.576720, arrival_time=2021-04-14 21:55:45.148605, cost_time=0:00:17.738161 2021-04-14 21:55:44,539 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.19ms, fps=2648 images/s, loss=0.3057, top1-acc=90.68%, top5-acc=99.61%, remaining_time=0:00:00.590694, arrival_time=2021-04-14 21:55:45.129764, cost_time=0:00:18.705353 2021-04-14 21:55:45,080 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.21ms, fps=2516 images/s, loss=0.3080, top1-acc=90.64%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-14 21:55:45.080074, cost_time=0:00:19.246358 2021-04-14 21:55:45,600 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=0.44ms, fps=4939 images/s, loss=1.2977, top1-acc=66.37%, top5-acc=89.65%, remaining_time=0:00:01.555050, arrival_time=2021-04-14 21:55:47.155315, cost_time=0:00:00.518347 2021-04-14 21:55:45,934 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=0.48ms, fps=7681 images/s, loss=1.2957, top1-acc=66.41%, top5-acc=89.79%, remaining_time=0:00:00.852160, arrival_time=2021-04-14 21:55:46.786223, cost_time=0:00:00.852168 2021-04-14 21:55:46,337 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=32.60ms, fps=6351 images/s, loss=1.3158, top1-acc=66.17%, top5-acc=89.47%, remaining_time=0:00:00.418580, arrival_time=2021-04-14 21:55:46.756174, cost_time=0:00:01.255753 2021-04-14 21:55:46,643 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.08ms, fps=7603 images/s, loss=1.3194, top1-acc=66.40%, top5-acc=89.50%, remaining_time=0:00:00, arrival_time=2021-04-14 21:55:46.643239, cost_time=0:00:01.561214 2021-04-14 21:55:46,904 INFO : Epoch=0128 complete, best val top1-acc=66.40%, top5-acc=89.50% (epoch=128), remaining_time=0:25:04.076616, arrival_time=2021-04-14 22:20:50.981231, cost_time=0:44:33.913995 2021-04-14 21:55:46,905 INFO : Train start, epoch=0129, lr=0.028711 2021-04-14 21:55:48,051 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=3.35ms, fps=2235 images/s, loss=0.2903, top1-acc=91.45%, top5-acc=99.61%, remaining_time=0:00:21.299790, arrival_time=2021-04-14 21:56:09.350950, cost_time=0:00:01.145152 2021-04-14 21:55:49,025 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.67ms, fps=2628 images/s, loss=0.2818, top1-acc=91.93%, top5-acc=99.65%, remaining_time=0:00:18.653360, arrival_time=2021-04-14 21:56:07.679081, cost_time=0:00:02.119701 2021-04-14 21:55:49,996 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.46ms, fps=2639 images/s, loss=0.2787, top1-acc=92.03%, top5-acc=99.62%, remaining_time=0:00:17.098166, arrival_time=2021-04-14 21:56:07.094205, cost_time=0:00:03.090038 2021-04-14 21:55:50,966 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.32ms, fps=2639 images/s, loss=0.2809, top1-acc=91.95%, top5-acc=99.61%, remaining_time=0:00:15.836340, arrival_time=2021-04-14 21:56:06.802955, cost_time=0:00:04.060615 2021-04-14 21:55:51,934 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=2.23ms, fps=2647 images/s, loss=0.2784, top1-acc=91.91%, top5-acc=99.60%, remaining_time=0:00:14.682198, arrival_time=2021-04-14 21:56:06.616427, cost_time=0:00:05.028170 2021-04-14 21:55:52,906 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.56ms, fps=2634 images/s, loss=0.2740, top1-acc=92.07%, top5-acc=99.62%, remaining_time=0:00:13.601632, arrival_time=2021-04-14 21:56:06.508408, cost_time=0:00:06.000692 2021-04-14 21:55:53,872 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.33ms, fps=2653 images/s, loss=0.2731, top1-acc=92.10%, top5-acc=99.63%, remaining_time=0:00:12.539394, arrival_time=2021-04-14 21:56:06.411694, cost_time=0:00:06.966305 2021-04-14 21:55:54,838 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.38ms, fps=2650 images/s, loss=0.2734, top1-acc=92.03%, top5-acc=99.65%, remaining_time=0:00:11.502444, arrival_time=2021-04-14 21:56:06.341189, cost_time=0:00:07.932742 2021-04-14 21:55:55,797 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.43ms, fps=2671 images/s, loss=0.2757, top1-acc=91.91%, top5-acc=99.66%, remaining_time=0:00:10.472482, arrival_time=2021-04-14 21:56:06.270204, cost_time=0:00:08.891718 2021-04-14 21:55:56,785 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.99ms, fps=2592 images/s, loss=0.2763, top1-acc=91.87%, top5-acc=99.66%, remaining_time=0:00:09.484608, arrival_time=2021-04-14 21:56:06.270455, cost_time=0:00:09.879792 2021-04-14 21:55:57,749 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.44ms, fps=2657 images/s, loss=0.2775, top1-acc=91.81%, top5-acc=99.68%, remaining_time=0:00:08.477880, arrival_time=2021-04-14 21:56:06.227700, cost_time=0:00:10.843802 2021-04-14 21:55:58,716 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.34ms, fps=2650 images/s, loss=0.2787, top1-acc=91.77%, top5-acc=99.68%, remaining_time=0:00:07.479996, arrival_time=2021-04-14 21:56:06.196552, cost_time=0:00:11.810465 2021-04-14 21:55:59,674 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.39ms, fps=2674 images/s, loss=0.2818, top1-acc=91.65%, top5-acc=99.68%, remaining_time=0:00:06.482388, arrival_time=2021-04-14 21:56:06.156744, cost_time=0:00:12.768359 2021-04-14 21:56:00,635 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.34ms, fps=2663 images/s, loss=0.2836, top1-acc=91.61%, top5-acc=99.67%, remaining_time=0:00:05.491976, arrival_time=2021-04-14 21:56:06.127851, cost_time=0:00:13.729878 2021-04-14 21:56:01,606 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.41ms, fps=2638 images/s, loss=0.2859, top1-acc=91.52%, top5-acc=99.67%, remaining_time=0:00:04.508230, arrival_time=2021-04-14 21:56:06.115010, cost_time=0:00:14.700738 2021-04-14 21:56:02,585 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.32ms, fps=2617 images/s, loss=0.2878, top1-acc=91.45%, top5-acc=99.66%, remaining_time=0:00:03.527928, arrival_time=2021-04-14 21:56:06.113547, cost_time=0:00:15.679623 2021-04-14 21:56:03,558 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.50ms, fps=2633 images/s, loss=0.2901, top1-acc=91.35%, top5-acc=99.65%, remaining_time=0:00:02.546804, arrival_time=2021-04-14 21:56:06.104911, cost_time=0:00:16.652102 2021-04-14 21:56:04,525 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.90ms, fps=2647 images/s, loss=0.2925, top1-acc=91.25%, top5-acc=99.64%, remaining_time=0:00:01.566192, arrival_time=2021-04-14 21:56:06.091986, cost_time=0:00:17.619738 2021-04-14 21:56:05,499 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.18ms, fps=2630 images/s, loss=0.2939, top1-acc=91.19%, top5-acc=99.64%, remaining_time=0:00:00.587166, arrival_time=2021-04-14 21:56:06.086832, cost_time=0:00:18.593535 2021-04-14 21:56:06,050 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.29ms, fps=2471 images/s, loss=0.2979, top1-acc=91.11%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:06.050594, cost_time=0:00:19.144601 2021-04-14 21:56:06,510 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=0.28ms, fps=5589 images/s, loss=1.3780, top1-acc=64.14%, top5-acc=89.02%, remaining_time=0:00:01.374090, arrival_time=2021-04-14 21:56:07.884520, cost_time=0:00:00.458028 2021-04-14 21:56:06,858 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=0.27ms, fps=7369 images/s, loss=1.3724, top1-acc=65.21%, top5-acc=89.28%, remaining_time=0:00:00.805760, arrival_time=2021-04-14 21:56:07.663932, cost_time=0:00:00.805762 2021-04-14 21:56:07,200 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=0.28ms, fps=7478 images/s, loss=1.3597, top1-acc=65.47%, top5-acc=89.31%, remaining_time=0:00:00.382820, arrival_time=2021-04-14 21:56:07.583723, cost_time=0:00:01.148471 2021-04-14 21:56:07,512 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.07ms, fps=7447 images/s, loss=1.3344, top1-acc=65.46%, top5-acc=89.39%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:07.512857, cost_time=0:00:01.460486 2021-04-14 21:56:07,650 INFO : Epoch=0129 complete, best val top1-acc=66.40%, top5-acc=89.50% (epoch=128), remaining_time=0:24:43.107427, arrival_time=2021-04-14 22:20:50.758026, cost_time=0:44:54.660010 2021-04-14 21:56:07,651 INFO : Train start, epoch=0130, lr=0.028003 2021-04-14 21:56:08,836 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=0.25ms, fps=2161 images/s, loss=0.2855, top1-acc=91.84%, top5-acc=99.88%, remaining_time=0:00:22.032630, arrival_time=2021-04-14 21:56:30.869151, cost_time=0:00:01.184553 2021-04-14 21:56:09,799 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.58ms, fps=2661 images/s, loss=0.2984, top1-acc=91.35%, top5-acc=99.73%, remaining_time=0:00:18.893600, arrival_time=2021-04-14 21:56:28.692558, cost_time=0:00:02.147001 2021-04-14 21:56:10,767 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=2.01ms, fps=2645 images/s, loss=0.2902, top1-acc=91.55%, top5-acc=99.71%, remaining_time=0:00:17.238436, arrival_time=2021-04-14 21:56:28.005829, cost_time=0:00:03.115387 2021-04-14 21:56:11,748 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=2.01ms, fps=2611 images/s, loss=0.2853, top1-acc=91.69%, top5-acc=99.73%, remaining_time=0:00:15.975492, arrival_time=2021-04-14 21:56:27.723734, cost_time=0:00:04.096287 2021-04-14 21:56:12,717 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.43ms, fps=2643 images/s, loss=0.2857, top1-acc=91.73%, top5-acc=99.70%, remaining_time=0:00:14.790092, arrival_time=2021-04-14 21:56:27.507126, cost_time=0:00:05.065084 2021-04-14 21:56:13,690 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.80ms, fps=2631 images/s, loss=0.2816, top1-acc=91.80%, top5-acc=99.71%, remaining_time=0:00:13.687176, arrival_time=2021-04-14 21:56:27.377642, cost_time=0:00:06.038476 2021-04-14 21:56:14,663 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.46ms, fps=2633 images/s, loss=0.2822, top1-acc=91.75%, top5-acc=99.70%, remaining_time=0:00:12.619908, arrival_time=2021-04-14 21:56:27.282943, cost_time=0:00:07.011087 2021-04-14 21:56:15,625 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.49ms, fps=2660 images/s, loss=0.2823, top1-acc=91.76%, top5-acc=99.71%, remaining_time=0:00:11.561952, arrival_time=2021-04-14 21:56:27.187690, cost_time=0:00:07.973783 2021-04-14 21:56:16,597 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.90ms, fps=2637 images/s, loss=0.2849, top1-acc=91.62%, top5-acc=99.70%, remaining_time=0:00:10.535128, arrival_time=2021-04-14 21:56:27.132060, cost_time=0:00:08.944922 2021-04-14 21:56:17,573 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.53ms, fps=2623 images/s, loss=0.2844, top1-acc=91.59%, top5-acc=99.71%, remaining_time=0:00:09.524640, arrival_time=2021-04-14 21:56:27.098134, cost_time=0:00:09.921534 2021-04-14 21:56:18,536 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=2.00ms, fps=2659 images/s, loss=0.2851, top1-acc=91.57%, top5-acc=99.69%, remaining_time=0:00:08.509958, arrival_time=2021-04-14 21:56:27.046797, cost_time=0:00:10.884796 2021-04-14 21:56:19,505 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.85ms, fps=2645 images/s, loss=0.2875, top1-acc=91.49%, top5-acc=99.67%, remaining_time=0:00:07.506976, arrival_time=2021-04-14 21:56:27.012060, cost_time=0:00:11.853137 2021-04-14 21:56:20,466 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.33ms, fps=2663 images/s, loss=0.2867, top1-acc=91.56%, top5-acc=99.67%, remaining_time=0:00:06.505950, arrival_time=2021-04-14 21:56:26.972701, cost_time=0:00:12.814721 2021-04-14 21:56:21,439 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=2.25ms, fps=2634 images/s, loss=0.2881, top1-acc=91.52%, top5-acc=99.66%, remaining_time=0:00:05.514824, arrival_time=2021-04-14 21:56:26.953887, cost_time=0:00:13.787101 2021-04-14 21:56:22,407 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.37ms, fps=2644 images/s, loss=0.2881, top1-acc=91.52%, top5-acc=99.66%, remaining_time=0:00:04.525066, arrival_time=2021-04-14 21:56:26.932611, cost_time=0:00:14.755590 2021-04-14 21:56:23,403 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=2.03ms, fps=2571 images/s, loss=0.2888, top1-acc=91.49%, top5-acc=99.66%, remaining_time=0:00:03.544092, arrival_time=2021-04-14 21:56:26.947693, cost_time=0:00:15.751592 2021-04-14 21:56:24,384 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=2.14ms, fps=2611 images/s, loss=0.2898, top1-acc=91.46%, top5-acc=99.66%, remaining_time=0:00:02.559128, arrival_time=2021-04-14 21:56:26.943881, cost_time=0:00:16.732753 2021-04-14 21:56:25,357 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.58ms, fps=2635 images/s, loss=0.2924, top1-acc=91.37%, top5-acc=99.65%, remaining_time=0:00:01.573776, arrival_time=2021-04-14 21:56:26.930777, cost_time=0:00:17.705046 2021-04-14 21:56:26,324 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.28ms, fps=2648 images/s, loss=0.2938, top1-acc=91.31%, top5-acc=99.65%, remaining_time=0:00:00.589644, arrival_time=2021-04-14 21:56:26.913725, cost_time=0:00:18.672129 2021-04-14 21:56:26,878 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.30ms, fps=2456 images/s, loss=0.2954, top1-acc=91.24%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:26.878166, cost_time=0:00:19.226208 2021-04-14 21:56:27,405 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.30ms, fps=4867 images/s, loss=1.3755, top1-acc=66.29%, top5-acc=88.59%, remaining_time=0:00:01.577850, arrival_time=2021-04-14 21:56:28.983784, cost_time=0:00:00.525948 2021-04-14 21:56:27,756 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=0.41ms, fps=7303 images/s, loss=1.3618, top1-acc=66.13%, top5-acc=89.10%, remaining_time=0:00:00.876840, arrival_time=2021-04-14 21:56:28.633710, cost_time=0:00:00.876845 2021-04-14 21:56:28,096 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=2.47ms, fps=7544 images/s, loss=1.3530, top1-acc=66.12%, top5-acc=89.14%, remaining_time=0:00:00.405630, arrival_time=2021-04-14 21:56:28.502550, cost_time=0:00:01.216887 2021-04-14 21:56:28,457 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.05ms, fps=6439 images/s, loss=1.3330, top1-acc=66.27%, top5-acc=89.34%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:28.457670, cost_time=0:00:01.577716 2021-04-14 21:56:28,598 INFO : Epoch=0130 complete, best val top1-acc=66.40%, top5-acc=89.50% (epoch=128), remaining_time=0:24:22.250230, arrival_time=2021-04-14 22:20:50.848383, cost_time=0:45:15.607573 2021-04-14 21:56:28,599 INFO : Train start, epoch=0131, lr=0.027300 2021-04-14 21:56:29,771 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=2.01ms, fps=2185 images/s, loss=0.2634, top1-acc=92.81%, top5-acc=99.77%, remaining_time=0:00:21.788226, arrival_time=2021-04-14 21:56:51.559154, cost_time=0:00:01.171414 2021-04-14 21:56:30,761 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.56ms, fps=2587 images/s, loss=0.2714, top1-acc=92.29%, top5-acc=99.77%, remaining_time=0:00:19.023136, arrival_time=2021-04-14 21:56:49.784434, cost_time=0:00:02.161728 2021-04-14 21:56:31,740 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.62ms, fps=2616 images/s, loss=0.2696, top1-acc=92.23%, top5-acc=99.74%, remaining_time=0:00:17.380200, arrival_time=2021-04-14 21:56:49.120706, cost_time=0:00:03.140988 2021-04-14 21:56:32,716 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.97ms, fps=2624 images/s, loss=0.2699, top1-acc=92.19%, top5-acc=99.78%, remaining_time=0:00:16.056612, arrival_time=2021-04-14 21:56:48.773165, cost_time=0:00:04.117072 2021-04-14 21:56:33,687 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=2.06ms, fps=2639 images/s, loss=0.2673, top1-acc=92.30%, top5-acc=99.76%, remaining_time=0:00:14.855792, arrival_time=2021-04-14 21:56:48.542906, cost_time=0:00:05.087598 2021-04-14 21:56:34,652 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.51ms, fps=2653 images/s, loss=0.2651, top1-acc=92.41%, top5-acc=99.75%, remaining_time=0:00:13.720632, arrival_time=2021-04-14 21:56:48.373340, cost_time=0:00:06.053246 2021-04-14 21:56:35,626 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=3.29ms, fps=2632 images/s, loss=0.2644, top1-acc=92.39%, top5-acc=99.75%, remaining_time=0:00:12.647502, arrival_time=2021-04-14 21:56:48.273438, cost_time=0:00:07.026412 2021-04-14 21:56:36,594 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.41ms, fps=2645 images/s, loss=0.2623, top1-acc=92.50%, top5-acc=99.73%, remaining_time=0:00:11.592460, arrival_time=2021-04-14 21:56:48.186657, cost_time=0:00:07.994774 2021-04-14 21:56:37,556 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.56ms, fps=2662 images/s, loss=0.2631, top1-acc=92.47%, top5-acc=99.73%, remaining_time=0:00:10.549226, arrival_time=2021-04-14 21:56:48.105669, cost_time=0:00:08.956851 2021-04-14 21:56:38,522 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.52ms, fps=2653 images/s, loss=0.2650, top1-acc=92.37%, top5-acc=99.73%, remaining_time=0:00:09.525696, arrival_time=2021-04-14 21:56:48.047778, cost_time=0:00:09.922650 2021-04-14 21:56:39,480 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.39ms, fps=2672 images/s, loss=0.2659, top1-acc=92.29%, top5-acc=99.74%, remaining_time=0:00:08.507120, arrival_time=2021-04-14 21:56:47.987763, cost_time=0:00:10.881181 2021-04-14 21:56:40,450 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.86ms, fps=2642 images/s, loss=0.2679, top1-acc=92.24%, top5-acc=99.74%, remaining_time=0:00:07.505456, arrival_time=2021-04-14 21:56:47.955734, cost_time=0:00:11.850766 2021-04-14 21:56:41,418 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.51ms, fps=2646 images/s, loss=0.2692, top1-acc=92.18%, top5-acc=99.73%, remaining_time=0:00:06.508062, arrival_time=2021-04-14 21:56:47.926504, cost_time=0:00:12.818948 2021-04-14 21:56:42,395 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.59ms, fps=2621 images/s, loss=0.2710, top1-acc=92.13%, top5-acc=99.72%, remaining_time=0:00:05.518520, arrival_time=2021-04-14 21:56:47.914224, cost_time=0:00:13.796279 2021-04-14 21:56:43,375 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.75ms, fps=2613 images/s, loss=0.2725, top1-acc=92.03%, top5-acc=99.73%, remaining_time=0:00:04.531414, arrival_time=2021-04-14 21:56:47.907217, cost_time=0:00:14.776379 2021-04-14 21:56:44,339 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.38ms, fps=2659 images/s, loss=0.2748, top1-acc=91.98%, top5-acc=99.72%, remaining_time=0:00:03.541428, arrival_time=2021-04-14 21:56:47.880580, cost_time=0:00:15.739642 2021-04-14 21:56:45,308 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.39ms, fps=2642 images/s, loss=0.2755, top1-acc=91.95%, top5-acc=99.72%, remaining_time=0:00:02.555514, arrival_time=2021-04-14 21:56:47.864143, cost_time=0:00:16.709204 2021-04-14 21:56:46,273 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.49ms, fps=2653 images/s, loss=0.2781, top1-acc=91.84%, top5-acc=99.72%, remaining_time=0:00:01.571072, arrival_time=2021-04-14 21:56:47.844976, cost_time=0:00:17.674475 2021-04-14 21:56:47,248 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.18ms, fps=2628 images/s, loss=0.2802, top1-acc=91.79%, top5-acc=99.70%, remaining_time=0:00:00.588918, arrival_time=2021-04-14 21:56:47.837486, cost_time=0:00:18.649085 2021-04-14 21:56:47,792 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=0.07ms, fps=2504 images/s, loss=0.2817, top1-acc=91.76%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:47.792234, cost_time=0:00:19.192721 2021-04-14 21:56:48,270 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=3.76ms, fps=5377 images/s, loss=1.3412, top1-acc=66.84%, top5-acc=89.65%, remaining_time=0:00:01.428240, arrival_time=2021-04-14 21:56:49.698620, cost_time=0:00:00.476085 2021-04-14 21:56:48,632 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=0.19ms, fps=7083 images/s, loss=1.3525, top1-acc=66.62%, top5-acc=89.82%, remaining_time=0:00:00.837880, arrival_time=2021-04-14 21:56:49.470095, cost_time=0:00:00.837883 2021-04-14 21:56:48,968 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=0.46ms, fps=7617 images/s, loss=1.3517, top1-acc=67.06%, top5-acc=89.60%, remaining_time=0:00:00.391490, arrival_time=2021-04-14 21:56:49.360270, cost_time=0:00:01.174470 2021-04-14 21:56:49,283 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.08ms, fps=7382 images/s, loss=1.3305, top1-acc=67.10%, top5-acc=89.65%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:49.283459, cost_time=0:00:01.489183 2021-04-14 21:56:49,497 INFO : Epoch=0131 complete, best val top1-acc=67.10%, top5-acc=89.65% (epoch=131), remaining_time=0:24:01.366254, arrival_time=2021-04-14 22:20:50.863840, cost_time=0:45:36.506995 2021-04-14 21:56:49,498 INFO : Train start, epoch=0132, lr=0.026604 2021-04-14 21:56:50,661 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=2.45ms, fps=2202 images/s, loss=0.2553, top1-acc=92.70%, top5-acc=99.61%, remaining_time=0:00:21.622500, arrival_time=2021-04-14 21:57:12.283883, cost_time=0:00:01.162504 2021-04-14 21:56:51,655 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.45ms, fps=2576 images/s, loss=0.2580, top1-acc=92.34%, top5-acc=99.73%, remaining_time=0:00:18.978960, arrival_time=2021-04-14 21:57:10.634703, cost_time=0:00:02.156698 2021-04-14 21:56:52,617 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.54ms, fps=2663 images/s, loss=0.2524, top1-acc=92.43%, top5-acc=99.78%, remaining_time=0:00:17.257360, arrival_time=2021-04-14 21:57:09.875069, cost_time=0:00:03.118801 2021-04-14 21:56:53,604 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.57ms, fps=2596 images/s, loss=0.2502, top1-acc=92.48%, top5-acc=99.80%, remaining_time=0:00:16.010436, arrival_time=2021-04-14 21:57:09.614755, cost_time=0:00:04.105258 2021-04-14 21:56:54,590 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=2.16ms, fps=2599 images/s, loss=0.2507, top1-acc=92.47%, top5-acc=99.79%, remaining_time=0:00:14.865574, arrival_time=2021-04-14 21:57:09.455506, cost_time=0:00:05.090940 2021-04-14 21:56:55,561 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.85ms, fps=2636 images/s, loss=0.2511, top1-acc=92.47%, top5-acc=99.75%, remaining_time=0:00:13.741848, arrival_time=2021-04-14 21:57:09.303348, cost_time=0:00:06.062601 2021-04-14 21:56:56,552 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=2.07ms, fps=2584 images/s, loss=0.2503, top1-acc=92.56%, top5-acc=99.77%, remaining_time=0:00:12.696642, arrival_time=2021-04-14 21:57:09.249332, cost_time=0:00:07.053662 2021-04-14 21:56:57,566 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=2.13ms, fps=2526 images/s, loss=0.2515, top1-acc=92.49%, top5-acc=99.75%, remaining_time=0:00:11.698136, arrival_time=2021-04-14 21:57:09.264713, cost_time=0:00:08.067685 2021-04-14 21:56:58,542 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.84ms, fps=2625 images/s, loss=0.2535, top1-acc=92.45%, top5-acc=99.75%, remaining_time=0:00:10.650774, arrival_time=2021-04-14 21:57:09.192898, cost_time=0:00:09.043144 2021-04-14 21:56:59,511 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.83ms, fps=2641 images/s, loss=0.2535, top1-acc=92.48%, top5-acc=99.75%, remaining_time=0:00:09.612480, arrival_time=2021-04-14 21:57:09.124363, cost_time=0:00:10.012990 2021-04-14 21:57:00,496 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.57ms, fps=2602 images/s, loss=0.2556, top1-acc=92.43%, top5-acc=99.75%, remaining_time=0:00:08.597850, arrival_time=2021-04-14 21:57:09.094078, cost_time=0:00:10.997202 2021-04-14 21:57:01,461 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.42ms, fps=2655 images/s, loss=0.2569, top1-acc=92.41%, top5-acc=99.76%, remaining_time=0:00:07.576060, arrival_time=2021-04-14 21:57:09.037181, cost_time=0:00:11.962222 2021-04-14 21:57:02,427 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.54ms, fps=2650 images/s, loss=0.2592, top1-acc=92.30%, top5-acc=99.75%, remaining_time=0:00:06.563832, arrival_time=2021-04-14 21:57:08.991508, cost_time=0:00:12.928780 2021-04-14 21:57:03,407 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.55ms, fps=2615 images/s, loss=0.2607, top1-acc=92.26%, top5-acc=99.75%, remaining_time=0:00:05.563264, arrival_time=2021-04-14 21:57:08.970396, cost_time=0:00:13.908145 2021-04-14 21:57:04,371 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.41ms, fps=2656 images/s, loss=0.2626, top1-acc=92.20%, top5-acc=99.76%, remaining_time=0:00:04.560946, arrival_time=2021-04-14 21:57:08.932453, cost_time=0:00:14.872591 2021-04-14 21:57:05,334 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.53ms, fps=2660 images/s, loss=0.2633, top1-acc=92.22%, top5-acc=99.76%, remaining_time=0:00:03.562920, arrival_time=2021-04-14 21:57:08.897067, cost_time=0:00:15.835249 2021-04-14 21:57:06,295 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.34ms, fps=2665 images/s, loss=0.2653, top1-acc=92.13%, top5-acc=99.76%, remaining_time=0:00:02.568852, arrival_time=2021-04-14 21:57:08.864270, cost_time=0:00:16.796322 2021-04-14 21:57:07,263 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.51ms, fps=2646 images/s, loss=0.2676, top1-acc=92.04%, top5-acc=99.75%, remaining_time=0:00:01.579088, arrival_time=2021-04-14 21:57:08.842760, cost_time=0:00:17.764761 2021-04-14 21:57:08,227 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.26ms, fps=2658 images/s, loss=0.2701, top1-acc=91.96%, top5-acc=99.73%, remaining_time=0:00:00.591420, arrival_time=2021-04-14 21:57:08.818536, cost_time=0:00:18.728230 2021-04-14 21:57:08,770 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.36ms, fps=2503 images/s, loss=0.2724, top1-acc=91.91%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 21:57:08.770844, cost_time=0:00:19.271912 2021-04-14 21:57:09,269 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=3.85ms, fps=5166 images/s, loss=1.3401, top1-acc=66.80%, top5-acc=89.41%, remaining_time=0:00:01.486710, arrival_time=2021-04-14 21:57:10.755818, cost_time=0:00:00.495566 2021-04-14 21:57:09,638 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=0.21ms, fps=6936 images/s, loss=1.3533, top1-acc=66.25%, top5-acc=89.63%, remaining_time=0:00:00.865160, arrival_time=2021-04-14 21:57:10.503804, cost_time=0:00:00.865167 2021-04-14 21:57:09,966 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=3.25ms, fps=7811 images/s, loss=1.3367, top1-acc=66.37%, top5-acc=89.54%, remaining_time=0:00:00.397750, arrival_time=2021-04-14 21:57:10.364513, cost_time=0:00:01.193249 2021-04-14 21:57:10,275 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.06ms, fps=7516 images/s, loss=1.3333, top1-acc=66.30%, top5-acc=89.37%, remaining_time=0:00:00, arrival_time=2021-04-14 21:57:10.275903, cost_time=0:00:01.502357 2021-04-14 21:57:10,376 INFO : Epoch=0132 complete, best val top1-acc=67.10%, top5-acc=89.65% (epoch=131), remaining_time=0:23:40.471584, arrival_time=2021-04-14 22:20:50.848228, cost_time=0:45:57.386057 2021-04-14 21:57:10,377 INFO : Train start, epoch=0133, lr=0.025912 2021-04-14 21:57:11,517 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=0.34ms, fps=2246 images/s, loss=0.2685, top1-acc=92.30%, top5-acc=99.69%, remaining_time=0:00:21.196746, arrival_time=2021-04-14 21:57:32.714523, cost_time=0:00:01.139614 2021-04-14 21:57:12,488 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.45ms, fps=2639 images/s, loss=0.2707, top1-acc=92.32%, top5-acc=99.71%, remaining_time=0:00:18.575216, arrival_time=2021-04-14 21:57:31.064086, cost_time=0:00:02.110822 2021-04-14 21:57:13,450 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.45ms, fps=2664 images/s, loss=0.2724, top1-acc=92.16%, top5-acc=99.73%, remaining_time=0:00:17.000558, arrival_time=2021-04-14 21:57:30.450987, cost_time=0:00:03.072404 2021-04-14 21:57:14,417 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.47ms, fps=2649 images/s, loss=0.2632, top1-acc=92.44%, top5-acc=99.79%, remaining_time=0:00:15.752880, arrival_time=2021-04-14 21:57:30.170110, cost_time=0:00:04.039220 2021-04-14 21:57:15,388 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.90ms, fps=2641 images/s, loss=0.2572, top1-acc=92.55%, top5-acc=99.80%, remaining_time=0:00:14.631098, arrival_time=2021-04-14 21:57:30.019764, cost_time=0:00:05.010634 2021-04-14 21:57:16,365 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=2.08ms, fps=2622 images/s, loss=0.2554, top1-acc=92.64%, top5-acc=99.80%, remaining_time=0:00:13.571304, arrival_time=2021-04-14 21:57:29.936788, cost_time=0:00:05.987365 2021-04-14 21:57:17,337 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.61ms, fps=2637 images/s, loss=0.2556, top1-acc=92.63%, top5-acc=99.77%, remaining_time=0:00:12.526164, arrival_time=2021-04-14 21:57:29.863192, cost_time=0:00:06.959009 2021-04-14 21:57:18,327 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.30ms, fps=2586 images/s, loss=0.2523, top1-acc=92.71%, top5-acc=99.79%, remaining_time=0:00:11.526456, arrival_time=2021-04-14 21:57:29.853758, cost_time=0:00:07.949287 2021-04-14 21:57:19,295 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.44ms, fps=2645 images/s, loss=0.2536, top1-acc=92.66%, top5-acc=99.78%, remaining_time=0:00:10.502692, arrival_time=2021-04-14 21:57:29.798274, cost_time=0:00:08.917417 2021-04-14 21:57:20,265 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.50ms, fps=2641 images/s, loss=0.2549, top1-acc=92.62%, top5-acc=99.78%, remaining_time=0:00:09.491904, arrival_time=2021-04-14 21:57:29.757491, cost_time=0:00:09.887424 2021-04-14 21:57:21,248 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=2.26ms, fps=2608 images/s, loss=0.2543, top1-acc=92.63%, top5-acc=99.77%, remaining_time=0:00:08.498176, arrival_time=2021-04-14 21:57:29.746138, cost_time=0:00:10.869804 2021-04-14 21:57:22,225 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.52ms, fps=2620 images/s, loss=0.2541, top1-acc=92.65%, top5-acc=99.76%, remaining_time=0:00:07.503632, arrival_time=2021-04-14 21:57:29.729482, cost_time=0:00:11.847848 2021-04-14 21:57:23,204 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.47ms, fps=2616 images/s, loss=0.2543, top1-acc=92.64%, top5-acc=99.76%, remaining_time=0:00:06.512022, arrival_time=2021-04-14 21:57:29.716861, cost_time=0:00:12.826737 2021-04-14 21:57:24,166 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.48ms, fps=2664 images/s, loss=0.2549, top1-acc=92.58%, top5-acc=99.77%, remaining_time=0:00:05.515272, arrival_time=2021-04-14 21:57:29.681501, cost_time=0:00:13.788221 2021-04-14 21:57:25,127 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.61ms, fps=2666 images/s, loss=0.2569, top1-acc=92.52%, top5-acc=99.75%, remaining_time=0:00:04.522996, arrival_time=2021-04-14 21:57:29.649919, cost_time=0:00:14.748830 2021-04-14 21:57:26,094 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.36ms, fps=2646 images/s, loss=0.2575, top1-acc=92.50%, top5-acc=99.75%, remaining_time=0:00:03.536316, arrival_time=2021-04-14 21:57:29.631262, cost_time=0:00:15.716931 2021-04-14 21:57:27,070 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.89ms, fps=2627 images/s, loss=0.2584, top1-acc=92.43%, top5-acc=99.76%, remaining_time=0:00:02.552888, arrival_time=2021-04-14 21:57:29.623045, cost_time=0:00:16.691966 2021-04-14 21:57:28,037 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.38ms, fps=2647 images/s, loss=0.2601, top1-acc=92.38%, top5-acc=99.75%, remaining_time=0:00:01.569776, arrival_time=2021-04-14 21:57:29.607688, cost_time=0:00:17.659905 2021-04-14 21:57:28,999 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.52ms, fps=2662 images/s, loss=0.2620, top1-acc=92.28%, top5-acc=99.76%, remaining_time=0:00:00.588054, arrival_time=2021-04-14 21:57:29.587861, cost_time=0:00:18.621803 2021-04-14 21:57:29,542 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.33ms, fps=2508 images/s, loss=0.2623, top1-acc=92.29%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 21:57:29.542713, cost_time=0:00:19.164537 2021-04-14 21:57:30,063 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=0.20ms, fps=4950 images/s, loss=1.2030, top1-acc=67.97%, top5-acc=91.13%, remaining_time=0:00:01.551480, arrival_time=2021-04-14 21:57:31.614453, cost_time=0:00:00.517157 2021-04-14 21:57:30,393 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=4.14ms, fps=7755 images/s, loss=1.2587, top1-acc=68.01%, top5-acc=90.41%, remaining_time=0:00:00.847680, arrival_time=2021-04-14 21:57:31.241155, cost_time=0:00:00.847684 2021-04-14 21:57:30,722 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=2.06ms, fps=7784 images/s, loss=1.3034, top1-acc=67.24%, top5-acc=89.88%, remaining_time=0:00:00.392300, arrival_time=2021-04-14 21:57:31.114999, cost_time=0:00:01.176897 2021-04-14 21:57:31,030 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.07ms, fps=7546 images/s, loss=1.3100, top1-acc=67.34%, top5-acc=89.83%, remaining_time=0:00:00, arrival_time=2021-04-14 21:57:31.030468, cost_time=0:00:01.484699 2021-04-14 21:57:31,342 INFO : Epoch=0133 complete, best val top1-acc=67.34%, top5-acc=89.83% (epoch=133), remaining_time=0:23:19.620888, arrival_time=2021-04-14 22:20:50.963446, cost_time=0:46:18.351935 2021-04-14 21:57:31,344 INFO : Train start, epoch=0134, lr=0.025227 2021-04-14 21:57:32,497 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.51ms, fps=2222 images/s, loss=0.2656, top1-acc=92.27%, top5-acc=99.73%, remaining_time=0:00:21.433896, arrival_time=2021-04-14 21:57:53.931145, cost_time=0:00:01.152362 2021-04-14 21:57:33,457 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.32ms, fps=2667 images/s, loss=0.2585, top1-acc=92.48%, top5-acc=99.75%, remaining_time=0:00:18.593344, arrival_time=2021-04-14 21:57:52.051124, cost_time=0:00:02.112887 2021-04-14 21:57:34,444 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=2.09ms, fps=2598 images/s, loss=0.2499, top1-acc=92.84%, top5-acc=99.77%, remaining_time=0:00:17.147800, arrival_time=2021-04-14 21:57:51.591753, cost_time=0:00:03.098988 2021-04-14 21:57:35,405 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.37ms, fps=2663 images/s, loss=0.2470, top1-acc=92.96%, top5-acc=99.78%, remaining_time=0:00:15.837432, arrival_time=2021-04-14 21:57:51.243133, cost_time=0:00:04.060897 2021-04-14 21:57:36,377 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.91ms, fps=2637 images/s, loss=0.2447, top1-acc=92.98%, top5-acc=99.79%, remaining_time=0:00:14.693732, arrival_time=2021-04-14 21:57:51.070829, cost_time=0:00:05.032109 2021-04-14 21:57:37,348 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.64ms, fps=2638 images/s, loss=0.2424, top1-acc=93.01%, top5-acc=99.79%, remaining_time=0:00:13.607480, arrival_time=2021-04-14 21:57:50.955592, cost_time=0:00:06.003309 2021-04-14 21:57:38,323 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=2.20ms, fps=2628 images/s, loss=0.2415, top1-acc=93.05%, top5-acc=99.80%, remaining_time=0:00:12.560310, arrival_time=2021-04-14 21:57:50.883283, cost_time=0:00:06.977977 2021-04-14 21:57:39,285 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.28ms, fps=2661 images/s, loss=0.2409, top1-acc=93.07%, top5-acc=99.81%, remaining_time=0:00:11.514160, arrival_time=2021-04-14 21:57:50.799783, cost_time=0:00:07.940820 2021-04-14 21:57:40,248 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.53ms, fps=2660 images/s, loss=0.2392, top1-acc=93.12%, top5-acc=99.82%, remaining_time=0:00:10.486262, arrival_time=2021-04-14 21:57:50.734700, cost_time=0:00:08.903423 2021-04-14 21:57:41,224 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=2.38ms, fps=2625 images/s, loss=0.2400, top1-acc=93.10%, top5-acc=99.82%, remaining_time=0:00:09.484512, arrival_time=2021-04-14 21:57:50.709091, cost_time=0:00:09.879695 2021-04-14 21:57:42,213 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.31ms, fps=2589 images/s, loss=0.2403, top1-acc=93.08%, top5-acc=99.82%, remaining_time=0:00:08.497574, arrival_time=2021-04-14 21:57:50.711417, cost_time=0:00:10.868983 2021-04-14 21:57:43,212 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.79ms, fps=2565 images/s, loss=0.2402, top1-acc=93.09%, top5-acc=99.80%, remaining_time=0:00:07.516172, arrival_time=2021-04-14 21:57:50.728812, cost_time=0:00:11.867673 2021-04-14 21:57:44,188 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.47ms, fps=2624 images/s, loss=0.2399, top1-acc=93.11%, top5-acc=99.81%, remaining_time=0:00:06.520866, arrival_time=2021-04-14 21:57:50.709766, cost_time=0:00:12.844082 2021-04-14 21:57:45,152 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.54ms, fps=2658 images/s, loss=0.2415, top1-acc=93.02%, top5-acc=99.82%, remaining_time=0:00:05.523056, arrival_time=2021-04-14 21:57:50.675493, cost_time=0:00:13.807599 2021-04-14 21:57:46,114 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.37ms, fps=2662 images/s, loss=0.2432, top1-acc=92.99%, top5-acc=99.82%, remaining_time=0:00:04.529344, arrival_time=2021-04-14 21:57:50.643743, cost_time=0:00:14.769595 2021-04-14 21:57:47,089 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.64ms, fps=2627 images/s, loss=0.2451, top1-acc=92.89%, top5-acc=99.81%, remaining_time=0:00:03.542508, arrival_time=2021-04-14 21:57:50.631811, cost_time=0:00:15.744411 2021-04-14 21:57:48,070 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.96ms, fps=2610 images/s, loss=0.2473, top1-acc=92.79%, top5-acc=99.81%, remaining_time=0:00:02.558088, arrival_time=2021-04-14 21:57:50.628900, cost_time=0:00:16.725968 2021-04-14 21:57:49,047 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.46ms, fps=2623 images/s, loss=0.2501, top1-acc=92.69%, top5-acc=99.80%, remaining_time=0:00:01.573552, arrival_time=2021-04-14 21:57:50.620718, cost_time=0:00:17.702378 2021-04-14 21:57:50,031 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.66ms, fps=2602 images/s, loss=0.2515, top1-acc=92.64%, top5-acc=99.79%, remaining_time=0:00:00.590106, arrival_time=2021-04-14 21:57:50.621630, cost_time=0:00:18.686723 2021-04-14 21:57:50,581 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.66ms, fps=2474 images/s, loss=0.2530, top1-acc=92.60%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-14 21:57:50.581803, cost_time=0:00:19.236916 2021-04-14 21:57:51,139 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=0.24ms, fps=4604 images/s, loss=1.2939, top1-acc=67.42%, top5-acc=90.12%, remaining_time=0:00:01.668030, arrival_time=2021-04-14 21:57:52.807919, cost_time=0:00:00.556006 2021-04-14 21:57:51,472 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.75ms, fps=7701 images/s, loss=1.2936, top1-acc=67.81%, top5-acc=89.94%, remaining_time=0:00:00.888920, arrival_time=2021-04-14 21:57:52.361660, cost_time=0:00:00.888916 2021-04-14 21:57:51,835 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=26.63ms, fps=7074 images/s, loss=1.2961, top1-acc=67.67%, top5-acc=90.12%, remaining_time=0:00:00.417040, arrival_time=2021-04-14 21:57:52.252020, cost_time=0:00:01.251116 2021-04-14 21:57:52,186 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.06ms, fps=6603 images/s, loss=1.2978, top1-acc=67.61%, top5-acc=89.87%, remaining_time=0:00:00, arrival_time=2021-04-14 21:57:52.186752, cost_time=0:00:01.602958 2021-04-14 21:57:52,427 INFO : Epoch=0134 complete, best val top1-acc=67.61%, top5-acc=89.87% (epoch=134), remaining_time=0:22:58.827186, arrival_time=2021-04-14 22:20:51.254736, cost_time=0:46:39.436956 2021-04-14 21:57:52,428 INFO : Train start, epoch=0135, lr=0.024548 2021-04-14 21:57:53,571 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.39ms, fps=2240 images/s, loss=0.2306, top1-acc=93.59%, top5-acc=99.65%, remaining_time=0:00:21.253662, arrival_time=2021-04-14 21:58:14.825446, cost_time=0:00:01.142669 2021-04-14 21:57:54,539 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.55ms, fps=2647 images/s, loss=0.2340, top1-acc=93.44%, top5-acc=99.65%, remaining_time=0:00:18.574864, arrival_time=2021-04-14 21:58:13.114554, cost_time=0:00:02.110779 2021-04-14 21:57:55,511 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.49ms, fps=2636 images/s, loss=0.2359, top1-acc=93.24%, top5-acc=99.69%, remaining_time=0:00:17.055670, arrival_time=2021-04-14 21:58:12.567017, cost_time=0:00:03.082359 2021-04-14 21:57:56,488 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.57ms, fps=2621 images/s, loss=0.2310, top1-acc=93.38%, top5-acc=99.77%, remaining_time=0:00:15.832908, arrival_time=2021-04-14 21:58:12.321626, cost_time=0:00:04.059718 2021-04-14 21:57:57,462 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.44ms, fps=2630 images/s, loss=0.2302, top1-acc=93.41%, top5-acc=99.77%, remaining_time=0:00:14.697966, arrival_time=2021-04-14 21:58:12.160414, cost_time=0:00:05.033543 2021-04-14 21:57:58,429 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.78ms, fps=2649 images/s, loss=0.2302, top1-acc=93.36%, top5-acc=99.80%, remaining_time=0:00:13.600952, arrival_time=2021-04-14 21:58:12.030365, cost_time=0:00:06.000405 2021-04-14 21:57:59,400 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.41ms, fps=2638 images/s, loss=0.2293, top1-acc=93.33%, top5-acc=99.81%, remaining_time=0:00:12.548466, arrival_time=2021-04-14 21:58:11.948801, cost_time=0:00:06.971396 2021-04-14 21:58:00,367 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.42ms, fps=2648 images/s, loss=0.2307, top1-acc=93.27%, top5-acc=99.80%, remaining_time=0:00:11.511028, arrival_time=2021-04-14 21:58:11.878713, cost_time=0:00:07.938656 2021-04-14 21:58:01,328 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.47ms, fps=2665 images/s, loss=0.2322, top1-acc=93.20%, top5-acc=99.80%, remaining_time=0:00:10.482234, arrival_time=2021-04-14 21:58:11.811124, cost_time=0:00:08.899989 2021-04-14 21:58:02,303 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=2.27ms, fps=2628 images/s, loss=0.2327, top1-acc=93.20%, top5-acc=99.80%, remaining_time=0:00:09.479424, arrival_time=2021-04-14 21:58:11.782914, cost_time=0:00:09.874408 2021-04-14 21:58:03,289 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.41ms, fps=2599 images/s, loss=0.2325, top1-acc=93.24%, top5-acc=99.81%, remaining_time=0:00:08.490866, arrival_time=2021-04-14 21:58:11.780219, cost_time=0:00:10.860356 2021-04-14 21:58:04,260 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.38ms, fps=2638 images/s, loss=0.2327, top1-acc=93.26%, top5-acc=99.82%, remaining_time=0:00:07.493372, arrival_time=2021-04-14 21:58:11.753898, cost_time=0:00:11.831583 2021-04-14 21:58:05,234 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.70ms, fps=2630 images/s, loss=0.2337, top1-acc=93.22%, top5-acc=99.82%, remaining_time=0:00:06.501132, arrival_time=2021-04-14 21:58:11.735290, cost_time=0:00:12.805204 2021-04-14 21:58:06,221 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.57ms, fps=2595 images/s, loss=0.2347, top1-acc=93.17%, top5-acc=99.81%, remaining_time=0:00:05.516840, arrival_time=2021-04-14 21:58:11.737966, cost_time=0:00:13.792141 2021-04-14 21:58:07,184 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.33ms, fps=2658 images/s, loss=0.2361, top1-acc=93.14%, top5-acc=99.80%, remaining_time=0:00:04.525158, arrival_time=2021-04-14 21:58:11.709978, cost_time=0:00:14.755909 2021-04-14 21:58:08,143 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.59ms, fps=2672 images/s, loss=0.2369, top1-acc=93.13%, top5-acc=99.80%, remaining_time=0:00:03.535704, arrival_time=2021-04-14 21:58:11.678854, cost_time=0:00:15.714258 2021-04-14 21:58:09,107 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.37ms, fps=2655 images/s, loss=0.2385, top1-acc=93.04%, top5-acc=99.80%, remaining_time=0:00:02.550860, arrival_time=2021-04-14 21:58:11.658433, cost_time=0:00:16.678669 2021-04-14 21:58:10,082 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=2.03ms, fps=2627 images/s, loss=0.2391, top1-acc=93.01%, top5-acc=99.78%, remaining_time=0:00:01.569216, arrival_time=2021-04-14 21:58:11.652006, cost_time=0:00:17.653731 2021-04-14 21:58:11,072 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.23ms, fps=2590 images/s, loss=0.2394, top1-acc=92.99%, top5-acc=99.78%, remaining_time=0:00:00.588726, arrival_time=2021-04-14 21:58:11.660678, cost_time=0:00:18.643039 2021-04-14 21:58:11,614 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.27ms, fps=2511 images/s, loss=0.2400, top1-acc=93.00%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-14 21:58:11.614001, cost_time=0:00:19.185119 2021-04-14 21:58:12,111 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=26.36ms, fps=5168 images/s, loss=1.3363, top1-acc=67.11%, top5-acc=89.61%, remaining_time=0:00:01.486110, arrival_time=2021-04-14 21:58:13.597398, cost_time=0:00:00.495369 2021-04-14 21:58:12,442 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=0.21ms, fps=7751 images/s, loss=1.3559, top1-acc=66.86%, top5-acc=89.51%, remaining_time=0:00:00.826140, arrival_time=2021-04-14 21:58:13.268129, cost_time=0:00:00.826134 2021-04-14 21:58:12,789 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=6.84ms, fps=7383 images/s, loss=1.3398, top1-acc=67.34%, top5-acc=89.56%, remaining_time=0:00:00.391080, arrival_time=2021-04-14 21:58:13.180225, cost_time=0:00:01.173241 2021-04-14 21:58:13,091 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.07ms, fps=7696 images/s, loss=1.3392, top1-acc=67.49%, top5-acc=89.70%, remaining_time=0:00:00, arrival_time=2021-04-14 21:58:13.091063, cost_time=0:00:01.475231 2021-04-14 21:58:13,194 INFO : Epoch=0135 complete, best val top1-acc=67.61%, top5-acc=89.87% (epoch=134), remaining_time=0:22:37.876000, arrival_time=2021-04-14 22:20:51.070575, cost_time=0:47:00.203993 2021-04-14 21:58:13,195 INFO : Train start, epoch=0136, lr=0.023875 2021-04-14 21:58:14,355 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.61ms, fps=2208 images/s, loss=0.2000, top1-acc=94.57%, top5-acc=99.96%, remaining_time=0:00:21.565584, arrival_time=2021-04-14 21:58:35.921038, cost_time=0:00:01.159441 2021-04-14 21:58:15,334 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.59ms, fps=2618 images/s, loss=0.2138, top1-acc=94.14%, top5-acc=99.94%, remaining_time=0:00:18.816864, arrival_time=2021-04-14 21:58:34.150990, cost_time=0:00:02.138271 2021-04-14 21:58:16,312 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.43ms, fps=2619 images/s, loss=0.2139, top1-acc=94.14%, top5-acc=99.90%, remaining_time=0:00:17.243416, arrival_time=2021-04-14 21:58:33.555639, cost_time=0:00:03.116290 2021-04-14 21:58:17,286 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.54ms, fps=2628 images/s, loss=0.2138, top1-acc=93.97%, top5-acc=99.89%, remaining_time=0:00:15.955056, arrival_time=2021-04-14 21:58:33.241970, cost_time=0:00:04.091059 2021-04-14 21:58:18,248 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.62ms, fps=2662 images/s, loss=0.2096, top1-acc=94.21%, top5-acc=99.88%, remaining_time=0:00:14.755052, arrival_time=2021-04-14 21:58:33.003997, cost_time=0:00:05.053104 2021-04-14 21:58:19,214 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.31ms, fps=2654 images/s, loss=0.2095, top1-acc=94.20%, top5-acc=99.89%, remaining_time=0:00:13.641072, arrival_time=2021-04-14 21:58:32.855122, cost_time=0:00:06.018111 2021-04-14 21:58:20,178 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.36ms, fps=2655 images/s, loss=0.2077, top1-acc=94.29%, top5-acc=99.90%, remaining_time=0:00:12.569508, arrival_time=2021-04-14 21:58:32.748377, cost_time=0:00:06.983025 2021-04-14 21:58:21,146 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.86ms, fps=2646 images/s, loss=0.2070, top1-acc=94.29%, top5-acc=99.91%, remaining_time=0:00:11.528892, arrival_time=2021-04-14 21:58:32.675708, cost_time=0:00:07.950971 2021-04-14 21:58:22,117 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.48ms, fps=2638 images/s, loss=0.2059, top1-acc=94.31%, top5-acc=99.90%, remaining_time=0:00:10.507780, arrival_time=2021-04-14 21:58:32.625418, cost_time=0:00:08.921700 2021-04-14 21:58:23,090 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.49ms, fps=2634 images/s, loss=0.2079, top1-acc=94.22%, top5-acc=99.89%, remaining_time=0:00:09.498336, arrival_time=2021-04-14 21:58:32.588310, cost_time=0:00:09.894138 2021-04-14 21:58:24,062 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.96ms, fps=2632 images/s, loss=0.2114, top1-acc=94.07%, top5-acc=99.88%, remaining_time=0:00:08.496026, arrival_time=2021-04-14 21:58:32.558929, cost_time=0:00:10.867034 2021-04-14 21:58:25,026 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.45ms, fps=2658 images/s, loss=0.2142, top1-acc=94.04%, top5-acc=99.86%, remaining_time=0:00:07.492764, arrival_time=2021-04-14 21:58:32.519388, cost_time=0:00:11.830690 2021-04-14 21:58:26,005 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.99ms, fps=2617 images/s, loss=0.2175, top1-acc=93.90%, top5-acc=99.85%, remaining_time=0:00:06.503310, arrival_time=2021-04-14 21:58:32.508675, cost_time=0:00:12.809511 2021-04-14 21:58:26,972 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.61ms, fps=2648 images/s, loss=0.2197, top1-acc=93.77%, top5-acc=99.86%, remaining_time=0:00:05.510624, arrival_time=2021-04-14 21:58:32.483009, cost_time=0:00:13.776510 2021-04-14 21:58:27,943 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.37ms, fps=2639 images/s, loss=0.2214, top1-acc=93.69%, top5-acc=99.87%, remaining_time=0:00:04.522444, arrival_time=2021-04-14 21:58:32.465460, cost_time=0:00:14.747112 2021-04-14 21:58:28,908 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.38ms, fps=2652 images/s, loss=0.2227, top1-acc=93.60%, top5-acc=99.86%, remaining_time=0:00:03.535416, arrival_time=2021-04-14 21:58:32.444287, cost_time=0:00:15.713022 2021-04-14 21:58:29,881 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.86ms, fps=2635 images/s, loss=0.2246, top1-acc=93.53%, top5-acc=99.85%, remaining_time=0:00:02.551822, arrival_time=2021-04-14 21:58:32.432824, cost_time=0:00:16.684995 2021-04-14 21:58:30,851 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.41ms, fps=2640 images/s, loss=0.2259, top1-acc=93.50%, top5-acc=99.84%, remaining_time=0:00:01.569376, arrival_time=2021-04-14 21:58:32.420833, cost_time=0:00:17.655566 2021-04-14 21:58:31,812 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.21ms, fps=2665 images/s, loss=0.2277, top1-acc=93.43%, top5-acc=99.83%, remaining_time=0:00:00.587892, arrival_time=2021-04-14 21:58:32.400310, cost_time=0:00:18.616572 2021-04-14 21:58:32,357 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.33ms, fps=2499 images/s, loss=0.2283, top1-acc=93.41%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-14 21:58:32.357071, cost_time=0:00:19.161186 2021-04-14 21:58:32,846 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=35.78ms, fps=5263 images/s, loss=1.2576, top1-acc=67.89%, top5-acc=89.92%, remaining_time=0:00:01.459320, arrival_time=2021-04-14 21:58:34.305506, cost_time=0:00:00.486436 2021-04-14 21:58:33,180 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=0.44ms, fps=7672 images/s, loss=1.2813, top1-acc=67.58%, top5-acc=89.77%, remaining_time=0:00:00.820560, arrival_time=2021-04-14 21:58:34.000896, cost_time=0:00:00.820558 2021-04-14 21:58:33,535 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=6.74ms, fps=7221 images/s, loss=1.2966, top1-acc=67.21%, top5-acc=89.62%, remaining_time=0:00:00.391950, arrival_time=2021-04-14 21:58:33.927555, cost_time=0:00:01.175839 2021-04-14 21:58:33,842 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.16ms, fps=7568 images/s, loss=1.2928, top1-acc=67.12%, top5-acc=89.70%, remaining_time=0:00:00, arrival_time=2021-04-14 21:58:33.842727, cost_time=0:00:01.482932 2021-04-14 21:58:33,964 INFO : Epoch=0136 complete, best val top1-acc=67.61%, top5-acc=89.87% (epoch=134), remaining_time=0:22:16.928768, arrival_time=2021-04-14 22:20:50.893082, cost_time=0:47:20.973698 2021-04-14 21:58:33,966 INFO : Train start, epoch=0137, lr=0.023209 2021-04-14 21:58:35,135 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.59ms, fps=2191 images/s, loss=0.2171, top1-acc=93.63%, top5-acc=99.65%, remaining_time=0:00:21.733914, arrival_time=2021-04-14 21:58:56.869150, cost_time=0:00:01.168492 2021-04-14 21:58:36,113 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=2.01ms, fps=2618 images/s, loss=0.2071, top1-acc=93.98%, top5-acc=99.71%, remaining_time=0:00:18.891136, arrival_time=2021-04-14 21:58:55.004766, cost_time=0:00:02.146719 2021-04-14 21:58:37,097 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.50ms, fps=2604 images/s, loss=0.2000, top1-acc=94.30%, top5-acc=99.77%, remaining_time=0:00:17.322266, arrival_time=2021-04-14 21:58:54.419676, cost_time=0:00:03.130540 2021-04-14 21:58:38,070 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.89ms, fps=2632 images/s, loss=0.1986, top1-acc=94.41%, top5-acc=99.78%, remaining_time=0:00:16.004508, arrival_time=2021-04-14 21:58:54.075081, cost_time=0:00:04.103739 2021-04-14 21:58:39,032 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.49ms, fps=2663 images/s, loss=0.1981, top1-acc=94.33%, top5-acc=99.82%, remaining_time=0:00:14.791260, arrival_time=2021-04-14 21:58:53.823496, cost_time=0:00:05.065487 2021-04-14 21:58:40,005 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=2.81ms, fps=2633 images/s, loss=0.2001, top1-acc=94.29%, top5-acc=99.82%, remaining_time=0:00:13.686496, arrival_time=2021-04-14 21:58:53.691520, cost_time=0:00:06.038150 2021-04-14 21:58:40,982 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.86ms, fps=2622 images/s, loss=0.2007, top1-acc=94.30%, top5-acc=99.84%, remaining_time=0:00:12.627720, arrival_time=2021-04-14 21:58:53.609899, cost_time=0:00:07.015416 2021-04-14 21:58:41,961 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.91ms, fps=2615 images/s, loss=0.2031, top1-acc=94.22%, top5-acc=99.82%, remaining_time=0:00:11.592576, arrival_time=2021-04-14 21:58:53.554295, cost_time=0:00:07.994893 2021-04-14 21:58:42,928 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.50ms, fps=2650 images/s, loss=0.2059, top1-acc=94.09%, top5-acc=99.84%, remaining_time=0:00:10.554738, arrival_time=2021-04-14 21:58:53.483120, cost_time=0:00:08.961586 2021-04-14 21:58:43,902 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.51ms, fps=2631 images/s, loss=0.2067, top1-acc=94.09%, top5-acc=99.83%, remaining_time=0:00:09.537888, arrival_time=2021-04-14 21:58:53.439933, cost_time=0:00:09.935305 2021-04-14 21:58:44,872 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.79ms, fps=2639 images/s, loss=0.2079, top1-acc=94.11%, top5-acc=99.83%, remaining_time=0:00:08.526384, arrival_time=2021-04-14 21:58:53.399134, cost_time=0:00:10.905864 2021-04-14 21:58:45,837 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.39ms, fps=2654 images/s, loss=0.2091, top1-acc=94.07%, top5-acc=99.82%, remaining_time=0:00:07.518376, arrival_time=2021-04-14 21:58:53.356275, cost_time=0:00:11.871150 2021-04-14 21:58:46,799 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.32ms, fps=2663 images/s, loss=0.2104, top1-acc=94.04%, top5-acc=99.83%, remaining_time=0:00:06.515190, arrival_time=2021-04-14 21:58:53.314936, cost_time=0:00:12.833002 2021-04-14 21:58:47,766 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.38ms, fps=2650 images/s, loss=0.2095, top1-acc=94.05%, top5-acc=99.83%, remaining_time=0:00:05.519808, arrival_time=2021-04-14 21:58:53.286205, cost_time=0:00:13.799536 2021-04-14 21:58:48,735 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.35ms, fps=2642 images/s, loss=0.2111, top1-acc=93.99%, top5-acc=99.83%, remaining_time=0:00:04.529160, arrival_time=2021-04-14 21:58:53.264907, cost_time=0:00:14.769020 2021-04-14 21:58:49,702 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.38ms, fps=2649 images/s, loss=0.2120, top1-acc=93.96%, top5-acc=99.83%, remaining_time=0:00:03.540564, arrival_time=2021-04-14 21:58:53.243164, cost_time=0:00:15.735866 2021-04-14 21:58:50,673 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.41ms, fps=2637 images/s, loss=0.2130, top1-acc=93.93%, top5-acc=99.84%, remaining_time=0:00:02.555176, arrival_time=2021-04-14 21:58:53.228899, cost_time=0:00:16.706890 2021-04-14 21:58:51,643 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.52ms, fps=2641 images/s, loss=0.2137, top1-acc=93.88%, top5-acc=99.84%, remaining_time=0:00:01.571280, arrival_time=2021-04-14 21:58:53.215001, cost_time=0:00:17.676935 2021-04-14 21:58:52,611 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.28ms, fps=2646 images/s, loss=0.2154, top1-acc=93.82%, top5-acc=99.84%, remaining_time=0:00:00.588792, arrival_time=2021-04-14 21:58:53.200571, cost_time=0:00:18.645046 2021-04-14 21:58:53,155 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.44ms, fps=2505 images/s, loss=0.2177, top1-acc=93.76%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-14 21:58:53.155108, cost_time=0:00:19.188377 2021-04-14 21:58:53,686 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=0.22ms, fps=4839 images/s, loss=1.2582, top1-acc=68.98%, top5-acc=90.39%, remaining_time=0:00:01.587030, arrival_time=2021-04-14 21:58:55.273067, cost_time=0:00:00.529008 2021-04-14 21:58:54,036 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=0.50ms, fps=7318 images/s, loss=1.3147, top1-acc=67.64%, top5-acc=90.02%, remaining_time=0:00:00.879240, arrival_time=2021-04-14 21:58:54.915653, cost_time=0:00:00.879246 2021-04-14 21:58:54,447 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=0.21ms, fps=6244 images/s, loss=1.3249, top1-acc=67.46%, top5-acc=89.90%, remaining_time=0:00:00.430090, arrival_time=2021-04-14 21:58:54.877361, cost_time=0:00:01.290265 2021-04-14 21:58:54,794 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.06ms, fps=6686 images/s, loss=1.3356, top1-acc=67.22%, top5-acc=89.94%, remaining_time=0:00:00, arrival_time=2021-04-14 21:58:54.794601, cost_time=0:00:01.637609 2021-04-14 21:58:54,898 INFO : Epoch=0137 complete, best val top1-acc=67.61%, top5-acc=89.87% (epoch=134), remaining_time=0:21:56.059920, arrival_time=2021-04-14 22:20:50.958557, cost_time=0:47:41.908047 2021-04-14 21:58:54,899 INFO : Train start, epoch=0138, lr=0.022549 2021-04-14 21:58:56,076 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=0.35ms, fps=2176 images/s, loss=0.1867, top1-acc=94.80%, top5-acc=99.96%, remaining_time=0:00:21.885504, arrival_time=2021-04-14 21:59:17.962287, cost_time=0:00:01.176637 2021-04-14 21:58:57,046 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.44ms, fps=2644 images/s, loss=0.1966, top1-acc=94.57%, top5-acc=99.92%, remaining_time=0:00:18.881632, arrival_time=2021-04-14 21:59:15.927540, cost_time=0:00:02.145643 2021-04-14 21:58:58,007 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.75ms, fps=2665 images/s, loss=0.1939, top1-acc=94.67%, top5-acc=99.92%, remaining_time=0:00:17.193616, arrival_time=2021-04-14 21:59:15.200924, cost_time=0:00:03.107267 2021-04-14 21:58:58,973 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.31ms, fps=2650 images/s, loss=0.1933, top1-acc=94.63%, top5-acc=99.89%, remaining_time=0:00:15.887352, arrival_time=2021-04-14 21:59:14.861154, cost_time=0:00:04.073668 2021-04-14 21:58:59,933 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.37ms, fps=2669 images/s, loss=0.1934, top1-acc=94.72%, top5-acc=99.90%, remaining_time=0:00:14.698112, arrival_time=2021-04-14 21:59:14.631912, cost_time=0:00:05.033598 2021-04-14 21:59:00,903 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=2.07ms, fps=2643 images/s, loss=0.1919, top1-acc=94.81%, top5-acc=99.90%, remaining_time=0:00:13.606936, arrival_time=2021-04-14 21:59:14.510037, cost_time=0:00:06.003043 2021-04-14 21:59:01,872 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=2.19ms, fps=2642 images/s, loss=0.1912, top1-acc=94.82%, top5-acc=99.90%, remaining_time=0:00:12.550608, arrival_time=2021-04-14 21:59:14.423294, cost_time=0:00:06.972563 2021-04-14 21:59:02,844 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.49ms, fps=2635 images/s, loss=0.1919, top1-acc=94.79%, top5-acc=99.88%, remaining_time=0:00:11.519844, arrival_time=2021-04-14 21:59:14.364659, cost_time=0:00:07.944723 2021-04-14 21:59:03,822 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.50ms, fps=2619 images/s, loss=0.1925, top1-acc=94.78%, top5-acc=99.89%, remaining_time=0:00:10.508946, arrival_time=2021-04-14 21:59:14.331704, cost_time=0:00:08.922679 2021-04-14 21:59:04,797 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.55ms, fps=2629 images/s, loss=0.1938, top1-acc=94.73%, top5-acc=99.88%, remaining_time=0:00:09.501504, arrival_time=2021-04-14 21:59:14.299019, cost_time=0:00:09.897377 2021-04-14 21:59:05,774 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.53ms, fps=2621 images/s, loss=0.1949, top1-acc=94.68%, top5-acc=99.88%, remaining_time=0:00:08.502132, arrival_time=2021-04-14 21:59:14.277025, cost_time=0:00:10.874794 2021-04-14 21:59:06,755 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.31ms, fps=2613 images/s, loss=0.1955, top1-acc=94.65%, top5-acc=99.88%, remaining_time=0:00:07.508116, arrival_time=2021-04-14 21:59:14.263144, cost_time=0:00:11.854900 2021-04-14 21:59:07,751 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=2.14ms, fps=2572 images/s, loss=0.1971, top1-acc=94.65%, top5-acc=99.88%, remaining_time=0:00:06.524364, arrival_time=2021-04-14 21:59:14.275376, cost_time=0:00:12.850972 2021-04-14 21:59:08,725 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.52ms, fps=2627 images/s, loss=0.1986, top1-acc=94.60%, top5-acc=99.87%, remaining_time=0:00:05.530336, arrival_time=2021-04-14 21:59:14.256157, cost_time=0:00:13.825791 2021-04-14 21:59:09,698 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.37ms, fps=2634 images/s, loss=0.2005, top1-acc=94.53%, top5-acc=99.87%, remaining_time=0:00:04.538084, arrival_time=2021-04-14 21:59:14.236388, cost_time=0:00:14.798135 2021-04-14 21:59:10,669 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.49ms, fps=2639 images/s, loss=0.2013, top1-acc=94.46%, top5-acc=99.87%, remaining_time=0:00:03.548016, arrival_time=2021-04-14 21:59:14.217017, cost_time=0:00:15.768959 2021-04-14 21:59:11,645 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.53ms, fps=2624 images/s, loss=0.2016, top1-acc=94.45%, top5-acc=99.87%, remaining_time=0:00:02.561026, arrival_time=2021-04-14 21:59:14.206206, cost_time=0:00:16.745111 2021-04-14 21:59:12,618 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.48ms, fps=2633 images/s, loss=0.2027, top1-acc=94.38%, top5-acc=99.87%, remaining_time=0:00:01.574928, arrival_time=2021-04-14 21:59:14.192909, cost_time=0:00:17.717941 2021-04-14 21:59:13,581 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.19ms, fps=2659 images/s, loss=0.2043, top1-acc=94.33%, top5-acc=99.86%, remaining_time=0:00:00.589932, arrival_time=2021-04-14 21:59:14.171305, cost_time=0:00:18.681253 2021-04-14 21:59:14,127 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.38ms, fps=2491 images/s, loss=0.2047, top1-acc=94.32%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-14 21:59:14.127805, cost_time=0:00:19.227759 2021-04-14 21:59:14,678 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=0.30ms, fps=4669 images/s, loss=1.2756, top1-acc=68.20%, top5-acc=90.98%, remaining_time=0:00:01.644780, arrival_time=2021-04-14 21:59:16.323059, cost_time=0:00:00.548261 2021-04-14 21:59:15,073 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=0.45ms, fps=6483 images/s, loss=1.3069, top1-acc=67.56%, top5-acc=90.31%, remaining_time=0:00:00.943620, arrival_time=2021-04-14 21:59:16.017205, cost_time=0:00:00.943612 2021-04-14 21:59:15,407 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=0.28ms, fps=7680 images/s, loss=1.3144, top1-acc=67.59%, top5-acc=90.16%, remaining_time=0:00:00.425760, arrival_time=2021-04-14 21:59:15.833012, cost_time=0:00:01.277277 2021-04-14 21:59:15,718 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.09ms, fps=7471 images/s, loss=1.3153, top1-acc=67.72%, top5-acc=89.99%, remaining_time=0:00:00, arrival_time=2021-04-14 21:59:15.718154, cost_time=0:00:01.588156 2021-04-14 21:59:15,898 INFO : Epoch=0138 complete, best val top1-acc=67.72%, top5-acc=89.99% (epoch=138), remaining_time=0:21:35.219680, arrival_time=2021-04-14 22:20:51.118606, cost_time=0:48:02.908341 2021-04-14 21:59:15,900 INFO : Train start, epoch=0139, lr=0.021896 2021-04-14 21:59:17,043 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=0.36ms, fps=2240 images/s, loss=0.1613, top1-acc=96.21%, top5-acc=99.92%, remaining_time=0:00:21.259800, arrival_time=2021-04-14 21:59:38.303098, cost_time=0:00:01.142996 2021-04-14 21:59:18,007 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.45ms, fps=2657 images/s, loss=0.1706, top1-acc=95.61%, top5-acc=99.94%, remaining_time=0:00:18.542304, arrival_time=2021-04-14 21:59:36.549639, cost_time=0:00:02.107081 2021-04-14 21:59:18,984 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.44ms, fps=2621 images/s, loss=0.1671, top1-acc=95.66%, top5-acc=99.96%, remaining_time=0:00:17.066128, arrival_time=2021-04-14 21:59:36.050689, cost_time=0:00:03.084255 2021-04-14 21:59:19,969 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.50ms, fps=2600 images/s, loss=0.1726, top1-acc=95.55%, top5-acc=99.92%, remaining_time=0:00:15.870972, arrival_time=2021-04-14 21:59:35.840674, cost_time=0:00:04.069496 2021-04-14 21:59:20,937 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.55ms, fps=2647 images/s, loss=0.1753, top1-acc=95.48%, top5-acc=99.91%, remaining_time=0:00:14.707602, arrival_time=2021-04-14 21:59:35.644720, cost_time=0:00:05.036835 2021-04-14 21:59:21,906 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.50ms, fps=2642 images/s, loss=0.1750, top1-acc=95.44%, top5-acc=99.92%, remaining_time=0:00:13.614552, arrival_time=2021-04-14 21:59:35.521164, cost_time=0:00:06.006416 2021-04-14 21:59:22,866 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.63ms, fps=2669 images/s, loss=0.1756, top1-acc=95.36%, top5-acc=99.91%, remaining_time=0:00:12.538512, arrival_time=2021-04-14 21:59:35.404614, cost_time=0:00:06.965810 2021-04-14 21:59:23,836 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.79ms, fps=2638 images/s, loss=0.1741, top1-acc=95.40%, top5-acc=99.91%, remaining_time=0:00:11.508244, arrival_time=2021-04-14 21:59:35.345189, cost_time=0:00:07.936738 2021-04-14 21:59:24,811 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.52ms, fps=2629 images/s, loss=0.1735, top1-acc=95.43%, top5-acc=99.92%, remaining_time=0:00:10.494848, arrival_time=2021-04-14 21:59:35.305801, cost_time=0:00:08.910736 2021-04-14 21:59:25,784 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.38ms, fps=2632 images/s, loss=0.1754, top1-acc=95.35%, top5-acc=99.92%, remaining_time=0:00:09.488352, arrival_time=2021-04-14 21:59:35.272379, cost_time=0:00:09.883725 2021-04-14 21:59:26,750 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.93ms, fps=2652 images/s, loss=0.1766, top1-acc=95.34%, top5-acc=99.93%, remaining_time=0:00:08.482524, arrival_time=2021-04-14 21:59:35.232542, cost_time=0:00:10.849718 2021-04-14 21:59:27,719 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.47ms, fps=2643 images/s, loss=0.1782, top1-acc=95.27%, top5-acc=99.92%, remaining_time=0:00:07.485240, arrival_time=2021-04-14 21:59:35.204266, cost_time=0:00:11.818823 2021-04-14 21:59:28,680 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.49ms, fps=2663 images/s, loss=0.1797, top1-acc=95.22%, top5-acc=99.91%, remaining_time=0:00:06.488526, arrival_time=2021-04-14 21:59:35.169175, cost_time=0:00:12.780439 2021-04-14 21:59:29,671 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=2.05ms, fps=2585 images/s, loss=0.1810, top1-acc=95.20%, top5-acc=99.91%, remaining_time=0:00:05.508552, arrival_time=2021-04-14 21:59:35.180231, cost_time=0:00:13.771311 2021-04-14 21:59:30,647 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=2.30ms, fps=2624 images/s, loss=0.1834, top1-acc=95.13%, top5-acc=99.91%, remaining_time=0:00:04.522628, arrival_time=2021-04-14 21:59:35.170535, cost_time=0:00:14.747695 2021-04-14 21:59:31,620 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.30ms, fps=2633 images/s, loss=0.1854, top1-acc=95.08%, top5-acc=99.91%, remaining_time=0:00:03.537036, arrival_time=2021-04-14 21:59:35.157434, cost_time=0:00:15.720196 2021-04-14 21:59:32,602 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.35ms, fps=2609 images/s, loss=0.1865, top1-acc=95.02%, top5-acc=99.91%, remaining_time=0:00:02.554370, arrival_time=2021-04-14 21:59:35.156325, cost_time=0:00:16.701699 2021-04-14 21:59:33,569 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.37ms, fps=2648 images/s, loss=0.1884, top1-acc=94.95%, top5-acc=99.91%, remaining_time=0:00:01.570592, arrival_time=2021-04-14 21:59:35.140108, cost_time=0:00:17.669113 2021-04-14 21:59:34,533 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.43ms, fps=2657 images/s, loss=0.1908, top1-acc=94.85%, top5-acc=99.91%, remaining_time=0:00:00.588432, arrival_time=2021-04-14 21:59:35.122262, cost_time=0:00:18.633622 2021-04-14 21:59:35,077 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.33ms, fps=2503 images/s, loss=0.1917, top1-acc=94.82%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-14 21:59:35.077608, cost_time=0:00:19.177411 2021-04-14 21:59:35,570 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=36.14ms, fps=5216 images/s, loss=1.3441, top1-acc=66.64%, top5-acc=89.18%, remaining_time=0:00:01.472400, arrival_time=2021-04-14 21:59:37.042748, cost_time=0:00:00.490804 2021-04-14 21:59:35,920 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=0.43ms, fps=7329 images/s, loss=1.3355, top1-acc=67.38%, top5-acc=89.63%, remaining_time=0:00:00.840560, arrival_time=2021-04-14 21:59:36.760659, cost_time=0:00:00.840564 2021-04-14 21:59:36,283 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=11.27ms, fps=7062 images/s, loss=1.3510, top1-acc=66.95%, top5-acc=89.74%, remaining_time=0:00:00.401170, arrival_time=2021-04-14 21:59:36.684249, cost_time=0:00:01.203518 2021-04-14 21:59:36,622 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.06ms, fps=6852 images/s, loss=1.3477, top1-acc=66.85%, top5-acc=89.61%, remaining_time=0:00:00, arrival_time=2021-04-14 21:59:36.622116, cost_time=0:00:01.542631 2021-04-14 21:59:36,747 INFO : Epoch=0139 complete, best val top1-acc=67.72%, top5-acc=89.99% (epoch=138), remaining_time=0:21:14.310618, arrival_time=2021-04-14 22:20:51.058224, cost_time=0:48:23.757023 2021-04-14 21:59:36,748 INFO : Train start, epoch=0140, lr=0.021250 2021-04-14 21:59:37,881 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.52ms, fps=2260 images/s, loss=0.1936, top1-acc=94.80%, top5-acc=99.84%, remaining_time=0:00:21.067848, arrival_time=2021-04-14 21:59:58.949586, cost_time=0:00:01.132682 2021-04-14 21:59:38,865 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=4.81ms, fps=2606 images/s, loss=0.2012, top1-acc=94.61%, top5-acc=99.80%, remaining_time=0:00:18.619040, arrival_time=2021-04-14 21:59:57.483947, cost_time=0:00:02.115810 2021-04-14 21:59:39,840 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.43ms, fps=2625 images/s, loss=0.1924, top1-acc=94.86%, top5-acc=99.86%, remaining_time=0:00:17.107462, arrival_time=2021-04-14 21:59:56.948157, cost_time=0:00:03.091719 2021-04-14 21:59:40,808 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=2.01ms, fps=2647 images/s, loss=0.1889, top1-acc=94.98%, top5-acc=99.84%, remaining_time=0:00:15.830412, arrival_time=2021-04-14 21:59:56.638619, cost_time=0:00:04.059090 2021-04-14 21:59:41,782 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.75ms, fps=2631 images/s, loss=0.1857, top1-acc=95.09%, top5-acc=99.85%, remaining_time=0:00:14.696360, arrival_time=2021-04-14 21:59:56.478362, cost_time=0:00:05.033024 2021-04-14 21:59:42,753 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.36ms, fps=2636 images/s, loss=0.1865, top1-acc=95.04%, top5-acc=99.86%, remaining_time=0:00:13.610744, arrival_time=2021-04-14 21:59:56.364573, cost_time=0:00:06.004769 2021-04-14 21:59:43,714 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.68ms, fps=2666 images/s, loss=0.1870, top1-acc=95.07%, top5-acc=99.87%, remaining_time=0:00:12.538008, arrival_time=2021-04-14 21:59:56.252511, cost_time=0:00:06.965547 2021-04-14 21:59:44,677 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.45ms, fps=2659 images/s, loss=0.1877, top1-acc=95.00%, top5-acc=99.87%, remaining_time=0:00:11.496412, arrival_time=2021-04-14 21:59:56.174034, cost_time=0:00:07.928558 2021-04-14 21:59:45,642 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.64ms, fps=2656 images/s, loss=0.1875, top1-acc=95.02%, top5-acc=99.87%, remaining_time=0:00:10.474072, arrival_time=2021-04-14 21:59:56.116155, cost_time=0:00:08.893056 2021-04-14 21:59:46,632 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=2.69ms, fps=2587 images/s, loss=0.1859, top1-acc=95.02%, top5-acc=99.87%, remaining_time=0:00:09.487776, arrival_time=2021-04-14 21:59:56.120010, cost_time=0:00:09.883138 2021-04-14 21:59:47,603 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.53ms, fps=2636 images/s, loss=0.1849, top1-acc=95.06%, top5-acc=99.88%, remaining_time=0:00:08.486566, arrival_time=2021-04-14 21:59:56.090483, cost_time=0:00:10.854937 2021-04-14 21:59:48,579 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=2.05ms, fps=2626 images/s, loss=0.1849, top1-acc=95.05%, top5-acc=99.89%, remaining_time=0:00:07.492460, arrival_time=2021-04-14 21:59:56.071611, cost_time=0:00:11.830193 2021-04-14 21:59:49,557 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.79ms, fps=2619 images/s, loss=0.1856, top1-acc=94.99%, top5-acc=99.90%, remaining_time=0:00:06.502452, arrival_time=2021-04-14 21:59:56.059436, cost_time=0:00:12.807924 2021-04-14 21:59:50,537 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.49ms, fps=2612 images/s, loss=0.1867, top1-acc=94.92%, top5-acc=99.90%, remaining_time=0:00:05.515384, arrival_time=2021-04-14 21:59:56.052948, cost_time=0:00:13.788527 2021-04-14 21:59:51,499 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.39ms, fps=2662 images/s, loss=0.1885, top1-acc=94.88%, top5-acc=99.89%, remaining_time=0:00:04.523548, arrival_time=2021-04-14 21:59:56.023198, cost_time=0:00:14.750678 2021-04-14 21:59:52,468 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.84ms, fps=2645 images/s, loss=0.1903, top1-acc=94.82%, top5-acc=99.89%, remaining_time=0:00:03.536748, arrival_time=2021-04-14 21:59:56.004730, cost_time=0:00:15.718924 2021-04-14 21:59:53,442 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.39ms, fps=2629 images/s, loss=0.1913, top1-acc=94.77%, top5-acc=99.90%, remaining_time=0:00:02.553122, arrival_time=2021-04-14 21:59:55.995551, cost_time=0:00:16.693413 2021-04-14 21:59:54,408 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.45ms, fps=2652 images/s, loss=0.1924, top1-acc=94.73%, top5-acc=99.88%, remaining_time=0:00:01.569696, arrival_time=2021-04-14 21:59:55.977766, cost_time=0:00:17.659106 2021-04-14 21:59:55,379 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.47ms, fps=2636 images/s, loss=0.1930, top1-acc=94.70%, top5-acc=99.88%, remaining_time=0:00:00.588342, arrival_time=2021-04-14 21:59:55.968176, cost_time=0:00:18.630788 2021-04-14 21:59:55,939 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.79ms, fps=2431 images/s, loss=0.1938, top1-acc=94.67%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-14 21:59:55.939831, cost_time=0:00:19.190781 2021-04-14 21:59:56,535 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=2.44ms, fps=4322 images/s, loss=1.2916, top1-acc=67.77%, top5-acc=89.69%, remaining_time=0:00:01.776870, arrival_time=2021-04-14 21:59:58.312384, cost_time=0:00:00.592288 2021-04-14 21:59:56,897 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=0.21ms, fps=7073 images/s, loss=1.2944, top1-acc=67.87%, top5-acc=89.94%, remaining_time=0:00:00.954720, arrival_time=2021-04-14 21:59:57.852652, cost_time=0:00:00.954729 2021-04-14 21:59:57,334 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=33.89ms, fps=5875 images/s, loss=1.2990, top1-acc=67.57%, top5-acc=89.91%, remaining_time=0:00:00.463640, arrival_time=2021-04-14 21:59:57.797791, cost_time=0:00:01.390933 2021-04-14 21:59:57,674 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.10ms, fps=6827 images/s, loss=1.3084, top1-acc=67.28%, top5-acc=90.01%, remaining_time=0:00:00, arrival_time=2021-04-14 21:59:57.674390, cost_time=0:00:01.731235 2021-04-14 21:59:57,778 INFO : Epoch=0140 complete, best val top1-acc=67.72%, top5-acc=89.99% (epoch=138), remaining_time=0:20:53.480640, arrival_time=2021-04-14 22:20:51.259421, cost_time=0:48:44.788188 2021-04-14 21:59:57,779 INFO : Train start, epoch=0141, lr=0.020611 2021-04-14 21:59:58,916 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.37ms, fps=2254 images/s, loss=0.1763, top1-acc=95.12%, top5-acc=99.84%, remaining_time=0:00:21.128484, arrival_time=2021-04-14 22:00:20.044603, cost_time=0:00:01.135944 2021-04-14 21:59:59,891 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.69ms, fps=2627 images/s, loss=0.1789, top1-acc=94.92%, top5-acc=99.86%, remaining_time=0:00:18.576272, arrival_time=2021-04-14 22:00:18.467382, cost_time=0:00:02.110945 2021-04-14 22:00:00,866 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.42ms, fps=2626 images/s, loss=0.1760, top1-acc=95.01%, top5-acc=99.87%, remaining_time=0:00:17.078412, arrival_time=2021-04-14 22:00:17.945002, cost_time=0:00:03.086461 2021-04-14 22:00:01,855 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.55ms, fps=2591 images/s, loss=0.1774, top1-acc=95.07%, top5-acc=99.87%, remaining_time=0:00:15.892968, arrival_time=2021-04-14 22:00:17.748249, cost_time=0:00:04.075105 2021-04-14 22:00:02,825 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.36ms, fps=2641 images/s, loss=0.1766, top1-acc=95.14%, top5-acc=99.89%, remaining_time=0:00:14.731546, arrival_time=2021-04-14 22:00:17.556757, cost_time=0:00:05.045044 2021-04-14 22:00:03,797 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=2.04ms, fps=2636 images/s, loss=0.1738, top1-acc=95.16%, top5-acc=99.91%, remaining_time=0:00:13.638216, arrival_time=2021-04-14 22:00:17.435167, cost_time=0:00:06.016855 2021-04-14 22:00:04,782 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.49ms, fps=2600 images/s, loss=0.1738, top1-acc=95.16%, top5-acc=99.91%, remaining_time=0:00:12.603402, arrival_time=2021-04-14 22:00:17.385486, cost_time=0:00:07.001871 2021-04-14 22:00:05,759 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.70ms, fps=2622 images/s, loss=0.1739, top1-acc=95.20%, top5-acc=99.90%, remaining_time=0:00:11.569724, arrival_time=2021-04-14 22:00:17.328989, cost_time=0:00:07.979121 2021-04-14 22:00:06,762 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.50ms, fps=2554 images/s, loss=0.1745, top1-acc=95.14%, top5-acc=99.90%, remaining_time=0:00:10.578800, arrival_time=2021-04-14 22:00:17.340883, cost_time=0:00:08.981995 2021-04-14 22:00:07,755 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.59ms, fps=2580 images/s, loss=0.1738, top1-acc=95.21%, top5-acc=99.91%, remaining_time=0:00:09.575712, arrival_time=2021-04-14 22:00:17.330627, cost_time=0:00:09.974737 2021-04-14 22:00:08,733 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=2.11ms, fps=2617 images/s, loss=0.1752, top1-acc=95.16%, top5-acc=99.91%, remaining_time=0:00:08.563622, arrival_time=2021-04-14 22:00:17.297230, cost_time=0:00:10.953471 2021-04-14 22:00:09,713 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.40ms, fps=2614 images/s, loss=0.1764, top1-acc=95.12%, top5-acc=99.91%, remaining_time=0:00:07.557668, arrival_time=2021-04-14 22:00:17.271014, cost_time=0:00:11.933218 2021-04-14 22:00:10,686 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.60ms, fps=2633 images/s, loss=0.1755, top1-acc=95.17%, top5-acc=99.91%, remaining_time=0:00:06.552282, arrival_time=2021-04-14 22:00:17.238517, cost_time=0:00:12.906044 2021-04-14 22:00:11,653 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.37ms, fps=2649 images/s, loss=0.1766, top1-acc=95.13%, top5-acc=99.91%, remaining_time=0:00:05.549320, arrival_time=2021-04-14 22:00:17.202644, cost_time=0:00:13.873247 2021-04-14 22:00:12,634 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=2.09ms, fps=2612 images/s, loss=0.1776, top1-acc=95.12%, top5-acc=99.91%, remaining_time=0:00:04.555196, arrival_time=2021-04-14 22:00:17.189153, cost_time=0:00:14.853842 2021-04-14 22:00:13,625 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.53ms, fps=2593 images/s, loss=0.1779, top1-acc=95.11%, top5-acc=99.90%, remaining_time=0:00:03.565224, arrival_time=2021-04-14 22:00:17.190803, cost_time=0:00:15.845410 2021-04-14 22:00:14,591 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.62ms, fps=2653 images/s, loss=0.1789, top1-acc=95.10%, top5-acc=99.90%, remaining_time=0:00:02.571062, arrival_time=2021-04-14 22:00:17.162045, cost_time=0:00:16.810815 2021-04-14 22:00:15,566 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=2.03ms, fps=2625 images/s, loss=0.1803, top1-acc=95.05%, top5-acc=99.91%, remaining_time=0:00:01.581040, arrival_time=2021-04-14 22:00:17.147944, cost_time=0:00:17.786748 2021-04-14 22:00:16,537 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.30ms, fps=2638 images/s, loss=0.1815, top1-acc=95.03%, top5-acc=99.91%, remaining_time=0:00:00.592344, arrival_time=2021-04-14 22:00:17.130186, cost_time=0:00:18.757614 2021-04-14 22:00:17,085 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.17ms, fps=2485 images/s, loss=0.1822, top1-acc=95.03%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:17.085698, cost_time=0:00:19.305625 2021-04-14 22:00:17,603 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=2.51ms, fps=4960 images/s, loss=1.3385, top1-acc=67.70%, top5-acc=89.88%, remaining_time=0:00:01.548210, arrival_time=2021-04-14 22:00:19.151854, cost_time=0:00:00.516066 2021-04-14 22:00:17,942 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=0.36ms, fps=7566 images/s, loss=1.2930, top1-acc=67.95%, top5-acc=90.47%, remaining_time=0:00:00.855280, arrival_time=2021-04-14 22:00:18.798014, cost_time=0:00:00.855276 2021-04-14 22:00:18,274 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.48ms, fps=7741 images/s, loss=1.2775, top1-acc=68.11%, top5-acc=90.56%, remaining_time=0:00:00.395520, arrival_time=2021-04-14 22:00:18.669494, cost_time=0:00:01.186549 2021-04-14 22:00:18,585 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.07ms, fps=7446 images/s, loss=1.3038, top1-acc=68.11%, top5-acc=90.41%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:18.585945, cost_time=0:00:01.498593 2021-04-14 22:00:18,785 INFO : Epoch=0141 complete, best val top1-acc=68.11%, top5-acc=90.41% (epoch=141), remaining_time=0:20:32.637381, arrival_time=2021-04-14 22:20:51.422410, cost_time=0:49:05.794417 2021-04-14 22:00:18,786 INFO : Train start, epoch=0142, lr=0.019979 2021-04-14 22:00:19,954 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=2.06ms, fps=2192 images/s, loss=0.1700, top1-acc=95.59%, top5-acc=99.92%, remaining_time=0:00:21.724428, arrival_time=2021-04-14 22:00:41.678979, cost_time=0:00:01.167979 2021-04-14 22:00:20,926 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=2.25ms, fps=2635 images/s, loss=0.1731, top1-acc=95.41%, top5-acc=99.94%, remaining_time=0:00:18.833584, arrival_time=2021-04-14 22:00:39.760403, cost_time=0:00:02.140181 2021-04-14 22:00:21,906 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.51ms, fps=2617 images/s, loss=0.1656, top1-acc=95.60%, top5-acc=99.96%, remaining_time=0:00:17.259020, arrival_time=2021-04-14 22:00:39.164940, cost_time=0:00:03.119108 2021-04-14 22:00:22,895 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.99ms, fps=2590 images/s, loss=0.1656, top1-acc=95.63%, top5-acc=99.96%, remaining_time=0:00:16.024632, arrival_time=2021-04-14 22:00:38.920001, cost_time=0:00:04.108861 2021-04-14 22:00:23,872 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=2.18ms, fps=2621 images/s, loss=0.1647, top1-acc=95.63%, top5-acc=99.94%, remaining_time=0:00:14.851266, arrival_time=2021-04-14 22:00:38.723925, cost_time=0:00:05.086043 2021-04-14 22:00:24,837 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.43ms, fps=2654 images/s, loss=0.1647, top1-acc=95.68%, top5-acc=99.94%, remaining_time=0:00:13.716552, arrival_time=2021-04-14 22:00:38.554460, cost_time=0:00:06.051419 2021-04-14 22:00:25,815 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.93ms, fps=2622 images/s, loss=0.1653, top1-acc=95.70%, top5-acc=99.94%, remaining_time=0:00:12.650904, arrival_time=2021-04-14 22:00:38.465824, cost_time=0:00:07.028287 2021-04-14 22:00:26,795 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=2.06ms, fps=2611 images/s, loss=0.1651, top1-acc=95.65%, top5-acc=99.94%, remaining_time=0:00:11.613688, arrival_time=2021-04-14 22:00:38.409608, cost_time=0:00:08.009434 2021-04-14 22:00:27,771 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.51ms, fps=2625 images/s, loss=0.1660, top1-acc=95.61%, top5-acc=99.93%, remaining_time=0:00:10.582510, arrival_time=2021-04-14 22:00:38.354355, cost_time=0:00:08.985124 2021-04-14 22:00:28,747 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.50ms, fps=2627 images/s, loss=0.1667, top1-acc=95.60%, top5-acc=99.94%, remaining_time=0:00:09.562272, arrival_time=2021-04-14 22:00:38.309421, cost_time=0:00:09.960665 2021-04-14 22:00:29,716 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.71ms, fps=2643 images/s, loss=0.1669, top1-acc=95.60%, top5-acc=99.95%, remaining_time=0:00:08.544960, arrival_time=2021-04-14 22:00:38.261043, cost_time=0:00:10.929590 2021-04-14 22:00:30,684 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.75ms, fps=2646 images/s, loss=0.1681, top1-acc=95.54%, top5-acc=99.94%, remaining_time=0:00:07.535096, arrival_time=2021-04-14 22:00:38.219264, cost_time=0:00:11.897506 2021-04-14 22:00:31,651 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.83ms, fps=2647 images/s, loss=0.1679, top1-acc=95.53%, top5-acc=99.94%, remaining_time=0:00:06.531624, arrival_time=2021-04-14 22:00:38.183477, cost_time=0:00:12.865297 2021-04-14 22:00:32,613 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.44ms, fps=2663 images/s, loss=0.1691, top1-acc=95.49%, top5-acc=99.94%, remaining_time=0:00:05.530896, arrival_time=2021-04-14 22:00:38.144603, cost_time=0:00:13.827222 2021-04-14 22:00:33,579 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.57ms, fps=2652 images/s, loss=0.1690, top1-acc=95.49%, top5-acc=99.94%, remaining_time=0:00:04.536520, arrival_time=2021-04-14 22:00:38.116091, cost_time=0:00:14.792993 2021-04-14 22:00:34,558 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.98ms, fps=2616 images/s, loss=0.1703, top1-acc=95.44%, top5-acc=99.93%, remaining_time=0:00:03.548736, arrival_time=2021-04-14 22:00:38.107408, cost_time=0:00:15.772138 2021-04-14 22:00:35,523 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.53ms, fps=2655 images/s, loss=0.1711, top1-acc=95.39%, top5-acc=99.93%, remaining_time=0:00:02.559752, arrival_time=2021-04-14 22:00:38.083058, cost_time=0:00:16.736824 2021-04-14 22:00:36,484 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.49ms, fps=2664 images/s, loss=0.1721, top1-acc=95.35%, top5-acc=99.93%, remaining_time=0:00:01.573168, arrival_time=2021-04-14 22:00:38.057838, cost_time=0:00:17.698078 2021-04-14 22:00:37,453 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.27ms, fps=2644 images/s, loss=0.1736, top1-acc=95.29%, top5-acc=99.93%, remaining_time=0:00:00.589482, arrival_time=2021-04-14 22:00:38.042849, cost_time=0:00:18.666861 2021-04-14 22:00:37,996 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.18ms, fps=2508 images/s, loss=0.1743, top1-acc=95.27%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:37.996111, cost_time=0:00:19.209620 2021-04-14 22:00:38,528 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=0.33ms, fps=4825 images/s, loss=1.3323, top1-acc=67.38%, top5-acc=89.61%, remaining_time=0:00:01.591830, arrival_time=2021-04-14 22:00:40.120481, cost_time=0:00:00.530606 2021-04-14 22:00:38,855 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.27ms, fps=7854 images/s, loss=1.3515, top1-acc=67.03%, top5-acc=89.39%, remaining_time=0:00:00.856880, arrival_time=2021-04-14 22:00:39.711858, cost_time=0:00:00.856889 2021-04-14 22:00:39,196 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=0.30ms, fps=7508 images/s, loss=1.3166, top1-acc=67.72%, top5-acc=89.74%, remaining_time=0:00:00.399440, arrival_time=2021-04-14 22:00:39.595863, cost_time=0:00:01.198326 2021-04-14 22:00:39,509 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.07ms, fps=7419 images/s, loss=1.3424, top1-acc=67.77%, top5-acc=89.65%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:39.509535, cost_time=0:00:01.511512 2021-04-14 22:00:39,663 INFO : Epoch=0142 complete, best val top1-acc=68.11%, top5-acc=90.41% (epoch=141), remaining_time=0:20:11.739712, arrival_time=2021-04-14 22:20:51.403409, cost_time=0:49:26.673119 2021-04-14 22:00:39,664 INFO : Train start, epoch=0143, lr=0.019355 2021-04-14 22:00:40,813 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.52ms, fps=2229 images/s, loss=0.1683, top1-acc=95.74%, top5-acc=100.00%, remaining_time=0:00:21.358380, arrival_time=2021-04-14 22:01:02.171883, cost_time=0:00:01.148300 2021-04-14 22:00:41,791 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.79ms, fps=2619 images/s, loss=0.1608, top1-acc=95.90%, top5-acc=99.98%, remaining_time=0:00:18.714432, arrival_time=2021-04-14 22:01:00.506179, cost_time=0:00:02.126631 2021-04-14 22:00:42,762 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.42ms, fps=2639 images/s, loss=0.1685, top1-acc=95.49%, top5-acc=99.95%, remaining_time=0:00:17.137508, arrival_time=2021-04-14 22:00:59.899827, cost_time=0:00:03.097128 2021-04-14 22:00:43,731 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.34ms, fps=2645 images/s, loss=0.1655, top1-acc=95.55%, top5-acc=99.95%, remaining_time=0:00:15.856308, arrival_time=2021-04-14 22:00:59.587274, cost_time=0:00:04.065733 2021-04-14 22:00:44,695 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.49ms, fps=2657 images/s, loss=0.1643, top1-acc=95.62%, top5-acc=99.94%, remaining_time=0:00:14.687454, arrival_time=2021-04-14 22:00:59.382443, cost_time=0:00:05.029948 2021-04-14 22:00:45,672 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=3.88ms, fps=2620 images/s, loss=0.1621, top1-acc=95.73%, top5-acc=99.93%, remaining_time=0:00:13.616592, arrival_time=2021-04-14 22:00:59.288993, cost_time=0:00:06.007292 2021-04-14 22:00:46,635 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.66ms, fps=2661 images/s, loss=0.1614, top1-acc=95.78%, top5-acc=99.92%, remaining_time=0:00:12.545820, arrival_time=2021-04-14 22:00:59.180868, cost_time=0:00:06.969893 2021-04-14 22:00:47,615 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.41ms, fps=2613 images/s, loss=0.1623, top1-acc=95.75%, top5-acc=99.93%, remaining_time=0:00:11.527732, arrival_time=2021-04-14 22:00:59.142919, cost_time=0:00:07.950162 2021-04-14 22:00:48,577 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.64ms, fps=2662 images/s, loss=0.1620, top1-acc=95.74%, top5-acc=99.93%, remaining_time=0:00:10.496544, arrival_time=2021-04-14 22:00:59.073816, cost_time=0:00:08.912125 2021-04-14 22:00:49,561 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.93ms, fps=2603 images/s, loss=0.1619, top1-acc=95.75%, top5-acc=99.93%, remaining_time=0:00:09.500352, arrival_time=2021-04-14 22:00:59.061772, cost_time=0:00:09.896245 2021-04-14 22:00:50,562 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=2.65ms, fps=2559 images/s, loss=0.1621, top1-acc=95.72%, top5-acc=99.93%, remaining_time=0:00:08.519848, arrival_time=2021-04-14 22:00:59.082528, cost_time=0:00:10.897484 2021-04-14 22:00:51,541 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.68ms, fps=2617 images/s, loss=0.1608, top1-acc=95.80%, top5-acc=99.94%, remaining_time=0:00:07.521720, arrival_time=2021-04-14 22:00:59.063201, cost_time=0:00:11.876438 2021-04-14 22:00:52,502 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.40ms, fps=2665 images/s, loss=0.1605, top1-acc=95.79%, top5-acc=99.94%, remaining_time=0:00:06.517566, arrival_time=2021-04-14 22:00:59.020353, cost_time=0:00:12.837598 2021-04-14 22:00:53,487 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.50ms, fps=2602 images/s, loss=0.1622, top1-acc=95.72%, top5-acc=99.93%, remaining_time=0:00:05.528880, arrival_time=2021-04-14 22:00:59.016315, cost_time=0:00:13.822266 2021-04-14 22:00:54,456 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=2.02ms, fps=2643 images/s, loss=0.1629, top1-acc=95.70%, top5-acc=99.93%, remaining_time=0:00:04.536060, arrival_time=2021-04-14 22:00:58.992587, cost_time=0:00:14.791490 2021-04-14 22:00:55,432 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=2.31ms, fps=2626 images/s, loss=0.1644, top1-acc=95.63%, top5-acc=99.94%, remaining_time=0:00:03.547512, arrival_time=2021-04-14 22:00:58.979464, cost_time=0:00:15.766775 2021-04-14 22:00:56,395 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.38ms, fps=2660 images/s, loss=0.1664, top1-acc=95.53%, top5-acc=99.94%, remaining_time=0:00:02.558712, arrival_time=2021-04-14 22:00:58.953857, cost_time=0:00:16.730040 2021-04-14 22:00:57,360 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.55ms, fps=2653 images/s, loss=0.1676, top1-acc=95.50%, top5-acc=99.93%, remaining_time=0:00:01.572944, arrival_time=2021-04-14 22:00:58.933655, cost_time=0:00:17.695639 2021-04-14 22:00:58,334 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.42ms, fps=2631 images/s, loss=0.1686, top1-acc=95.45%, top5-acc=99.93%, remaining_time=0:00:00.589554, arrival_time=2021-04-14 22:00:58.923953, cost_time=0:00:18.669287 2021-04-14 22:00:58,883 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=0.07ms, fps=2477 images/s, loss=0.1697, top1-acc=95.41%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:58.883890, cost_time=0:00:19.218869 2021-04-14 22:00:59,380 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=0.44ms, fps=5171 images/s, loss=1.3625, top1-acc=66.84%, top5-acc=89.49%, remaining_time=0:00:01.485120, arrival_time=2021-04-14 22:01:00.865913, cost_time=0:00:00.495040 2021-04-14 22:00:59,719 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=0.21ms, fps=7578 images/s, loss=1.3206, top1-acc=67.62%, top5-acc=90.00%, remaining_time=0:00:00.833360, arrival_time=2021-04-14 22:01:00.552414, cost_time=0:00:00.833367 2021-04-14 22:01:00,050 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=0.20ms, fps=7730 images/s, loss=1.3246, top1-acc=67.57%, top5-acc=89.77%, remaining_time=0:00:00.388300, arrival_time=2021-04-14 22:01:00.438905, cost_time=0:00:01.164911 2021-04-14 22:01:00,392 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.07ms, fps=6799 images/s, loss=1.3143, top1-acc=67.51%, top5-acc=89.86%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:00.392333, cost_time=0:00:01.506500 2021-04-14 22:01:00,500 INFO : Epoch=0143 complete, best val top1-acc=68.11%, top5-acc=90.41% (epoch=141), remaining_time=0:19:50.825646, arrival_time=2021-04-14 22:20:51.326241, cost_time=0:49:47.510005 2021-04-14 22:01:00,501 INFO : Train start, epoch=0144, lr=0.018738 2021-04-14 22:01:01,617 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.80ms, fps=2296 images/s, loss=0.1297, top1-acc=97.19%, top5-acc=100.00%, remaining_time=0:00:20.736768, arrival_time=2021-04-14 22:01:22.353731, cost_time=0:00:01.114883 2021-04-14 22:01:02,577 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.46ms, fps=2667 images/s, loss=0.1474, top1-acc=96.58%, top5-acc=99.98%, remaining_time=0:00:18.262464, arrival_time=2021-04-14 22:01:20.839923, cost_time=0:00:02.075289 2021-04-14 22:01:03,538 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.39ms, fps=2665 images/s, loss=0.1488, top1-acc=96.32%, top5-acc=99.97%, remaining_time=0:00:16.801026, arrival_time=2021-04-14 22:01:20.339631, cost_time=0:00:03.036325 2021-04-14 22:01:04,512 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.82ms, fps=2630 images/s, loss=0.1511, top1-acc=96.23%, top5-acc=99.96%, remaining_time=0:00:15.641808, arrival_time=2021-04-14 22:01:20.154637, cost_time=0:00:04.010708 2021-04-14 22:01:05,482 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.65ms, fps=2641 images/s, loss=0.1515, top1-acc=96.15%, top5-acc=99.97%, remaining_time=0:00:14.543644, arrival_time=2021-04-14 22:01:20.026494, cost_time=0:00:04.980685 2021-04-14 22:01:06,453 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.39ms, fps=2639 images/s, loss=0.1505, top1-acc=96.25%, top5-acc=99.97%, remaining_time=0:00:13.489568, arrival_time=2021-04-14 22:01:19.943093, cost_time=0:00:05.951295 2021-04-14 22:01:07,431 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.49ms, fps=2619 images/s, loss=0.1490, top1-acc=96.26%, top5-acc=99.96%, remaining_time=0:00:12.472992, arrival_time=2021-04-14 22:01:19.904584, cost_time=0:00:06.929462 2021-04-14 22:01:08,409 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=2.01ms, fps=2620 images/s, loss=0.1492, top1-acc=96.28%, top5-acc=99.95%, remaining_time=0:00:11.465324, arrival_time=2021-04-14 22:01:19.874678, cost_time=0:00:07.907146 2021-04-14 22:01:09,384 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.55ms, fps=2627 images/s, loss=0.1506, top1-acc=96.22%, top5-acc=99.95%, remaining_time=0:00:10.461352, arrival_time=2021-04-14 22:01:19.845755, cost_time=0:00:08.882310 2021-04-14 22:01:10,352 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.39ms, fps=2645 images/s, loss=0.1527, top1-acc=96.09%, top5-acc=99.95%, remaining_time=0:00:09.456672, arrival_time=2021-04-14 22:01:19.809422, cost_time=0:00:09.850674 2021-04-14 22:01:11,325 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.38ms, fps=2634 images/s, loss=0.1527, top1-acc=96.10%, top5-acc=99.95%, remaining_time=0:00:08.461454, arrival_time=2021-04-14 22:01:19.786401, cost_time=0:00:10.822777 2021-04-14 22:01:12,287 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.47ms, fps=2662 images/s, loss=0.1523, top1-acc=96.10%, top5-acc=99.94%, remaining_time=0:00:07.463960, arrival_time=2021-04-14 22:01:19.751227, cost_time=0:00:11.785198 2021-04-14 22:01:13,256 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.44ms, fps=2644 images/s, loss=0.1530, top1-acc=96.09%, top5-acc=99.95%, remaining_time=0:00:06.474996, arrival_time=2021-04-14 22:01:19.731106, cost_time=0:00:12.753817 2021-04-14 22:01:14,247 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=2.45ms, fps=2584 images/s, loss=0.1526, top1-acc=96.10%, top5-acc=99.95%, remaining_time=0:00:05.498136, arrival_time=2021-04-14 22:01:19.745651, cost_time=0:00:13.745386 2021-04-14 22:01:15,232 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.83ms, fps=2600 images/s, loss=0.1529, top1-acc=96.09%, top5-acc=99.95%, remaining_time=0:00:04.517292, arrival_time=2021-04-14 22:01:19.749795, cost_time=0:00:14.730362 2021-04-14 22:01:16,236 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.84ms, fps=2553 images/s, loss=0.1533, top1-acc=96.06%, top5-acc=99.95%, remaining_time=0:00:03.540096, arrival_time=2021-04-14 22:01:19.776055, cost_time=0:00:15.733839 2021-04-14 22:01:17,222 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.56ms, fps=2597 images/s, loss=0.1539, top1-acc=96.06%, top5-acc=99.95%, remaining_time=0:00:02.557204, arrival_time=2021-04-14 22:01:19.779584, cost_time=0:00:16.720158 2021-04-14 22:01:18,222 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.56ms, fps=2562 images/s, loss=0.1539, top1-acc=96.06%, top5-acc=99.95%, remaining_time=0:00:01.575136, arrival_time=2021-04-14 22:01:19.797500, cost_time=0:00:17.720199 2021-04-14 22:01:19,189 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.33ms, fps=2648 images/s, loss=0.1539, top1-acc=96.06%, top5-acc=99.95%, remaining_time=0:00:00.590130, arrival_time=2021-04-14 22:01:19.779787, cost_time=0:00:18.687513 2021-04-14 22:01:19,737 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=0.06ms, fps=2486 images/s, loss=0.1547, top1-acc=96.01%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:19.737188, cost_time=0:00:19.235121 2021-04-14 22:01:20,223 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=5.91ms, fps=5286 images/s, loss=1.2333, top1-acc=69.88%, top5-acc=90.08%, remaining_time=0:00:01.452780, arrival_time=2021-04-14 22:01:21.676166, cost_time=0:00:00.484258 2021-04-14 22:01:20,591 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=2.98ms, fps=6964 images/s, loss=1.2127, top1-acc=69.98%, top5-acc=90.59%, remaining_time=0:00:00.852620, arrival_time=2021-04-14 22:01:21.444277, cost_time=0:00:00.852615 2021-04-14 22:01:20,935 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=5.13ms, fps=7457 images/s, loss=1.2450, top1-acc=69.31%, top5-acc=90.39%, remaining_time=0:00:00.398810, arrival_time=2021-04-14 22:01:21.334264, cost_time=0:00:01.196425 2021-04-14 22:01:21,264 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.08ms, fps=7067 images/s, loss=1.2647, top1-acc=69.18%, top5-acc=90.47%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:21.264436, cost_time=0:00:01.525379 2021-04-14 22:01:21,514 INFO : Epoch=0144 complete, best val top1-acc=69.18%, top5-acc=90.47% (epoch=144), remaining_time=0:19:29.981680, arrival_time=2021-04-14 22:20:51.496565, cost_time=0:50:08.524278 2021-04-14 22:01:21,516 INFO : Train start, epoch=0145, lr=0.018129 2021-04-14 22:01:22,666 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.79ms, fps=2226 images/s, loss=0.1330, top1-acc=96.60%, top5-acc=99.96%, remaining_time=0:00:21.389442, arrival_time=2021-04-14 22:01:44.055938, cost_time=0:00:01.149967 2021-04-14 22:01:23,637 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.43ms, fps=2638 images/s, loss=0.1391, top1-acc=96.31%, top5-acc=99.96%, remaining_time=0:00:18.667616, arrival_time=2021-04-14 22:01:42.305332, cost_time=0:00:02.121325 2021-04-14 22:01:24,600 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.43ms, fps=2661 images/s, loss=0.1360, top1-acc=96.46%, top5-acc=99.97%, remaining_time=0:00:17.063804, arrival_time=2021-04-14 22:01:41.664108, cost_time=0:00:03.083829 2021-04-14 22:01:25,566 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.48ms, fps=2652 images/s, loss=0.1349, top1-acc=96.53%, top5-acc=99.97%, remaining_time=0:00:15.793596, arrival_time=2021-04-14 22:01:41.359707, cost_time=0:00:04.049641 2021-04-14 22:01:26,538 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.36ms, fps=2634 images/s, loss=0.1350, top1-acc=96.52%, top5-acc=99.98%, remaining_time=0:00:14.664824, arrival_time=2021-04-14 22:01:41.203379, cost_time=0:00:05.022180 2021-04-14 22:01:27,505 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.40ms, fps=2649 images/s, loss=0.1336, top1-acc=96.52%, top5-acc=99.98%, remaining_time=0:00:13.574568, arrival_time=2021-04-14 22:01:41.079841, cost_time=0:00:05.988802 2021-04-14 22:01:28,467 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.27ms, fps=2662 images/s, loss=0.1338, top1-acc=96.54%, top5-acc=99.97%, remaining_time=0:00:12.512052, arrival_time=2021-04-14 22:01:40.979591, cost_time=0:00:06.951166 2021-04-14 22:01:29,436 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.27ms, fps=2642 images/s, loss=0.1367, top1-acc=96.42%, top5-acc=99.98%, remaining_time=0:00:11.484580, arrival_time=2021-04-14 22:01:40.921405, cost_time=0:00:07.920368 2021-04-14 22:01:30,395 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.44ms, fps=2672 images/s, loss=0.1356, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:10.457536, arrival_time=2021-04-14 22:01:40.852925, cost_time=0:00:08.879015 2021-04-14 22:01:31,372 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.81ms, fps=2621 images/s, loss=0.1366, top1-acc=96.44%, top5-acc=99.97%, remaining_time=0:00:09.461664, arrival_time=2021-04-14 22:01:40.834109, cost_time=0:00:09.855922 2021-04-14 22:01:32,344 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.36ms, fps=2634 images/s, loss=0.1380, top1-acc=96.40%, top5-acc=99.98%, remaining_time=0:00:08.465840, arrival_time=2021-04-14 22:01:40.810640, cost_time=0:00:10.828425 2021-04-14 22:01:33,314 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.29ms, fps=2642 images/s, loss=0.1379, top1-acc=96.40%, top5-acc=99.97%, remaining_time=0:00:07.471940, arrival_time=2021-04-14 22:01:40.786173, cost_time=0:00:11.797858 2021-04-14 22:01:34,275 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.44ms, fps=2666 images/s, loss=0.1385, top1-acc=96.39%, top5-acc=99.97%, remaining_time=0:00:06.477438, arrival_time=2021-04-14 22:01:40.752391, cost_time=0:00:12.758529 2021-04-14 22:01:35,247 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.64ms, fps=2633 images/s, loss=0.1395, top1-acc=96.37%, top5-acc=99.97%, remaining_time=0:00:05.492536, arrival_time=2021-04-14 22:01:40.740333, cost_time=0:00:13.731329 2021-04-14 22:01:36,211 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.34ms, fps=2657 images/s, loss=0.1400, top1-acc=96.34%, top5-acc=99.96%, remaining_time=0:00:04.506620, arrival_time=2021-04-14 22:01:40.718449, cost_time=0:00:14.695446 2021-04-14 22:01:37,185 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.89ms, fps=2631 images/s, loss=0.1407, top1-acc=96.31%, top5-acc=99.96%, remaining_time=0:00:03.525480, arrival_time=2021-04-14 22:01:40.710628, cost_time=0:00:15.668726 2021-04-14 22:01:38,167 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=2.04ms, fps=2608 images/s, loss=0.1413, top1-acc=96.30%, top5-acc=99.96%, remaining_time=0:00:02.546596, arrival_time=2021-04-14 22:01:40.714024, cost_time=0:00:16.650854 2021-04-14 22:01:39,151 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=2.21ms, fps=2604 images/s, loss=0.1424, top1-acc=96.27%, top5-acc=99.96%, remaining_time=0:00:01.567536, arrival_time=2021-04-14 22:01:40.718713, cost_time=0:00:17.634809 2021-04-14 22:01:40,124 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.74ms, fps=2632 images/s, loss=0.1439, top1-acc=96.21%, top5-acc=99.95%, remaining_time=0:00:00.587622, arrival_time=2021-04-14 22:01:40.711962, cost_time=0:00:18.607957 2021-04-14 22:01:40,671 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=0.06ms, fps=2488 images/s, loss=0.1450, top1-acc=96.19%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:40.671301, cost_time=0:00:19.154942 2021-04-14 22:01:41,129 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=6.34ms, fps=5605 images/s, loss=1.2117, top1-acc=69.73%, top5-acc=91.13%, remaining_time=0:00:01.370160, arrival_time=2021-04-14 22:01:42.499852, cost_time=0:00:00.456723 2021-04-14 22:01:41,456 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=2.30ms, fps=7831 images/s, loss=1.2533, top1-acc=69.08%, top5-acc=90.23%, remaining_time=0:00:00.783960, arrival_time=2021-04-14 22:01:42.240881, cost_time=0:00:00.783959 2021-04-14 22:01:41,787 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=2.05ms, fps=7742 images/s, loss=1.2693, top1-acc=68.87%, top5-acc=90.42%, remaining_time=0:00:00.371650, arrival_time=2021-04-14 22:01:42.159582, cost_time=0:00:01.114959 2021-04-14 22:01:42,135 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.08ms, fps=6681 images/s, loss=1.2758, top1-acc=69.16%, top5-acc=90.65%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:42.135621, cost_time=0:00:01.462597 2021-04-14 22:01:42,271 INFO : Epoch=0145 complete, best val top1-acc=69.18%, top5-acc=90.47% (epoch=144), remaining_time=0:19:09.037395, arrival_time=2021-04-14 22:20:51.308420, cost_time=0:50:29.280427 2021-04-14 22:01:42,272 INFO : Train start, epoch=0146, lr=0.017528 2021-04-14 22:01:43,431 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=0.30ms, fps=2209 images/s, loss=0.1291, top1-acc=96.84%, top5-acc=99.96%, remaining_time=0:00:21.554424, arrival_time=2021-04-14 22:02:04.985869, cost_time=0:00:01.158841 2021-04-14 22:01:44,417 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.60ms, fps=2600 images/s, loss=0.1350, top1-acc=96.66%, top5-acc=99.98%, remaining_time=0:00:18.871424, arrival_time=2021-04-14 22:02:03.288543, cost_time=0:00:02.144474 2021-04-14 22:01:45,388 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.30ms, fps=2638 images/s, loss=0.1332, top1-acc=96.77%, top5-acc=99.97%, remaining_time=0:00:17.239764, arrival_time=2021-04-14 22:02:02.627886, cost_time=0:00:03.115618 2021-04-14 22:01:46,360 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.69ms, fps=2636 images/s, loss=0.1322, top1-acc=96.87%, top5-acc=99.97%, remaining_time=0:00:15.941016, arrival_time=2021-04-14 22:02:02.300967, cost_time=0:00:04.087421 2021-04-14 22:01:47,337 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.74ms, fps=2622 images/s, loss=0.1309, top1-acc=96.91%, top5-acc=99.97%, remaining_time=0:00:14.788486, arrival_time=2021-04-14 22:02:02.125503, cost_time=0:00:05.064536 2021-04-14 22:01:48,318 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.44ms, fps=2610 images/s, loss=0.1288, top1-acc=96.97%, top5-acc=99.97%, remaining_time=0:00:13.704448, arrival_time=2021-04-14 22:02:02.023039, cost_time=0:00:06.046062 2021-04-14 22:01:49,293 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=2.16ms, fps=2629 images/s, loss=0.1286, top1-acc=97.01%, top5-acc=99.98%, remaining_time=0:00:12.637170, arrival_time=2021-04-14 22:02:01.930238, cost_time=0:00:07.020630 2021-04-14 22:01:50,259 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.30ms, fps=2651 images/s, loss=0.1296, top1-acc=96.94%, top5-acc=99.98%, remaining_time=0:00:11.580628, arrival_time=2021-04-14 22:02:01.839767, cost_time=0:00:07.986615 2021-04-14 22:01:51,221 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.48ms, fps=2661 images/s, loss=0.1301, top1-acc=96.90%, top5-acc=99.98%, remaining_time=0:00:10.540322, arrival_time=2021-04-14 22:02:01.762077, cost_time=0:00:08.949303 2021-04-14 22:01:52,190 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.41ms, fps=2645 images/s, loss=0.1303, top1-acc=96.83%, top5-acc=99.97%, remaining_time=0:00:09.520704, arrival_time=2021-04-14 22:02:01.710683, cost_time=0:00:09.917449 2021-04-14 22:01:53,154 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.42ms, fps=2657 images/s, loss=0.1310, top1-acc=96.77%, top5-acc=99.98%, remaining_time=0:00:08.507378, arrival_time=2021-04-14 22:02:01.661339, cost_time=0:00:10.881490 2021-04-14 22:01:54,115 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.36ms, fps=2663 images/s, loss=0.1310, top1-acc=96.78%, top5-acc=99.97%, remaining_time=0:00:07.500820, arrival_time=2021-04-14 22:02:01.616627, cost_time=0:00:11.843371 2021-04-14 22:01:55,083 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.32ms, fps=2647 images/s, loss=0.1317, top1-acc=96.76%, top5-acc=99.97%, remaining_time=0:00:06.503970, arrival_time=2021-04-14 22:02:01.587384, cost_time=0:00:12.810883 2021-04-14 22:01:56,056 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.35ms, fps=2633 images/s, loss=0.1341, top1-acc=96.69%, top5-acc=99.96%, remaining_time=0:00:05.513536, arrival_time=2021-04-14 22:02:01.569833, cost_time=0:00:13.783859 2021-04-14 22:01:57,017 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.34ms, fps=2663 images/s, loss=0.1345, top1-acc=96.68%, top5-acc=99.96%, remaining_time=0:00:04.521938, arrival_time=2021-04-14 22:02:01.539863, cost_time=0:00:14.745490 2021-04-14 22:01:57,983 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.86ms, fps=2653 images/s, loss=0.1350, top1-acc=96.65%, top5-acc=99.96%, remaining_time=0:00:03.534948, arrival_time=2021-04-14 22:02:01.518307, cost_time=0:00:15.710917 2021-04-14 22:01:58,945 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.40ms, fps=2663 images/s, loss=0.1362, top1-acc=96.62%, top5-acc=99.96%, remaining_time=0:00:02.549950, arrival_time=2021-04-14 22:02:01.495084, cost_time=0:00:16.672695 2021-04-14 22:01:59,915 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.42ms, fps=2639 images/s, loss=0.1371, top1-acc=96.59%, top5-acc=99.96%, remaining_time=0:00:01.568272, arrival_time=2021-04-14 22:02:01.483719, cost_time=0:00:17.643013 2021-04-14 22:02:00,879 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.19ms, fps=2658 images/s, loss=0.1376, top1-acc=96.57%, top5-acc=99.96%, remaining_time=0:00:00.587574, arrival_time=2021-04-14 22:02:01.466592, cost_time=0:00:18.606459 2021-04-14 22:02:01,420 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=0.08ms, fps=2514 images/s, loss=0.1385, top1-acc=96.55%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:01.420496, cost_time=0:00:19.148048 2021-04-14 22:02:01,918 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=4.51ms, fps=5166 images/s, loss=1.2620, top1-acc=68.98%, top5-acc=90.47%, remaining_time=0:00:01.486620, arrival_time=2021-04-14 22:02:03.404571, cost_time=0:00:00.495545 2021-04-14 22:02:02,279 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=0.44ms, fps=7084 images/s, loss=1.2495, top1-acc=69.18%, top5-acc=90.68%, remaining_time=0:00:00.857400, arrival_time=2021-04-14 22:02:03.137207, cost_time=0:00:00.857409 2021-04-14 22:02:02,615 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=6.37ms, fps=7637 images/s, loss=1.2677, top1-acc=68.88%, top5-acc=90.23%, remaining_time=0:00:00.397710, arrival_time=2021-04-14 22:02:03.013249, cost_time=0:00:01.193128 2021-04-14 22:02:02,923 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.06ms, fps=7544 images/s, loss=1.2399, top1-acc=69.21%, top5-acc=90.26%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:02.923474, cost_time=0:00:01.501133 2021-04-14 22:02:03,130 INFO : Epoch=0146 complete, best val top1-acc=69.21%, top5-acc=90.26% (epoch=146), remaining_time=0:18:48.133926, arrival_time=2021-04-14 22:20:51.264445, cost_time=0:50:50.139929 2021-04-14 22:02:03,131 INFO : Train start, epoch=0147, lr=0.016934 2021-04-14 22:02:04,301 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.39ms, fps=2188 images/s, loss=0.1126, top1-acc=97.50%, top5-acc=100.00%, remaining_time=0:00:21.760140, arrival_time=2021-04-14 22:02:26.061941, cost_time=0:00:01.169905 2021-04-14 22:02:05,272 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.47ms, fps=2638 images/s, loss=0.1206, top1-acc=97.48%, top5-acc=99.96%, remaining_time=0:00:18.839744, arrival_time=2021-04-14 22:02:24.112510, cost_time=0:00:02.140872 2021-04-14 22:02:06,240 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=2.79ms, fps=2646 images/s, loss=0.1204, top1-acc=97.41%, top5-acc=99.92%, remaining_time=0:00:17.202248, arrival_time=2021-04-14 22:02:23.443017, cost_time=0:00:03.108836 2021-04-14 22:02:07,199 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.62ms, fps=2671 images/s, loss=0.1196, top1-acc=97.32%, top5-acc=99.94%, remaining_time=0:00:15.864576, arrival_time=2021-04-14 22:02:23.064203, cost_time=0:00:04.067826 2021-04-14 22:02:08,166 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=2.08ms, fps=2649 images/s, loss=0.1199, top1-acc=97.18%, top5-acc=99.95%, remaining_time=0:00:14.701324, arrival_time=2021-04-14 22:02:22.867948, cost_time=0:00:05.034723 2021-04-14 22:02:09,135 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.95ms, fps=2643 images/s, loss=0.1186, top1-acc=97.25%, top5-acc=99.96%, remaining_time=0:00:13.609112, arrival_time=2021-04-14 22:02:22.744967, cost_time=0:00:06.004047 2021-04-14 22:02:10,105 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.48ms, fps=2642 images/s, loss=0.1180, top1-acc=97.29%, top5-acc=99.97%, remaining_time=0:00:12.551994, arrival_time=2021-04-14 22:02:22.657260, cost_time=0:00:06.973362 2021-04-14 22:02:11,067 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.40ms, fps=2663 images/s, loss=0.1178, top1-acc=97.30%, top5-acc=99.97%, remaining_time=0:00:11.506388, arrival_time=2021-04-14 22:02:22.573654, cost_time=0:00:07.935469 2021-04-14 22:02:12,036 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=2.01ms, fps=2643 images/s, loss=0.1182, top1-acc=97.31%, top5-acc=99.97%, remaining_time=0:00:10.487534, arrival_time=2021-04-14 22:02:22.523956, cost_time=0:00:08.904543 2021-04-14 22:02:13,008 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.54ms, fps=2636 images/s, loss=0.1181, top1-acc=97.34%, top5-acc=99.96%, remaining_time=0:00:09.481152, arrival_time=2021-04-14 22:02:22.489183, cost_time=0:00:09.876216 2021-04-14 22:02:13,970 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.63ms, fps=2661 images/s, loss=0.1177, top1-acc=97.36%, top5-acc=99.96%, remaining_time=0:00:08.473838, arrival_time=2021-04-14 22:02:22.444284, cost_time=0:00:10.838656 2021-04-14 22:02:14,959 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=2.48ms, fps=2590 images/s, loss=0.1182, top1-acc=97.36%, top5-acc=99.96%, remaining_time=0:00:07.490788, arrival_time=2021-04-14 22:02:22.450251, cost_time=0:00:11.827505 2021-04-14 22:02:15,928 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.92ms, fps=2644 images/s, loss=0.1183, top1-acc=97.37%, top5-acc=99.97%, remaining_time=0:00:06.496710, arrival_time=2021-04-14 22:02:22.425039, cost_time=0:00:12.796518 2021-04-14 22:02:16,890 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.45ms, fps=2662 images/s, loss=0.1193, top1-acc=97.34%, top5-acc=99.96%, remaining_time=0:00:05.503400, arrival_time=2021-04-14 22:02:22.393674, cost_time=0:00:13.758474 2021-04-14 22:02:17,852 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.96ms, fps=2661 images/s, loss=0.1197, top1-acc=97.33%, top5-acc=99.96%, remaining_time=0:00:04.514440, arrival_time=2021-04-14 22:02:22.367234, cost_time=0:00:14.720998 2021-04-14 22:02:18,825 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.59ms, fps=2633 images/s, loss=0.1202, top1-acc=97.31%, top5-acc=99.96%, remaining_time=0:00:03.531060, arrival_time=2021-04-14 22:02:22.356526, cost_time=0:00:15.693571 2021-04-14 22:02:19,809 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.60ms, fps=2602 images/s, loss=0.1215, top1-acc=97.27%, top5-acc=99.96%, remaining_time=0:00:02.550756, arrival_time=2021-04-14 22:02:22.360644, cost_time=0:00:16.678042 2021-04-14 22:02:20,776 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.44ms, fps=2650 images/s, loss=0.1223, top1-acc=97.24%, top5-acc=99.96%, remaining_time=0:00:01.568400, arrival_time=2021-04-14 22:02:22.344734, cost_time=0:00:17.644497 2021-04-14 22:02:21,737 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.49ms, fps=2666 images/s, loss=0.1230, top1-acc=97.21%, top5-acc=99.96%, remaining_time=0:00:00.587538, arrival_time=2021-04-14 22:02:22.324679, cost_time=0:00:18.605346 2021-04-14 22:02:22,280 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.17ms, fps=2506 images/s, loss=0.1240, top1-acc=97.18%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:22.280175, cost_time=0:00:19.148300 2021-04-14 22:02:22,763 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=1.99ms, fps=5313 images/s, loss=1.2458, top1-acc=69.41%, top5-acc=90.51%, remaining_time=0:00:01.445400, arrival_time=2021-04-14 22:02:24.209321, cost_time=0:00:00.481805 2021-04-14 22:02:23,124 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=4.44ms, fps=7116 images/s, loss=1.2559, top1-acc=69.51%, top5-acc=90.49%, remaining_time=0:00:00.841960, arrival_time=2021-04-14 22:02:23.966038, cost_time=0:00:00.841962 2021-04-14 22:02:23,514 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=3.90ms, fps=6565 images/s, loss=1.2790, top1-acc=68.95%, top5-acc=90.29%, remaining_time=0:00:00.410870, arrival_time=2021-04-14 22:02:23.925608, cost_time=0:00:01.232609 2021-04-14 22:02:23,845 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=1.50ms, fps=7015 images/s, loss=1.2780, top1-acc=68.90%, top5-acc=90.55%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:23.845909, cost_time=0:00:01.563853 2021-04-14 22:02:23,971 INFO : Epoch=0147 complete, best val top1-acc=69.21%, top5-acc=90.26% (epoch=146), remaining_time=0:18:27.224219, arrival_time=2021-04-14 22:20:51.195258, cost_time=0:51:10.980446 2021-04-14 22:02:23,972 INFO : Train start, epoch=0148, lr=0.016349 2021-04-14 22:02:25,127 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=0.29ms, fps=2217 images/s, loss=0.1175, top1-acc=96.64%, top5-acc=100.00%, remaining_time=0:00:21.431292, arrival_time=2021-04-14 22:02:46.558435, cost_time=0:00:01.152220 2021-04-14 22:02:26,093 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.42ms, fps=2650 images/s, loss=0.1180, top1-acc=97.05%, top5-acc=99.98%, remaining_time=0:00:18.667792, arrival_time=2021-04-14 22:02:44.761485, cost_time=0:00:02.121333 2021-04-14 22:02:27,065 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.40ms, fps=2635 images/s, loss=0.1184, top1-acc=96.99%, top5-acc=99.99%, remaining_time=0:00:17.116592, arrival_time=2021-04-14 22:02:44.182393, cost_time=0:00:03.093357 2021-04-14 22:02:28,033 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.42ms, fps=2649 images/s, loss=0.1191, top1-acc=96.98%, top5-acc=99.98%, remaining_time=0:00:15.836028, arrival_time=2021-04-14 22:02:43.868996, cost_time=0:00:04.060521 2021-04-14 22:02:28,993 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.41ms, fps=2667 images/s, loss=0.1183, top1-acc=97.07%, top5-acc=99.98%, remaining_time=0:00:14.661758, arrival_time=2021-04-14 22:02:43.655416, cost_time=0:00:05.021158 2021-04-14 22:02:29,954 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.36ms, fps=2667 images/s, loss=0.1177, top1-acc=97.10%, top5-acc=99.99%, remaining_time=0:00:13.558792, arrival_time=2021-04-14 22:02:43.512947, cost_time=0:00:05.981794 2021-04-14 22:02:30,913 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.45ms, fps=2670 images/s, loss=0.1178, top1-acc=97.12%, top5-acc=99.99%, remaining_time=0:00:12.493656, arrival_time=2021-04-14 22:02:43.407075, cost_time=0:00:06.940951 2021-04-14 22:02:31,875 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.54ms, fps=2664 images/s, loss=0.1174, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:00:11.459060, arrival_time=2021-04-14 22:02:43.334170, cost_time=0:00:07.902763 2021-04-14 22:02:32,844 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.83ms, fps=2643 images/s, loss=0.1169, top1-acc=97.14%, top5-acc=99.98%, remaining_time=0:00:10.449056, arrival_time=2021-04-14 22:02:43.293366, cost_time=0:00:08.871869 2021-04-14 22:02:33,804 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.37ms, fps=2669 images/s, loss=0.1168, top1-acc=97.16%, top5-acc=99.98%, remaining_time=0:00:09.438336, arrival_time=2021-04-14 22:02:43.242327, cost_time=0:00:09.831584 2021-04-14 22:02:34,780 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.55ms, fps=2624 images/s, loss=0.1173, top1-acc=97.13%, top5-acc=99.98%, remaining_time=0:00:08.449672, arrival_time=2021-04-14 22:02:43.229793, cost_time=0:00:10.807765 2021-04-14 22:02:35,751 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.60ms, fps=2636 images/s, loss=0.1182, top1-acc=97.12%, top5-acc=99.98%, remaining_time=0:00:07.460312, arrival_time=2021-04-14 22:02:43.212162, cost_time=0:00:11.779403 2021-04-14 22:02:36,732 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=2.19ms, fps=2612 images/s, loss=0.1188, top1-acc=97.11%, top5-acc=99.98%, remaining_time=0:00:06.478164, arrival_time=2021-04-14 22:02:43.210481, cost_time=0:00:12.759964 2021-04-14 22:02:37,698 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.43ms, fps=2650 images/s, loss=0.1198, top1-acc=97.08%, top5-acc=99.98%, remaining_time=0:00:05.490576, arrival_time=2021-04-14 22:02:43.189359, cost_time=0:00:13.726450 2021-04-14 22:02:38,659 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.52ms, fps=2665 images/s, loss=0.1201, top1-acc=97.11%, top5-acc=99.98%, remaining_time=0:00:04.504136, arrival_time=2021-04-14 22:02:43.163999, cost_time=0:00:14.687418 2021-04-14 22:02:39,620 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.53ms, fps=2666 images/s, loss=0.1205, top1-acc=97.12%, top5-acc=99.98%, remaining_time=0:00:03.520872, arrival_time=2021-04-14 22:02:43.141661, cost_time=0:00:15.648368 2021-04-14 22:02:40,593 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.40ms, fps=2634 images/s, loss=0.1207, top1-acc=97.11%, top5-acc=99.98%, remaining_time=0:00:02.542020, arrival_time=2021-04-14 22:02:43.135396, cost_time=0:00:16.620974 2021-04-14 22:02:41,570 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.40ms, fps=2621 images/s, loss=0.1216, top1-acc=97.10%, top5-acc=99.98%, remaining_time=0:00:01.564272, arrival_time=2021-04-14 22:02:43.134847, cost_time=0:00:17.598095 2021-04-14 22:02:42,537 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.20ms, fps=2649 images/s, loss=0.1221, top1-acc=97.08%, top5-acc=99.98%, remaining_time=0:00:00.586266, arrival_time=2021-04-14 22:02:43.123728, cost_time=0:00:18.565109 2021-04-14 22:02:43,080 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.37ms, fps=2506 images/s, loss=0.1228, top1-acc=97.08%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:43.080634, cost_time=0:00:19.108259 2021-04-14 22:02:43,588 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.20ms, fps=5056 images/s, loss=1.2981, top1-acc=69.45%, top5-acc=89.61%, remaining_time=0:00:01.518900, arrival_time=2021-04-14 22:02:45.107834, cost_time=0:00:00.506304 2021-04-14 22:02:43,923 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=0.19ms, fps=7652 images/s, loss=1.3036, top1-acc=68.24%, top5-acc=90.20%, remaining_time=0:00:00.841360, arrival_time=2021-04-14 22:02:44.765295, cost_time=0:00:00.841353 2021-04-14 22:02:44,262 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=6.70ms, fps=7581 images/s, loss=1.2726, top1-acc=68.59%, top5-acc=90.53%, remaining_time=0:00:00.393120, arrival_time=2021-04-14 22:02:44.655086, cost_time=0:00:01.179373 2021-04-14 22:02:44,565 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.05ms, fps=7658 images/s, loss=1.2576, top1-acc=69.20%, top5-acc=90.69%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:44.565260, cost_time=0:00:01.482696 2021-04-14 22:02:44,720 INFO : Epoch=0148 complete, best val top1-acc=69.21%, top5-acc=90.26% (epoch=146), remaining_time=0:18:06.283328, arrival_time=2021-04-14 22:20:51.003402, cost_time=0:51:31.729474 2021-04-14 22:02:44,721 INFO : Train start, epoch=0149, lr=0.015773 2021-04-14 22:02:45,885 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.47ms, fps=2199 images/s, loss=0.1248, top1-acc=97.19%, top5-acc=99.96%, remaining_time=0:00:21.655608, arrival_time=2021-04-14 22:03:07.541270, cost_time=0:00:01.164282 2021-04-14 22:02:46,847 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.61ms, fps=2663 images/s, loss=0.1223, top1-acc=96.84%, top5-acc=99.98%, remaining_time=0:00:18.709152, arrival_time=2021-04-14 22:03:05.556615, cost_time=0:00:02.126044 2021-04-14 22:02:47,814 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.47ms, fps=2648 images/s, loss=0.1175, top1-acc=97.07%, top5-acc=99.99%, remaining_time=0:00:17.115928, arrival_time=2021-04-14 22:03:04.930649, cost_time=0:00:03.093232 2021-04-14 22:02:48,785 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.82ms, fps=2638 images/s, loss=0.1167, top1-acc=97.15%, top5-acc=99.99%, remaining_time=0:00:15.851160, arrival_time=2021-04-14 22:03:04.636989, cost_time=0:00:04.064400 2021-04-14 22:02:49,755 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.76ms, fps=2642 images/s, loss=0.1139, top1-acc=97.23%, top5-acc=99.98%, remaining_time=0:00:14.699280, arrival_time=2021-04-14 22:03:04.454665, cost_time=0:00:05.033990 2021-04-14 22:02:50,729 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.44ms, fps=2628 images/s, loss=0.1131, top1-acc=97.26%, top5-acc=99.98%, remaining_time=0:00:13.619176, arrival_time=2021-04-14 22:03:04.349026, cost_time=0:00:06.008469 2021-04-14 22:02:51,701 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=4.15ms, fps=2635 images/s, loss=0.1131, top1-acc=97.29%, top5-acc=99.97%, remaining_time=0:00:12.564846, arrival_time=2021-04-14 22:03:04.266711, cost_time=0:00:06.980481 2021-04-14 22:02:52,663 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.58ms, fps=2664 images/s, loss=0.1137, top1-acc=97.31%, top5-acc=99.98%, remaining_time=0:00:11.515552, arrival_time=2021-04-14 22:03:04.178742, cost_time=0:00:07.941721 2021-04-14 22:02:53,623 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.59ms, fps=2668 images/s, loss=0.1152, top1-acc=97.24%, top5-acc=99.98%, remaining_time=0:00:10.484566, arrival_time=2021-04-14 22:03:04.107973, cost_time=0:00:08.901950 2021-04-14 22:02:54,592 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.66ms, fps=2644 images/s, loss=0.1157, top1-acc=97.24%, top5-acc=99.98%, remaining_time=0:00:09.476064, arrival_time=2021-04-14 22:03:04.068324, cost_time=0:00:09.870869 2021-04-14 22:02:55,568 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.53ms, fps=2624 images/s, loss=0.1167, top1-acc=97.21%, top5-acc=99.98%, remaining_time=0:00:08.480288, arrival_time=2021-04-14 22:03:04.048584, cost_time=0:00:10.846905 2021-04-14 22:02:56,540 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.53ms, fps=2634 images/s, loss=0.1174, top1-acc=97.20%, top5-acc=99.98%, remaining_time=0:00:07.485468, arrival_time=2021-04-14 22:03:04.026106, cost_time=0:00:11.819191 2021-04-14 22:02:57,509 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.43ms, fps=2644 images/s, loss=0.1174, top1-acc=97.22%, top5-acc=99.98%, remaining_time=0:00:06.492420, arrival_time=2021-04-14 22:03:04.001958, cost_time=0:00:12.788146 2021-04-14 22:02:58,473 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.89ms, fps=2656 images/s, loss=0.1178, top1-acc=97.20%, top5-acc=99.98%, remaining_time=0:00:05.500936, arrival_time=2021-04-14 22:03:03.974712, cost_time=0:00:13.752296 2021-04-14 22:02:59,458 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=2.11ms, fps=2601 images/s, loss=0.1178, top1-acc=97.21%, top5-acc=99.98%, remaining_time=0:00:04.519316, arrival_time=2021-04-14 22:03:03.977712, cost_time=0:00:14.736949 2021-04-14 22:03:00,425 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.48ms, fps=2649 images/s, loss=0.1170, top1-acc=97.22%, top5-acc=99.98%, remaining_time=0:00:03.533364, arrival_time=2021-04-14 22:03:03.958622, cost_time=0:00:15.703876 2021-04-14 22:03:01,394 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.74ms, fps=2643 images/s, loss=0.1169, top1-acc=97.20%, top5-acc=99.98%, remaining_time=0:00:02.549976, arrival_time=2021-04-14 22:03:03.944337, cost_time=0:00:16.672926 2021-04-14 22:03:02,375 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.62ms, fps=2610 images/s, loss=0.1173, top1-acc=97.19%, top5-acc=99.98%, remaining_time=0:00:01.569264, arrival_time=2021-04-14 22:03:03.944852, cost_time=0:00:17.654194 2021-04-14 22:03:03,354 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.41ms, fps=2616 images/s, loss=0.1176, top1-acc=97.20%, top5-acc=99.98%, remaining_time=0:00:00.588420, arrival_time=2021-04-14 22:03:03.943093, cost_time=0:00:18.633241 2021-04-14 22:03:03,900 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.22ms, fps=2495 images/s, loss=0.1177, top1-acc=97.21%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:03.900202, cost_time=0:00:19.178816 2021-04-14 22:03:04,495 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.41ms, fps=4316 images/s, loss=1.2120, top1-acc=70.20%, top5-acc=90.90%, remaining_time=0:00:01.779450, arrival_time=2021-04-14 22:03:06.274664, cost_time=0:00:00.593152 2021-04-14 22:03:04,887 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=0.42ms, fps=6539 images/s, loss=1.2373, top1-acc=69.28%, top5-acc=90.90%, remaining_time=0:00:00.985420, arrival_time=2021-04-14 22:03:05.872795, cost_time=0:00:00.985415 2021-04-14 22:03:05,231 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=0.22ms, fps=7439 images/s, loss=1.2512, top1-acc=69.44%, top5-acc=90.61%, remaining_time=0:00:00.443340, arrival_time=2021-04-14 22:03:05.675276, cost_time=0:00:01.330020 2021-04-14 22:03:05,562 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.10ms, fps=7033 images/s, loss=1.2467, top1-acc=69.52%, top5-acc=90.71%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:05.562130, cost_time=0:00:01.660227 2021-04-14 22:03:05,738 INFO : Epoch=0149 complete, best val top1-acc=69.52%, top5-acc=90.71% (epoch=149), remaining_time=0:17:45.437328, arrival_time=2021-04-14 22:20:51.176250, cost_time=0:51:52.748328 2021-04-14 22:03:05,740 INFO : Train start, epoch=0150, lr=0.015204 2021-04-14 22:03:06,874 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=0.32ms, fps=2256 images/s, loss=0.1101, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:21.102630, arrival_time=2021-04-14 22:03:27.977510, cost_time=0:00:01.134546 2021-04-14 22:03:07,850 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.64ms, fps=2626 images/s, loss=0.1064, top1-acc=97.56%, top5-acc=100.00%, remaining_time=0:00:18.566592, arrival_time=2021-04-14 22:03:26.416864, cost_time=0:00:02.109843 2021-04-14 22:03:08,842 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.76ms, fps=2583 images/s, loss=0.1053, top1-acc=97.57%, top5-acc=99.99%, remaining_time=0:00:17.161910, arrival_time=2021-04-14 22:03:26.003957, cost_time=0:00:03.101551 2021-04-14 22:03:09,813 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=2.69ms, fps=2639 images/s, loss=0.1019, top1-acc=97.72%, top5-acc=99.99%, remaining_time=0:00:15.882828, arrival_time=2021-04-14 22:03:25.695775, cost_time=0:00:04.072533 2021-04-14 22:03:10,785 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=2.00ms, fps=2635 images/s, loss=0.1028, top1-acc=97.71%, top5-acc=99.99%, remaining_time=0:00:14.730378, arrival_time=2021-04-14 22:03:25.515369, cost_time=0:00:05.044655 2021-04-14 22:03:11,759 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=2.10ms, fps=2628 images/s, loss=0.1020, top1-acc=97.73%, top5-acc=99.99%, remaining_time=0:00:13.643520, arrival_time=2021-04-14 22:03:25.403214, cost_time=0:00:06.019195 2021-04-14 22:03:12,738 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.75ms, fps=2618 images/s, loss=0.1005, top1-acc=97.78%, top5-acc=99.99%, remaining_time=0:00:12.595842, arrival_time=2021-04-14 22:03:25.333892, cost_time=0:00:06.997723 2021-04-14 22:03:13,701 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.50ms, fps=2658 images/s, loss=0.1004, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:11.543972, arrival_time=2021-04-14 22:03:25.245831, cost_time=0:00:07.961337 2021-04-14 22:03:14,677 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=2.02ms, fps=2625 images/s, loss=0.1007, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:10.526436, arrival_time=2021-04-14 22:03:25.204290, cost_time=0:00:08.937528 2021-04-14 22:03:15,641 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.39ms, fps=2658 images/s, loss=0.1006, top1-acc=97.84%, top5-acc=99.99%, remaining_time=0:00:09.504960, arrival_time=2021-04-14 22:03:25.146437, cost_time=0:00:09.900953 2021-04-14 22:03:16,609 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.30ms, fps=2646 images/s, loss=0.1010, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:00:08.497832, arrival_time=2021-04-14 22:03:25.107491, cost_time=0:00:10.869320 2021-04-14 22:03:17,575 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.68ms, fps=2652 images/s, loss=0.1022, top1-acc=97.79%, top5-acc=99.98%, remaining_time=0:00:07.495576, arrival_time=2021-04-14 22:03:25.070993, cost_time=0:00:11.835087 2021-04-14 22:03:18,540 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.40ms, fps=2654 images/s, loss=0.1017, top1-acc=97.80%, top5-acc=99.98%, remaining_time=0:00:06.498426, arrival_time=2021-04-14 22:03:25.038744, cost_time=0:00:12.799898 2021-04-14 22:03:19,507 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.40ms, fps=2647 images/s, loss=0.1022, top1-acc=97.79%, top5-acc=99.98%, remaining_time=0:00:05.506984, arrival_time=2021-04-14 22:03:25.014785, cost_time=0:00:13.767467 2021-04-14 22:03:20,473 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.50ms, fps=2653 images/s, loss=0.1021, top1-acc=97.78%, top5-acc=99.98%, remaining_time=0:00:04.518028, arrival_time=2021-04-14 22:03:24.991088, cost_time=0:00:14.732740 2021-04-14 22:03:21,431 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.58ms, fps=2671 images/s, loss=0.1024, top1-acc=97.75%, top5-acc=99.98%, remaining_time=0:00:03.530556, arrival_time=2021-04-14 22:03:24.962298, cost_time=0:00:15.691419 2021-04-14 22:03:22,395 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.39ms, fps=2657 images/s, loss=0.1030, top1-acc=97.72%, top5-acc=99.98%, remaining_time=0:00:02.547272, arrival_time=2021-04-14 22:03:24.942904, cost_time=0:00:16.655214 2021-04-14 22:03:23,356 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.49ms, fps=2666 images/s, loss=0.1038, top1-acc=97.68%, top5-acc=99.98%, remaining_time=0:00:01.565888, arrival_time=2021-04-14 22:03:24.922413, cost_time=0:00:17.616178 2021-04-14 22:03:24,332 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.59ms, fps=2624 images/s, loss=0.1041, top1-acc=97.68%, top5-acc=99.98%, remaining_time=0:00:00.587118, arrival_time=2021-04-14 22:03:24.919477, cost_time=0:00:18.591990 2021-04-14 22:03:24,882 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.25ms, fps=2475 images/s, loss=0.1050, top1-acc=97.65%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:24.882301, cost_time=0:00:19.141975 2021-04-14 22:03:25,404 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=1.82ms, fps=4918 images/s, loss=1.2449, top1-acc=69.65%, top5-acc=90.59%, remaining_time=0:00:01.561440, arrival_time=2021-04-14 22:03:26.966095, cost_time=0:00:00.520481 2021-04-14 22:03:25,755 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=0.30ms, fps=7317 images/s, loss=1.2393, top1-acc=70.06%, top5-acc=90.61%, remaining_time=0:00:00.870680, arrival_time=2021-04-14 22:03:26.625618, cost_time=0:00:00.870690 2021-04-14 22:03:26,099 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=3.96ms, fps=7449 images/s, loss=1.2397, top1-acc=69.84%, top5-acc=90.43%, remaining_time=0:00:00.404980, arrival_time=2021-04-14 22:03:26.504237, cost_time=0:00:01.214931 2021-04-14 22:03:26,446 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.10ms, fps=6687 images/s, loss=1.2233, top1-acc=69.99%, top5-acc=90.53%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:26.446811, cost_time=0:00:01.562654 2021-04-14 22:03:26,671 INFO : Epoch=0150 complete, best val top1-acc=69.99%, top5-acc=90.53% (epoch=150), remaining_time=0:17:24.560200, arrival_time=2021-04-14 22:20:51.231411, cost_time=0:52:13.680543 2021-04-14 22:03:26,673 INFO : Train start, epoch=0151, lr=0.014645 2021-04-14 22:03:27,805 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=0.54ms, fps=2262 images/s, loss=0.0941, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:21.046830, arrival_time=2021-04-14 22:03:48.851856, cost_time=0:00:01.131550 2021-04-14 22:03:28,784 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=2.06ms, fps=2616 images/s, loss=0.0986, top1-acc=98.11%, top5-acc=99.98%, remaining_time=0:00:18.572752, arrival_time=2021-04-14 22:03:47.356831, cost_time=0:00:02.110542 2021-04-14 22:03:29,774 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.95ms, fps=2587 images/s, loss=0.0943, top1-acc=98.20%, top5-acc=99.99%, remaining_time=0:00:17.157096, arrival_time=2021-04-14 22:03:46.931296, cost_time=0:00:03.100688 2021-04-14 22:03:30,739 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.40ms, fps=2654 images/s, loss=0.0928, top1-acc=98.21%, top5-acc=99.99%, remaining_time=0:00:15.857400, arrival_time=2021-04-14 22:03:46.596933, cost_time=0:00:04.066003 2021-04-14 22:03:31,717 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=2.15ms, fps=2619 images/s, loss=0.0931, top1-acc=98.23%, top5-acc=99.98%, remaining_time=0:00:14.729064, arrival_time=2021-04-14 22:03:46.446764, cost_time=0:00:05.044187 2021-04-14 22:03:32,687 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.46ms, fps=2642 images/s, loss=0.0924, top1-acc=98.18%, top5-acc=99.99%, remaining_time=0:00:13.631416, arrival_time=2021-04-14 22:03:46.318908, cost_time=0:00:06.013851 2021-04-14 22:03:33,666 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.37ms, fps=2617 images/s, loss=0.0933, top1-acc=98.11%, top5-acc=99.97%, remaining_time=0:00:12.587400, arrival_time=2021-04-14 22:03:46.253878, cost_time=0:00:06.992989 2021-04-14 22:03:34,645 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.78ms, fps=2617 images/s, loss=0.0940, top1-acc=98.06%, top5-acc=99.97%, remaining_time=0:00:11.559284, arrival_time=2021-04-14 22:03:46.204731, cost_time=0:00:07.971935 2021-04-14 22:03:35,626 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=2.10ms, fps=2611 images/s, loss=0.0943, top1-acc=98.07%, top5-acc=99.97%, remaining_time=0:00:10.544668, arrival_time=2021-04-14 22:03:46.171148, cost_time=0:00:08.953006 2021-04-14 22:03:36,602 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.66ms, fps=2624 images/s, loss=0.0951, top1-acc=98.05%, top5-acc=99.97%, remaining_time=0:00:09.532128, arrival_time=2021-04-14 22:03:46.134901, cost_time=0:00:09.929265 2021-04-14 22:03:37,571 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.42ms, fps=2645 images/s, loss=0.0950, top1-acc=98.03%, top5-acc=99.97%, remaining_time=0:00:08.519934, arrival_time=2021-04-14 22:03:46.091002, cost_time=0:00:10.897631 2021-04-14 22:03:38,537 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.29ms, fps=2652 images/s, loss=0.0944, top1-acc=98.06%, top5-acc=99.97%, remaining_time=0:00:07.513588, arrival_time=2021-04-14 22:03:46.050551, cost_time=0:00:11.863540 2021-04-14 22:03:39,505 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.32ms, fps=2646 images/s, loss=0.0941, top1-acc=98.05%, top5-acc=99.97%, remaining_time=0:00:06.514464, arrival_time=2021-04-14 22:03:46.019474, cost_time=0:00:12.831496 2021-04-14 22:03:40,469 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.46ms, fps=2656 images/s, loss=0.0943, top1-acc=98.02%, top5-acc=99.97%, remaining_time=0:00:05.518352, arrival_time=2021-04-14 22:03:45.987629, cost_time=0:00:13.795856 2021-04-14 22:03:41,431 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.94ms, fps=2663 images/s, loss=0.0942, top1-acc=98.04%, top5-acc=99.97%, remaining_time=0:00:04.525664, arrival_time=2021-04-14 22:03:45.956741, cost_time=0:00:14.757572 2021-04-14 22:03:42,398 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.37ms, fps=2647 images/s, loss=0.0941, top1-acc=98.03%, top5-acc=99.98%, remaining_time=0:00:03.538224, arrival_time=2021-04-14 22:03:45.937096, cost_time=0:00:15.725436 2021-04-14 22:03:43,359 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.50ms, fps=2667 images/s, loss=0.0946, top1-acc=98.01%, top5-acc=99.98%, remaining_time=0:00:02.551926, arrival_time=2021-04-14 22:03:45.911037, cost_time=0:00:16.685685 2021-04-14 22:03:44,318 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.40ms, fps=2669 images/s, loss=0.0950, top1-acc=97.98%, top5-acc=99.98%, remaining_time=0:00:01.568480, arrival_time=2021-04-14 22:03:45.887293, cost_time=0:00:17.645393 2021-04-14 22:03:45,299 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.39ms, fps=2613 images/s, loss=0.0960, top1-acc=97.93%, top5-acc=99.98%, remaining_time=0:00:00.588174, arrival_time=2021-04-14 22:03:45.887270, cost_time=0:00:18.625571 2021-04-14 22:03:45,840 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.23ms, fps=2516 images/s, loss=0.0963, top1-acc=97.92%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:45.840146, cost_time=0:00:19.166725 2021-04-14 22:03:46,377 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.29ms, fps=4777 images/s, loss=1.2064, top1-acc=70.00%, top5-acc=91.05%, remaining_time=0:00:01.607790, arrival_time=2021-04-14 22:03:47.985606, cost_time=0:00:00.535930 2021-04-14 22:03:46,709 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=2.67ms, fps=7722 images/s, loss=1.2379, top1-acc=69.49%, top5-acc=90.43%, remaining_time=0:00:00.867820, arrival_time=2021-04-14 22:03:47.577555, cost_time=0:00:00.867816 2021-04-14 22:03:47,045 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.81ms, fps=7644 images/s, loss=1.2516, top1-acc=69.60%, top5-acc=90.36%, remaining_time=0:00:00.401060, arrival_time=2021-04-14 22:03:47.446103, cost_time=0:00:01.203177 2021-04-14 22:03:47,351 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.07ms, fps=7588 images/s, loss=1.2349, top1-acc=69.69%, top5-acc=90.66%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:47.351138, cost_time=0:00:01.509260 2021-04-14 22:03:47,459 INFO : Epoch=0151 complete, best val top1-acc=69.99%, top5-acc=90.53% (epoch=150), remaining_time=0:17:03.635578, arrival_time=2021-04-14 22:20:51.095043, cost_time=0:52:34.468884 2021-04-14 22:03:47,460 INFO : Train start, epoch=0152, lr=0.014094 2021-04-14 22:03:48,612 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.47ms, fps=2223 images/s, loss=0.0875, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:00:21.421434, arrival_time=2021-04-14 22:04:10.034032, cost_time=0:00:01.151694 2021-04-14 22:03:49,592 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.90ms, fps=2615 images/s, loss=0.0862, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:18.757024, arrival_time=2021-04-14 22:04:08.349325, cost_time=0:00:02.131476 2021-04-14 22:03:50,591 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=2.60ms, fps=2564 images/s, loss=0.0856, top1-acc=98.16%, top5-acc=99.99%, remaining_time=0:00:17.323262, arrival_time=2021-04-14 22:04:07.914773, cost_time=0:00:03.130709 2021-04-14 22:03:51,571 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.79ms, fps=2615 images/s, loss=0.0853, top1-acc=98.18%, top5-acc=99.99%, remaining_time=0:00:16.029936, arrival_time=2021-04-14 22:04:07.600925, cost_time=0:00:04.110245 2021-04-14 22:03:52,533 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.40ms, fps=2660 images/s, loss=0.0857, top1-acc=98.19%, top5-acc=99.99%, remaining_time=0:00:14.812868, arrival_time=2021-04-14 22:04:07.346585, cost_time=0:00:05.072878 2021-04-14 22:03:53,492 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.33ms, fps=2672 images/s, loss=0.0861, top1-acc=98.18%, top5-acc=99.99%, remaining_time=0:00:13.671944, arrival_time=2021-04-14 22:04:07.164426, cost_time=0:00:06.031738 2021-04-14 22:03:54,478 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=2.05ms, fps=2597 images/s, loss=0.0867, top1-acc=98.19%, top5-acc=99.99%, remaining_time=0:00:12.632130, arrival_time=2021-04-14 22:04:07.110911, cost_time=0:00:07.017851 2021-04-14 22:03:55,452 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.41ms, fps=2632 images/s, loss=0.0869, top1-acc=98.19%, top5-acc=100.00%, remaining_time=0:00:11.587356, arrival_time=2021-04-14 22:04:07.039360, cost_time=0:00:07.991266 2021-04-14 22:03:56,440 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.67ms, fps=2591 images/s, loss=0.0870, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:10.576044, arrival_time=2021-04-14 22:04:07.016540, cost_time=0:00:08.979664 2021-04-14 22:03:57,407 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=2.25ms, fps=2648 images/s, loss=0.0871, top1-acc=98.23%, top5-acc=99.99%, remaining_time=0:00:09.549120, arrival_time=2021-04-14 22:04:06.956948, cost_time=0:00:09.947001 2021-04-14 22:03:58,371 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.41ms, fps=2658 images/s, loss=0.0872, top1-acc=98.24%, top5-acc=99.99%, remaining_time=0:00:08.530082, arrival_time=2021-04-14 22:04:06.901439, cost_time=0:00:10.910601 2021-04-14 22:03:59,353 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.83ms, fps=2607 images/s, loss=0.0878, top1-acc=98.22%, top5-acc=99.99%, remaining_time=0:00:07.532208, arrival_time=2021-04-14 22:04:06.885970, cost_time=0:00:11.892924 2021-04-14 22:04:00,335 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.93ms, fps=2610 images/s, loss=0.0875, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:06.536244, arrival_time=2021-04-14 22:04:06.871498, cost_time=0:00:12.874434 2021-04-14 22:04:01,302 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.85ms, fps=2648 images/s, loss=0.0878, top1-acc=98.23%, top5-acc=99.99%, remaining_time=0:00:05.536720, arrival_time=2021-04-14 22:04:06.839313, cost_time=0:00:13.841851 2021-04-14 22:04:02,280 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.53ms, fps=2620 images/s, loss=0.0886, top1-acc=98.21%, top5-acc=99.99%, remaining_time=0:00:04.544570, arrival_time=2021-04-14 22:04:06.824665, cost_time=0:00:14.819276 2021-04-14 22:04:03,240 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.33ms, fps=2667 images/s, loss=0.0893, top1-acc=98.18%, top5-acc=100.00%, remaining_time=0:00:03.550428, arrival_time=2021-04-14 22:04:06.790918, cost_time=0:00:15.779737 2021-04-14 22:04:04,202 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.25ms, fps=2662 images/s, loss=0.0903, top1-acc=98.14%, top5-acc=99.99%, remaining_time=0:00:02.560506, arrival_time=2021-04-14 22:04:06.763021, cost_time=0:00:16.741777 2021-04-14 22:04:05,172 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.45ms, fps=2641 images/s, loss=0.0907, top1-acc=98.14%, top5-acc=99.99%, remaining_time=0:00:01.574352, arrival_time=2021-04-14 22:04:06.746558, cost_time=0:00:17.711387 2021-04-14 22:04:06,134 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.49ms, fps=2662 images/s, loss=0.0916, top1-acc=98.11%, top5-acc=99.99%, remaining_time=0:00:00.589698, arrival_time=2021-04-14 22:04:06.724149, cost_time=0:00:18.673714 2021-04-14 22:04:06,676 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.20ms, fps=2512 images/s, loss=0.0921, top1-acc=98.09%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:06.676146, cost_time=0:00:19.215421 2021-04-14 22:04:07,164 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=2.15ms, fps=5264 images/s, loss=1.3181, top1-acc=68.12%, top5-acc=90.20%, remaining_time=0:00:01.458930, arrival_time=2021-04-14 22:04:08.623169, cost_time=0:00:00.486310 2021-04-14 22:04:07,503 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=0.41ms, fps=7562 images/s, loss=1.3183, top1-acc=68.38%, top5-acc=90.08%, remaining_time=0:00:00.825140, arrival_time=2021-04-14 22:04:08.328297, cost_time=0:00:00.825140 2021-04-14 22:04:07,834 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=0.32ms, fps=7729 images/s, loss=1.2857, top1-acc=69.10%, top5-acc=90.53%, remaining_time=0:00:00.385640, arrival_time=2021-04-14 22:04:08.220484, cost_time=0:00:01.156905 2021-04-14 22:04:08,138 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.06ms, fps=7649 images/s, loss=1.2956, top1-acc=68.87%, top5-acc=90.48%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:08.138505, cost_time=0:00:01.460588 2021-04-14 22:04:08,246 INFO : Epoch=0152 complete, best val top1-acc=69.99%, top5-acc=90.53% (epoch=150), remaining_time=0:16:42.712224, arrival_time=2021-04-14 22:20:50.958251, cost_time=0:52:55.255410 2021-04-14 22:04:08,248 INFO : Train start, epoch=0153, lr=0.013552 2021-04-14 22:04:09,388 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=0.60ms, fps=2246 images/s, loss=0.0866, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:00:21.196746, arrival_time=2021-04-14 22:04:30.584842, cost_time=0:00:01.139607 2021-04-14 22:04:10,347 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.33ms, fps=2672 images/s, loss=0.0848, top1-acc=98.18%, top5-acc=99.96%, remaining_time=0:00:18.467504, arrival_time=2021-04-14 22:04:28.814747, cost_time=0:00:02.098572 2021-04-14 22:04:11,330 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.46ms, fps=2606 images/s, loss=0.0840, top1-acc=98.32%, top5-acc=99.97%, remaining_time=0:00:17.053678, arrival_time=2021-04-14 22:04:28.384085, cost_time=0:00:03.081992 2021-04-14 22:04:12,310 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.60ms, fps=2614 images/s, loss=0.0837, top1-acc=98.25%, top5-acc=99.98%, remaining_time=0:00:15.842112, arrival_time=2021-04-14 22:04:28.152633, cost_time=0:00:04.062066 2021-04-14 22:04:13,283 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.39ms, fps=2634 images/s, loss=0.0803, top1-acc=98.41%, top5-acc=99.98%, remaining_time=0:00:14.701178, arrival_time=2021-04-14 22:04:27.984387, cost_time=0:00:05.034645 2021-04-14 22:04:14,250 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.58ms, fps=2650 images/s, loss=0.0798, top1-acc=98.44%, top5-acc=99.99%, remaining_time=0:00:13.603808, arrival_time=2021-04-14 22:04:27.853884, cost_time=0:00:06.001700 2021-04-14 22:04:15,230 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.80ms, fps=2614 images/s, loss=0.0795, top1-acc=98.46%, top5-acc=99.98%, remaining_time=0:00:12.566610, arrival_time=2021-04-14 22:04:27.796547, cost_time=0:00:06.981420 2021-04-14 22:04:16,211 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.54ms, fps=2608 images/s, loss=0.0794, top1-acc=98.45%, top5-acc=99.98%, remaining_time=0:00:11.547220, arrival_time=2021-04-14 22:04:27.759164, cost_time=0:00:07.963577 2021-04-14 22:04:17,183 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.49ms, fps=2636 images/s, loss=0.0795, top1-acc=98.43%, top5-acc=99.98%, remaining_time=0:00:10.523680, arrival_time=2021-04-14 22:04:27.707281, cost_time=0:00:08.935242 2021-04-14 22:04:18,153 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.35ms, fps=2642 images/s, loss=0.0797, top1-acc=98.46%, top5-acc=99.98%, remaining_time=0:00:09.508416, arrival_time=2021-04-14 22:04:27.661472, cost_time=0:00:09.904606 2021-04-14 22:04:19,126 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.42ms, fps=2631 images/s, loss=0.0806, top1-acc=98.42%, top5-acc=99.99%, remaining_time=0:00:08.504884, arrival_time=2021-04-14 22:04:27.631613, cost_time=0:00:10.878315 2021-04-14 22:04:20,092 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.55ms, fps=2652 images/s, loss=0.0806, top1-acc=98.42%, top5-acc=99.98%, remaining_time=0:00:07.501200, arrival_time=2021-04-14 22:04:27.593636, cost_time=0:00:11.844050 2021-04-14 22:04:21,069 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.46ms, fps=2622 images/s, loss=0.0811, top1-acc=98.41%, top5-acc=99.98%, remaining_time=0:00:06.508986, arrival_time=2021-04-14 22:04:27.578222, cost_time=0:00:12.820704 2021-04-14 22:04:22,050 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.95ms, fps=2609 images/s, loss=0.0819, top1-acc=98.38%, top5-acc=99.98%, remaining_time=0:00:05.521040, arrival_time=2021-04-14 22:04:27.571968, cost_time=0:00:13.802577 2021-04-14 22:04:23,018 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=2.03ms, fps=2647 images/s, loss=0.0825, top1-acc=98.36%, top5-acc=99.98%, remaining_time=0:00:04.529436, arrival_time=2021-04-14 22:04:27.547854, cost_time=0:00:14.769953 2021-04-14 22:04:23,990 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.50ms, fps=2635 images/s, loss=0.0829, top1-acc=98.36%, top5-acc=99.98%, remaining_time=0:00:03.542004, arrival_time=2021-04-14 22:04:27.532636, cost_time=0:00:15.742237 2021-04-14 22:04:24,964 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.53ms, fps=2631 images/s, loss=0.0825, top1-acc=98.38%, top5-acc=99.98%, remaining_time=0:00:02.556528, arrival_time=2021-04-14 22:04:27.520653, cost_time=0:00:16.715718 2021-04-14 22:04:25,937 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.52ms, fps=2632 images/s, loss=0.0831, top1-acc=98.37%, top5-acc=99.98%, remaining_time=0:00:01.572336, arrival_time=2021-04-14 22:04:27.509503, cost_time=0:00:17.688803 2021-04-14 22:04:26,913 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.21ms, fps=2623 images/s, loss=0.0843, top1-acc=98.31%, top5-acc=99.98%, remaining_time=0:00:00.589422, arrival_time=2021-04-14 22:04:27.502915, cost_time=0:00:18.665052 2021-04-14 22:04:27,467 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.70ms, fps=2459 images/s, loss=0.0848, top1-acc=98.30%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:27.467019, cost_time=0:00:19.218667 2021-04-14 22:04:27,979 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=0.29ms, fps=5010 images/s, loss=1.2735, top1-acc=69.73%, top5-acc=90.62%, remaining_time=0:00:01.532760, arrival_time=2021-04-14 22:04:29.512689, cost_time=0:00:00.510924 2021-04-14 22:04:28,317 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=5.70ms, fps=7592 images/s, loss=1.2805, top1-acc=69.63%, top5-acc=90.51%, remaining_time=0:00:00.848580, arrival_time=2021-04-14 22:04:29.166174, cost_time=0:00:00.848583 2021-04-14 22:04:28,652 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=0.42ms, fps=7658 images/s, loss=1.2682, top1-acc=69.58%, top5-acc=90.82%, remaining_time=0:00:00.394460, arrival_time=2021-04-14 22:04:29.046840, cost_time=0:00:01.183378 2021-04-14 22:04:28,960 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.07ms, fps=7551 images/s, loss=1.2776, top1-acc=69.57%, top5-acc=90.84%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:28.960081, cost_time=0:00:01.491146 2021-04-14 22:04:29,089 INFO : Epoch=0153 complete, best val top1-acc=69.99%, top5-acc=90.53% (epoch=150), remaining_time=0:16:21.808239, arrival_time=2021-04-14 22:20:50.898060, cost_time=0:53:16.099204 2021-04-14 22:04:29,092 INFO : Train start, epoch=0154, lr=0.013018 2021-04-14 22:04:30,258 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.41ms, fps=2196 images/s, loss=0.0829, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:21.682392, arrival_time=2021-04-14 22:04:51.940335, cost_time=0:00:01.165721 2021-04-14 22:04:31,235 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.82ms, fps=2621 images/s, loss=0.0813, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:18.857696, arrival_time=2021-04-14 22:04:50.092882, cost_time=0:00:02.142919 2021-04-14 22:04:32,208 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.47ms, fps=2632 images/s, loss=0.0830, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:00:17.243582, arrival_time=2021-04-14 22:04:49.452145, cost_time=0:00:03.116296 2021-04-14 22:04:33,168 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.41ms, fps=2668 images/s, loss=0.0817, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:15.898896, arrival_time=2021-04-14 22:04:49.067660, cost_time=0:00:04.076624 2021-04-14 22:04:34,175 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.77ms, fps=2545 images/s, loss=0.0811, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:14.842506, arrival_time=2021-04-14 22:04:49.017797, cost_time=0:00:05.083035 2021-04-14 22:04:35,136 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.37ms, fps=2665 images/s, loss=0.0809, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:13.700368, arrival_time=2021-04-14 22:04:48.836744, cost_time=0:00:06.044250 2021-04-14 22:04:36,111 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.58ms, fps=2626 images/s, loss=0.0791, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:00:12.634902, arrival_time=2021-04-14 22:04:48.746522, cost_time=0:00:07.019405 2021-04-14 22:04:37,082 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.46ms, fps=2637 images/s, loss=0.0785, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:11.586544, arrival_time=2021-04-14 22:04:48.669362, cost_time=0:00:07.990681 2021-04-14 22:04:38,050 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.69ms, fps=2647 images/s, loss=0.0778, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:10.550922, arrival_time=2021-04-14 22:04:48.601400, cost_time=0:00:08.958309 2021-04-14 22:04:39,017 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.36ms, fps=2649 images/s, loss=0.0777, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:09.528096, arrival_time=2021-04-14 22:04:48.545397, cost_time=0:00:09.925096 2021-04-14 22:04:39,984 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.42ms, fps=2648 images/s, loss=0.0771, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:08.515806, arrival_time=2021-04-14 22:04:48.500342, cost_time=0:00:10.892355 2021-04-14 22:04:40,949 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.42ms, fps=2654 images/s, loss=0.0772, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:07.509712, arrival_time=2021-04-14 22:04:48.459334, cost_time=0:00:11.857464 2021-04-14 22:04:41,912 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.37ms, fps=2661 images/s, loss=0.0776, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:06.508656, arrival_time=2021-04-14 22:04:48.421001, cost_time=0:00:12.820048 2021-04-14 22:04:42,881 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.55ms, fps=2644 images/s, loss=0.0777, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:05.515664, arrival_time=2021-04-14 22:04:48.396936, cost_time=0:00:13.789095 2021-04-14 22:04:43,852 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.35ms, fps=2637 images/s, loss=0.0778, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:04.526492, arrival_time=2021-04-14 22:04:48.378952, cost_time=0:00:14.760333 2021-04-14 22:04:44,825 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.56ms, fps=2633 images/s, loss=0.0782, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:03.539916, arrival_time=2021-04-14 22:04:48.365136, cost_time=0:00:15.732951 2021-04-14 22:04:45,802 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.27ms, fps=2622 images/s, loss=0.0787, top1-acc=98.49%, top5-acc=99.99%, remaining_time=0:00:02.555644, arrival_time=2021-04-14 22:04:48.357732, cost_time=0:00:16.709950 2021-04-14 22:04:46,760 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.45ms, fps=2674 images/s, loss=0.0790, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:01.570480, arrival_time=2021-04-14 22:04:48.330512, cost_time=0:00:17.667915 2021-04-14 22:04:47,742 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.40ms, fps=2608 images/s, loss=0.0792, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:00.588942, arrival_time=2021-04-14 22:04:48.331017, cost_time=0:00:18.649909 2021-04-14 22:04:48,293 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=0.09ms, fps=2472 images/s, loss=0.0798, top1-acc=98.46%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:48.292963, cost_time=0:00:19.200657 2021-04-14 22:04:48,829 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=0.53ms, fps=4792 images/s, loss=1.2407, top1-acc=69.73%, top5-acc=90.27%, remaining_time=0:00:01.602540, arrival_time=2021-04-14 22:04:50.432170, cost_time=0:00:00.534180 2021-04-14 22:04:49,196 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=2.24ms, fps=6986 images/s, loss=1.2509, top1-acc=69.57%, top5-acc=90.57%, remaining_time=0:00:00.901140, arrival_time=2021-04-14 22:04:50.097654, cost_time=0:00:00.901141 2021-04-14 22:04:49,531 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=3.96ms, fps=7658 images/s, loss=1.2651, top1-acc=69.60%, top5-acc=90.59%, remaining_time=0:00:00.411950, arrival_time=2021-04-14 22:04:49.943141, cost_time=0:00:01.235845 2021-04-14 22:04:49,841 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.06ms, fps=7488 images/s, loss=1.2668, top1-acc=70.06%, top5-acc=90.56%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:49.841419, cost_time=0:00:01.546017 2021-04-14 22:04:50,091 INFO : Epoch=0154 complete, best val top1-acc=70.06%, top5-acc=90.56% (epoch=154), remaining_time=0:16:00.952098, arrival_time=2021-04-14 22:20:51.043164, cost_time=0:53:37.100468 2021-04-14 22:04:50,092 INFO : Train start, epoch=0155, lr=0.012494 2021-04-14 22:04:51,242 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.51ms, fps=2226 images/s, loss=0.0795, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:21.386094, arrival_time=2021-04-14 22:05:12.628644, cost_time=0:00:01.149786 2021-04-14 22:04:52,215 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.69ms, fps=2634 images/s, loss=0.0750, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:18.675888, arrival_time=2021-04-14 22:05:10.890924, cost_time=0:00:02.122268 2021-04-14 22:04:53,180 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.50ms, fps=2652 images/s, loss=0.0780, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:17.088206, arrival_time=2021-04-14 22:05:10.269113, cost_time=0:00:03.088230 2021-04-14 22:04:54,153 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.66ms, fps=2635 images/s, loss=0.0766, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:15.834780, arrival_time=2021-04-14 22:05:09.987755, cost_time=0:00:04.060214 2021-04-14 22:04:55,122 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.47ms, fps=2643 images/s, loss=0.0741, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:14.685702, arrival_time=2021-04-14 22:05:09.807820, cost_time=0:00:05.029339 2021-04-14 22:04:56,082 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.49ms, fps=2668 images/s, loss=0.0730, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:13.576064, arrival_time=2021-04-14 22:05:09.658195, cost_time=0:00:05.989450 2021-04-14 22:04:57,043 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.57ms, fps=2665 images/s, loss=0.0723, top1-acc=98.70%, top5-acc=99.99%, remaining_time=0:00:12.510792, arrival_time=2021-04-14 22:05:09.554091, cost_time=0:00:06.950418 2021-04-14 22:04:58,007 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.45ms, fps=2658 images/s, loss=0.0720, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:11.475996, arrival_time=2021-04-14 22:05:09.483146, cost_time=0:00:07.914476 2021-04-14 22:04:58,977 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.37ms, fps=2640 images/s, loss=0.0723, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:10.463896, arrival_time=2021-04-14 22:05:09.441122, cost_time=0:00:08.884464 2021-04-14 22:04:59,941 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.28ms, fps=2657 images/s, loss=0.0725, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:09.454464, arrival_time=2021-04-14 22:05:09.395588, cost_time=0:00:09.848441 2021-04-14 22:05:00,908 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=2.44ms, fps=2647 images/s, loss=0.0722, top1-acc=98.68%, top5-acc=99.99%, remaining_time=0:00:08.456036, arrival_time=2021-04-14 22:05:09.364548, cost_time=0:00:10.815822 2021-04-14 22:05:01,880 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.66ms, fps=2634 images/s, loss=0.0720, top1-acc=98.71%, top5-acc=99.99%, remaining_time=0:00:07.465708, arrival_time=2021-04-14 22:05:09.346420, cost_time=0:00:11.787959 2021-04-14 22:05:02,847 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.46ms, fps=2650 images/s, loss=0.0722, top1-acc=98.70%, top5-acc=99.99%, remaining_time=0:00:06.475392, arrival_time=2021-04-14 22:05:09.322612, cost_time=0:00:12.754531 2021-04-14 22:05:03,811 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.39ms, fps=2656 images/s, loss=0.0721, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:05.487608, arrival_time=2021-04-14 22:05:09.299250, cost_time=0:00:13.718965 2021-04-14 22:05:04,769 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.39ms, fps=2673 images/s, loss=0.0723, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:04.500962, arrival_time=2021-04-14 22:05:09.270638, cost_time=0:00:14.677000 2021-04-14 22:05:05,732 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.52ms, fps=2659 images/s, loss=0.0729, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:03.519000, arrival_time=2021-04-14 22:05:09.251796, cost_time=0:00:15.640043 2021-04-14 22:05:06,695 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.37ms, fps=2660 images/s, loss=0.0730, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:02.539290, arrival_time=2021-04-14 22:05:09.235091, cost_time=0:00:16.603131 2021-04-14 22:05:07,658 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.65ms, fps=2660 images/s, loss=0.0734, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:01.561392, arrival_time=2021-04-14 22:05:09.219781, cost_time=0:00:17.565731 2021-04-14 22:05:08,624 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.22ms, fps=2652 images/s, loss=0.0733, top1-acc=98.68%, top5-acc=99.99%, remaining_time=0:00:00.585204, arrival_time=2021-04-14 22:05:09.209248, cost_time=0:00:18.531377 2021-04-14 22:05:09,169 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=0.08ms, fps=2494 images/s, loss=0.0737, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:09.169833, cost_time=0:00:19.077088 2021-04-14 22:05:09,722 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=0.31ms, fps=4646 images/s, loss=1.2213, top1-acc=70.82%, top5-acc=91.21%, remaining_time=0:00:01.653030, arrival_time=2021-04-14 22:05:11.375769, cost_time=0:00:00.551010 2021-04-14 22:05:10,060 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=0.31ms, fps=7587 images/s, loss=1.2167, top1-acc=70.53%, top5-acc=91.48%, remaining_time=0:00:00.888940, arrival_time=2021-04-14 22:05:10.949554, cost_time=0:00:00.888949 2021-04-14 22:05:10,394 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=2.58ms, fps=7682 images/s, loss=1.2243, top1-acc=70.35%, top5-acc=91.17%, remaining_time=0:00:00.407510, arrival_time=2021-04-14 22:05:10.801716, cost_time=0:00:01.222521 2021-04-14 22:05:10,705 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.07ms, fps=7469 images/s, loss=1.2101, top1-acc=70.49%, top5-acc=91.16%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:10.705158, cost_time=0:00:01.533506 2021-04-14 22:05:10,921 INFO : Epoch=0155 complete, best val top1-acc=70.49%, top5-acc=91.16% (epoch=155), remaining_time=0:15:40.044285, arrival_time=2021-04-14 22:20:50.965270, cost_time=0:53:57.930383 2021-04-14 22:05:10,922 INFO : Train start, epoch=0156, lr=0.011980 2021-04-14 22:05:12,072 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.28ms, fps=2226 images/s, loss=0.0601, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:21.385908, arrival_time=2021-04-14 22:05:33.458039, cost_time=0:00:01.149784 2021-04-14 22:05:13,034 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.53ms, fps=2661 images/s, loss=0.0636, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:18.588416, arrival_time=2021-04-14 22:05:31.623067, cost_time=0:00:02.112310 2021-04-14 22:05:14,005 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.58ms, fps=2639 images/s, loss=0.0664, top1-acc=98.83%, top5-acc=99.99%, remaining_time=0:00:17.058658, arrival_time=2021-04-14 22:05:31.063904, cost_time=0:00:03.082890 2021-04-14 22:05:14,986 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.33ms, fps=2609 images/s, loss=0.0663, top1-acc=98.92%, top5-acc=99.99%, remaining_time=0:00:15.850848, arrival_time=2021-04-14 22:05:30.837603, cost_time=0:00:04.064327 2021-04-14 22:05:15,962 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.88ms, fps=2626 images/s, loss=0.0664, top1-acc=98.94%, top5-acc=99.99%, remaining_time=0:00:14.715778, arrival_time=2021-04-14 22:05:30.677766, cost_time=0:00:05.039635 2021-04-14 22:05:16,929 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.96ms, fps=2648 images/s, loss=0.0663, top1-acc=98.91%, top5-acc=99.99%, remaining_time=0:00:13.615232, arrival_time=2021-04-14 22:05:30.544317, cost_time=0:00:06.006743 2021-04-14 22:05:17,890 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.37ms, fps=2665 images/s, loss=0.0675, top1-acc=98.85%, top5-acc=99.99%, remaining_time=0:00:12.542166, arrival_time=2021-04-14 22:05:30.432374, cost_time=0:00:06.967865 2021-04-14 22:05:18,854 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.43ms, fps=2656 images/s, loss=0.0681, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:11.501400, arrival_time=2021-04-14 22:05:30.355761, cost_time=0:00:07.931973 2021-04-14 22:05:19,824 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.25ms, fps=2641 images/s, loss=0.0683, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:10.484566, arrival_time=2021-04-14 22:05:30.308859, cost_time=0:00:08.901956 2021-04-14 22:05:20,798 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.48ms, fps=2630 images/s, loss=0.0685, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:09.480576, arrival_time=2021-04-14 22:05:30.278581, cost_time=0:00:09.875577 2021-04-14 22:05:21,760 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.58ms, fps=2661 images/s, loss=0.0684, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:08.473580, arrival_time=2021-04-14 22:05:30.234275, cost_time=0:00:10.838343 2021-04-14 22:05:22,739 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.34ms, fps=2616 images/s, loss=0.0686, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:07.484252, arrival_time=2021-04-14 22:05:30.223845, cost_time=0:00:11.817196 2021-04-14 22:05:23,700 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.34ms, fps=2667 images/s, loss=0.0691, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:06.487074, arrival_time=2021-04-14 22:05:30.187061, cost_time=0:00:12.777608 2021-04-14 22:05:24,662 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.43ms, fps=2660 images/s, loss=0.0696, top1-acc=98.74%, top5-acc=99.99%, remaining_time=0:00:05.496176, arrival_time=2021-04-14 22:05:30.159000, cost_time=0:00:13.740447 2021-04-14 22:05:25,628 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.51ms, fps=2653 images/s, loss=0.0701, top1-acc=98.73%, top5-acc=99.99%, remaining_time=0:00:04.509794, arrival_time=2021-04-14 22:05:30.138018, cost_time=0:00:14.705882 2021-04-14 22:05:26,593 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.37ms, fps=2654 images/s, loss=0.0705, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:03.525912, arrival_time=2021-04-14 22:05:30.119003, cost_time=0:00:15.670689 2021-04-14 22:05:27,555 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.31ms, fps=2662 images/s, loss=0.0707, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:02.543866, arrival_time=2021-04-14 22:05:30.099327, cost_time=0:00:16.633027 2021-04-14 22:05:28,530 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.52ms, fps=2627 images/s, loss=0.0719, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:01.565168, arrival_time=2021-04-14 22:05:30.095722, cost_time=0:00:17.608145 2021-04-14 22:05:29,504 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.18ms, fps=2629 images/s, loss=0.0718, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:00.586812, arrival_time=2021-04-14 22:05:30.091622, cost_time=0:00:18.582472 2021-04-14 22:05:30,053 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.19ms, fps=2482 images/s, loss=0.0721, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:30.053120, cost_time=0:00:19.130781 2021-04-14 22:05:30,561 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=1.92ms, fps=5056 images/s, loss=1.1982, top1-acc=71.13%, top5-acc=90.94%, remaining_time=0:00:01.518840, arrival_time=2021-04-14 22:05:32.080070, cost_time=0:00:00.506284 2021-04-14 22:05:30,909 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=2.43ms, fps=7352 images/s, loss=1.2418, top1-acc=70.37%, top5-acc=90.62%, remaining_time=0:00:00.854960, arrival_time=2021-04-14 22:05:31.764869, cost_time=0:00:00.854970 2021-04-14 22:05:31,274 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=0.40ms, fps=7037 images/s, loss=1.2491, top1-acc=70.21%, top5-acc=90.43%, remaining_time=0:00:00.406410, arrival_time=2021-04-14 22:05:31.680561, cost_time=0:00:01.219223 2021-04-14 22:05:31,606 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.09ms, fps=6985 images/s, loss=1.2347, top1-acc=70.16%, top5-acc=90.54%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:31.606739, cost_time=0:00:01.551816 2021-04-14 22:05:31,705 INFO : Epoch=0156 complete, best val top1-acc=70.49%, top5-acc=91.16% (epoch=155), remaining_time=0:15:19.124580, arrival_time=2021-04-14 22:20:50.829557, cost_time=0:54:18.714391 2021-04-14 22:05:31,706 INFO : Train start, epoch=0157, lr=0.011474 2021-04-14 22:05:32,851 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=2.08ms, fps=2236 images/s, loss=0.0634, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:21.297372, arrival_time=2021-04-14 22:05:54.148781, cost_time=0:00:01.145017 2021-04-14 22:05:33,826 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.45ms, fps=2626 images/s, loss=0.0644, top1-acc=98.93%, top5-acc=99.98%, remaining_time=0:00:18.658640, arrival_time=2021-04-14 22:05:52.485250, cost_time=0:00:02.120296 2021-04-14 22:05:34,798 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.76ms, fps=2635 images/s, loss=0.0650, top1-acc=98.89%, top5-acc=99.99%, remaining_time=0:00:17.109620, arrival_time=2021-04-14 22:05:51.908106, cost_time=0:00:03.092099 2021-04-14 22:05:35,778 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.46ms, fps=2613 images/s, loss=0.0639, top1-acc=98.92%, top5-acc=99.99%, remaining_time=0:00:15.881892, arrival_time=2021-04-14 22:05:51.660550, cost_time=0:00:04.072271 2021-04-14 22:05:36,756 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.30ms, fps=2620 images/s, loss=0.0643, top1-acc=98.90%, top5-acc=99.99%, remaining_time=0:00:14.746292, arrival_time=2021-04-14 22:05:51.502745, cost_time=0:00:05.050117 2021-04-14 22:05:37,720 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.41ms, fps=2656 images/s, loss=0.0639, top1-acc=98.94%, top5-acc=99.99%, remaining_time=0:00:13.632504, arrival_time=2021-04-14 22:05:51.353255, cost_time=0:00:06.014364 2021-04-14 22:05:38,706 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=2.54ms, fps=2598 images/s, loss=0.0639, top1-acc=98.95%, top5-acc=99.99%, remaining_time=0:00:12.600504, arrival_time=2021-04-14 22:05:51.307167, cost_time=0:00:07.000304 2021-04-14 22:05:39,678 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.34ms, fps=2636 images/s, loss=0.0645, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:11.559632, arrival_time=2021-04-14 22:05:51.238154, cost_time=0:00:07.972143 2021-04-14 22:05:40,647 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.72ms, fps=2644 images/s, loss=0.0640, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:10.530570, arrival_time=2021-04-14 22:05:51.178055, cost_time=0:00:08.941091 2021-04-14 22:05:41,613 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.58ms, fps=2652 images/s, loss=0.0641, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:09.510912, arrival_time=2021-04-14 22:05:51.124462, cost_time=0:00:09.907166 2021-04-14 22:05:42,597 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.66ms, fps=2604 images/s, loss=0.0641, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:08.514774, arrival_time=2021-04-14 22:05:51.112078, cost_time=0:00:10.890995 2021-04-14 22:05:43,562 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.49ms, fps=2653 images/s, loss=0.0643, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:07.508952, arrival_time=2021-04-14 22:05:51.071604, cost_time=0:00:11.856270 2021-04-14 22:05:44,528 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.51ms, fps=2652 images/s, loss=0.0639, top1-acc=98.97%, top5-acc=99.99%, remaining_time=0:00:06.509712, arrival_time=2021-04-14 22:05:51.038174, cost_time=0:00:12.822167 2021-04-14 22:05:45,494 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=2.11ms, fps=2651 images/s, loss=0.0638, top1-acc=98.95%, top5-acc=99.99%, remaining_time=0:00:05.515272, arrival_time=2021-04-14 22:05:51.009909, cost_time=0:00:13.788239 2021-04-14 22:05:46,471 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.56ms, fps=2623 images/s, loss=0.0638, top1-acc=98.95%, top5-acc=99.99%, remaining_time=0:00:04.527872, arrival_time=2021-04-14 22:05:50.998947, cost_time=0:00:14.764771 2021-04-14 22:05:47,449 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.45ms, fps=2619 images/s, loss=0.0643, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:03.542076, arrival_time=2021-04-14 22:05:50.991004, cost_time=0:00:15.742549 2021-04-14 22:05:48,408 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.37ms, fps=2670 images/s, loss=0.0639, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:02.554396, arrival_time=2021-04-14 22:05:50.962442, cost_time=0:00:16.701740 2021-04-14 22:05:49,384 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.78ms, fps=2624 images/s, loss=0.0643, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:01.571360, arrival_time=2021-04-14 22:05:50.955546, cost_time=0:00:17.677880 2021-04-14 22:05:50,348 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.24ms, fps=2658 images/s, loss=0.0642, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:00.588678, arrival_time=2021-04-14 22:05:50.936616, cost_time=0:00:18.641558 2021-04-14 22:05:50,891 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.36ms, fps=2506 images/s, loss=0.0645, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:50.891095, cost_time=0:00:19.184781 2021-04-14 22:05:51,392 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=0.30ms, fps=5130 images/s, loss=1.2723, top1-acc=69.45%, top5-acc=91.37%, remaining_time=0:00:01.497060, arrival_time=2021-04-14 22:05:52.889120, cost_time=0:00:00.499022 2021-04-14 22:05:51,731 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=7.14ms, fps=7556 images/s, loss=1.2705, top1-acc=69.47%, top5-acc=90.64%, remaining_time=0:00:00.838200, arrival_time=2021-04-14 22:05:52.569430, cost_time=0:00:00.838194 2021-04-14 22:05:52,060 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=0.20ms, fps=7791 images/s, loss=1.2363, top1-acc=70.03%, top5-acc=90.86%, remaining_time=0:00:00.389050, arrival_time=2021-04-14 22:05:52.449246, cost_time=0:00:01.167139 2021-04-14 22:05:52,371 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.08ms, fps=7469 images/s, loss=1.2099, top1-acc=70.28%, top5-acc=90.97%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:52.371200, cost_time=0:00:01.478181 2021-04-14 22:05:52,521 INFO : Epoch=0157 complete, best val top1-acc=70.49%, top5-acc=91.16% (epoch=155), remaining_time=0:14:58.215390, arrival_time=2021-04-14 22:20:50.736602, cost_time=0:54:39.530624 2021-04-14 22:05:52,522 INFO : Train start, epoch=0158, lr=0.010978 2021-04-14 22:05:53,659 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=0.32ms, fps=2253 images/s, loss=0.0562, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:21.135552, arrival_time=2021-04-14 22:06:14.794673, cost_time=0:00:01.136315 2021-04-14 22:05:54,635 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.51ms, fps=2623 images/s, loss=0.0582, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:18.594400, arrival_time=2021-04-14 22:06:13.230221, cost_time=0:00:02.113007 2021-04-14 22:05:55,600 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.38ms, fps=2657 images/s, loss=0.0583, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:17.027616, arrival_time=2021-04-14 22:06:12.627821, cost_time=0:00:03.077269 2021-04-14 22:05:56,574 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.85ms, fps=2631 images/s, loss=0.0564, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:15.799992, arrival_time=2021-04-14 22:06:12.374037, cost_time=0:00:04.051269 2021-04-14 22:05:57,550 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.76ms, fps=2622 images/s, loss=0.0557, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:14.681906, arrival_time=2021-04-14 22:06:12.232785, cost_time=0:00:05.028071 2021-04-14 22:05:58,517 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=2.06ms, fps=2650 images/s, loss=0.0560, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:13.587896, arrival_time=2021-04-14 22:06:12.105301, cost_time=0:00:05.994638 2021-04-14 22:05:59,495 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=2.04ms, fps=2620 images/s, loss=0.0556, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:12.549978, arrival_time=2021-04-14 22:06:12.045034, cost_time=0:00:06.972230 2021-04-14 22:06:00,454 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.56ms, fps=2670 images/s, loss=0.0564, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:11.500936, arrival_time=2021-04-14 22:06:11.955325, cost_time=0:00:07.931679 2021-04-14 22:06:01,430 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=2.07ms, fps=2623 images/s, loss=0.0562, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:10.491562, arrival_time=2021-04-14 22:06:11.922277, cost_time=0:00:08.907907 2021-04-14 22:06:02,395 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.35ms, fps=2656 images/s, loss=0.0568, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:09.477600, arrival_time=2021-04-14 22:06:11.872811, cost_time=0:00:09.872482 2021-04-14 22:06:03,358 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.29ms, fps=2659 images/s, loss=0.0573, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:08.471602, arrival_time=2021-04-14 22:06:11.830100, cost_time=0:00:10.835783 2021-04-14 22:06:04,327 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.75ms, fps=2644 images/s, loss=0.0578, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:07.476044, arrival_time=2021-04-14 22:06:11.803144, cost_time=0:00:11.804300 2021-04-14 22:06:05,285 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.45ms, fps=2672 images/s, loss=0.0586, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:06.479682, arrival_time=2021-04-14 22:06:11.765387, cost_time=0:00:12.762979 2021-04-14 22:06:06,249 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.44ms, fps=2658 images/s, loss=0.0592, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:05.490632, arrival_time=2021-04-14 22:06:11.739866, cost_time=0:00:13.726515 2021-04-14 22:06:07,234 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.91ms, fps=2600 images/s, loss=0.0590, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:04.511542, arrival_time=2021-04-14 22:06:11.745825, cost_time=0:00:14.711514 2021-04-14 22:06:08,223 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.42ms, fps=2590 images/s, loss=0.0594, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:03.532608, arrival_time=2021-04-14 22:06:11.756005, cost_time=0:00:15.700557 2021-04-14 22:06:09,203 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.47ms, fps=2613 images/s, loss=0.0597, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:02.551224, arrival_time=2021-04-14 22:06:11.754976, cost_time=0:00:16.681043 2021-04-14 22:06:10,169 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.76ms, fps=2654 images/s, loss=0.0603, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:01.568544, arrival_time=2021-04-14 22:06:11.737458, cost_time=0:00:17.646112 2021-04-14 22:06:11,132 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.18ms, fps=2660 images/s, loss=0.0604, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:00.587658, arrival_time=2021-04-14 22:06:11.719712, cost_time=0:00:18.609246 2021-04-14 22:06:11,684 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.63ms, fps=2466 images/s, loss=0.0609, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:11.684060, cost_time=0:00:19.161353 2021-04-14 22:06:12,133 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=4.02ms, fps=5727 images/s, loss=1.2184, top1-acc=71.17%, top5-acc=90.70%, remaining_time=0:00:01.341000, arrival_time=2021-04-14 22:06:13.474045, cost_time=0:00:00.447003 2021-04-14 22:06:12,469 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=2.40ms, fps=7621 images/s, loss=1.2270, top1-acc=71.25%, top5-acc=91.25%, remaining_time=0:00:00.783560, arrival_time=2021-04-14 22:06:13.253041, cost_time=0:00:00.783562 2021-04-14 22:06:12,805 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=2.21ms, fps=7632 images/s, loss=1.2257, top1-acc=70.96%, top5-acc=91.22%, remaining_time=0:00:00.373110, arrival_time=2021-04-14 22:06:13.178358, cost_time=0:00:01.119341 2021-04-14 22:06:13,118 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.08ms, fps=7404 images/s, loss=1.2184, top1-acc=70.97%, top5-acc=91.16%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:13.118920, cost_time=0:00:01.433022 2021-04-14 22:06:13,385 INFO : Epoch=0158 complete, best val top1-acc=70.97%, top5-acc=91.16% (epoch=158), remaining_time=0:14:37.320234, arrival_time=2021-04-14 22:20:50.706017, cost_time=0:55:00.395153 2021-04-14 22:06:13,387 INFO : Train start, epoch=0159, lr=0.010492 2021-04-14 22:06:14,540 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=0.41ms, fps=2221 images/s, loss=0.0579, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:21.435384, arrival_time=2021-04-14 22:06:35.975826, cost_time=0:00:01.152445 2021-04-14 22:06:15,507 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.34ms, fps=2649 images/s, loss=0.0621, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:18.653360, arrival_time=2021-04-14 22:06:34.160879, cost_time=0:00:02.119709 2021-04-14 22:06:16,475 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.40ms, fps=2646 images/s, loss=0.0598, top1-acc=98.98%, top5-acc=99.99%, remaining_time=0:00:17.084554, arrival_time=2021-04-14 22:06:33.560022, cost_time=0:00:03.087578 2021-04-14 22:06:17,447 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.50ms, fps=2635 images/s, loss=0.0584, top1-acc=99.03%, top5-acc=99.99%, remaining_time=0:00:15.832908, arrival_time=2021-04-14 22:06:33.280507, cost_time=0:00:04.059707 2021-04-14 22:06:18,417 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.94ms, fps=2641 images/s, loss=0.0577, top1-acc=99.05%, top5-acc=99.99%, remaining_time=0:00:14.686724, arrival_time=2021-04-14 22:06:33.104221, cost_time=0:00:05.029703 2021-04-14 22:06:19,383 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.47ms, fps=2652 images/s, loss=0.0580, top1-acc=99.02%, top5-acc=99.99%, remaining_time=0:00:13.589256, arrival_time=2021-04-14 22:06:32.972406, cost_time=0:00:05.995267 2021-04-14 22:06:20,344 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.53ms, fps=2663 images/s, loss=0.0579, top1-acc=99.03%, top5-acc=99.99%, remaining_time=0:00:12.522888, arrival_time=2021-04-14 22:06:32.867814, cost_time=0:00:06.957138 2021-04-14 22:06:21,316 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.79ms, fps=2637 images/s, loss=0.0569, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:11.496180, arrival_time=2021-04-14 22:06:32.812462, cost_time=0:00:07.928393 2021-04-14 22:06:22,280 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.49ms, fps=2656 images/s, loss=0.0568, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:10.473966, arrival_time=2021-04-14 22:06:32.754764, cost_time=0:00:08.893016 2021-04-14 22:06:23,245 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.48ms, fps=2656 images/s, loss=0.0563, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:09.462816, arrival_time=2021-04-14 22:06:32.707792, cost_time=0:00:09.857104 2021-04-14 22:06:24,207 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.35ms, fps=2660 images/s, loss=0.0568, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:08.459304, arrival_time=2021-04-14 22:06:32.667118, cost_time=0:00:10.820008 2021-04-14 22:06:25,179 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.44ms, fps=2635 images/s, loss=0.0567, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:07.468292, arrival_time=2021-04-14 22:06:32.648137, cost_time=0:00:11.792015 2021-04-14 22:06:26,155 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=2.12ms, fps=2625 images/s, loss=0.0568, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:06.481992, arrival_time=2021-04-14 22:06:32.637447, cost_time=0:00:12.767568 2021-04-14 22:06:27,117 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.49ms, fps=2662 images/s, loss=0.0572, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:05.491976, arrival_time=2021-04-14 22:06:32.609730, cost_time=0:00:13.729959 2021-04-14 22:06:28,077 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.41ms, fps=2669 images/s, loss=0.0570, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:04.504826, arrival_time=2021-04-14 22:06:32.582238, cost_time=0:00:14.689608 2021-04-14 22:06:29,037 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.53ms, fps=2669 images/s, loss=0.0567, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:03.521052, arrival_time=2021-04-14 22:06:32.557974, cost_time=0:00:15.649041 2021-04-14 22:06:29,997 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.38ms, fps=2667 images/s, loss=0.0565, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:02.540252, arrival_time=2021-04-14 22:06:32.537422, cost_time=0:00:16.609365 2021-04-14 22:06:30,954 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.52ms, fps=2674 images/s, loss=0.0565, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:01.561520, arrival_time=2021-04-14 22:06:32.516402, cost_time=0:00:17.567090 2021-04-14 22:06:31,914 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.23ms, fps=2669 images/s, loss=0.0567, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:00.585054, arrival_time=2021-04-14 22:06:32.499629, cost_time=0:00:18.526784 2021-04-14 22:06:32,459 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=2.03ms, fps=2500 images/s, loss=0.0567, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:32.459046, cost_time=0:00:19.071193 2021-04-14 22:06:32,948 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=2.32ms, fps=5250 images/s, loss=1.2380, top1-acc=70.31%, top5-acc=91.37%, remaining_time=0:00:01.462770, arrival_time=2021-04-14 22:06:34.411201, cost_time=0:00:00.487590 2021-04-14 22:06:33,284 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=2.56ms, fps=7635 images/s, loss=1.2381, top1-acc=70.37%, top5-acc=91.19%, remaining_time=0:00:00.823420, arrival_time=2021-04-14 22:06:34.107635, cost_time=0:00:00.823415 2021-04-14 22:06:33,623 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=4.62ms, fps=7553 images/s, loss=1.2193, top1-acc=70.56%, top5-acc=91.17%, remaining_time=0:00:00.387580, arrival_time=2021-04-14 22:06:34.011152, cost_time=0:00:01.162738 2021-04-14 22:06:33,980 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=1.24ms, fps=6510 images/s, loss=1.2097, top1-acc=70.57%, top5-acc=91.03%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:33.980399, cost_time=0:00:01.519627 2021-04-14 22:06:34,116 INFO : Epoch=0159 complete, best val top1-acc=70.97%, top5-acc=91.16% (epoch=158), remaining_time=0:14:16.391026, arrival_time=2021-04-14 22:20:50.507803, cost_time=0:55:21.126155 2021-04-14 22:06:34,118 INFO : Train start, epoch=0160, lr=0.010016 2021-04-14 22:06:35,368 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=0.24ms, fps=2049 images/s, loss=0.0568, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:23.241444, arrival_time=2021-04-14 22:06:58.610099, cost_time=0:00:01.249545 2021-04-14 22:06:36,344 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.90ms, fps=2626 images/s, loss=0.0527, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:19.579648, arrival_time=2021-04-14 22:06:55.923754, cost_time=0:00:02.224969 2021-04-14 22:06:37,310 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.61ms, fps=2651 images/s, loss=0.0508, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:17.659246, arrival_time=2021-04-14 22:06:54.969701, cost_time=0:00:03.191442 2021-04-14 22:06:38,275 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.41ms, fps=2653 images/s, loss=0.0535, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:16.211052, arrival_time=2021-04-14 22:06:54.486831, cost_time=0:00:04.156679 2021-04-14 22:06:39,251 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.83ms, fps=2624 images/s, loss=0.0516, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:14.987630, arrival_time=2021-04-14 22:06:54.239492, cost_time=0:00:05.132761 2021-04-14 22:06:40,237 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.32ms, fps=2599 images/s, loss=0.0518, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:13.868192, arrival_time=2021-04-14 22:06:54.105545, cost_time=0:00:06.118322 2021-04-14 22:06:41,207 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.79ms, fps=2639 images/s, loss=0.0512, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:12.759768, arrival_time=2021-04-14 22:06:53.967601, cost_time=0:00:07.088736 2021-04-14 22:06:42,172 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.59ms, fps=2655 images/s, loss=0.0511, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:11.677836, arrival_time=2021-04-14 22:06:53.850547, cost_time=0:00:08.053688 2021-04-14 22:06:43,142 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.45ms, fps=2642 images/s, loss=0.0506, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:10.627242, arrival_time=2021-04-14 22:06:53.769394, cost_time=0:00:09.023147 2021-04-14 22:06:44,112 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.42ms, fps=2639 images/s, loss=0.0507, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:09.593760, arrival_time=2021-04-14 22:06:53.706356, cost_time=0:00:09.993473 2021-04-14 22:06:45,075 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.36ms, fps=2661 images/s, loss=0.0509, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:08.565858, arrival_time=2021-04-14 22:06:53.641146, cost_time=0:00:10.956277 2021-04-14 22:06:46,038 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=2.15ms, fps=2660 images/s, loss=0.0507, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:07.548776, arrival_time=2021-04-14 22:06:53.586978, cost_time=0:00:11.919112 2021-04-14 22:06:47,002 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.39ms, fps=2655 images/s, loss=0.0507, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:06.541062, arrival_time=2021-04-14 22:06:53.543999, cost_time=0:00:12.883925 2021-04-14 22:06:47,968 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.47ms, fps=2652 images/s, loss=0.0507, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:05.539800, arrival_time=2021-04-14 22:06:53.508403, cost_time=0:00:13.849556 2021-04-14 22:06:48,941 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.45ms, fps=2632 images/s, loss=0.0508, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:04.545628, arrival_time=2021-04-14 22:06:53.487414, cost_time=0:00:14.822716 2021-04-14 22:06:49,906 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.72ms, fps=2655 images/s, loss=0.0512, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:03.552192, arrival_time=2021-04-14 22:06:53.458981, cost_time=0:00:15.787594 2021-04-14 22:06:50,869 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.54ms, fps=2661 images/s, loss=0.0515, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:02.561858, arrival_time=2021-04-14 22:06:53.431489, cost_time=0:00:16.750617 2021-04-14 22:06:51,828 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.47ms, fps=2670 images/s, loss=0.0519, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:01.574208, arrival_time=2021-04-14 22:06:53.403089, cost_time=0:00:17.709872 2021-04-14 22:06:52,791 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.36ms, fps=2659 images/s, loss=0.0525, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:00.589668, arrival_time=2021-04-14 22:06:53.381554, cost_time=0:00:18.672882 2021-04-14 22:06:53,336 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.36ms, fps=2502 images/s, loss=0.0526, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:53.335941, cost_time=0:00:19.216773 2021-04-14 22:06:53,837 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=16.19ms, fps=5139 images/s, loss=1.1797, top1-acc=71.48%, top5-acc=91.64%, remaining_time=0:00:01.494480, arrival_time=2021-04-14 22:06:55.331527, cost_time=0:00:00.498163 2021-04-14 22:06:54,228 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=0.21ms, fps=6544 images/s, loss=1.2261, top1-acc=70.31%, top5-acc=91.09%, remaining_time=0:00:00.889760, arrival_time=2021-04-14 22:06:55.118394, cost_time=0:00:00.889764 2021-04-14 22:06:54,650 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=45.47ms, fps=6072 images/s, loss=1.2151, top1-acc=70.42%, top5-acc=91.18%, remaining_time=0:00:00.437240, arrival_time=2021-04-14 22:06:55.087830, cost_time=0:00:01.311720 2021-04-14 22:06:54,982 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.06ms, fps=6998 images/s, loss=1.2132, top1-acc=70.59%, top5-acc=91.21%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:54.982442, cost_time=0:00:01.643596 2021-04-14 22:06:55,132 INFO : Epoch=0160 complete, best val top1-acc=70.97%, top5-acc=91.16% (epoch=158), remaining_time=0:13:55.535440, arrival_time=2021-04-14 22:20:50.667828, cost_time=0:55:42.141803 2021-04-14 22:06:55,133 INFO : Train start, epoch=0161, lr=0.009549 2021-04-14 22:06:56,298 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=0.25ms, fps=2199 images/s, loss=0.0485, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:21.652818, arrival_time=2021-04-14 22:07:17.951017, cost_time=0:00:01.164134 2021-04-14 22:06:57,260 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.49ms, fps=2662 images/s, loss=0.0544, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:18.712672, arrival_time=2021-04-14 22:07:15.973072, cost_time=0:00:02.126449 2021-04-14 22:06:58,238 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.72ms, fps=2619 images/s, loss=0.0530, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:17.177680, arrival_time=2021-04-14 22:07:15.416158, cost_time=0:00:03.104402 2021-04-14 22:06:59,285 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.41ms, fps=2448 images/s, loss=0.0518, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:16.188900, arrival_time=2021-04-14 22:07:15.473935, cost_time=0:00:04.151010 2021-04-14 22:07:00,276 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=2.02ms, fps=2582 images/s, loss=0.0514, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:15.017268, arrival_time=2021-04-14 22:07:15.294112, cost_time=0:00:05.142913 2021-04-14 22:07:01,270 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.94ms, fps=2579 images/s, loss=0.0496, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:13.908448, arrival_time=2021-04-14 22:07:15.178569, cost_time=0:00:06.136093 2021-04-14 22:07:02,237 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.39ms, fps=2649 images/s, loss=0.0502, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:12.785724, arrival_time=2021-04-14 22:07:15.022812, cost_time=0:00:07.103162 2021-04-14 22:07:03,201 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.44ms, fps=2657 images/s, loss=0.0491, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:11.697208, arrival_time=2021-04-14 22:07:14.898228, cost_time=0:00:08.067001 2021-04-14 22:07:04,171 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.83ms, fps=2639 images/s, loss=0.0488, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:10.644202, arrival_time=2021-04-14 22:07:14.815629, cost_time=0:00:09.037501 2021-04-14 22:07:05,145 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.77ms, fps=2630 images/s, loss=0.0482, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:09.610752, arrival_time=2021-04-14 22:07:14.756019, cost_time=0:00:10.011162 2021-04-14 22:07:06,117 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.53ms, fps=2634 images/s, loss=0.0481, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:08.587444, arrival_time=2021-04-14 22:07:14.705298, cost_time=0:00:10.983906 2021-04-14 22:07:07,090 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.77ms, fps=2634 images/s, loss=0.0481, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:07.572336, arrival_time=2021-04-14 22:07:14.662548, cost_time=0:00:11.956271 2021-04-14 22:07:08,051 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.84ms, fps=2666 images/s, loss=0.0478, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:06.557826, arrival_time=2021-04-14 22:07:14.608746, cost_time=0:00:12.916892 2021-04-14 22:07:09,013 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.52ms, fps=2662 images/s, loss=0.0477, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:05.551672, arrival_time=2021-04-14 22:07:14.564785, cost_time=0:00:13.879174 2021-04-14 22:07:09,991 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.37ms, fps=2619 images/s, loss=0.0479, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:04.556208, arrival_time=2021-04-14 22:07:14.547351, cost_time=0:00:14.857203 2021-04-14 22:07:10,956 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.36ms, fps=2653 images/s, loss=0.0480, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:03.560076, arrival_time=2021-04-14 22:07:14.516638, cost_time=0:00:15.822531 2021-04-14 22:07:11,920 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.86ms, fps=2658 images/s, loss=0.0482, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:02.567292, arrival_time=2021-04-14 22:07:14.487425, cost_time=0:00:16.786140 2021-04-14 22:07:12,896 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.54ms, fps=2625 images/s, loss=0.0482, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:01.578848, arrival_time=2021-04-14 22:07:14.474800, cost_time=0:00:17.761974 2021-04-14 22:07:13,872 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.44ms, fps=2624 images/s, loss=0.0483, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:00.591732, arrival_time=2021-04-14 22:07:14.463754, cost_time=0:00:18.738097 2021-04-14 22:07:14,414 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=0.07ms, fps=2509 images/s, loss=0.0489, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:14.414357, cost_time=0:00:19.280426 2021-04-14 22:07:14,918 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=3.86ms, fps=5094 images/s, loss=1.2211, top1-acc=71.13%, top5-acc=90.51%, remaining_time=0:00:01.507620, arrival_time=2021-04-14 22:07:16.426500, cost_time=0:00:00.502541 2021-04-14 22:07:15,270 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=0.29ms, fps=7303 images/s, loss=1.2219, top1-acc=71.02%, top5-acc=90.72%, remaining_time=0:00:00.853660, arrival_time=2021-04-14 22:07:16.123599, cost_time=0:00:00.853656 2021-04-14 22:07:15,608 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=3.85ms, fps=7575 images/s, loss=1.2335, top1-acc=70.69%, top5-acc=90.57%, remaining_time=0:00:00.397370, arrival_time=2021-04-14 22:07:16.005732, cost_time=0:00:01.192108 2021-04-14 22:07:15,916 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.06ms, fps=7549 images/s, loss=1.1956, top1-acc=70.86%, top5-acc=90.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:15.916094, cost_time=0:00:01.499833 2021-04-14 22:07:16,046 INFO : Epoch=0161 complete, best val top1-acc=70.97%, top5-acc=91.16% (epoch=158), remaining_time=0:13:34.653177, arrival_time=2021-04-14 22:20:50.699307, cost_time=0:56:03.055501 2021-04-14 22:07:16,048 INFO : Train start, epoch=0162, lr=0.009093 2021-04-14 22:07:17,209 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=0.27ms, fps=2206 images/s, loss=0.0437, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:21.585486, arrival_time=2021-04-14 22:07:38.794648, cost_time=0:00:01.160512 2021-04-14 22:07:18,180 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.66ms, fps=2637 images/s, loss=0.0463, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:18.763536, arrival_time=2021-04-14 22:07:36.944378, cost_time=0:00:02.132217 2021-04-14 22:07:19,144 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.41ms, fps=2659 images/s, loss=0.0436, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:17.130204, arrival_time=2021-04-14 22:07:36.274477, cost_time=0:00:03.095818 2021-04-14 22:07:20,116 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.51ms, fps=2634 images/s, loss=0.0422, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:15.865200, arrival_time=2021-04-14 22:07:35.981811, cost_time=0:00:04.067998 2021-04-14 22:07:21,084 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.63ms, fps=2648 images/s, loss=0.0420, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:14.704244, arrival_time=2021-04-14 22:07:35.788384, cost_time=0:00:05.035694 2021-04-14 22:07:22,055 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.94ms, fps=2638 images/s, loss=0.0419, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:13.614688, arrival_time=2021-04-14 22:07:35.669723, cost_time=0:00:06.006505 2021-04-14 22:07:23,023 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.38ms, fps=2645 images/s, loss=0.0419, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:12.555144, arrival_time=2021-04-14 22:07:35.578888, cost_time=0:00:06.975100 2021-04-14 22:07:23,990 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.50ms, fps=2650 images/s, loss=0.0418, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:11.515784, arrival_time=2021-04-14 22:07:35.506128, cost_time=0:00:07.941906 2021-04-14 22:07:24,956 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.32ms, fps=2650 images/s, loss=0.0423, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:10.492092, arrival_time=2021-04-14 22:07:35.448879, cost_time=0:00:08.908350 2021-04-14 22:07:25,920 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.30ms, fps=2659 images/s, loss=0.0419, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:09.476544, arrival_time=2021-04-14 22:07:35.396519, cost_time=0:00:09.871426 2021-04-14 22:07:26,884 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.50ms, fps=2657 images/s, loss=0.0416, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:08.471516, arrival_time=2021-04-14 22:07:35.355584, cost_time=0:00:10.835626 2021-04-14 22:07:27,858 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.42ms, fps=2629 images/s, loss=0.0412, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:07.479464, arrival_time=2021-04-14 22:07:35.337654, cost_time=0:00:11.809712 2021-04-14 22:07:28,845 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.73ms, fps=2595 images/s, loss=0.0414, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:06.496842, arrival_time=2021-04-14 22:07:35.342190, cost_time=0:00:12.796757 2021-04-14 22:07:29,819 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.65ms, fps=2630 images/s, loss=0.0415, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:05.508328, arrival_time=2021-04-14 22:07:35.327587, cost_time=0:00:13.770821 2021-04-14 22:07:30,784 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.29ms, fps=2652 images/s, loss=0.0417, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:04.519178, arrival_time=2021-04-14 22:07:35.304079, cost_time=0:00:14.736463 2021-04-14 22:07:31,760 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=2.22ms, fps=2625 images/s, loss=0.0418, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:03.535236, arrival_time=2021-04-14 22:07:35.296016, cost_time=0:00:15.712197 2021-04-14 22:07:32,733 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.66ms, fps=2634 images/s, loss=0.0420, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:02.551822, arrival_time=2021-04-14 22:07:35.285358, cost_time=0:00:16.685035 2021-04-14 22:07:33,701 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.49ms, fps=2645 images/s, loss=0.0422, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:01.569200, arrival_time=2021-04-14 22:07:35.271086, cost_time=0:00:17.653458 2021-04-14 22:07:34,661 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.22ms, fps=2668 images/s, loss=0.0422, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:00.587790, arrival_time=2021-04-14 22:07:35.249549, cost_time=0:00:18.613325 2021-04-14 22:07:35,206 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.88ms, fps=2499 images/s, loss=0.0427, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:35.206344, cost_time=0:00:19.157849 2021-04-14 22:07:35,731 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=0.30ms, fps=4894 images/s, loss=1.2716, top1-acc=69.06%, top5-acc=90.78%, remaining_time=0:00:01.569210, arrival_time=2021-04-14 22:07:37.300422, cost_time=0:00:00.523071 2021-04-14 22:07:36,067 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=0.42ms, fps=7635 images/s, loss=1.2004, top1-acc=70.76%, top5-acc=91.39%, remaining_time=0:00:00.858820, arrival_time=2021-04-14 22:07:36.925814, cost_time=0:00:00.858824 2021-04-14 22:07:36,404 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=0.26ms, fps=7605 images/s, loss=1.2054, top1-acc=70.78%, top5-acc=91.37%, remaining_time=0:00:00.398670, arrival_time=2021-04-14 22:07:36.802828, cost_time=0:00:01.196014 2021-04-14 22:07:36,715 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.06ms, fps=7474 images/s, loss=1.1862, top1-acc=71.02%, top5-acc=91.19%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:36.715028, cost_time=0:00:01.506958 2021-04-14 22:07:36,914 INFO : Epoch=0162 complete, best val top1-acc=71.02%, top5-acc=91.19% (epoch=162), remaining_time=0:13:13.759922, arrival_time=2021-04-14 22:20:50.674395, cost_time=0:56:23.923863 2021-04-14 22:07:36,915 INFO : Train start, epoch=0163, lr=0.008646 2021-04-14 22:07:38,047 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=2.42ms, fps=2263 images/s, loss=0.0365, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:21.037716, arrival_time=2021-04-14 22:07:59.084675, cost_time=0:00:01.131059 2021-04-14 22:07:39,011 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.48ms, fps=2658 images/s, loss=0.0381, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:18.435648, arrival_time=2021-04-14 22:07:57.446549, cost_time=0:00:02.094955 2021-04-14 22:07:39,978 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.44ms, fps=2648 images/s, loss=0.0388, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:16.945612, arrival_time=2021-04-14 22:07:56.923905, cost_time=0:00:03.062455 2021-04-14 22:07:40,947 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.37ms, fps=2643 images/s, loss=0.0376, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:15.723084, arrival_time=2021-04-14 22:07:56.670549, cost_time=0:00:04.031556 2021-04-14 22:07:41,924 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.93ms, fps=2622 images/s, loss=0.0381, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:14.625404, arrival_time=2021-04-14 22:07:56.550074, cost_time=0:00:05.008695 2021-04-14 22:07:42,891 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.46ms, fps=2651 images/s, loss=0.0386, top1-acc=99.56%, top5-acc=99.99%, remaining_time=0:00:13.543832, arrival_time=2021-04-14 22:07:56.434939, cost_time=0:00:05.975235 2021-04-14 22:07:43,854 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.32ms, fps=2659 images/s, loss=0.0387, top1-acc=99.57%, top5-acc=99.99%, remaining_time=0:00:12.489624, arrival_time=2021-04-14 22:07:56.344161, cost_time=0:00:06.938651 2021-04-14 22:07:44,822 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.90ms, fps=2647 images/s, loss=0.0390, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:11.464164, arrival_time=2021-04-14 22:07:56.286392, cost_time=0:00:07.906336 2021-04-14 22:07:45,806 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.49ms, fps=2603 images/s, loss=0.0393, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:10.470998, arrival_time=2021-04-14 22:07:56.277364, cost_time=0:00:08.890513 2021-04-14 22:07:46,790 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.56ms, fps=2603 images/s, loss=0.0389, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:09.479520, arrival_time=2021-04-14 22:07:56.269967, cost_time=0:00:09.874547 2021-04-14 22:07:47,757 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=2.03ms, fps=2649 images/s, loss=0.0389, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:08.476160, arrival_time=2021-04-14 22:07:56.233569, cost_time=0:00:10.841603 2021-04-14 22:07:48,721 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=2.31ms, fps=2657 images/s, loss=0.0393, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:07.476728, arrival_time=2021-04-14 22:07:56.198009, cost_time=0:00:11.805395 2021-04-14 22:07:49,699 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.35ms, fps=2617 images/s, loss=0.0395, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:06.490374, arrival_time=2021-04-14 22:07:56.190272, cost_time=0:00:12.784087 2021-04-14 22:07:50,668 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.60ms, fps=2644 images/s, loss=0.0395, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:05.501048, arrival_time=2021-04-14 22:07:56.169446, cost_time=0:00:13.752599 2021-04-14 22:07:51,627 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.30ms, fps=2671 images/s, loss=0.0395, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:04.511496, arrival_time=2021-04-14 22:07:56.138709, cost_time=0:00:14.711409 2021-04-14 22:07:52,589 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.26ms, fps=2663 images/s, loss=0.0397, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:03.526452, arrival_time=2021-04-14 22:07:56.115419, cost_time=0:00:15.673074 2021-04-14 22:07:53,553 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.41ms, fps=2656 images/s, loss=0.0398, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:02.544568, arrival_time=2021-04-14 22:07:56.097849, cost_time=0:00:16.637476 2021-04-14 22:07:54,534 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.67ms, fps=2610 images/s, loss=0.0399, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:01.566112, arrival_time=2021-04-14 22:07:56.100659, cost_time=0:00:17.618678 2021-04-14 22:07:55,532 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.47ms, fps=2567 images/s, loss=0.0401, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:00.587892, arrival_time=2021-04-14 22:07:56.120368, cost_time=0:00:18.616570 2021-04-14 22:07:56,075 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=0.07ms, fps=2506 images/s, loss=0.0406, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:56.075622, cost_time=0:00:19.159807 2021-04-14 22:07:56,542 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=2.25ms, fps=5507 images/s, loss=1.2219, top1-acc=71.48%, top5-acc=90.39%, remaining_time=0:00:01.394460, arrival_time=2021-04-14 22:07:57.936865, cost_time=0:00:00.464816 2021-04-14 22:07:56,882 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=0.22ms, fps=7538 images/s, loss=1.2187, top1-acc=71.21%, top5-acc=90.78%, remaining_time=0:00:00.804760, arrival_time=2021-04-14 22:07:57.687190, cost_time=0:00:00.804761 2021-04-14 22:07:57,219 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.36ms, fps=7603 images/s, loss=1.2098, top1-acc=71.33%, top5-acc=91.09%, remaining_time=0:00:00.380680, arrival_time=2021-04-14 22:07:57.600344, cost_time=0:00:01.142028 2021-04-14 22:07:57,528 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.08ms, fps=7513 images/s, loss=1.2178, top1-acc=71.11%, top5-acc=90.93%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:57.528862, cost_time=0:00:01.451301 2021-04-14 22:07:57,771 INFO : Epoch=0163 complete, best val top1-acc=71.11%, top5-acc=90.93% (epoch=163), remaining_time=0:12:52.864251, arrival_time=2021-04-14 22:20:50.635242, cost_time=0:56:44.780397 2021-04-14 22:07:57,772 INFO : Train start, epoch=0164, lr=0.008210 2021-04-14 22:07:58,903 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.57ms, fps=2264 images/s, loss=0.0428, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:21.031020, arrival_time=2021-04-14 22:08:19.934180, cost_time=0:00:01.130701 2021-04-14 22:07:59,887 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.41ms, fps=2604 images/s, loss=0.0405, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:18.608480, arrival_time=2021-04-14 22:08:18.495533, cost_time=0:00:02.114590 2021-04-14 22:08:00,853 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.56ms, fps=2650 images/s, loss=0.0404, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:17.050026, arrival_time=2021-04-14 22:08:17.903845, cost_time=0:00:03.081328 2021-04-14 22:08:01,831 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.88ms, fps=2619 images/s, loss=0.0399, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:15.831660, arrival_time=2021-04-14 22:08:17.663432, cost_time=0:00:04.059407 2021-04-14 22:08:02,809 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=6.86ms, fps=2620 images/s, loss=0.0396, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:14.707456, arrival_time=2021-04-14 22:08:17.516708, cost_time=0:00:05.036795 2021-04-14 22:08:03,778 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.59ms, fps=2642 images/s, loss=0.0404, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:13.614008, arrival_time=2021-04-14 22:08:17.392563, cost_time=0:00:06.006200 2021-04-14 22:08:04,739 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.48ms, fps=2665 images/s, loss=0.0399, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:12.540780, arrival_time=2021-04-14 22:08:17.280354, cost_time=0:00:06.967131 2021-04-14 22:08:05,697 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.38ms, fps=2674 images/s, loss=0.0397, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:11.491424, arrival_time=2021-04-14 22:08:17.188882, cost_time=0:00:07.925087 2021-04-14 22:08:06,666 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.40ms, fps=2644 images/s, loss=0.0392, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:10.474814, arrival_time=2021-04-14 22:08:17.140964, cost_time=0:00:08.893678 2021-04-14 22:08:07,640 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.46ms, fps=2628 images/s, loss=0.0394, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:09.473568, arrival_time=2021-04-14 22:08:17.114259, cost_time=0:00:09.868308 2021-04-14 22:08:08,602 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.48ms, fps=2662 images/s, loss=0.0398, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:08.467388, arrival_time=2021-04-14 22:08:17.070144, cost_time=0:00:10.830387 2021-04-14 22:08:09,563 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.73ms, fps=2665 images/s, loss=0.0396, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:07.467760, arrival_time=2021-04-14 22:08:17.031452, cost_time=0:00:11.791237 2021-04-14 22:08:10,530 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.41ms, fps=2650 images/s, loss=0.0398, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:06.476976, arrival_time=2021-04-14 22:08:17.007048, cost_time=0:00:12.757695 2021-04-14 22:08:11,490 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.54ms, fps=2667 images/s, loss=0.0399, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:05.487216, arrival_time=2021-04-14 22:08:16.977612, cost_time=0:00:13.717976 2021-04-14 22:08:12,464 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.41ms, fps=2629 images/s, loss=0.0404, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:04.505562, arrival_time=2021-04-14 22:08:16.970043, cost_time=0:00:14.692100 2021-04-14 22:08:13,430 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.38ms, fps=2652 images/s, loss=0.0404, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:03.522996, arrival_time=2021-04-14 22:08:16.953111, cost_time=0:00:15.657742 2021-04-14 22:08:14,408 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.84ms, fps=2618 images/s, loss=0.0407, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:02.544334, arrival_time=2021-04-14 22:08:16.952762, cost_time=0:00:16.635987 2021-04-14 22:08:15,378 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.36ms, fps=2642 images/s, loss=0.0410, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:01.564944, arrival_time=2021-04-14 22:08:16.942974, cost_time=0:00:17.605658 2021-04-14 22:08:16,343 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.38ms, fps=2652 images/s, loss=0.0410, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:00.586464, arrival_time=2021-04-14 22:08:16.930230, cost_time=0:00:18.571392 2021-04-14 22:08:16,893 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.21ms, fps=2478 images/s, loss=0.0414, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:16.892998, cost_time=0:00:19.120546 2021-04-14 22:08:17,465 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=0.27ms, fps=4490 images/s, loss=1.2157, top1-acc=70.98%, top5-acc=91.48%, remaining_time=0:00:01.710270, arrival_time=2021-04-14 22:08:19.175314, cost_time=0:00:00.570092 2021-04-14 22:08:17,799 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=2.38ms, fps=7669 images/s, loss=1.2194, top1-acc=71.07%, top5-acc=91.70%, remaining_time=0:00:00.904340, arrival_time=2021-04-14 22:08:18.703669, cost_time=0:00:00.904349 2021-04-14 22:08:18,133 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=3.17ms, fps=7671 images/s, loss=1.2085, top1-acc=71.00%, top5-acc=91.46%, remaining_time=0:00:00.412840, arrival_time=2021-04-14 22:08:18.546312, cost_time=0:00:01.238527 2021-04-14 22:08:18,439 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.07ms, fps=7582 images/s, loss=1.2047, top1-acc=71.07%, top5-acc=91.29%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:18.439819, cost_time=0:00:01.544898 2021-04-14 22:08:18,580 INFO : Epoch=0164 complete, best val top1-acc=71.11%, top5-acc=90.93% (epoch=163), remaining_time=0:12:31.958712, arrival_time=2021-04-14 22:20:50.539044, cost_time=0:57:05.589748 2021-04-14 22:08:18,581 INFO : Train start, epoch=0165, lr=0.007784 2021-04-14 22:08:19,700 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.46ms, fps=2289 images/s, loss=0.0392, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:20.803728, arrival_time=2021-04-14 22:08:40.503926, cost_time=0:00:01.118481 2021-04-14 22:08:20,686 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.74ms, fps=2597 images/s, loss=0.0384, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:18.521184, arrival_time=2021-04-14 22:08:39.207573, cost_time=0:00:02.104681 2021-04-14 22:08:21,670 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.53ms, fps=2603 images/s, loss=0.0376, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:17.090364, arrival_time=2021-04-14 22:08:38.760894, cost_time=0:00:03.088616 2021-04-14 22:08:22,644 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.45ms, fps=2630 images/s, loss=0.0371, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:15.844920, arrival_time=2021-04-14 22:08:38.489436, cost_time=0:00:04.062793 2021-04-14 22:08:23,612 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.44ms, fps=2647 images/s, loss=0.0371, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:14.688622, arrival_time=2021-04-14 22:08:38.300681, cost_time=0:00:05.030354 2021-04-14 22:08:24,581 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.38ms, fps=2643 images/s, loss=0.0369, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:13.598776, arrival_time=2021-04-14 22:08:38.179917, cost_time=0:00:05.999437 2021-04-14 22:08:25,547 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.70ms, fps=2651 images/s, loss=0.0370, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:12.537882, arrival_time=2021-04-14 22:08:38.085111, cost_time=0:00:06.965486 2021-04-14 22:08:26,522 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.90ms, fps=2627 images/s, loss=0.0366, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:11.513696, arrival_time=2021-04-14 22:08:38.035952, cost_time=0:00:07.940465 2021-04-14 22:08:27,485 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.46ms, fps=2658 images/s, loss=0.0359, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:10.487004, arrival_time=2021-04-14 22:08:37.972757, cost_time=0:00:08.904027 2021-04-14 22:08:28,454 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.86ms, fps=2644 images/s, loss=0.0360, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:09.477792, arrival_time=2021-04-14 22:08:37.932224, cost_time=0:00:09.872734 2021-04-14 22:08:29,423 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.96ms, fps=2644 images/s, loss=0.0363, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:08.475988, arrival_time=2021-04-14 22:08:37.899105, cost_time=0:00:10.841416 2021-04-14 22:08:30,388 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.56ms, fps=2654 images/s, loss=0.0363, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:07.477336, arrival_time=2021-04-14 22:08:37.865454, cost_time=0:00:11.806363 2021-04-14 22:08:31,362 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.29ms, fps=2630 images/s, loss=0.0363, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:06.488460, arrival_time=2021-04-14 22:08:37.850470, cost_time=0:00:12.780306 2021-04-14 22:08:32,337 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.68ms, fps=2625 images/s, loss=0.0368, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:05.502392, arrival_time=2021-04-14 22:08:37.840145, cost_time=0:00:13.755969 2021-04-14 22:08:33,307 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.45ms, fps=2642 images/s, loss=0.0369, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:04.515866, arrival_time=2021-04-14 22:08:37.823232, cost_time=0:00:14.725650 2021-04-14 22:08:34,277 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.37ms, fps=2641 images/s, loss=0.0371, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:03.531492, arrival_time=2021-04-14 22:08:37.808634, cost_time=0:00:15.695441 2021-04-14 22:08:35,250 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.34ms, fps=2631 images/s, loss=0.0375, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:02.549352, arrival_time=2021-04-14 22:08:37.799835, cost_time=0:00:16.668783 2021-04-14 22:08:36,227 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.63ms, fps=2622 images/s, loss=0.0376, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:01.568480, arrival_time=2021-04-14 22:08:37.795641, cost_time=0:00:17.645403 2021-04-14 22:08:37,202 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.31ms, fps=2626 images/s, loss=0.0376, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:00.588018, arrival_time=2021-04-14 22:08:37.790361, cost_time=0:00:18.620636 2021-04-14 22:08:37,752 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.85ms, fps=2474 images/s, loss=0.0377, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:37.752426, cost_time=0:00:19.170724 2021-04-14 22:08:38,318 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.23ms, fps=4541 images/s, loss=1.2388, top1-acc=69.73%, top5-acc=90.74%, remaining_time=0:00:01.691040, arrival_time=2021-04-14 22:08:40.009032, cost_time=0:00:00.563685 2021-04-14 22:08:38,649 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=0.31ms, fps=7734 images/s, loss=1.2044, top1-acc=71.41%, top5-acc=91.05%, remaining_time=0:00:00.895200, arrival_time=2021-04-14 22:08:39.544833, cost_time=0:00:00.895195 2021-04-14 22:08:38,986 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=2.40ms, fps=7622 images/s, loss=1.1971, top1-acc=71.16%, top5-acc=91.39%, remaining_time=0:00:00.410640, arrival_time=2021-04-14 22:08:39.396843, cost_time=0:00:01.231926 2021-04-14 22:08:39,301 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.06ms, fps=7377 images/s, loss=1.2068, top1-acc=70.96%, top5-acc=91.15%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:39.301160, cost_time=0:00:01.546866 2021-04-14 22:08:39,482 INFO : Epoch=0165 complete, best val top1-acc=71.11%, top5-acc=90.93% (epoch=163), remaining_time=0:12:11.073980, arrival_time=2021-04-14 22:20:50.556304, cost_time=0:57:26.491700 2021-04-14 22:08:39,484 INFO : Train start, epoch=0166, lr=0.007368 2021-04-14 22:08:40,682 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.94ms, fps=2137 images/s, loss=0.0359, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:22.278336, arrival_time=2021-04-14 22:09:02.960818, cost_time=0:00:01.197759 2021-04-14 22:08:41,656 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.46ms, fps=2631 images/s, loss=0.0343, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:19.110080, arrival_time=2021-04-14 22:09:00.766442, cost_time=0:00:02.171596 2021-04-14 22:08:42,631 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.83ms, fps=2628 images/s, loss=0.0341, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:17.410246, arrival_time=2021-04-14 22:09:00.041288, cost_time=0:00:03.146419 2021-04-14 22:08:43,597 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.45ms, fps=2651 images/s, loss=0.0343, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:16.038672, arrival_time=2021-04-14 22:08:59.635899, cost_time=0:00:04.112472 2021-04-14 22:08:44,563 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.44ms, fps=2651 images/s, loss=0.0344, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:14.830242, arrival_time=2021-04-14 22:08:59.393868, cost_time=0:00:05.078870 2021-04-14 22:08:45,538 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.34ms, fps=2627 images/s, loss=0.0348, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:13.722536, arrival_time=2021-04-14 22:08:59.261223, cost_time=0:00:06.054072 2021-04-14 22:08:46,503 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=2.22ms, fps=2654 images/s, loss=0.0350, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:12.634020, arrival_time=2021-04-14 22:08:59.137637, cost_time=0:00:07.018915 2021-04-14 22:08:47,480 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.52ms, fps=2623 images/s, loss=0.0353, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:11.593620, arrival_time=2021-04-14 22:08:59.073848, cost_time=0:00:07.995605 2021-04-14 22:08:48,454 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=2.09ms, fps=2629 images/s, loss=0.0352, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:10.564490, arrival_time=2021-04-14 22:08:59.019064, cost_time=0:00:08.969888 2021-04-14 22:08:49,416 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.47ms, fps=2662 images/s, loss=0.0355, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:09.534912, arrival_time=2021-04-14 22:08:58.951769, cost_time=0:00:09.932237 2021-04-14 22:08:50,390 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.41ms, fps=2630 images/s, loss=0.0356, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:08.526470, arrival_time=2021-04-14 22:08:58.917109, cost_time=0:00:10.905938 2021-04-14 22:08:51,377 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.83ms, fps=2596 images/s, loss=0.0360, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:07.531980, arrival_time=2021-04-14 22:08:58.909224, cost_time=0:00:11.892548 2021-04-14 22:08:52,347 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.74ms, fps=2641 images/s, loss=0.0359, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:06.530238, arrival_time=2021-04-14 22:08:58.877378, cost_time=0:00:12.862529 2021-04-14 22:08:53,307 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.61ms, fps=2666 images/s, loss=0.0359, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:05.529272, arrival_time=2021-04-14 22:08:58.837160, cost_time=0:00:13.823182 2021-04-14 22:08:54,278 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=2.12ms, fps=2638 images/s, loss=0.0359, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:04.536888, arrival_time=2021-04-14 22:08:58.815754, cost_time=0:00:14.794257 2021-04-14 22:08:55,253 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.43ms, fps=2628 images/s, loss=0.0358, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:03.548016, arrival_time=2021-04-14 22:08:58.801616, cost_time=0:00:15.768908 2021-04-14 22:08:56,215 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.38ms, fps=2664 images/s, loss=0.0359, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:02.558764, arrival_time=2021-04-14 22:08:58.773805, cost_time=0:00:16.730430 2021-04-14 22:08:57,175 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.57ms, fps=2668 images/s, loss=0.0358, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:01.572480, arrival_time=2021-04-14 22:08:58.747696, cost_time=0:00:17.690370 2021-04-14 22:08:58,142 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.19ms, fps=2648 images/s, loss=0.0358, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:00.589212, arrival_time=2021-04-14 22:08:58.732126, cost_time=0:00:18.658304 2021-04-14 22:08:58,684 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.38ms, fps=2514 images/s, loss=0.0361, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:58.684229, cost_time=0:00:19.199613 2021-04-14 22:08:59,141 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=2.50ms, fps=5628 images/s, loss=1.1998, top1-acc=71.52%, top5-acc=91.41%, remaining_time=0:00:01.364580, arrival_time=2021-04-14 22:09:00.505610, cost_time=0:00:00.454858 2021-04-14 22:08:59,480 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=2.65ms, fps=7546 images/s, loss=1.1884, top1-acc=71.31%, top5-acc=91.35%, remaining_time=0:00:00.794460, arrival_time=2021-04-14 22:09:00.275191, cost_time=0:00:00.794453 2021-04-14 22:08:59,819 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=6.77ms, fps=7560 images/s, loss=1.1972, top1-acc=70.83%, top5-acc=91.34%, remaining_time=0:00:00.377890, arrival_time=2021-04-14 22:09:00.197788, cost_time=0:00:01.133666 2021-04-14 22:09:00,131 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.06ms, fps=7446 images/s, loss=1.1934, top1-acc=71.07%, top5-acc=91.11%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:00.131942, cost_time=0:00:01.445801 2021-04-14 22:09:00,305 INFO : Epoch=0166 complete, best val top1-acc=71.11%, top5-acc=90.93% (epoch=163), remaining_time=0:11:50.173028, arrival_time=2021-04-14 22:20:50.478943, cost_time=0:57:47.315319 2021-04-14 22:09:00,307 INFO : Train start, epoch=0167, lr=0.006963 2021-04-14 22:09:01,462 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=0.24ms, fps=2217 images/s, loss=0.0333, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:21.474630, arrival_time=2021-04-14 22:09:22.936747, cost_time=0:00:01.154550 2021-04-14 22:09:02,427 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.48ms, fps=2656 images/s, loss=0.0305, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:18.651248, arrival_time=2021-04-14 22:09:21.078301, cost_time=0:00:02.119467 2021-04-14 22:09:03,393 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.28ms, fps=2650 images/s, loss=0.0317, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:17.077748, arrival_time=2021-04-14 22:09:20.471471, cost_time=0:00:03.086355 2021-04-14 22:09:04,354 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.52ms, fps=2667 images/s, loss=0.0317, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:15.781272, arrival_time=2021-04-14 22:09:20.135208, cost_time=0:00:04.046484 2021-04-14 22:09:05,323 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.49ms, fps=2641 images/s, loss=0.0318, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:14.647742, arrival_time=2021-04-14 22:09:19.971594, cost_time=0:00:05.016334 2021-04-14 22:09:06,285 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.32ms, fps=2664 images/s, loss=0.0316, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:13.550360, arrival_time=2021-04-14 22:09:19.835821, cost_time=0:00:05.978083 2021-04-14 22:09:07,251 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.62ms, fps=2652 images/s, loss=0.0318, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:12.498696, arrival_time=2021-04-14 22:09:19.749824, cost_time=0:00:06.943687 2021-04-14 22:09:08,220 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.69ms, fps=2641 images/s, loss=0.0322, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:11.474720, arrival_time=2021-04-14 22:09:19.695662, cost_time=0:00:07.913563 2021-04-14 22:09:09,199 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.44ms, fps=2616 images/s, loss=0.0322, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:10.473330, arrival_time=2021-04-14 22:09:19.673115, cost_time=0:00:08.892411 2021-04-14 22:09:10,161 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.49ms, fps=2663 images/s, loss=0.0327, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:09.460032, arrival_time=2021-04-14 22:09:19.621747, cost_time=0:00:09.854170 2021-04-14 22:09:11,135 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.61ms, fps=2630 images/s, loss=0.0329, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:08.465668, arrival_time=2021-04-14 22:09:19.601333, cost_time=0:00:10.828235 2021-04-14 22:09:12,111 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.84ms, fps=2625 images/s, loss=0.0330, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:07.475968, arrival_time=2021-04-14 22:09:19.587536, cost_time=0:00:11.804115 2021-04-14 22:09:13,073 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.67ms, fps=2662 images/s, loss=0.0330, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:06.481332, arrival_time=2021-04-14 22:09:19.555025, cost_time=0:00:12.766254 2021-04-14 22:09:14,064 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.42ms, fps=2585 images/s, loss=0.0328, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:05.502952, arrival_time=2021-04-14 22:09:19.567642, cost_time=0:00:13.757322 2021-04-14 22:09:15,046 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.60ms, fps=2608 images/s, loss=0.0330, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:04.520098, arrival_time=2021-04-14 22:09:19.566973, cost_time=0:00:14.739416 2021-04-14 22:09:16,011 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.37ms, fps=2655 images/s, loss=0.0329, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:03.533472, arrival_time=2021-04-14 22:09:19.545237, cost_time=0:00:15.704262 2021-04-14 22:09:16,979 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.79ms, fps=2646 images/s, loss=0.0331, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:02.549872, arrival_time=2021-04-14 22:09:19.529541, cost_time=0:00:16.672298 2021-04-14 22:09:17,956 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.40ms, fps=2622 images/s, loss=0.0331, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:01.568800, arrival_time=2021-04-14 22:09:19.525294, cost_time=0:00:17.649025 2021-04-14 22:09:18,932 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.62ms, fps=2626 images/s, loss=0.0332, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:00.588144, arrival_time=2021-04-14 22:09:19.520217, cost_time=0:00:18.624620 2021-04-14 22:09:19,475 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=0.08ms, fps=2505 images/s, loss=0.0334, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:19.475513, cost_time=0:00:19.168115 2021-04-14 22:09:20,043 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=0.31ms, fps=4521 images/s, loss=1.2119, top1-acc=71.56%, top5-acc=91.64%, remaining_time=0:00:01.698600, arrival_time=2021-04-14 22:09:21.742172, cost_time=0:00:00.566199 2021-04-14 22:09:20,377 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=6.00ms, fps=7669 images/s, loss=1.1870, top1-acc=71.41%, top5-acc=91.41%, remaining_time=0:00:00.900460, arrival_time=2021-04-14 22:09:21.278315, cost_time=0:00:00.900467 2021-04-14 22:09:20,725 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=0.43ms, fps=7374 images/s, loss=1.1946, top1-acc=71.51%, top5-acc=91.18%, remaining_time=0:00:00.416010, arrival_time=2021-04-14 22:09:21.141631, cost_time=0:00:01.248021 2021-04-14 22:09:21,061 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.07ms, fps=6928 images/s, loss=1.2021, top1-acc=71.49%, top5-acc=91.27%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:21.061183, cost_time=0:00:01.583860 2021-04-14 22:09:21,286 INFO : Epoch=0167 complete, best val top1-acc=71.49%, top5-acc=91.27% (epoch=167), remaining_time=0:11:29.303934, arrival_time=2021-04-14 22:20:50.590207, cost_time=0:58:08.295651 2021-04-14 22:09:21,287 INFO : Train start, epoch=0168, lr=0.006568 2021-04-14 22:09:22,478 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.39ms, fps=2150 images/s, loss=0.0287, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:22.144974, arrival_time=2021-04-14 22:09:44.623518, cost_time=0:00:01.190589 2021-04-14 22:09:23,454 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.33ms, fps=2626 images/s, loss=0.0279, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:19.061504, arrival_time=2021-04-14 22:09:42.515616, cost_time=0:00:02.166083 2021-04-14 22:09:24,420 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.31ms, fps=2651 images/s, loss=0.0282, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:17.333388, arrival_time=2021-04-14 22:09:41.753846, cost_time=0:00:03.132554 2021-04-14 22:09:25,385 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.31ms, fps=2655 images/s, loss=0.0300, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:15.979548, arrival_time=2021-04-14 22:09:41.364792, cost_time=0:00:04.097311 2021-04-14 22:09:26,359 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.99ms, fps=2630 images/s, loss=0.0299, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:14.808050, arrival_time=2021-04-14 22:09:41.167385, cost_time=0:00:05.071238 2021-04-14 22:09:27,329 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.27ms, fps=2641 images/s, loss=0.0302, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:13.694384, arrival_time=2021-04-14 22:09:41.023970, cost_time=0:00:06.041626 2021-04-14 22:09:28,294 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.81ms, fps=2655 images/s, loss=0.0308, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:12.611340, arrival_time=2021-04-14 22:09:40.905512, cost_time=0:00:07.006271 2021-04-14 22:09:29,263 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=2.52ms, fps=2643 images/s, loss=0.0311, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:11.564040, arrival_time=2021-04-14 22:09:40.827222, cost_time=0:00:07.975196 2021-04-14 22:09:30,233 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.48ms, fps=2640 images/s, loss=0.0308, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:10.535552, arrival_time=2021-04-14 22:09:40.768812, cost_time=0:00:08.945301 2021-04-14 22:09:31,197 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.52ms, fps=2658 images/s, loss=0.0307, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:09.512736, arrival_time=2021-04-14 22:09:40.709735, cost_time=0:00:09.909096 2021-04-14 22:09:32,155 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.62ms, fps=2671 images/s, loss=0.0308, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:08.496800, arrival_time=2021-04-14 22:09:40.652703, cost_time=0:00:10.867996 2021-04-14 22:09:33,130 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.54ms, fps=2630 images/s, loss=0.0311, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:07.499832, arrival_time=2021-04-14 22:09:40.629770, cost_time=0:00:11.841845 2021-04-14 22:09:34,091 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.39ms, fps=2663 images/s, loss=0.0310, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:06.500472, arrival_time=2021-04-14 22:09:40.592293, cost_time=0:00:12.803911 2021-04-14 22:09:35,058 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.34ms, fps=2649 images/s, loss=0.0310, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:05.508272, arrival_time=2021-04-14 22:09:40.566907, cost_time=0:00:13.770729 2021-04-14 22:09:36,024 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.31ms, fps=2650 images/s, loss=0.0312, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:04.519362, arrival_time=2021-04-14 22:09:40.544273, cost_time=0:00:14.737009 2021-04-14 22:09:36,998 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.49ms, fps=2631 images/s, loss=0.0314, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:03.534804, arrival_time=2021-04-14 22:09:40.532929, cost_time=0:00:15.710223 2021-04-14 22:09:37,961 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.30ms, fps=2660 images/s, loss=0.0317, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:02.549976, arrival_time=2021-04-14 22:09:40.510999, cost_time=0:00:16.672963 2021-04-14 22:09:38,929 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.32ms, fps=2646 images/s, loss=0.0318, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:01.568112, arrival_time=2021-04-14 22:09:40.497366, cost_time=0:00:17.641344 2021-04-14 22:09:39,888 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.29ms, fps=2669 images/s, loss=0.0317, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:00.587400, arrival_time=2021-04-14 22:09:40.476268, cost_time=0:00:18.600961 2021-04-14 22:09:40,430 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.34ms, fps=2512 images/s, loss=0.0320, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:40.430697, cost_time=0:00:19.142796 2021-04-14 22:09:40,918 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=0.44ms, fps=5269 images/s, loss=1.1998, top1-acc=71.02%, top5-acc=90.86%, remaining_time=0:00:01.457400, arrival_time=2021-04-14 22:09:42.375723, cost_time=0:00:00.485805 2021-04-14 22:09:41,259 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=0.26ms, fps=7513 images/s, loss=1.2141, top1-acc=70.78%, top5-acc=90.70%, remaining_time=0:00:00.827000, arrival_time=2021-04-14 22:09:42.086494, cost_time=0:00:00.826990 2021-04-14 22:09:41,598 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=0.31ms, fps=7563 images/s, loss=1.2132, top1-acc=70.86%, top5-acc=90.72%, remaining_time=0:00:00.388610, arrival_time=2021-04-14 22:09:41.987008, cost_time=0:00:01.165833 2021-04-14 22:09:41,923 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.07ms, fps=7157 images/s, loss=1.2075, top1-acc=71.22%, top5-acc=91.01%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:41.923001, cost_time=0:00:01.490527 2021-04-14 22:09:42,084 INFO : Epoch=0168 complete, best val top1-acc=71.49%, top5-acc=91.27% (epoch=167), remaining_time=0:11:08.398912, arrival_time=2021-04-14 22:20:50.483783, cost_time=0:58:29.094288 2021-04-14 22:09:42,086 INFO : Train start, epoch=0169, lr=0.006185 2021-04-14 22:09:43,239 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=0.25ms, fps=2221 images/s, loss=0.0289, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:21.443382, arrival_time=2021-04-14 22:10:04.682489, cost_time=0:00:01.152866 2021-04-14 22:09:44,210 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.61ms, fps=2639 images/s, loss=0.0295, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:18.688384, arrival_time=2021-04-14 22:10:02.898321, cost_time=0:00:02.123673 2021-04-14 22:09:45,182 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=2.24ms, fps=2635 images/s, loss=0.0291, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:17.130536, arrival_time=2021-04-14 22:10:02.312768, cost_time=0:00:03.095877 2021-04-14 22:09:46,145 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.48ms, fps=2661 images/s, loss=0.0291, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:15.829476, arrival_time=2021-04-14 22:10:01.974477, cost_time=0:00:04.058854 2021-04-14 22:09:47,110 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.89ms, fps=2653 images/s, loss=0.0290, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:14.670518, arrival_time=2021-04-14 22:10:01.780888, cost_time=0:00:05.024145 2021-04-14 22:09:48,078 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.77ms, fps=2647 images/s, loss=0.0293, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:13.581776, arrival_time=2021-04-14 22:10:01.659870, cost_time=0:00:05.991944 2021-04-14 22:09:49,063 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=2.23ms, fps=2601 images/s, loss=0.0297, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:12.558042, arrival_time=2021-04-14 22:10:01.620956, cost_time=0:00:06.976683 2021-04-14 22:09:50,022 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.42ms, fps=2670 images/s, loss=0.0295, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:11.507316, arrival_time=2021-04-14 22:10:01.529565, cost_time=0:00:07.936110 2021-04-14 22:09:50,994 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=2.51ms, fps=2634 images/s, loss=0.0294, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:10.492198, arrival_time=2021-04-14 22:10:01.486917, cost_time=0:00:08.908490 2021-04-14 22:09:51,968 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.40ms, fps=2631 images/s, loss=0.0293, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:09.486624, arrival_time=2021-04-14 22:10:01.454691, cost_time=0:00:09.881923 2021-04-14 22:09:52,930 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.49ms, fps=2662 images/s, loss=0.0292, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:08.477966, arrival_time=2021-04-14 22:10:01.408050, cost_time=0:00:10.843937 2021-04-14 22:09:53,894 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.65ms, fps=2655 images/s, loss=0.0291, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:07.478704, arrival_time=2021-04-14 22:10:01.373427, cost_time=0:00:11.808500 2021-04-14 22:09:54,864 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.49ms, fps=2643 images/s, loss=0.0290, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:06.487206, arrival_time=2021-04-14 22:10:01.351202, cost_time=0:00:12.777840 2021-04-14 22:09:55,840 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.40ms, fps=2623 images/s, loss=0.0292, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:05.501608, arrival_time=2021-04-14 22:10:01.341791, cost_time=0:00:13.754039 2021-04-14 22:09:56,803 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.40ms, fps=2660 images/s, loss=0.0294, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:04.513152, arrival_time=2021-04-14 22:10:01.316090, cost_time=0:00:14.716740 2021-04-14 22:09:57,789 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.41ms, fps=2596 images/s, loss=0.0296, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:03.533220, arrival_time=2021-04-14 22:10:01.322701, cost_time=0:00:15.703248 2021-04-14 22:09:58,761 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.45ms, fps=2635 images/s, loss=0.0300, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:02.550366, arrival_time=2021-04-14 22:10:01.311991, cost_time=0:00:16.675493 2021-04-14 22:09:59,736 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.34ms, fps=2627 images/s, loss=0.0302, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:01.568912, arrival_time=2021-04-14 22:10:01.305326, cost_time=0:00:17.650270 2021-04-14 22:10:00,702 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.40ms, fps=2651 images/s, loss=0.0302, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00.587892, arrival_time=2021-04-14 22:10:01.290527, cost_time=0:00:18.616488 2021-04-14 22:10:01,246 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.20ms, fps=2502 images/s, loss=0.0304, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:01.246548, cost_time=0:00:19.160325 2021-04-14 22:10:01,745 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=4.05ms, fps=5153 images/s, loss=1.2075, top1-acc=70.74%, top5-acc=90.82%, remaining_time=0:00:01.490460, arrival_time=2021-04-14 22:10:03.235803, cost_time=0:00:00.496823 2021-04-14 22:10:02,081 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=0.20ms, fps=7632 images/s, loss=1.2003, top1-acc=71.00%, top5-acc=91.21%, remaining_time=0:00:00.832740, arrival_time=2021-04-14 22:10:02.913951, cost_time=0:00:00.832747 2021-04-14 22:10:02,421 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=0.27ms, fps=7578 images/s, loss=1.2005, top1-acc=71.29%, top5-acc=91.08%, remaining_time=0:00:00.391010, arrival_time=2021-04-14 22:10:02.812539, cost_time=0:00:01.173018 2021-04-14 22:10:02,727 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.07ms, fps=7598 images/s, loss=1.2045, top1-acc=71.33%, top5-acc=91.14%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:02.727307, cost_time=0:00:01.478870 2021-04-14 22:10:02,814 INFO : Epoch=0169 complete, best val top1-acc=71.49%, top5-acc=91.27% (epoch=167), remaining_time=0:10:47.482523, arrival_time=2021-04-14 22:20:50.297222, cost_time=0:58:49.824111 2021-04-14 22:10:02,815 INFO : Train start, epoch=0170, lr=0.005812 2021-04-14 22:10:03,970 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=0.23ms, fps=2218 images/s, loss=0.0261, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:21.466260, arrival_time=2021-04-14 22:10:25.436374, cost_time=0:00:01.154097 2021-04-14 22:10:04,934 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.28ms, fps=2657 images/s, loss=0.0271, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:18.639280, arrival_time=2021-04-14 22:10:23.573417, cost_time=0:00:02.118099 2021-04-14 22:10:05,899 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.51ms, fps=2654 images/s, loss=0.0269, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:17.060152, arrival_time=2021-04-14 22:10:22.959437, cost_time=0:00:03.083173 2021-04-14 22:10:06,896 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.97ms, fps=2568 images/s, loss=0.0278, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:15.914964, arrival_time=2021-04-14 22:10:22.811837, cost_time=0:00:04.080776 2021-04-14 22:10:07,878 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.64ms, fps=2611 images/s, loss=0.0279, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:14.780894, arrival_time=2021-04-14 22:10:22.658885, cost_time=0:00:05.061974 2021-04-14 22:10:08,847 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.49ms, fps=2642 images/s, loss=0.0281, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:13.671128, arrival_time=2021-04-14 22:10:22.518573, cost_time=0:00:06.031378 2021-04-14 22:10:09,831 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=2.06ms, fps=2602 images/s, loss=0.0283, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:12.628350, arrival_time=2021-04-14 22:10:22.460143, cost_time=0:00:07.015762 2021-04-14 22:10:10,799 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.55ms, fps=2646 images/s, loss=0.0286, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:11.576336, arrival_time=2021-04-14 22:10:22.376088, cost_time=0:00:07.983640 2021-04-14 22:10:11,779 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.91ms, fps=2614 images/s, loss=0.0287, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:10.556964, arrival_time=2021-04-14 22:10:22.336520, cost_time=0:00:08.963480 2021-04-14 22:10:12,744 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.27ms, fps=2655 images/s, loss=0.0290, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:09.531168, arrival_time=2021-04-14 22:10:22.275492, cost_time=0:00:09.928306 2021-04-14 22:10:13,717 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.39ms, fps=2632 images/s, loss=0.0291, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:08.522858, arrival_time=2021-04-14 22:10:22.240171, cost_time=0:00:10.901289 2021-04-14 22:10:14,677 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.47ms, fps=2666 images/s, loss=0.0292, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:07.512524, arrival_time=2021-04-14 22:10:22.190423, cost_time=0:00:11.861874 2021-04-14 22:10:15,640 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.55ms, fps=2660 images/s, loss=0.0293, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:06.511032, arrival_time=2021-04-14 22:10:22.151828, cost_time=0:00:12.824780 2021-04-14 22:10:16,620 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.94ms, fps=2614 images/s, loss=0.0295, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:05.521880, arrival_time=2021-04-14 22:10:22.142628, cost_time=0:00:13.804640 2021-04-14 22:10:17,587 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.76ms, fps=2650 images/s, loss=0.0295, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:04.529850, arrival_time=2021-04-14 22:10:22.117137, cost_time=0:00:14.771250 2021-04-14 22:10:18,548 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.30ms, fps=2665 images/s, loss=0.0296, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:03.539736, arrival_time=2021-04-14 22:10:22.087857, cost_time=0:00:15.732101 2021-04-14 22:10:19,518 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.48ms, fps=2640 images/s, loss=0.0295, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:02.554448, arrival_time=2021-04-14 22:10:22.072626, cost_time=0:00:16.702155 2021-04-14 22:10:20,486 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.54ms, fps=2644 images/s, loss=0.0296, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:01.570736, arrival_time=2021-04-14 22:10:22.057615, cost_time=0:00:17.670865 2021-04-14 22:10:21,455 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.38ms, fps=2645 images/s, loss=0.0297, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:00.588606, arrival_time=2021-04-14 22:10:22.043782, cost_time=0:00:18.639169 2021-04-14 22:10:21,999 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.27ms, fps=2499 images/s, loss=0.0298, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:21.999750, cost_time=0:00:19.183694 2021-04-14 22:10:22,474 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=3.87ms, fps=5419 images/s, loss=1.2838, top1-acc=71.13%, top5-acc=90.66%, remaining_time=0:00:01.417320, arrival_time=2021-04-14 22:10:23.891638, cost_time=0:00:00.472439 2021-04-14 22:10:22,817 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=7.11ms, fps=7468 images/s, loss=1.2463, top1-acc=71.41%, top5-acc=90.78%, remaining_time=0:00:00.815600, arrival_time=2021-04-14 22:10:23.633070, cost_time=0:00:00.815599 2021-04-14 22:10:23,145 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.89ms, fps=7830 images/s, loss=1.2077, top1-acc=71.67%, top5-acc=91.07%, remaining_time=0:00:00.380960, arrival_time=2021-04-14 22:10:23.525866, cost_time=0:00:01.142867 2021-04-14 22:10:23,458 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.06ms, fps=7423 images/s, loss=1.2196, top1-acc=71.36%, top5-acc=91.14%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:23.458051, cost_time=0:00:01.456199 2021-04-14 22:10:23,552 INFO : Epoch=0170 complete, best val top1-acc=71.49%, top5-acc=91.27% (epoch=167), remaining_time=0:10:26.569650, arrival_time=2021-04-14 22:20:50.121634, cost_time=0:59:10.561390 2021-04-14 22:10:23,553 INFO : Train start, epoch=0171, lr=0.005450 2021-04-14 22:10:24,732 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=0.34ms, fps=2172 images/s, loss=0.0258, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.921960, arrival_time=2021-04-14 22:10:46.653988, cost_time=0:00:01.178599 2021-04-14 22:10:25,724 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=2.99ms, fps=2581 images/s, loss=0.0258, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:19.105680, arrival_time=2021-04-14 22:10:44.830315, cost_time=0:00:02.171092 2021-04-14 22:10:26,694 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.53ms, fps=2642 images/s, loss=0.0257, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.379204, arrival_time=2021-04-14 22:10:44.073478, cost_time=0:00:03.140811 2021-04-14 22:10:27,670 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.99ms, fps=2623 images/s, loss=0.0266, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:16.058016, arrival_time=2021-04-14 22:10:43.728897, cost_time=0:00:04.117426 2021-04-14 22:10:28,629 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.41ms, fps=2672 images/s, loss=0.0268, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:14.822066, arrival_time=2021-04-14 22:10:43.451562, cost_time=0:00:05.076059 2021-04-14 22:10:29,592 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.49ms, fps=2660 images/s, loss=0.0266, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:13.688536, arrival_time=2021-04-14 22:10:43.281106, cost_time=0:00:06.039081 2021-04-14 22:10:30,551 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.56ms, fps=2671 images/s, loss=0.0274, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:12.596346, arrival_time=2021-04-14 22:10:43.147722, cost_time=0:00:06.997982 2021-04-14 22:10:31,514 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.40ms, fps=2661 images/s, loss=0.0280, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:11.542812, arrival_time=2021-04-14 22:10:43.056859, cost_time=0:00:07.960536 2021-04-14 22:10:32,478 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.88ms, fps=2656 images/s, loss=0.0281, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:10.511914, arrival_time=2021-04-14 22:10:42.990515, cost_time=0:00:08.925174 2021-04-14 22:10:33,468 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.38ms, fps=2588 images/s, loss=0.0278, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:09.518304, arrival_time=2021-04-14 22:10:42.986696, cost_time=0:00:09.914924 2021-04-14 22:10:34,442 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.48ms, fps=2631 images/s, loss=0.0277, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:08.512968, arrival_time=2021-04-14 22:10:42.955039, cost_time=0:00:10.888685 2021-04-14 22:10:35,406 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.92ms, fps=2655 images/s, loss=0.0274, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:07.507204, arrival_time=2021-04-14 22:10:42.913982, cost_time=0:00:11.853421 2021-04-14 22:10:36,371 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.32ms, fps=2654 images/s, loss=0.0275, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:06.507798, arrival_time=2021-04-14 22:10:42.879608, cost_time=0:00:12.818340 2021-04-14 22:10:37,349 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.99ms, fps=2621 images/s, loss=0.0277, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:05.518296, arrival_time=2021-04-14 22:10:42.867441, cost_time=0:00:13.795766 2021-04-14 22:10:38,328 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.73ms, fps=2614 images/s, loss=0.0278, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:04.531138, arrival_time=2021-04-14 22:10:42.859992, cost_time=0:00:14.775437 2021-04-14 22:10:39,304 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.60ms, fps=2625 images/s, loss=0.0280, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:03.544056, arrival_time=2021-04-14 22:10:42.848921, cost_time=0:00:15.751349 2021-04-14 22:10:40,272 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.51ms, fps=2647 images/s, loss=0.0281, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:02.557048, arrival_time=2021-04-14 22:10:42.829658, cost_time=0:00:16.719234 2021-04-14 22:10:41,231 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.59ms, fps=2670 images/s, loss=0.0283, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:01.571408, arrival_time=2021-04-14 22:10:42.803062, cost_time=0:00:17.678284 2021-04-14 22:10:42,191 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.16ms, fps=2670 images/s, loss=0.0282, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00.588546, arrival_time=2021-04-14 22:10:42.779457, cost_time=0:00:18.637334 2021-04-14 22:10:42,732 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.40ms, fps=2513 images/s, loss=0.0283, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:42.732785, cost_time=0:00:19.179409 2021-04-14 22:10:43,220 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=5.93ms, fps=5271 images/s, loss=1.2463, top1-acc=69.88%, top5-acc=91.02%, remaining_time=0:00:01.456950, arrival_time=2021-04-14 22:10:44.677361, cost_time=0:00:00.485653 2021-04-14 22:10:43,587 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=0.30ms, fps=6977 images/s, loss=1.2267, top1-acc=70.45%, top5-acc=90.82%, remaining_time=0:00:00.853220, arrival_time=2021-04-14 22:10:44.441163, cost_time=0:00:00.853229 2021-04-14 22:10:43,921 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.96ms, fps=7677 images/s, loss=1.2012, top1-acc=71.20%, top5-acc=91.07%, remaining_time=0:00:00.395670, arrival_time=2021-04-14 22:10:44.317401, cost_time=0:00:01.187012 2021-04-14 22:10:44,227 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.09ms, fps=7593 images/s, loss=1.2116, top1-acc=71.29%, top5-acc=91.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:44.227581, cost_time=0:00:01.492890 2021-04-14 22:10:44,365 INFO : Epoch=0171 complete, best val top1-acc=71.49%, top5-acc=91.27% (epoch=167), remaining_time=0:10:05.671728, arrival_time=2021-04-14 22:20:50.037001, cost_time=0:59:31.374689 2021-04-14 22:10:44,366 INFO : Train start, epoch=0172, lr=0.005099 2021-04-14 22:10:45,504 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=0.37ms, fps=2250 images/s, loss=0.0277, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:21.160476, arrival_time=2021-04-14 22:11:06.664815, cost_time=0:00:01.137656 2021-04-14 22:10:46,468 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.54ms, fps=2657 images/s, loss=0.0263, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:18.494608, arrival_time=2021-04-14 22:11:04.963042, cost_time=0:00:02.101660 2021-04-14 22:10:47,445 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.89ms, fps=2623 images/s, loss=0.0261, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:17.034588, arrival_time=2021-04-14 22:11:04.479789, cost_time=0:00:03.078548 2021-04-14 22:10:48,412 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.62ms, fps=2649 images/s, loss=0.0262, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:15.777372, arrival_time=2021-04-14 22:11:04.189533, cost_time=0:00:04.045466 2021-04-14 22:10:49,379 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.33ms, fps=2647 images/s, loss=0.0261, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.638398, arrival_time=2021-04-14 22:11:04.018261, cost_time=0:00:05.013138 2021-04-14 22:10:50,349 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=2.09ms, fps=2642 images/s, loss=0.0259, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:13.560968, arrival_time=2021-04-14 22:11:03.910373, cost_time=0:00:05.982763 2021-04-14 22:10:51,320 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.53ms, fps=2639 images/s, loss=0.0255, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:12.515958, arrival_time=2021-04-14 22:11:03.835965, cost_time=0:00:06.953314 2021-04-14 22:10:52,288 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.86ms, fps=2643 images/s, loss=0.0255, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.487364, arrival_time=2021-04-14 22:11:03.776309, cost_time=0:00:07.922339 2021-04-14 22:10:53,254 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.34ms, fps=2652 images/s, loss=0.0254, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.468242, arrival_time=2021-04-14 22:11:03.722949, cost_time=0:00:08.888094 2021-04-14 22:10:54,216 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.27ms, fps=2663 images/s, loss=0.0253, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.455904, arrival_time=2021-04-14 22:11:03.672535, cost_time=0:00:09.849925 2021-04-14 22:10:55,176 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.35ms, fps=2668 images/s, loss=0.0252, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.451650, arrival_time=2021-04-14 22:11:03.628463, cost_time=0:00:10.810215 2021-04-14 22:10:56,173 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=2.59ms, fps=2570 images/s, loss=0.0253, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:07.477564, arrival_time=2021-04-14 22:11:03.650972, cost_time=0:00:11.806719 2021-04-14 22:10:57,145 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.43ms, fps=2636 images/s, loss=0.0254, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.487602, arrival_time=2021-04-14 22:11:03.632901, cost_time=0:00:12.778638 2021-04-14 22:10:58,113 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.72ms, fps=2645 images/s, loss=0.0255, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.498752, arrival_time=2021-04-14 22:11:03.612231, cost_time=0:00:13.746887 2021-04-14 22:10:59,079 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.78ms, fps=2651 images/s, loss=0.0254, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.511956, arrival_time=2021-04-14 22:11:03.591557, cost_time=0:00:14.712950 2021-04-14 22:11:00,075 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=2.01ms, fps=2574 images/s, loss=0.0255, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:03.534336, arrival_time=2021-04-14 22:11:03.609354, cost_time=0:00:15.708203 2021-04-14 22:11:01,078 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.53ms, fps=2553 images/s, loss=0.0256, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:02.555956, arrival_time=2021-04-14 22:11:03.634501, cost_time=0:00:16.711941 2021-04-14 22:11:02,059 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.38ms, fps=2612 images/s, loss=0.0259, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:01.572656, arrival_time=2021-04-14 22:11:03.631730, cost_time=0:00:17.692293 2021-04-14 22:11:03,040 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.19ms, fps=2612 images/s, loss=0.0258, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00.589686, arrival_time=2021-04-14 22:11:03.629798, cost_time=0:00:18.673416 2021-04-14 22:11:03,588 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.20ms, fps=2484 images/s, loss=0.0259, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:11:03.588138, cost_time=0:00:19.221531 2021-04-14 22:11:04,049 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=2.17ms, fps=5577 images/s, loss=1.2557, top1-acc=71.05%, top5-acc=91.13%, remaining_time=0:00:01.377060, arrival_time=2021-04-14 22:11:05.426075, cost_time=0:00:00.459025 2021-04-14 22:11:04,392 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=5.40ms, fps=7477 images/s, loss=1.2096, top1-acc=71.76%, top5-acc=91.27%, remaining_time=0:00:00.801760, arrival_time=2021-04-14 22:11:05.193671, cost_time=0:00:00.801763 2021-04-14 22:11:04,754 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=4.81ms, fps=7066 images/s, loss=1.1930, top1-acc=71.85%, top5-acc=91.34%, remaining_time=0:00:00.388270, arrival_time=2021-04-14 22:11:05.143121, cost_time=0:00:01.164817 2021-04-14 22:11:05,142 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=1.11ms, fps=5990 images/s, loss=1.2008, top1-acc=71.50%, top5-acc=91.30%, remaining_time=0:00:00, arrival_time=2021-04-14 22:11:05.142632, cost_time=0:00:01.552670 2021-04-14 22:11:05,380 INFO : Epoch=0172 complete, best val top1-acc=71.50%, top5-acc=91.30% (epoch=172), remaining_time=0:09:44.807608, arrival_time=2021-04-14 22:20:50.187812, cost_time=0:59:52.389595 2021-04-14 22:11:05,381 INFO : Train start, epoch=0173, lr=0.004759 2021-04-14 22:11:06,533 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=0.25ms, fps=2223 images/s, loss=0.0223, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:21.416784, arrival_time=2021-04-14 22:11:27.949962, cost_time=0:00:01.151440 2021-04-14 22:11:07,503 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.34ms, fps=2640 images/s, loss=0.0223, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:18.671840, arrival_time=2021-04-14 22:11:26.175376, cost_time=0:00:02.121804 2021-04-14 22:11:08,469 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.60ms, fps=2653 images/s, loss=0.0224, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:17.082728, arrival_time=2021-04-14 22:11:25.551702, cost_time=0:00:03.087246 2021-04-14 22:11:09,435 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.55ms, fps=2650 images/s, loss=0.0224, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:15.810288, arrival_time=2021-04-14 22:11:25.245836, cost_time=0:00:04.053909 2021-04-14 22:11:10,395 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.38ms, fps=2668 images/s, loss=0.0227, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.640588, arrival_time=2021-04-14 22:11:25.036185, cost_time=0:00:05.013878 2021-04-14 22:11:11,356 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.27ms, fps=2667 images/s, loss=0.0237, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:13.542064, arrival_time=2021-04-14 22:11:24.898144, cost_time=0:00:05.974444 2021-04-14 22:11:12,322 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.32ms, fps=2651 images/s, loss=0.0243, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:12.493152, arrival_time=2021-04-14 22:11:24.815550, cost_time=0:00:06.940662 2021-04-14 22:11:13,288 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.52ms, fps=2650 images/s, loss=0.0247, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:11.465440, arrival_time=2021-04-14 22:11:24.754332, cost_time=0:00:07.907205 2021-04-14 22:11:14,259 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.42ms, fps=2638 images/s, loss=0.0246, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:10.456370, arrival_time=2021-04-14 22:11:24.716208, cost_time=0:00:08.878056 2021-04-14 22:11:15,225 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.61ms, fps=2651 images/s, loss=0.0250, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:09.450528, arrival_time=2021-04-14 22:11:24.676453, cost_time=0:00:09.844286 2021-04-14 22:11:16,193 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=2.05ms, fps=2648 images/s, loss=0.0252, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:08.452510, arrival_time=2021-04-14 22:11:24.645613, cost_time=0:00:10.811391 2021-04-14 22:11:17,170 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.51ms, fps=2622 images/s, loss=0.0256, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:07.466012, arrival_time=2021-04-14 22:11:24.636191, cost_time=0:00:11.788453 2021-04-14 22:11:18,131 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.43ms, fps=2664 images/s, loss=0.0255, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:06.473148, arrival_time=2021-04-14 22:11:24.604939, cost_time=0:00:12.750139 2021-04-14 22:11:19,096 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=2.04ms, fps=2655 images/s, loss=0.0255, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:05.485928, arrival_time=2021-04-14 22:11:24.582453, cost_time=0:00:13.714836 2021-04-14 22:11:20,071 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.65ms, fps=2627 images/s, loss=0.0256, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:04.504872, arrival_time=2021-04-14 22:11:24.576581, cost_time=0:00:14.689845 2021-04-14 22:11:21,036 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.40ms, fps=2657 images/s, loss=0.0256, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:03.522240, arrival_time=2021-04-14 22:11:24.558237, cost_time=0:00:15.654345 2021-04-14 22:11:22,005 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.43ms, fps=2643 images/s, loss=0.0257, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:02.542410, arrival_time=2021-04-14 22:11:24.547482, cost_time=0:00:16.623437 2021-04-14 22:11:22,976 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.90ms, fps=2637 images/s, loss=0.0256, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:01.563968, arrival_time=2021-04-14 22:11:24.540389, cost_time=0:00:17.594723 2021-04-14 22:11:23,948 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.30ms, fps=2636 images/s, loss=0.0256, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00.586314, arrival_time=2021-04-14 22:11:24.534709, cost_time=0:00:18.566553 2021-04-14 22:11:24,490 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.17ms, fps=2514 images/s, loss=0.0256, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:11:24.490063, cost_time=0:00:19.108433 2021-04-14 22:11:24,935 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=0.33ms, fps=5774 images/s, loss=1.1783, top1-acc=72.07%, top5-acc=91.29%, remaining_time=0:00:01.329990, arrival_time=2021-04-14 22:11:26.265113, cost_time=0:00:00.443326 2021-04-14 22:11:25,270 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=0.30ms, fps=7637 images/s, loss=1.1794, top1-acc=71.74%, top5-acc=91.33%, remaining_time=0:00:00.778920, arrival_time=2021-04-14 22:11:26.049652, cost_time=0:00:00.778913 2021-04-14 22:11:25,613 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=0.21ms, fps=7488 images/s, loss=1.1698, top1-acc=72.07%, top5-acc=91.42%, remaining_time=0:00:00.373750, arrival_time=2021-04-14 22:11:25.986820, cost_time=0:00:01.121253 2021-04-14 22:11:25,976 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.09ms, fps=6391 images/s, loss=1.1709, top1-acc=72.00%, top5-acc=91.31%, remaining_time=0:00:00, arrival_time=2021-04-14 22:11:25.976525, cost_time=0:00:01.484748 2021-04-14 22:11:26,250 INFO : Epoch=0173 complete, best val top1-acc=72.00%, top5-acc=91.31% (epoch=173), remaining_time=0:09:23.919246, arrival_time=2021-04-14 22:20:50.170143, cost_time=1:00:13.260293 2021-04-14 22:11:26,252 INFO : Train start, epoch=0174, lr=0.004430 2021-04-14 22:11:27,474 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=0.46ms, fps=2095 images/s, loss=0.0240, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:22.727154, arrival_time=2021-04-14 22:11:50.201279, cost_time=0:00:01.221890 2021-04-14 22:11:28,441 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.37ms, fps=2648 images/s, loss=0.0252, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:19.262144, arrival_time=2021-04-14 22:11:47.703254, cost_time=0:00:02.188878 2021-04-14 22:11:29,410 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.42ms, fps=2641 images/s, loss=0.0250, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:17.477642, arrival_time=2021-04-14 22:11:46.888483, cost_time=0:00:03.158606 2021-04-14 22:11:30,382 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.32ms, fps=2636 images/s, loss=0.0242, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:16.107156, arrival_time=2021-04-14 22:11:46.489582, cost_time=0:00:04.130033 2021-04-14 22:11:31,355 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.31ms, fps=2632 images/s, loss=0.0236, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:14.902074, arrival_time=2021-04-14 22:11:46.257749, cost_time=0:00:05.103443 2021-04-14 22:11:32,322 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.47ms, fps=2650 images/s, loss=0.0236, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:13.758576, arrival_time=2021-04-14 22:11:46.080768, cost_time=0:00:06.069949 2021-04-14 22:11:33,289 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.52ms, fps=2647 images/s, loss=0.0246, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:12.667284, arrival_time=2021-04-14 22:11:45.956923, cost_time=0:00:07.037405 2021-04-14 22:11:34,251 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.55ms, fps=2662 images/s, loss=0.0248, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:11.599304, arrival_time=2021-04-14 22:11:45.851058, cost_time=0:00:07.999528 2021-04-14 22:11:35,222 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=2.16ms, fps=2639 images/s, loss=0.0245, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:10.564490, arrival_time=2021-04-14 22:11:45.786670, cost_time=0:00:08.969856 2021-04-14 22:11:36,191 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.36ms, fps=2643 images/s, loss=0.0245, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:09.541344, arrival_time=2021-04-14 22:11:45.732470, cost_time=0:00:09.938869 2021-04-14 22:11:37,161 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.85ms, fps=2640 images/s, loss=0.0246, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:08.528964, arrival_time=2021-04-14 22:11:45.690328, cost_time=0:00:10.909136 2021-04-14 22:11:38,131 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.42ms, fps=2641 images/s, loss=0.0247, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:07.523316, arrival_time=2021-04-14 22:11:45.654461, cost_time=0:00:11.878918 2021-04-14 22:11:39,101 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.50ms, fps=2638 images/s, loss=0.0247, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.523638, arrival_time=2021-04-14 22:11:45.625492, cost_time=0:00:12.849620 2021-04-14 22:11:40,072 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.50ms, fps=2639 images/s, loss=0.0247, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:05.527984, arrival_time=2021-04-14 22:11:45.600224, cost_time=0:00:13.819975 2021-04-14 22:11:41,037 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.59ms, fps=2653 images/s, loss=0.0247, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:04.534128, arrival_time=2021-04-14 22:11:45.571684, cost_time=0:00:14.785273 2021-04-14 22:11:42,017 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.69ms, fps=2614 images/s, loss=0.0247, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:03.547188, arrival_time=2021-04-14 22:11:45.564811, cost_time=0:00:15.765230 2021-04-14 22:11:42,994 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.77ms, fps=2622 images/s, loss=0.0247, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:02.560584, arrival_time=2021-04-14 22:11:45.555162, cost_time=0:00:16.742351 2021-04-14 22:11:43,965 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.39ms, fps=2638 images/s, loss=0.0248, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:01.574496, arrival_time=2021-04-14 22:11:45.539733, cost_time=0:00:17.712996 2021-04-14 22:11:44,926 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.38ms, fps=2665 images/s, loss=0.0247, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00.589698, arrival_time=2021-04-14 22:11:45.515812, cost_time=0:00:18.673848 2021-04-14 22:11:45,470 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.28ms, fps=2499 images/s, loss=0.0248, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:11:45.470728, cost_time=0:00:19.218499 2021-04-14 22:11:45,915 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=3.78ms, fps=5778 images/s, loss=1.1354, top1-acc=72.81%, top5-acc=92.15%, remaining_time=0:00:01.329120, arrival_time=2021-04-14 22:11:47.244800, cost_time=0:00:00.443041 2021-04-14 22:11:46,255 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=0.20ms, fps=7552 images/s, loss=1.1665, top1-acc=72.34%, top5-acc=91.43%, remaining_time=0:00:00.782360, arrival_time=2021-04-14 22:11:47.037362, cost_time=0:00:00.782357 2021-04-14 22:11:46,592 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=0.31ms, fps=7604 images/s, loss=1.1933, top1-acc=71.67%, top5-acc=91.18%, remaining_time=0:00:00.373120, arrival_time=2021-04-14 22:11:46.965139, cost_time=0:00:01.119345 2021-04-14 22:11:46,899 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.06ms, fps=7549 images/s, loss=1.1914, top1-acc=71.52%, top5-acc=91.05%, remaining_time=0:00:00, arrival_time=2021-04-14 22:11:46.899717, cost_time=0:00:01.427090 2021-04-14 22:11:47,078 INFO : Epoch=0174 complete, best val top1-acc=72.00%, top5-acc=91.31% (epoch=173), remaining_time=0:09:03.024690, arrival_time=2021-04-14 22:20:50.103566, cost_time=1:00:34.088230 2021-04-14 22:11:47,081 INFO : Train start, epoch=0175, lr=0.004112 2021-04-14 22:11:48,215 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.34ms, fps=2258 images/s, loss=0.0244, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:21.083100, arrival_time=2021-04-14 22:12:09.298044, cost_time=0:00:01.133504 2021-04-14 22:11:49,174 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.95ms, fps=2671 images/s, loss=0.0258, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:18.414704, arrival_time=2021-04-14 22:12:07.588720, cost_time=0:00:02.092584 2021-04-14 22:11:50,139 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.42ms, fps=2653 images/s, loss=0.0250, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:16.921044, arrival_time=2021-04-14 22:12:07.060430, cost_time=0:00:03.058023 2021-04-14 22:11:51,104 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.63ms, fps=2655 images/s, loss=0.0249, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:15.688296, arrival_time=2021-04-14 22:12:06.792355, cost_time=0:00:04.022627 2021-04-14 22:11:52,063 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.39ms, fps=2670 images/s, loss=0.0246, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:14.547002, arrival_time=2021-04-14 22:12:06.610214, cost_time=0:00:04.981865 2021-04-14 22:11:53,048 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.63ms, fps=2600 images/s, loss=0.0247, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:13.525200, arrival_time=2021-04-14 22:12:06.573757, cost_time=0:00:05.967030 2021-04-14 22:11:54,016 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.39ms, fps=2647 images/s, loss=0.0240, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.482820, arrival_time=2021-04-14 22:12:06.499048, cost_time=0:00:06.934878 2021-04-14 22:11:54,987 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.43ms, fps=2638 images/s, loss=0.0238, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.463236, arrival_time=2021-04-14 22:12:06.450323, cost_time=0:00:07.905646 2021-04-14 22:11:55,946 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.48ms, fps=2671 images/s, loss=0.0234, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:10.440682, arrival_time=2021-04-14 22:12:06.386741, cost_time=0:00:08.864723 2021-04-14 22:11:56,916 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.40ms, fps=2639 images/s, loss=0.0234, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.441600, arrival_time=2021-04-14 22:12:06.358061, cost_time=0:00:09.834987 2021-04-14 22:11:57,884 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.76ms, fps=2645 images/s, loss=0.0232, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.446404, arrival_time=2021-04-14 22:12:06.331281, cost_time=0:00:10.803526 2021-04-14 22:11:58,849 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.82ms, fps=2654 images/s, loss=0.0233, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.453472, arrival_time=2021-04-14 22:12:06.303425, cost_time=0:00:11.768610 2021-04-14 22:11:59,826 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.40ms, fps=2622 images/s, loss=0.0235, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.470706, arrival_time=2021-04-14 22:12:06.297538, cost_time=0:00:12.745388 2021-04-14 22:12:00,789 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.51ms, fps=2662 images/s, loss=0.0233, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:05.483072, arrival_time=2021-04-14 22:12:06.272054, cost_time=0:00:13.707623 2021-04-14 22:12:01,751 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.52ms, fps=2660 images/s, loss=0.0233, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.498938, arrival_time=2021-04-14 22:12:06.250788, cost_time=0:00:14.670510 2021-04-14 22:12:02,711 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.50ms, fps=2667 images/s, loss=0.0234, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.516876, arrival_time=2021-04-14 22:12:06.228803, cost_time=0:00:15.630582 2021-04-14 22:12:03,671 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.82ms, fps=2669 images/s, loss=0.0236, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:02.537288, arrival_time=2021-04-14 22:12:06.208732, cost_time=0:00:16.590013 2021-04-14 22:12:04,638 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.28ms, fps=2648 images/s, loss=0.0236, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:01.560656, arrival_time=2021-04-14 22:12:06.199332, cost_time=0:00:17.557331 2021-04-14 22:12:05,611 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.70ms, fps=2633 images/s, loss=0.0237, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00.585156, arrival_time=2021-04-14 22:12:06.196529, cost_time=0:00:18.529985 2021-04-14 22:12:06,160 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.27ms, fps=2481 images/s, loss=0.0240, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:06.160022, cost_time=0:00:19.078675 2021-04-14 22:12:06,623 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=2.73ms, fps=5545 images/s, loss=1.2295, top1-acc=71.52%, top5-acc=90.47%, remaining_time=0:00:01.385100, arrival_time=2021-04-14 22:12:08.008729, cost_time=0:00:00.461700 2021-04-14 22:12:06,993 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=0.43ms, fps=6931 images/s, loss=1.2114, top1-acc=71.21%, top5-acc=90.90%, remaining_time=0:00:00.831520, arrival_time=2021-04-14 22:12:07.824979, cost_time=0:00:00.831521 2021-04-14 22:12:07,371 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=0.42ms, fps=6780 images/s, loss=1.1953, top1-acc=71.54%, top5-acc=91.03%, remaining_time=0:00:00.403190, arrival_time=2021-04-14 22:12:07.774794, cost_time=0:00:01.209578 2021-04-14 22:12:07,681 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.07ms, fps=7490 images/s, loss=1.2100, top1-acc=71.44%, top5-acc=91.07%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:07.681915, cost_time=0:00:01.520040 2021-04-14 22:12:07,778 INFO : Epoch=0175 complete, best val top1-acc=72.00%, top5-acc=91.31% (epoch=173), remaining_time=0:08:42.112500, arrival_time=2021-04-14 22:20:49.890523, cost_time=1:00:54.787425 2021-04-14 22:12:07,779 INFO : Train start, epoch=0176, lr=0.003806 2021-04-14 22:12:08,956 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=0.50ms, fps=2175 images/s, loss=0.0218, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:21.890898, arrival_time=2021-04-14 22:12:30.847475, cost_time=0:00:01.176933 2021-04-14 22:12:09,926 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.50ms, fps=2642 images/s, loss=0.0217, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:18.889376, arrival_time=2021-04-14 22:12:28.815385, cost_time=0:00:02.146519 2021-04-14 22:12:10,898 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.53ms, fps=2634 images/s, loss=0.0231, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:17.257194, arrival_time=2021-04-14 22:12:28.155637, cost_time=0:00:03.118767 2021-04-14 22:12:11,886 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.68ms, fps=2593 images/s, loss=0.0230, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:16.016520, arrival_time=2021-04-14 22:12:27.902905, cost_time=0:00:04.106808 2021-04-14 22:12:12,865 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.40ms, fps=2618 images/s, loss=0.0234, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:14.848930, arrival_time=2021-04-14 22:12:27.713883, cost_time=0:00:05.085246 2021-04-14 22:12:13,835 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.52ms, fps=2639 images/s, loss=0.0234, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:13.727568, arrival_time=2021-04-14 22:12:27.563338, cost_time=0:00:06.056273 2021-04-14 22:12:14,808 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.47ms, fps=2634 images/s, loss=0.0234, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:12.651660, arrival_time=2021-04-14 22:12:27.460004, cost_time=0:00:07.028699 2021-04-14 22:12:15,781 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.44ms, fps=2633 images/s, loss=0.0233, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:11.602668, arrival_time=2021-04-14 22:12:27.383988, cost_time=0:00:08.001822 2021-04-14 22:12:16,751 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.37ms, fps=2641 images/s, loss=0.0232, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:10.566398, arrival_time=2021-04-14 22:12:27.317356, cost_time=0:00:08.971466 2021-04-14 22:12:17,713 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.39ms, fps=2661 images/s, loss=0.0231, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:09.536448, arrival_time=2021-04-14 22:12:27.249858, cost_time=0:00:09.933751 2021-04-14 22:12:18,683 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.50ms, fps=2641 images/s, loss=0.0231, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:08.524836, arrival_time=2021-04-14 22:12:27.208208, cost_time=0:00:10.903824 2021-04-14 22:12:19,660 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.47ms, fps=2622 images/s, loss=0.0230, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:07.524532, arrival_time=2021-04-14 22:12:27.184870, cost_time=0:00:11.880797 2021-04-14 22:12:20,634 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.42ms, fps=2629 images/s, loss=0.0231, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:06.526344, arrival_time=2021-04-14 22:12:27.160903, cost_time=0:00:12.854973 2021-04-14 22:12:21,593 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.43ms, fps=2671 images/s, loss=0.0232, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:05.525576, arrival_time=2021-04-14 22:12:27.119039, cost_time=0:00:13.813975 2021-04-14 22:12:22,553 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.61ms, fps=2669 images/s, loss=0.0233, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:04.530540, arrival_time=2021-04-14 22:12:27.083685, cost_time=0:00:14.773556 2021-04-14 22:12:23,516 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.63ms, fps=2660 images/s, loss=0.0233, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:03.540780, arrival_time=2021-04-14 22:12:27.057015, cost_time=0:00:15.736741 2021-04-14 22:12:24,480 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.38ms, fps=2655 images/s, loss=0.0233, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:02.554344, arrival_time=2021-04-14 22:12:27.035264, cost_time=0:00:16.701429 2021-04-14 22:12:25,447 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.40ms, fps=2649 images/s, loss=0.0233, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.570528, arrival_time=2021-04-14 22:12:27.018370, cost_time=0:00:17.668354 2021-04-14 22:12:26,425 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.38ms, fps=2621 images/s, loss=0.0233, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00.588804, arrival_time=2021-04-14 22:12:27.013793, cost_time=0:00:18.645430 2021-04-14 22:12:26,966 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.21ms, fps=2512 images/s, loss=0.0233, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:26.966865, cost_time=0:00:19.187369 2021-04-14 22:12:27,481 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=0.19ms, fps=4990 images/s, loss=1.2093, top1-acc=72.07%, top5-acc=90.90%, remaining_time=0:00:01.539060, arrival_time=2021-04-14 22:12:29.020661, cost_time=0:00:00.513022 2021-04-14 22:12:27,817 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=2.36ms, fps=7636 images/s, loss=1.2055, top1-acc=71.76%, top5-acc=90.92%, remaining_time=0:00:00.848660, arrival_time=2021-04-14 22:12:28.665913, cost_time=0:00:00.848651 2021-04-14 22:12:28,159 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=2.94ms, fps=7500 images/s, loss=1.1963, top1-acc=71.73%, top5-acc=91.17%, remaining_time=0:00:00.396820, arrival_time=2021-04-14 22:12:28.555842, cost_time=0:00:01.190458 2021-04-14 22:12:28,469 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.07ms, fps=7486 images/s, loss=1.1718, top1-acc=72.12%, top5-acc=91.48%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:28.469289, cost_time=0:00:01.500750 2021-04-14 22:12:28,735 INFO : Epoch=0176 complete, best val top1-acc=72.12%, top5-acc=91.48% (epoch=176), remaining_time=0:08:21.237912, arrival_time=2021-04-14 22:20:49.973302, cost_time=1:01:15.744754 2021-04-14 22:12:28,736 INFO : Train start, epoch=0177, lr=0.003511 2021-04-14 22:12:29,895 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=0.23ms, fps=2210 images/s, loss=0.0220, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:21.543822, arrival_time=2021-04-14 22:12:51.439233, cost_time=0:00:01.158266 2021-04-14 22:12:30,858 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=2.15ms, fps=2661 images/s, loss=0.0217, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:18.664624, arrival_time=2021-04-14 22:12:49.522804, cost_time=0:00:02.120988 2021-04-14 22:12:31,829 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.41ms, fps=2637 images/s, loss=0.0214, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:17.112110, arrival_time=2021-04-14 22:12:48.941713, cost_time=0:00:03.092556 2021-04-14 22:12:32,797 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.54ms, fps=2647 images/s, loss=0.0214, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:15.834936, arrival_time=2021-04-14 22:12:48.632342, cost_time=0:00:04.060226 2021-04-14 22:12:33,764 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.44ms, fps=2650 images/s, loss=0.0228, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:14.679132, arrival_time=2021-04-14 22:12:48.443418, cost_time=0:00:05.027117 2021-04-14 22:12:34,729 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.44ms, fps=2653 images/s, loss=0.0228, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:13.583408, arrival_time=2021-04-14 22:12:48.313146, cost_time=0:00:05.992698 2021-04-14 22:12:35,697 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.46ms, fps=2647 images/s, loss=0.0231, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:12.528684, arrival_time=2021-04-14 22:12:48.226161, cost_time=0:00:06.960350 2021-04-14 22:12:36,662 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.55ms, fps=2654 images/s, loss=0.0228, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:11.491888, arrival_time=2021-04-14 22:12:48.154330, cost_time=0:00:07.925404 2021-04-14 22:12:37,637 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.76ms, fps=2627 images/s, loss=0.0228, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.482446, arrival_time=2021-04-14 22:12:48.119794, cost_time=0:00:08.900152 2021-04-14 22:12:38,609 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.31ms, fps=2636 images/s, loss=0.0226, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.477216, arrival_time=2021-04-14 22:12:48.086375, cost_time=0:00:09.872125 2021-04-14 22:12:39,574 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.37ms, fps=2654 images/s, loss=0.0226, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.472548, arrival_time=2021-04-14 22:12:48.046724, cost_time=0:00:10.836954 2021-04-14 22:12:40,548 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=2.29ms, fps=2629 images/s, loss=0.0224, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.480680, arrival_time=2021-04-14 22:12:48.029385, cost_time=0:00:11.811586 2021-04-14 22:12:41,531 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.55ms, fps=2608 images/s, loss=0.0225, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.495390, arrival_time=2021-04-14 22:12:48.026377, cost_time=0:00:12.793954 2021-04-14 22:12:42,504 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=2.10ms, fps=2632 images/s, loss=0.0225, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:05.506760, arrival_time=2021-04-14 22:12:48.010805, cost_time=0:00:13.766926 2021-04-14 22:12:43,472 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.40ms, fps=2646 images/s, loss=0.0225, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.518718, arrival_time=2021-04-14 22:12:47.990754, cost_time=0:00:14.734994 2021-04-14 22:12:44,429 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.45ms, fps=2675 images/s, loss=0.0227, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.530772, arrival_time=2021-04-14 22:12:47.960120, cost_time=0:00:15.692312 2021-04-14 22:12:45,410 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.42ms, fps=2610 images/s, loss=0.0228, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.550080, arrival_time=2021-04-14 22:12:47.960764, cost_time=0:00:16.673598 2021-04-14 22:12:46,396 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.61ms, fps=2598 images/s, loss=0.0228, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.569712, arrival_time=2021-04-14 22:12:47.966145, cost_time=0:00:17.659302 2021-04-14 22:12:47,372 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.32ms, fps=2623 images/s, loss=0.0228, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.588504, arrival_time=2021-04-14 22:12:47.961440, cost_time=0:00:18.635899 2021-04-14 22:12:47,916 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=0.06ms, fps=2503 images/s, loss=0.0229, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:47.916782, cost_time=0:00:19.179651 2021-04-14 22:12:48,397 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=2.14ms, fps=5344 images/s, loss=1.2193, top1-acc=70.74%, top5-acc=91.13%, remaining_time=0:00:01.437000, arrival_time=2021-04-14 22:12:49.834885, cost_time=0:00:00.478999 2021-04-14 22:12:48,741 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=4.02ms, fps=7470 images/s, loss=1.1807, top1-acc=71.70%, top5-acc=91.41%, remaining_time=0:00:00.822240, arrival_time=2021-04-14 22:12:49.563352, cost_time=0:00:00.822238 2021-04-14 22:12:49,085 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=0.41ms, fps=7449 images/s, loss=1.1824, top1-acc=71.47%, top5-acc=91.43%, remaining_time=0:00:00.388780, arrival_time=2021-04-14 22:12:49.474213, cost_time=0:00:01.166354 2021-04-14 22:12:49,418 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.08ms, fps=6987 images/s, loss=1.1649, top1-acc=71.59%, top5-acc=91.31%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:49.418154, cost_time=0:00:01.499338 2021-04-14 22:12:49,543 INFO : Epoch=0177 complete, best val top1-acc=72.12%, top5-acc=91.48% (epoch=176), remaining_time=0:08:00.343063, arrival_time=2021-04-14 22:20:49.886785, cost_time=1:01:36.553128 2021-04-14 22:12:49,545 INFO : Train start, epoch=0178, lr=0.003228 2021-04-14 22:12:50,692 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.94ms, fps=2231 images/s, loss=0.0208, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.340524, arrival_time=2021-04-14 22:13:12.033188, cost_time=0:00:01.147336 2021-04-14 22:12:51,661 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.32ms, fps=2646 images/s, loss=0.0214, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.619216, arrival_time=2021-04-14 22:13:10.280333, cost_time=0:00:02.115825 2021-04-14 22:12:52,624 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.42ms, fps=2658 images/s, loss=0.0218, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:17.040564, arrival_time=2021-04-14 22:13:09.665394, cost_time=0:00:03.079633 2021-04-14 22:12:53,594 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.32ms, fps=2642 images/s, loss=0.0223, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:15.792036, arrival_time=2021-04-14 22:13:09.386529, cost_time=0:00:04.049242 2021-04-14 22:12:54,563 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=2.45ms, fps=2644 images/s, loss=0.0224, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.653144, arrival_time=2021-04-14 22:13:09.216553, cost_time=0:00:05.018176 2021-04-14 22:12:55,530 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.40ms, fps=2649 images/s, loss=0.0226, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:13.566408, arrival_time=2021-04-14 22:13:09.096736, cost_time=0:00:05.985168 2021-04-14 22:12:56,500 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.83ms, fps=2640 images/s, loss=0.0228, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:12.519738, arrival_time=2021-04-14 22:13:09.020410, cost_time=0:00:06.955421 2021-04-14 22:12:57,474 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.37ms, fps=2631 images/s, loss=0.0226, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.497340, arrival_time=2021-04-14 22:13:08.971711, cost_time=0:00:07.929201 2021-04-14 22:12:58,437 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.49ms, fps=2660 images/s, loss=0.0225, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:10.472906, arrival_time=2021-04-14 22:13:08.910109, cost_time=0:00:08.892052 2021-04-14 22:12:59,405 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.41ms, fps=2646 images/s, loss=0.0224, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.465600, arrival_time=2021-04-14 22:13:08.870845, cost_time=0:00:09.860006 2021-04-14 22:13:00,375 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.51ms, fps=2639 images/s, loss=0.0225, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.467474, arrival_time=2021-04-14 22:13:08.843130, cost_time=0:00:10.830468 2021-04-14 22:13:01,362 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.40ms, fps=2595 images/s, loss=0.0225, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.484328, arrival_time=2021-04-14 22:13:08.846950, cost_time=0:00:11.817306 2021-04-14 22:13:02,328 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.60ms, fps=2652 images/s, loss=0.0226, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.489978, arrival_time=2021-04-14 22:13:08.818467, cost_time=0:00:12.783315 2021-04-14 22:13:03,289 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.53ms, fps=2665 images/s, loss=0.0225, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.497744, arrival_time=2021-04-14 22:13:08.787234, cost_time=0:00:13.744338 2021-04-14 22:13:04,254 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.77ms, fps=2655 images/s, loss=0.0226, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.510714, arrival_time=2021-04-14 22:13:08.764684, cost_time=0:00:14.708817 2021-04-14 22:13:05,213 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.35ms, fps=2668 images/s, loss=0.0228, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:03.525444, arrival_time=2021-04-14 22:13:08.739352, cost_time=0:00:15.668676 2021-04-14 22:13:06,179 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.35ms, fps=2653 images/s, loss=0.0227, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:02.544074, arrival_time=2021-04-14 22:13:08.723603, cost_time=0:00:16.634349 2021-04-14 22:13:07,139 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.36ms, fps=2668 images/s, loss=0.0226, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.563920, arrival_time=2021-04-14 22:13:08.703251, cost_time=0:00:17.594178 2021-04-14 22:13:08,104 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.16ms, fps=2654 images/s, loss=0.0227, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.586074, arrival_time=2021-04-14 22:13:08.690300, cost_time=0:00:18.559072 2021-04-14 22:13:08,645 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=0.07ms, fps=2514 images/s, loss=0.0230, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:08.645484, cost_time=0:00:19.100343 2021-04-14 22:13:09,146 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=0.20ms, fps=5131 images/s, loss=1.1237, top1-acc=72.70%, top5-acc=92.15%, remaining_time=0:00:01.496790, arrival_time=2021-04-14 22:13:10.643160, cost_time=0:00:00.498933 2021-04-14 22:13:09,482 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=2.14ms, fps=7624 images/s, loss=1.1450, top1-acc=72.85%, top5-acc=91.89%, remaining_time=0:00:00.835280, arrival_time=2021-04-14 22:13:10.317917, cost_time=0:00:00.835285 2021-04-14 22:13:09,814 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.39ms, fps=7730 images/s, loss=1.1736, top1-acc=72.53%, top5-acc=91.45%, remaining_time=0:00:00.388940, arrival_time=2021-04-14 22:13:10.203094, cost_time=0:00:01.166814 2021-04-14 22:13:10,119 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.05ms, fps=7614 images/s, loss=1.1814, top1-acc=71.97%, top5-acc=91.32%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:10.119174, cost_time=0:00:01.471859 2021-04-14 22:13:10,224 INFO : Epoch=0178 complete, best val top1-acc=72.12%, top5-acc=91.48% (epoch=176), remaining_time=0:07:39.433348, arrival_time=2021-04-14 22:20:49.657395, cost_time=1:01:57.233456 2021-04-14 22:13:10,225 INFO : Train start, epoch=0179, lr=0.002956 2021-04-14 22:13:11,403 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=0.52ms, fps=2173 images/s, loss=0.0236, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.910428, arrival_time=2021-04-14 22:13:33.314082, cost_time=0:00:01.177979 2021-04-14 22:13:12,390 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=2.04ms, fps=2597 images/s, loss=0.0228, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:19.048128, arrival_time=2021-04-14 22:13:31.438237, cost_time=0:00:02.164559 2021-04-14 22:13:13,406 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=15.63ms, fps=2520 images/s, loss=0.0233, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:17.601312, arrival_time=2021-04-14 22:13:31.007970, cost_time=0:00:03.180953 2021-04-14 22:13:14,379 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.76ms, fps=2633 images/s, loss=0.0231, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:16.201224, arrival_time=2021-04-14 22:13:30.581071, cost_time=0:00:04.154163 2021-04-14 22:13:15,369 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=2.09ms, fps=2589 images/s, loss=0.0231, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:15.020188, arrival_time=2021-04-14 22:13:30.389611, cost_time=0:00:05.143887 2021-04-14 22:13:16,345 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.47ms, fps=2624 images/s, loss=0.0229, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:13.872000, arrival_time=2021-04-14 22:13:30.217687, cost_time=0:00:06.120002 2021-04-14 22:13:17,316 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=3.85ms, fps=2637 images/s, loss=0.0224, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:12.764556, arrival_time=2021-04-14 22:13:30.081493, cost_time=0:00:07.091411 2021-04-14 22:13:18,281 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.48ms, fps=2657 images/s, loss=0.0221, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.680272, arrival_time=2021-04-14 22:13:29.961265, cost_time=0:00:08.055377 2021-04-14 22:13:19,240 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.32ms, fps=2670 images/s, loss=0.0220, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:10.617278, arrival_time=2021-04-14 22:13:29.857433, cost_time=0:00:09.014628 2021-04-14 22:13:20,206 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.60ms, fps=2651 images/s, loss=0.0218, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.581472, arrival_time=2021-04-14 22:13:29.787842, cost_time=0:00:09.980739 2021-04-14 22:13:21,165 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.69ms, fps=2671 images/s, loss=0.0219, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.552872, arrival_time=2021-04-14 22:13:29.718085, cost_time=0:00:10.939678 2021-04-14 22:13:22,132 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.85ms, fps=2649 images/s, loss=0.0219, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:07.540872, arrival_time=2021-04-14 22:13:29.673004, cost_time=0:00:11.906623 2021-04-14 22:13:23,111 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.37ms, fps=2617 images/s, loss=0.0221, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.541722, arrival_time=2021-04-14 22:13:29.652628, cost_time=0:00:12.885229 2021-04-14 22:13:24,084 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.47ms, fps=2632 images/s, loss=0.0220, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:05.543440, arrival_time=2021-04-14 22:13:29.627557, cost_time=0:00:13.858585 2021-04-14 22:13:25,048 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.52ms, fps=2656 images/s, loss=0.0220, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.545674, arrival_time=2021-04-14 22:13:29.594083, cost_time=0:00:14.822877 2021-04-14 22:13:26,015 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.38ms, fps=2649 images/s, loss=0.0220, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.552660, arrival_time=2021-04-14 22:13:29.567889, cost_time=0:00:15.789591 2021-04-14 22:13:26,985 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.91ms, fps=2639 images/s, loss=0.0220, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:02.563366, arrival_time=2021-04-14 22:13:29.549312, cost_time=0:00:16.760412 2021-04-14 22:13:27,958 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.51ms, fps=2633 images/s, loss=0.0220, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.576256, arrival_time=2021-04-14 22:13:29.534676, cost_time=0:00:17.732889 2021-04-14 22:13:28,927 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.34ms, fps=2643 images/s, loss=0.0221, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00.590586, arrival_time=2021-04-14 22:13:29.518117, cost_time=0:00:18.701942 2021-04-14 22:13:29,469 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=0.08ms, fps=2510 images/s, loss=0.0222, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:29.469895, cost_time=0:00:19.244242 2021-04-14 22:13:29,966 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=1.94ms, fps=5180 images/s, loss=1.1632, top1-acc=72.66%, top5-acc=90.78%, remaining_time=0:00:01.482690, arrival_time=2021-04-14 22:13:31.448936, cost_time=0:00:00.494228 2021-04-14 22:13:30,328 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=2.20ms, fps=7075 images/s, loss=1.1984, top1-acc=71.58%, top5-acc=90.86%, remaining_time=0:00:00.856460, arrival_time=2021-04-14 22:13:31.184948, cost_time=0:00:00.856467 2021-04-14 22:13:30,664 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=0.27ms, fps=7620 images/s, loss=1.1603, top1-acc=72.40%, top5-acc=91.29%, remaining_time=0:00:00.397590, arrival_time=2021-04-14 22:13:31.062443, cost_time=0:00:01.192780 2021-04-14 22:13:31,016 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.09ms, fps=6602 images/s, loss=1.1923, top1-acc=72.05%, top5-acc=91.27%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:31.016710, cost_time=0:00:01.544721 2021-04-14 22:13:31,122 INFO : Epoch=0179 complete, best val top1-acc=72.12%, top5-acc=91.48% (epoch=176), remaining_time=0:07:18.551757, arrival_time=2021-04-14 22:20:49.673918, cost_time=1:02:18.131569 2021-04-14 22:13:31,123 INFO : Train start, epoch=0180, lr=0.002696 2021-04-14 22:13:32,276 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.49ms, fps=2221 images/s, loss=0.0207, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.443010, arrival_time=2021-04-14 22:13:53.719585, cost_time=0:00:01.152854 2021-04-14 22:13:33,250 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.92ms, fps=2630 images/s, loss=0.0210, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:18.715488, arrival_time=2021-04-14 22:13:51.965948, cost_time=0:00:02.126758 2021-04-14 22:13:34,224 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=2.57ms, fps=2630 images/s, loss=0.0212, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:17.156598, arrival_time=2021-04-14 22:13:51.380881, cost_time=0:00:03.100600 2021-04-14 22:13:35,198 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=2.33ms, fps=2632 images/s, loss=0.0209, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:15.890316, arrival_time=2021-04-14 22:13:51.088437, cost_time=0:00:04.074432 2021-04-14 22:13:36,164 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.39ms, fps=2650 images/s, loss=0.0207, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.719574, arrival_time=2021-04-14 22:13:50.884249, cost_time=0:00:05.040973 2021-04-14 22:13:37,123 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.60ms, fps=2672 images/s, loss=0.0206, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:13.599048, arrival_time=2021-04-14 22:13:50.722240, cost_time=0:00:05.999572 2021-04-14 22:13:38,096 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.70ms, fps=2633 images/s, loss=0.0206, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:12.549978, arrival_time=2021-04-14 22:13:50.645963, cost_time=0:00:06.972222 2021-04-14 22:13:39,082 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.71ms, fps=2596 images/s, loss=0.0207, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.540840, arrival_time=2021-04-14 22:13:50.623722, cost_time=0:00:07.959213 2021-04-14 22:13:40,087 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=2.36ms, fps=2551 images/s, loss=0.0208, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.556858, arrival_time=2021-04-14 22:13:50.643939, cost_time=0:00:08.963348 2021-04-14 22:13:41,059 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.85ms, fps=2634 images/s, loss=0.0207, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.538560, arrival_time=2021-04-14 22:13:50.598329, cost_time=0:00:09.935999 2021-04-14 22:13:42,047 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=2.15ms, fps=2594 images/s, loss=0.0206, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.540230, arrival_time=2021-04-14 22:13:50.587497, cost_time=0:00:10.923502 2021-04-14 22:13:43,036 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.87ms, fps=2590 images/s, loss=0.0205, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.544672, arrival_time=2021-04-14 22:13:50.581051, cost_time=0:00:11.912691 2021-04-14 22:13:44,022 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.87ms, fps=2602 images/s, loss=0.0206, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.548586, arrival_time=2021-04-14 22:13:50.570991, cost_time=0:00:12.898702 2021-04-14 22:13:44,998 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=2.05ms, fps=2626 images/s, loss=0.0206, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:05.549712, arrival_time=2021-04-14 22:13:50.547767, cost_time=0:00:13.874284 2021-04-14 22:13:45,979 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.38ms, fps=2611 images/s, loss=0.0207, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.555748, arrival_time=2021-04-14 22:13:50.535019, cost_time=0:00:14.855647 2021-04-14 22:13:46,970 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=2.02ms, fps=2583 images/s, loss=0.0208, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.565584, arrival_time=2021-04-14 22:13:50.536257, cost_time=0:00:15.846966 2021-04-14 22:13:47,938 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.44ms, fps=2648 images/s, loss=0.0210, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.571608, arrival_time=2021-04-14 22:13:50.509686, cost_time=0:00:16.814381 2021-04-14 22:13:48,916 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.36ms, fps=2617 images/s, loss=0.0211, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.581616, arrival_time=2021-04-14 22:13:50.498512, cost_time=0:00:17.793106 2021-04-14 22:13:49,886 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.21ms, fps=2642 images/s, loss=0.0211, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.592512, arrival_time=2021-04-14 22:13:50.479140, cost_time=0:00:18.762963 2021-04-14 22:13:50,437 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.36ms, fps=2470 images/s, loss=0.0211, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:50.437611, cost_time=0:00:19.313956 2021-04-14 22:13:50,935 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=24.03ms, fps=5175 images/s, loss=1.1771, top1-acc=71.84%, top5-acc=91.13%, remaining_time=0:00:01.484070, arrival_time=2021-04-14 22:13:52.419390, cost_time=0:00:00.494691 2021-04-14 22:13:51,303 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=0.22ms, fps=6970 images/s, loss=1.1824, top1-acc=71.27%, top5-acc=90.96%, remaining_time=0:00:00.862340, arrival_time=2021-04-14 22:13:52.165406, cost_time=0:00:00.862344 2021-04-14 22:13:51,630 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.90ms, fps=7828 images/s, loss=1.1916, top1-acc=71.34%, top5-acc=90.83%, remaining_time=0:00:00.396650, arrival_time=2021-04-14 22:13:52.027225, cost_time=0:00:01.189936 2021-04-14 22:13:51,937 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.08ms, fps=7577 images/s, loss=1.2050, top1-acc=71.52%, top5-acc=91.11%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:51.937123, cost_time=0:00:01.496522 2021-04-14 22:13:52,093 INFO : Epoch=0180 complete, best val top1-acc=72.12%, top5-acc=91.48% (epoch=176), remaining_time=0:06:57.678120, arrival_time=2021-04-14 22:20:49.771719, cost_time=1:02:39.102999 2021-04-14 22:13:52,094 INFO : Train start, epoch=0181, lr=0.002447 2021-04-14 22:13:53,240 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.42ms, fps=2234 images/s, loss=0.0211, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.310392, arrival_time=2021-04-14 22:14:14.551187, cost_time=0:00:01.145719 2021-04-14 22:13:54,198 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.42ms, fps=2674 images/s, loss=0.0213, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.510448, arrival_time=2021-04-14 22:14:12.709135, cost_time=0:00:02.103466 2021-04-14 22:13:55,168 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.70ms, fps=2643 images/s, loss=0.0204, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.003878, arrival_time=2021-04-14 22:14:12.171922, cost_time=0:00:03.072991 2021-04-14 22:13:56,138 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.54ms, fps=2638 images/s, loss=0.0207, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:15.770352, arrival_time=2021-04-14 22:14:11.909094, cost_time=0:00:04.043700 2021-04-14 22:13:57,104 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.54ms, fps=2653 images/s, loss=0.0206, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.626718, arrival_time=2021-04-14 22:14:11.730894, cost_time=0:00:05.009134 2021-04-14 22:13:58,074 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.29ms, fps=2640 images/s, loss=0.0208, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:13.552400, arrival_time=2021-04-14 22:14:11.626577, cost_time=0:00:05.979019 2021-04-14 22:13:59,038 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.37ms, fps=2657 images/s, loss=0.0206, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:12.497814, arrival_time=2021-04-14 22:14:11.536082, cost_time=0:00:06.943226 2021-04-14 22:14:00,014 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.31ms, fps=2624 images/s, loss=0.0204, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.482956, arrival_time=2021-04-14 22:14:11.497451, cost_time=0:00:07.919258 2021-04-14 22:14:00,976 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.45ms, fps=2662 images/s, loss=0.0205, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.460822, arrival_time=2021-04-14 22:14:11.437724, cost_time=0:00:08.881807 2021-04-14 22:14:01,950 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.33ms, fps=2632 images/s, loss=0.0207, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.460800, arrival_time=2021-04-14 22:14:11.410966, cost_time=0:00:09.855042 2021-04-14 22:14:02,910 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.52ms, fps=2666 images/s, loss=0.0208, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.456036, arrival_time=2021-04-14 22:14:11.366947, cost_time=0:00:10.815863 2021-04-14 22:14:03,868 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.47ms, fps=2674 images/s, loss=0.0210, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.456588, arrival_time=2021-04-14 22:14:11.325145, cost_time=0:00:11.773511 2021-04-14 22:14:04,847 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=2.03ms, fps=2617 images/s, loss=0.0210, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.474072, arrival_time=2021-04-14 22:14:11.321088, cost_time=0:00:12.751915 2021-04-14 22:14:05,832 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.82ms, fps=2600 images/s, loss=0.0209, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.494832, arrival_time=2021-04-14 22:14:11.326985, cost_time=0:00:13.737062 2021-04-14 22:14:06,809 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.58ms, fps=2622 images/s, loss=0.0209, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.512232, arrival_time=2021-04-14 22:14:11.321246, cost_time=0:00:14.713874 2021-04-14 22:14:07,768 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.33ms, fps=2668 images/s, loss=0.0210, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.526596, arrival_time=2021-04-14 22:14:11.295491, cost_time=0:00:15.673838 2021-04-14 22:14:08,729 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.56ms, fps=2666 images/s, loss=0.0212, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.544126, arrival_time=2021-04-14 22:14:11.273780, cost_time=0:00:16.634597 2021-04-14 22:14:09,693 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.65ms, fps=2658 images/s, loss=0.0213, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:01.564272, arrival_time=2021-04-14 22:14:11.257316, cost_time=0:00:17.597996 2021-04-14 22:14:10,660 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.25ms, fps=2648 images/s, loss=0.0213, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.586272, arrival_time=2021-04-14 22:14:11.246508, cost_time=0:00:18.565197 2021-04-14 22:14:11,201 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.38ms, fps=2517 images/s, loss=0.0215, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:11.200982, cost_time=0:00:19.105944 2021-04-14 22:14:11,687 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=2.38ms, fps=5283 images/s, loss=1.1743, top1-acc=71.91%, top5-acc=90.20%, remaining_time=0:00:01.453650, arrival_time=2021-04-14 22:14:13.140953, cost_time=0:00:00.484546 2021-04-14 22:14:12,071 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=0.45ms, fps=6668 images/s, loss=1.1588, top1-acc=71.93%, top5-acc=91.15%, remaining_time=0:00:00.868860, arrival_time=2021-04-14 22:14:12.940555, cost_time=0:00:00.868854 2021-04-14 22:14:12,406 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=0.40ms, fps=7666 images/s, loss=1.1808, top1-acc=71.87%, top5-acc=90.76%, remaining_time=0:00:00.401150, arrival_time=2021-04-14 22:14:12.807352, cost_time=0:00:01.203451 2021-04-14 22:14:12,716 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.11ms, fps=7490 images/s, loss=1.1816, top1-acc=71.90%, top5-acc=90.79%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:12.716316, cost_time=0:00:01.513573 2021-04-14 22:14:12,846 INFO : Epoch=0181 complete, best val top1-acc=72.12%, top5-acc=91.48% (epoch=176), remaining_time=0:06:36.780477, arrival_time=2021-04-14 22:20:49.627210, cost_time=1:02:59.856134 2021-04-14 22:14:12,848 INFO : Train start, epoch=0182, lr=0.002210 2021-04-14 22:14:13,986 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=0.23ms, fps=2249 images/s, loss=0.0189, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.174612, arrival_time=2021-04-14 22:14:35.161228, cost_time=0:00:01.138419 2021-04-14 22:14:14,950 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.39ms, fps=2657 images/s, loss=0.0195, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:18.501120, arrival_time=2021-04-14 22:14:33.451789, cost_time=0:00:02.102400 2021-04-14 22:14:15,922 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.98ms, fps=2637 images/s, loss=0.0196, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:17.008360, arrival_time=2021-04-14 22:14:32.930422, cost_time=0:00:03.073795 2021-04-14 22:14:16,887 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.46ms, fps=2653 images/s, loss=0.0197, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:15.753972, arrival_time=2021-04-14 22:14:32.641667, cost_time=0:00:04.039493 2021-04-14 22:14:17,857 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.86ms, fps=2643 images/s, loss=0.0200, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:14.625258, arrival_time=2021-04-14 22:14:32.482237, cost_time=0:00:05.008657 2021-04-14 22:14:18,837 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.39ms, fps=2613 images/s, loss=0.0201, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:13.575520, arrival_time=2021-04-14 22:14:32.412932, cost_time=0:00:05.989215 2021-04-14 22:14:19,811 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.38ms, fps=2631 images/s, loss=0.0200, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.532464, arrival_time=2021-04-14 22:14:32.343384, cost_time=0:00:06.962481 2021-04-14 22:14:20,787 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.34ms, fps=2624 images/s, loss=0.0200, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.511724, arrival_time=2021-04-14 22:14:32.299004, cost_time=0:00:07.939087 2021-04-14 22:14:21,760 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.79ms, fps=2633 images/s, loss=0.0198, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.496014, arrival_time=2021-04-14 22:14:32.256090, cost_time=0:00:08.911702 2021-04-14 22:14:22,729 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.46ms, fps=2642 images/s, loss=0.0200, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:09.486336, arrival_time=2021-04-14 22:14:32.216079, cost_time=0:00:09.881551 2021-04-14 22:14:23,697 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.48ms, fps=2648 images/s, loss=0.0199, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.481836, arrival_time=2021-04-14 22:14:32.178897, cost_time=0:00:10.848810 2021-04-14 22:14:24,665 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=2.04ms, fps=2644 images/s, loss=0.0201, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.484404, arrival_time=2021-04-14 22:14:32.150174, cost_time=0:00:11.817501 2021-04-14 22:14:25,631 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.39ms, fps=2652 images/s, loss=0.0202, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.490044, arrival_time=2021-04-14 22:14:32.121637, cost_time=0:00:12.783371 2021-04-14 22:14:26,595 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.59ms, fps=2656 images/s, loss=0.0204, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:05.499088, arrival_time=2021-04-14 22:14:32.095022, cost_time=0:00:13.747754 2021-04-14 22:14:27,562 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.59ms, fps=2651 images/s, loss=0.0205, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.512232, arrival_time=2021-04-14 22:14:32.074249, cost_time=0:00:14.713757 2021-04-14 22:14:28,522 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.34ms, fps=2666 images/s, loss=0.0206, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.526776, arrival_time=2021-04-14 22:14:32.049583, cost_time=0:00:15.674635 2021-04-14 22:14:29,485 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.57ms, fps=2659 images/s, loss=0.0207, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.544594, arrival_time=2021-04-14 22:14:32.030451, cost_time=0:00:16.637681 2021-04-14 22:14:30,451 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.55ms, fps=2653 images/s, loss=0.0207, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.564704, arrival_time=2021-04-14 22:14:32.016008, cost_time=0:00:17.602973 2021-04-14 22:14:31,415 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.38ms, fps=2657 images/s, loss=0.0206, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.586332, arrival_time=2021-04-14 22:14:32.001653, cost_time=0:00:18.567146 2021-04-14 22:14:31,980 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=0.11ms, fps=2406 images/s, loss=0.0209, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:31.980930, cost_time=0:00:19.132688 2021-04-14 22:14:32,527 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=0.19ms, fps=4713 images/s, loss=1.1881, top1-acc=71.99%, top5-acc=91.52%, remaining_time=0:00:01.629600, arrival_time=2021-04-14 22:14:34.156965, cost_time=0:00:00.543197 2021-04-14 22:14:32,860 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=2.41ms, fps=7699 images/s, loss=1.1776, top1-acc=71.87%, top5-acc=91.84%, remaining_time=0:00:00.876060, arrival_time=2021-04-14 22:14:33.736326, cost_time=0:00:00.876054 2021-04-14 22:14:33,208 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=0.30ms, fps=7355 images/s, loss=1.1825, top1-acc=72.25%, top5-acc=91.35%, remaining_time=0:00:00.408190, arrival_time=2021-04-14 22:14:33.616970, cost_time=0:00:01.224577 2021-04-14 22:14:33,551 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.05ms, fps=6784 images/s, loss=1.1943, top1-acc=71.99%, top5-acc=91.35%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:33.551199, cost_time=0:00:01.567054 2021-04-14 22:14:33,678 INFO : Epoch=0182 complete, best val top1-acc=72.12%, top5-acc=91.48% (epoch=176), remaining_time=0:06:15.892236, arrival_time=2021-04-14 22:20:49.571062, cost_time=1:03:20.688233 2021-04-14 22:14:33,680 INFO : Train start, epoch=0183, lr=0.001985 2021-04-14 22:14:34,851 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=0.21ms, fps=2185 images/s, loss=0.0181, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.788784, arrival_time=2021-04-14 22:14:56.640510, cost_time=0:00:01.171435 2021-04-14 22:14:35,823 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.56ms, fps=2638 images/s, loss=0.0185, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.855584, arrival_time=2021-04-14 22:14:54.678564, cost_time=0:00:02.142689 2021-04-14 22:14:36,798 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.74ms, fps=2627 images/s, loss=0.0183, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.253376, arrival_time=2021-04-14 22:14:54.051614, cost_time=0:00:03.118092 2021-04-14 22:14:37,772 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.62ms, fps=2629 images/s, loss=0.0182, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.960048, arrival_time=2021-04-14 22:14:53.732688, cost_time=0:00:04.092321 2021-04-14 22:14:38,737 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.32ms, fps=2655 images/s, loss=0.0183, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.767316, arrival_time=2021-04-14 22:14:53.504767, cost_time=0:00:05.057279 2021-04-14 22:14:39,710 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.40ms, fps=2633 images/s, loss=0.0185, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.668544, arrival_time=2021-04-14 22:14:53.378980, cost_time=0:00:06.030219 2021-04-14 22:14:40,681 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.78ms, fps=2637 images/s, loss=0.0185, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.603024, arrival_time=2021-04-14 22:14:53.284859, cost_time=0:00:07.001703 2021-04-14 22:14:41,650 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.45ms, fps=2644 images/s, loss=0.0186, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.557080, arrival_time=2021-04-14 22:14:53.207645, cost_time=0:00:07.970437 2021-04-14 22:14:42,629 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.48ms, fps=2618 images/s, loss=0.0187, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.539580, arrival_time=2021-04-14 22:14:53.168617, cost_time=0:00:08.948734 2021-04-14 22:14:43,598 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.41ms, fps=2642 images/s, loss=0.0189, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.521952, arrival_time=2021-04-14 22:14:53.120750, cost_time=0:00:09.918665 2021-04-14 22:14:44,561 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.53ms, fps=2660 images/s, loss=0.0190, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.507292, arrival_time=2021-04-14 22:14:53.068897, cost_time=0:00:10.881436 2021-04-14 22:14:45,528 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.39ms, fps=2648 images/s, loss=0.0193, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.504088, arrival_time=2021-04-14 22:14:53.032835, cost_time=0:00:11.848520 2021-04-14 22:14:46,499 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.40ms, fps=2640 images/s, loss=0.0195, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.508062, arrival_time=2021-04-14 22:14:53.007101, cost_time=0:00:12.818900 2021-04-14 22:14:47,466 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=2.19ms, fps=2647 images/s, loss=0.0195, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.514488, arrival_time=2021-04-14 22:14:52.980893, cost_time=0:00:13.786281 2021-04-14 22:14:48,445 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.34ms, fps=2615 images/s, loss=0.0195, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.528056, arrival_time=2021-04-14 22:14:52.973629, cost_time=0:00:14.765433 2021-04-14 22:14:49,411 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.50ms, fps=2653 images/s, loss=0.0195, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.539448, arrival_time=2021-04-14 22:14:52.950545, cost_time=0:00:15.730861 2021-04-14 22:14:50,380 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.28ms, fps=2644 images/s, loss=0.0195, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.554084, arrival_time=2021-04-14 22:14:52.934045, cost_time=0:00:16.699829 2021-04-14 22:14:51,340 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.44ms, fps=2668 images/s, loss=0.0197, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.569760, arrival_time=2021-04-14 22:14:52.909770, cost_time=0:00:17.659873 2021-04-14 22:14:52,310 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.15ms, fps=2638 images/s, loss=0.0198, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.588336, arrival_time=2021-04-14 22:14:52.899137, cost_time=0:00:18.630672 2021-04-14 22:14:52,852 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=0.08ms, fps=2513 images/s, loss=0.0200, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:52.852506, cost_time=0:00:19.172341 2021-04-14 22:14:53,306 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=1.99ms, fps=5671 images/s, loss=1.1807, top1-acc=71.48%, top5-acc=91.02%, remaining_time=0:00:01.354290, arrival_time=2021-04-14 22:14:54.660274, cost_time=0:00:00.451431 2021-04-14 22:14:53,665 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=2.77ms, fps=7138 images/s, loss=1.1852, top1-acc=71.95%, top5-acc=91.46%, remaining_time=0:00:00.810660, arrival_time=2021-04-14 22:14:54.475809, cost_time=0:00:00.810655 2021-04-14 22:14:54,006 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.00ms, fps=7527 images/s, loss=1.1731, top1-acc=72.15%, top5-acc=91.38%, remaining_time=0:00:00.383740, arrival_time=2021-04-14 22:14:54.389825, cost_time=0:00:01.151228 2021-04-14 22:14:54,312 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.06ms, fps=7581 images/s, loss=1.1931, top1-acc=71.84%, top5-acc=91.35%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:54.312496, cost_time=0:00:01.458055 2021-04-14 22:14:54,437 INFO : Epoch=0183 complete, best val top1-acc=72.12%, top5-acc=91.48% (epoch=176), remaining_time=0:05:54.997757, arrival_time=2021-04-14 22:20:49.434774, cost_time=1:03:41.446427 2021-04-14 22:14:54,438 INFO : Train start, epoch=0184, lr=0.001772 2021-04-14 22:14:55,569 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=0.34ms, fps=2263 images/s, loss=0.0199, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.040320, arrival_time=2021-04-14 22:15:16.610018, cost_time=0:00:01.131205 2021-04-14 22:14:56,541 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=2.66ms, fps=2635 images/s, loss=0.0203, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.508336, arrival_time=2021-04-14 22:15:15.050062, cost_time=0:00:02.103223 2021-04-14 22:14:57,502 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.36ms, fps=2666 images/s, loss=0.0199, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.954576, arrival_time=2021-04-14 22:15:14.457071, cost_time=0:00:03.064080 2021-04-14 22:14:58,469 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.38ms, fps=2650 images/s, loss=0.0196, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.719340, arrival_time=2021-04-14 22:15:14.188476, cost_time=0:00:04.030616 2021-04-14 22:14:59,429 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.53ms, fps=2667 images/s, loss=0.0198, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.573720, arrival_time=2021-04-14 22:15:14.003193, cost_time=0:00:04.991000 2021-04-14 22:15:00,407 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.41ms, fps=2621 images/s, loss=0.0196, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:13.528328, arrival_time=2021-04-14 22:15:13.935249, cost_time=0:00:05.968376 2021-04-14 22:15:01,367 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.47ms, fps=2667 images/s, loss=0.0195, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.472110, arrival_time=2021-04-14 22:15:13.839503, cost_time=0:00:06.928967 2021-04-14 22:15:02,358 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.78ms, fps=2585 images/s, loss=0.0196, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.483304, arrival_time=2021-04-14 22:15:13.841322, cost_time=0:00:07.919504 2021-04-14 22:15:03,336 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.42ms, fps=2619 images/s, loss=0.0196, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.479478, arrival_time=2021-04-14 22:15:13.815552, cost_time=0:00:08.897654 2021-04-14 22:15:04,302 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.62ms, fps=2652 images/s, loss=0.0195, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.468960, arrival_time=2021-04-14 22:15:13.770953, cost_time=0:00:09.863455 2021-04-14 22:15:05,276 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.47ms, fps=2628 images/s, loss=0.0197, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.473666, arrival_time=2021-04-14 22:15:13.750500, cost_time=0:00:10.838413 2021-04-14 22:15:06,241 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.48ms, fps=2655 images/s, loss=0.0199, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.475284, arrival_time=2021-04-14 22:15:13.716779, cost_time=0:00:11.803034 2021-04-14 22:15:07,211 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.36ms, fps=2642 images/s, loss=0.0198, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.484434, arrival_time=2021-04-14 22:15:13.695412, cost_time=0:00:12.772421 2021-04-14 22:15:08,173 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.30ms, fps=2663 images/s, loss=0.0199, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.493824, arrival_time=2021-04-14 22:15:13.666830, cost_time=0:00:13.734587 2021-04-14 22:15:09,143 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=2.01ms, fps=2640 images/s, loss=0.0198, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.509426, arrival_time=2021-04-14 22:15:13.652526, cost_time=0:00:14.704678 2021-04-14 22:15:10,103 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.54ms, fps=2666 images/s, loss=0.0198, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.524688, arrival_time=2021-04-14 22:15:13.628442, cost_time=0:00:15.665293 2021-04-14 22:15:11,073 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=2.02ms, fps=2642 images/s, loss=0.0197, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.544126, arrival_time=2021-04-14 22:15:13.617153, cost_time=0:00:16.634615 2021-04-14 22:15:12,035 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.45ms, fps=2660 images/s, loss=0.0198, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.564192, arrival_time=2021-04-14 22:15:13.599854, cost_time=0:00:17.597241 2021-04-14 22:15:12,999 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.43ms, fps=2656 images/s, loss=0.0199, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.586152, arrival_time=2021-04-14 22:15:13.586067, cost_time=0:00:18.561503 2021-04-14 22:15:13,560 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.60ms, fps=2427 images/s, loss=0.0199, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:13.560651, cost_time=0:00:19.122232 2021-04-14 22:15:14,027 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=9.92ms, fps=5503 images/s, loss=1.1618, top1-acc=72.30%, top5-acc=91.76%, remaining_time=0:00:01.395510, arrival_time=2021-04-14 22:15:15.423302, cost_time=0:00:00.465167 2021-04-14 22:15:14,416 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=0.24ms, fps=6595 images/s, loss=1.1790, top1-acc=71.99%, top5-acc=91.29%, remaining_time=0:00:00.853860, arrival_time=2021-04-14 22:15:15.270288, cost_time=0:00:00.853863 2021-04-14 22:15:14,810 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=23.36ms, fps=6508 images/s, loss=1.1623, top1-acc=71.98%, top5-acc=91.67%, remaining_time=0:00:00.415850, arrival_time=2021-04-14 22:15:15.226107, cost_time=0:00:01.247548 2021-04-14 22:15:15,128 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.08ms, fps=7298 images/s, loss=1.1531, top1-acc=71.81%, top5-acc=91.44%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:15.128724, cost_time=0:00:01.566161 2021-04-14 22:15:15,256 INFO : Epoch=0184 complete, best val top1-acc=72.12%, top5-acc=91.48% (epoch=176), remaining_time=0:05:34.110048, arrival_time=2021-04-14 22:20:49.366110, cost_time=1:04:02.265466 2021-04-14 22:15:15,257 INFO : Train start, epoch=0185, lr=0.001571 2021-04-14 22:15:16,494 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=0.20ms, fps=2071 images/s, loss=0.0175, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.994994, arrival_time=2021-04-14 22:15:39.489041, cost_time=0:00:01.236289 2021-04-14 22:15:17,470 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.47ms, fps=2623 images/s, loss=0.0185, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.476512, arrival_time=2021-04-14 22:15:36.947246, cost_time=0:00:02.213234 2021-04-14 22:15:18,448 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.35ms, fps=2620 images/s, loss=0.0189, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.655096, arrival_time=2021-04-14 22:15:36.103362, cost_time=0:00:03.190687 2021-04-14 22:15:19,424 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.50ms, fps=2624 images/s, loss=0.0193, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.251300, arrival_time=2021-04-14 22:15:35.675882, cost_time=0:00:04.167002 2021-04-14 22:15:20,384 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.39ms, fps=2669 images/s, loss=0.0194, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.970548, arrival_time=2021-04-14 22:15:35.355137, cost_time=0:00:05.126892 2021-04-14 22:15:21,352 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.57ms, fps=2646 images/s, loss=0.0196, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.815832, arrival_time=2021-04-14 22:15:35.168595, cost_time=0:00:06.095216 2021-04-14 22:15:22,323 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.89ms, fps=2638 images/s, loss=0.0198, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.718944, arrival_time=2021-04-14 22:15:35.042720, cost_time=0:00:07.066112 2021-04-14 22:15:23,305 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.36ms, fps=2609 images/s, loss=0.0198, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.669716, arrival_time=2021-04-14 22:15:34.975248, cost_time=0:00:08.048042 2021-04-14 22:15:24,272 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.47ms, fps=2648 images/s, loss=0.0198, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.617808, arrival_time=2021-04-14 22:15:34.890439, cost_time=0:00:09.015094 2021-04-14 22:15:25,270 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=2.57ms, fps=2568 images/s, loss=0.0200, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:09.612096, arrival_time=2021-04-14 22:15:34.882411, cost_time=0:00:10.012649 2021-04-14 22:15:26,251 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.35ms, fps=2612 images/s, loss=0.0199, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.595356, arrival_time=2021-04-14 22:15:34.846916, cost_time=0:00:10.994078 2021-04-14 22:15:27,216 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.84ms, fps=2654 images/s, loss=0.0198, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.574084, arrival_time=2021-04-14 22:15:34.790838, cost_time=0:00:11.959123 2021-04-14 22:15:28,188 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.62ms, fps=2636 images/s, loss=0.0197, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.564954, arrival_time=2021-04-14 22:15:34.753375, cost_time=0:00:12.930935 2021-04-14 22:15:29,149 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.34ms, fps=2665 images/s, loss=0.0198, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.556768, arrival_time=2021-04-14 22:15:34.706222, cost_time=0:00:13.891964 2021-04-14 22:15:30,131 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.83ms, fps=2609 images/s, loss=0.0198, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.561176, arrival_time=2021-04-14 22:15:34.692215, cost_time=0:00:14.873464 2021-04-14 22:15:31,095 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.62ms, fps=2657 images/s, loss=0.0198, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.563460, arrival_time=2021-04-14 22:15:34.658547, cost_time=0:00:15.837604 2021-04-14 22:15:32,053 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.58ms, fps=2672 images/s, loss=0.0200, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.568826, arrival_time=2021-04-14 22:15:34.622514, cost_time=0:00:16.796211 2021-04-14 22:15:33,018 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.41ms, fps=2654 images/s, loss=0.0200, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.578768, arrival_time=2021-04-14 22:15:34.597404, cost_time=0:00:17.761062 2021-04-14 22:15:33,992 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.51ms, fps=2629 images/s, loss=0.0201, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.591642, arrival_time=2021-04-14 22:15:34.584511, cost_time=0:00:18.735380 2021-04-14 22:15:34,534 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.43ms, fps=2513 images/s, loss=0.0203, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:34.534490, cost_time=0:00:19.277014 2021-04-14 22:15:35,017 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=0.42ms, fps=5319 images/s, loss=1.1446, top1-acc=72.27%, top5-acc=91.99%, remaining_time=0:00:01.443840, arrival_time=2021-04-14 22:15:36.461409, cost_time=0:00:00.481282 2021-04-14 22:15:35,352 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=3.97ms, fps=7665 images/s, loss=1.1716, top1-acc=71.64%, top5-acc=91.48%, remaining_time=0:00:00.815740, arrival_time=2021-04-14 22:15:36.167775, cost_time=0:00:00.815737 2021-04-14 22:15:35,693 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.66ms, fps=7510 images/s, loss=1.1524, top1-acc=72.02%, top5-acc=91.74%, remaining_time=0:00:00.385710, arrival_time=2021-04-14 22:15:36.079118, cost_time=0:00:01.157116 2021-04-14 22:15:36,003 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.06ms, fps=7495 images/s, loss=1.1761, top1-acc=71.71%, top5-acc=91.39%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:36.003409, cost_time=0:00:01.467190 2021-04-14 22:15:36,108 INFO : Epoch=0185 complete, best val top1-acc=72.12%, top5-acc=91.48% (epoch=176), remaining_time=0:05:13.225740, arrival_time=2021-04-14 22:20:49.333709, cost_time=1:04:23.117382 2021-04-14 22:15:36,109 INFO : Train start, epoch=0186, lr=0.001382 2021-04-14 22:15:37,240 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=0.21ms, fps=2264 images/s, loss=0.0205, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.029346, arrival_time=2021-04-14 22:15:58.269334, cost_time=0:00:01.130614 2021-04-14 22:15:38,209 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.54ms, fps=2641 images/s, loss=0.0209, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.485456, arrival_time=2021-04-14 22:15:56.695350, cost_time=0:00:02.100614 2021-04-14 22:15:39,173 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.38ms, fps=2658 images/s, loss=0.0209, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.955572, arrival_time=2021-04-14 22:15:56.129184, cost_time=0:00:03.064246 2021-04-14 22:15:40,144 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.41ms, fps=2639 images/s, loss=0.0205, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.736344, arrival_time=2021-04-14 22:15:55.880596, cost_time=0:00:04.034943 2021-04-14 22:15:41,115 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.57ms, fps=2637 images/s, loss=0.0200, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.618396, arrival_time=2021-04-14 22:15:55.733971, cost_time=0:00:05.006294 2021-04-14 22:15:42,084 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.51ms, fps=2643 images/s, loss=0.0198, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:13.543560, arrival_time=2021-04-14 22:15:55.628001, cost_time=0:00:05.975072 2021-04-14 22:15:43,051 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.96ms, fps=2650 images/s, loss=0.0196, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.495168, arrival_time=2021-04-14 22:15:55.546192, cost_time=0:00:06.941734 2021-04-14 22:15:44,018 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.36ms, fps=2648 images/s, loss=0.0198, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.467760, arrival_time=2021-04-14 22:15:55.485901, cost_time=0:00:07.908791 2021-04-14 22:15:44,985 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.34ms, fps=2648 images/s, loss=0.0200, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.454144, arrival_time=2021-04-14 22:15:55.439559, cost_time=0:00:08.876135 2021-04-14 22:15:45,947 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.32ms, fps=2662 images/s, loss=0.0200, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.444576, arrival_time=2021-04-14 22:15:55.392033, cost_time=0:00:09.838081 2021-04-14 22:15:46,907 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.49ms, fps=2668 images/s, loss=0.0200, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.442276, arrival_time=2021-04-14 22:15:55.349796, cost_time=0:00:10.798240 2021-04-14 22:15:47,872 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.58ms, fps=2655 images/s, loss=0.0197, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.449900, arrival_time=2021-04-14 22:15:55.322181, cost_time=0:00:11.762965 2021-04-14 22:15:48,836 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.41ms, fps=2658 images/s, loss=0.0198, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.461268, arrival_time=2021-04-14 22:15:55.297260, cost_time=0:00:12.726714 2021-04-14 22:15:49,807 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.35ms, fps=2636 images/s, loss=0.0197, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.479264, arrival_time=2021-04-14 22:15:55.286754, cost_time=0:00:13.698127 2021-04-14 22:15:50,789 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.98ms, fps=2610 images/s, loss=0.0196, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.501744, arrival_time=2021-04-14 22:15:55.290731, cost_time=0:00:14.679637 2021-04-14 22:15:51,782 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.86ms, fps=2578 images/s, loss=0.0196, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.526524, arrival_time=2021-04-14 22:15:55.309238, cost_time=0:00:15.673389 2021-04-14 22:15:52,758 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.70ms, fps=2624 images/s, loss=0.0196, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.546414, arrival_time=2021-04-14 22:15:55.305336, cost_time=0:00:16.649561 2021-04-14 22:15:53,734 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=2.16ms, fps=2626 images/s, loss=0.0196, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.566688, arrival_time=2021-04-14 22:15:55.301129, cost_time=0:00:17.625172 2021-04-14 22:15:54,702 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.36ms, fps=2646 images/s, loss=0.0197, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.587142, arrival_time=2021-04-14 22:15:55.289415, cost_time=0:00:18.592920 2021-04-14 22:15:55,246 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=0.07ms, fps=2504 images/s, loss=0.0199, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:55.245978, cost_time=0:00:19.136655 2021-04-14 22:15:55,763 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=0.20ms, fps=4968 images/s, loss=1.1392, top1-acc=72.38%, top5-acc=91.80%, remaining_time=0:00:01.545930, arrival_time=2021-04-14 22:15:57.309150, cost_time=0:00:00.515311 2021-04-14 22:15:56,102 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=2.42ms, fps=7558 images/s, loss=1.1715, top1-acc=72.38%, top5-acc=91.50%, remaining_time=0:00:00.854340, arrival_time=2021-04-14 22:15:56.956650, cost_time=0:00:00.854337 2021-04-14 22:15:56,435 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=0.29ms, fps=7700 images/s, loss=1.1969, top1-acc=71.74%, top5-acc=91.29%, remaining_time=0:00:00.395780, arrival_time=2021-04-14 22:15:56.831023, cost_time=0:00:01.187325 2021-04-14 22:15:56,750 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.07ms, fps=7379 images/s, loss=1.1872, top1-acc=72.11%, top5-acc=91.38%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:56.749992, cost_time=0:00:01.502088 2021-04-14 22:15:56,870 INFO : Epoch=0186 complete, best val top1-acc=72.12%, top5-acc=91.48% (epoch=176), remaining_time=0:04:52.335022, arrival_time=2021-04-14 22:20:49.205109, cost_time=1:04:43.879489 2021-04-14 22:15:56,871 INFO : Train start, epoch=0187, lr=0.001204 2021-04-14 22:15:58,016 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=2.26ms, fps=2236 images/s, loss=0.0185, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.296070, arrival_time=2021-04-14 22:16:19.312406, cost_time=0:00:01.144951 2021-04-14 22:15:58,980 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.43ms, fps=2656 images/s, loss=0.0182, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.561312, arrival_time=2021-04-14 22:16:17.541938, cost_time=0:00:02.109241 2021-04-14 22:15:59,940 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.40ms, fps=2668 images/s, loss=0.0192, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.983626, arrival_time=2021-04-14 22:16:16.924318, cost_time=0:00:03.069316 2021-04-14 22:16:00,923 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=2.11ms, fps=2606 images/s, loss=0.0194, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.802488, arrival_time=2021-04-14 22:16:16.725868, cost_time=0:00:04.051914 2021-04-14 22:16:01,885 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.46ms, fps=2661 images/s, loss=0.0192, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.642048, arrival_time=2021-04-14 22:16:16.527866, cost_time=0:00:05.014423 2021-04-14 22:16:02,855 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.65ms, fps=2640 images/s, loss=0.0190, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:13.564912, arrival_time=2021-04-14 22:16:16.420813, cost_time=0:00:05.984509 2021-04-14 22:16:03,824 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.47ms, fps=2643 images/s, loss=0.0188, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.516336, arrival_time=2021-04-14 22:16:16.341234, cost_time=0:00:06.953505 2021-04-14 22:16:04,792 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.64ms, fps=2648 images/s, loss=0.0190, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.485160, arrival_time=2021-04-14 22:16:16.277334, cost_time=0:00:07.920793 2021-04-14 22:16:05,761 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.35ms, fps=2643 images/s, loss=0.0189, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.470362, arrival_time=2021-04-14 22:16:16.231640, cost_time=0:00:08.889898 2021-04-14 22:16:06,737 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.77ms, fps=2622 images/s, loss=0.0189, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.471840, arrival_time=2021-04-14 22:16:16.209723, cost_time=0:00:09.866502 2021-04-14 22:16:07,713 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=2.03ms, fps=2624 images/s, loss=0.0188, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.476848, arrival_time=2021-04-14 22:16:16.190745, cost_time=0:00:10.842511 2021-04-14 22:16:08,690 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.83ms, fps=2622 images/s, loss=0.0188, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.485620, arrival_time=2021-04-14 22:16:16.176481, cost_time=0:00:11.819382 2021-04-14 22:16:09,677 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.43ms, fps=2597 images/s, loss=0.0188, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.501396, arrival_time=2021-04-14 22:16:16.178570, cost_time=0:00:12.805771 2021-04-14 22:16:10,647 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.42ms, fps=2639 images/s, loss=0.0190, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.510456, arrival_time=2021-04-14 22:16:16.158032, cost_time=0:00:13.776186 2021-04-14 22:16:11,625 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.41ms, fps=2618 images/s, loss=0.0190, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.524652, arrival_time=2021-04-14 22:16:16.150290, cost_time=0:00:14.754257 2021-04-14 22:16:12,595 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.32ms, fps=2641 images/s, loss=0.0192, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.537936, arrival_time=2021-04-14 22:16:16.133488, cost_time=0:00:15.724120 2021-04-14 22:16:13,573 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.54ms, fps=2618 images/s, loss=0.0192, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.554500, arrival_time=2021-04-14 22:16:16.128329, cost_time=0:00:16.702439 2021-04-14 22:16:14,543 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.78ms, fps=2640 images/s, loss=0.0192, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.570880, arrival_time=2021-04-14 22:16:16.114687, cost_time=0:00:17.672423 2021-04-14 22:16:15,508 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.22ms, fps=2655 images/s, loss=0.0193, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.588540, arrival_time=2021-04-14 22:16:16.096984, cost_time=0:00:18.637050 2021-04-14 22:16:16,050 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.41ms, fps=2509 images/s, loss=0.0194, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:16.050924, cost_time=0:00:19.179545 2021-04-14 22:16:16,525 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.20ms, fps=5415 images/s, loss=1.2109, top1-acc=71.25%, top5-acc=91.17%, remaining_time=0:00:01.418160, arrival_time=2021-04-14 22:16:17.943734, cost_time=0:00:00.472722 2021-04-14 22:16:16,854 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=0.20ms, fps=7795 images/s, loss=1.2207, top1-acc=71.04%, top5-acc=91.15%, remaining_time=0:00:00.801680, arrival_time=2021-04-14 22:16:17.656102, cost_time=0:00:00.801673 2021-04-14 22:16:17,186 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=2.38ms, fps=7715 images/s, loss=1.1993, top1-acc=71.39%, top5-acc=91.46%, remaining_time=0:00:00.377940, arrival_time=2021-04-14 22:16:17.564551, cost_time=0:00:01.133806 2021-04-14 22:16:17,502 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.13ms, fps=7354 images/s, loss=1.1783, top1-acc=71.80%, top5-acc=91.45%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:17.502540, cost_time=0:00:01.449772 2021-04-14 22:16:17,637 INFO : Epoch=0187 complete, best val top1-acc=72.12%, top5-acc=91.48% (epoch=176), remaining_time=0:04:31.446045, arrival_time=2021-04-14 22:20:49.083675, cost_time=1:05:04.647032 2021-04-14 22:16:17,638 INFO : Train start, epoch=0188, lr=0.001039 2021-04-14 22:16:18,788 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.38ms, fps=2226 images/s, loss=0.0189, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.387768, arrival_time=2021-04-14 22:16:40.176711, cost_time=0:00:01.149884 2021-04-14 22:16:19,770 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.99ms, fps=2609 images/s, loss=0.0194, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:18.758784, arrival_time=2021-04-14 22:16:38.529505, cost_time=0:00:02.131676 2021-04-14 22:16:20,747 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.54ms, fps=2622 images/s, loss=0.0201, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.198762, arrival_time=2021-04-14 22:16:37.946055, cost_time=0:00:03.108198 2021-04-14 22:16:21,736 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.94ms, fps=2589 images/s, loss=0.0201, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.980328, arrival_time=2021-04-14 22:16:37.717068, cost_time=0:00:04.097525 2021-04-14 22:16:22,709 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.42ms, fps=2633 images/s, loss=0.0197, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.805568, arrival_time=2021-04-14 22:16:37.515092, cost_time=0:00:05.070412 2021-04-14 22:16:23,696 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.94ms, fps=2597 images/s, loss=0.0199, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:13.728928, arrival_time=2021-04-14 22:16:37.424963, cost_time=0:00:06.056882 2021-04-14 22:16:24,662 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.33ms, fps=2652 images/s, loss=0.0199, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.641328, arrival_time=2021-04-14 22:16:37.303345, cost_time=0:00:07.022963 2021-04-14 22:16:25,627 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.42ms, fps=2653 images/s, loss=0.0198, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.582948, arrival_time=2021-04-14 22:16:37.210361, cost_time=0:00:07.988226 2021-04-14 22:16:26,611 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.87ms, fps=2604 images/s, loss=0.0196, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.567034, arrival_time=2021-04-14 22:16:37.178102, cost_time=0:00:08.972020 2021-04-14 22:16:27,570 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.42ms, fps=2670 images/s, loss=0.0195, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.534048, arrival_time=2021-04-14 22:16:37.104430, cost_time=0:00:09.931328 2021-04-14 22:16:28,534 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.61ms, fps=2656 images/s, loss=0.0195, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.518300, arrival_time=2021-04-14 22:16:37.052976, cost_time=0:00:10.895522 2021-04-14 22:16:29,499 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.47ms, fps=2656 images/s, loss=0.0192, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.511460, arrival_time=2021-04-14 22:16:37.010662, cost_time=0:00:11.860151 2021-04-14 22:16:30,466 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.50ms, fps=2647 images/s, loss=0.0192, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.512550, arrival_time=2021-04-14 22:16:36.979398, cost_time=0:00:12.827791 2021-04-14 22:16:31,445 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.92ms, fps=2616 images/s, loss=0.0192, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.522720, arrival_time=2021-04-14 22:16:36.968615, cost_time=0:00:13.806760 2021-04-14 22:16:32,418 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.77ms, fps=2635 images/s, loss=0.0192, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.532196, arrival_time=2021-04-14 22:16:36.950155, cost_time=0:00:14.778916 2021-04-14 22:16:33,376 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.56ms, fps=2671 images/s, loss=0.0191, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.540960, arrival_time=2021-04-14 22:16:36.917558, cost_time=0:00:15.737524 2021-04-14 22:16:34,341 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.91ms, fps=2655 images/s, loss=0.0191, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.554448, arrival_time=2021-04-14 22:16:36.895664, cost_time=0:00:16.702160 2021-04-14 22:16:35,312 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.45ms, fps=2637 images/s, loss=0.0191, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.570960, arrival_time=2021-04-14 22:16:36.883478, cost_time=0:00:17.673374 2021-04-14 22:16:36,279 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.26ms, fps=2648 images/s, loss=0.0190, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.588660, arrival_time=2021-04-14 22:16:36.868531, cost_time=0:00:18.640808 2021-04-14 22:16:36,822 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.37ms, fps=2511 images/s, loss=0.0195, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:36.821972, cost_time=0:00:19.182938 2021-04-14 22:16:37,314 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=2.33ms, fps=5211 images/s, loss=1.2040, top1-acc=71.13%, top5-acc=91.48%, remaining_time=0:00:01.473840, arrival_time=2021-04-14 22:16:38.788770, cost_time=0:00:00.491282 2021-04-14 22:16:37,646 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=0.20ms, fps=7729 images/s, loss=1.1761, top1-acc=71.76%, top5-acc=91.50%, remaining_time=0:00:00.822900, arrival_time=2021-04-14 22:16:38.469476, cost_time=0:00:00.822891 2021-04-14 22:16:38,012 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=0.21ms, fps=7011 images/s, loss=1.1855, top1-acc=71.69%, top5-acc=91.35%, remaining_time=0:00:00.396170, arrival_time=2021-04-14 22:16:38.408364, cost_time=0:00:01.188517 2021-04-14 22:16:38,342 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.05ms, fps=7036 images/s, loss=1.1479, top1-acc=72.16%, top5-acc=91.50%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:38.342332, cost_time=0:00:01.518718 2021-04-14 22:16:38,609 INFO : Epoch=0188 complete, best val top1-acc=72.16%, top5-acc=91.50% (epoch=188), remaining_time=0:04:10.571412, arrival_time=2021-04-14 22:20:49.180847, cost_time=1:05:25.618837 2021-04-14 22:16:38,610 INFO : Train start, epoch=0189, lr=0.000886 2021-04-14 22:16:39,741 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=0.23ms, fps=2264 images/s, loss=0.0193, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:21.032136, arrival_time=2021-04-14 22:17:00.773687, cost_time=0:00:01.130762 2021-04-14 22:16:40,705 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.56ms, fps=2658 images/s, loss=0.0183, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.431424, arrival_time=2021-04-14 22:16:59.136688, cost_time=0:00:02.094471 2021-04-14 22:16:41,675 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.32ms, fps=2641 images/s, loss=0.0183, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.955904, arrival_time=2021-04-14 22:16:58.630909, cost_time=0:00:03.064308 2021-04-14 22:16:42,649 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.31ms, fps=2628 images/s, loss=0.0181, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:15.750696, arrival_time=2021-04-14 22:16:58.400130, cost_time=0:00:04.038647 2021-04-14 22:16:43,609 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.72ms, fps=2667 images/s, loss=0.0185, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.597518, arrival_time=2021-04-14 22:16:58.207420, cost_time=0:00:04.999130 2021-04-14 22:16:44,587 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.67ms, fps=2621 images/s, loss=0.0189, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.546960, arrival_time=2021-04-14 22:16:58.134276, cost_time=0:00:05.976582 2021-04-14 22:16:45,561 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.58ms, fps=2629 images/s, loss=0.0192, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.511800, arrival_time=2021-04-14 22:16:58.073645, cost_time=0:00:06.951019 2021-04-14 22:16:46,537 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.50ms, fps=2626 images/s, loss=0.0190, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.493396, arrival_time=2021-04-14 22:16:58.030751, cost_time=0:00:07.926487 2021-04-14 22:16:47,517 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.96ms, fps=2616 images/s, loss=0.0188, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.489230, arrival_time=2021-04-14 22:16:58.006140, cost_time=0:00:08.905972 2021-04-14 22:16:48,492 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.79ms, fps=2626 images/s, loss=0.0187, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.486528, arrival_time=2021-04-14 22:16:57.979098, cost_time=0:00:09.881824 2021-04-14 22:16:49,477 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.42ms, fps=2601 images/s, loss=0.0187, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.495682, arrival_time=2021-04-14 22:16:57.973093, cost_time=0:00:10.866619 2021-04-14 22:16:50,451 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.35ms, fps=2629 images/s, loss=0.0187, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.499300, arrival_time=2021-04-14 22:16:57.951138, cost_time=0:00:11.840974 2021-04-14 22:16:51,418 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.51ms, fps=2652 images/s, loss=0.0187, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.502122, arrival_time=2021-04-14 22:16:57.920243, cost_time=0:00:12.807244 2021-04-14 22:16:52,391 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.85ms, fps=2633 images/s, loss=0.0187, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.512192, arrival_time=2021-04-14 22:16:57.903370, cost_time=0:00:13.780468 2021-04-14 22:16:53,365 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.54ms, fps=2628 images/s, loss=0.0188, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.524836, arrival_time=2021-04-14 22:16:57.890531, cost_time=0:00:14.754890 2021-04-14 22:16:54,334 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.38ms, fps=2643 images/s, loss=0.0188, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.537936, arrival_time=2021-04-14 22:16:57.872739, cost_time=0:00:15.724108 2021-04-14 22:16:55,308 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.60ms, fps=2631 images/s, loss=0.0189, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.553746, arrival_time=2021-04-14 22:16:57.862189, cost_time=0:00:16.697654 2021-04-14 22:16:56,279 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.98ms, fps=2639 images/s, loss=0.0188, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.570512, arrival_time=2021-04-14 22:16:57.849523, cost_time=0:00:17.668265 2021-04-14 22:16:57,244 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.84ms, fps=2652 images/s, loss=0.0188, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.588444, arrival_time=2021-04-14 22:16:57.833206, cost_time=0:00:18.633980 2021-04-14 22:16:57,790 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.34ms, fps=2496 images/s, loss=0.0189, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:57.790115, cost_time=0:00:19.179418 2021-04-14 22:16:58,300 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=28.50ms, fps=5039 images/s, loss=1.1907, top1-acc=71.56%, top5-acc=91.41%, remaining_time=0:00:01.523970, arrival_time=2021-04-14 22:16:59.824090, cost_time=0:00:00.507992 2021-04-14 22:16:58,676 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=0.19ms, fps=6808 images/s, loss=1.1734, top1-acc=72.19%, top5-acc=91.37%, remaining_time=0:00:00.884620, arrival_time=2021-04-14 22:16:59.561325, cost_time=0:00:00.884617 2021-04-14 22:16:59,009 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.87ms, fps=7708 images/s, loss=1.1845, top1-acc=72.02%, top5-acc=91.32%, remaining_time=0:00:00.405740, arrival_time=2021-04-14 22:16:59.414985, cost_time=0:00:01.217209 2021-04-14 22:16:59,322 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.07ms, fps=7417 images/s, loss=1.1852, top1-acc=71.97%, top5-acc=91.26%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:59.322376, cost_time=0:00:01.530364 2021-04-14 22:16:59,476 INFO : Epoch=0189 complete, best val top1-acc=72.16%, top5-acc=91.50% (epoch=188), remaining_time=0:03:49.689658, arrival_time=2021-04-14 22:20:49.166226, cost_time=1:05:46.485963 2021-04-14 22:16:59,477 INFO : Train start, epoch=0190, lr=0.000745 2021-04-14 22:17:00,629 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.44ms, fps=2223 images/s, loss=0.0196, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.417156, arrival_time=2021-04-14 22:17:22.046562, cost_time=0:00:01.151455 2021-04-14 22:17:01,595 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.56ms, fps=2653 images/s, loss=0.0184, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.628544, arrival_time=2021-04-14 22:17:20.223455, cost_time=0:00:02.116882 2021-04-14 22:17:02,582 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.87ms, fps=2594 images/s, loss=0.0188, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.179838, arrival_time=2021-04-14 22:17:19.762597, cost_time=0:00:03.104803 2021-04-14 22:17:03,547 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.34ms, fps=2654 images/s, loss=0.0184, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:15.873156, arrival_time=2021-04-14 22:17:19.421053, cost_time=0:00:04.070044 2021-04-14 22:17:04,516 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.35ms, fps=2645 images/s, loss=0.0189, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.711398, arrival_time=2021-04-14 22:17:19.227475, cost_time=0:00:05.038137 2021-04-14 22:17:05,477 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.56ms, fps=2665 images/s, loss=0.0186, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:13.598232, arrival_time=2021-04-14 22:17:19.075329, cost_time=0:00:05.999248 2021-04-14 22:17:06,452 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=2.18ms, fps=2625 images/s, loss=0.0185, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.554640, arrival_time=2021-04-14 22:17:19.007458, cost_time=0:00:06.974800 2021-04-14 22:17:07,424 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.30ms, fps=2637 images/s, loss=0.0183, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.522628, arrival_time=2021-04-14 22:17:18.947080, cost_time=0:00:07.946612 2021-04-14 22:17:08,396 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.29ms, fps=2634 images/s, loss=0.0184, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.504282, arrival_time=2021-04-14 22:17:18.900954, cost_time=0:00:08.918719 2021-04-14 22:17:09,366 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.35ms, fps=2642 images/s, loss=0.0184, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:09.492864, arrival_time=2021-04-14 22:17:18.859161, cost_time=0:00:09.888438 2021-04-14 22:17:10,324 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.36ms, fps=2672 images/s, loss=0.0184, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.480202, arrival_time=2021-04-14 22:17:18.804906, cost_time=0:00:10.846810 2021-04-14 22:17:11,324 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=2.09ms, fps=2563 images/s, loss=0.0184, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.502644, arrival_time=2021-04-14 22:17:18.826870, cost_time=0:00:11.846222 2021-04-14 22:17:12,323 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=3.55ms, fps=2563 images/s, loss=0.0182, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.521724, arrival_time=2021-04-14 22:17:18.845430, cost_time=0:00:12.845788 2021-04-14 22:17:13,285 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.60ms, fps=2662 images/s, loss=0.0181, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.523168, arrival_time=2021-04-14 22:17:18.808985, cost_time=0:00:13.807883 2021-04-14 22:17:14,258 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.79ms, fps=2633 images/s, loss=0.0181, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.532702, arrival_time=2021-04-14 22:17:18.791310, cost_time=0:00:14.780599 2021-04-14 22:17:15,240 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.39ms, fps=2609 images/s, loss=0.0182, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.546576, arrival_time=2021-04-14 22:17:18.786995, cost_time=0:00:15.762567 2021-04-14 22:17:16,210 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.48ms, fps=2642 images/s, loss=0.0182, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.558998, arrival_time=2021-04-14 22:17:18.768933, cost_time=0:00:16.731988 2021-04-14 22:17:17,169 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=2.16ms, fps=2669 images/s, loss=0.0183, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.572592, arrival_time=2021-04-14 22:17:18.742240, cost_time=0:00:17.691720 2021-04-14 22:17:18,140 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.35ms, fps=2637 images/s, loss=0.0184, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.589356, arrival_time=2021-04-14 22:17:18.730208, cost_time=0:00:18.663000 2021-04-14 22:17:18,686 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.44ms, fps=2495 images/s, loss=0.0187, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:18.686305, cost_time=0:00:19.208468 2021-04-14 22:17:19,180 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=0.21ms, fps=5201 images/s, loss=1.1900, top1-acc=71.33%, top5-acc=91.45%, remaining_time=0:00:01.476720, arrival_time=2021-04-14 22:17:20.657154, cost_time=0:00:00.492242 2021-04-14 22:17:19,512 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.97ms, fps=7712 images/s, loss=1.2017, top1-acc=71.80%, top5-acc=91.11%, remaining_time=0:00:00.824740, arrival_time=2021-04-14 22:17:20.337650, cost_time=0:00:00.824742 2021-04-14 22:17:19,858 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=3.64ms, fps=7424 images/s, loss=1.1703, top1-acc=72.17%, top5-acc=91.50%, remaining_time=0:00:00.390020, arrival_time=2021-04-14 22:17:20.248262, cost_time=0:00:01.170073 2021-04-14 22:17:20,170 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.07ms, fps=7430 images/s, loss=1.1939, top1-acc=71.80%, top5-acc=91.35%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:20.170926, cost_time=0:00:01.482829 2021-04-14 22:17:20,294 INFO : Epoch=0190 complete, best val top1-acc=72.16%, top5-acc=91.50% (epoch=188), remaining_time=0:03:28.805490, arrival_time=2021-04-14 22:20:49.100383, cost_time=1:06:07.304261 2021-04-14 22:17:20,296 INFO : Train start, epoch=0191, lr=0.000616 2021-04-14 22:17:21,406 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=2.31ms, fps=2308 images/s, loss=0.0182, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.628330, arrival_time=2021-04-14 22:17:42.034505, cost_time=0:00:01.109046 2021-04-14 22:17:22,371 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.35ms, fps=2655 images/s, loss=0.0192, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.249616, arrival_time=2021-04-14 22:17:40.620651, cost_time=0:00:02.073820 2021-04-14 22:17:23,337 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.54ms, fps=2651 images/s, loss=0.0190, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.824432, arrival_time=2021-04-14 22:17:40.161986, cost_time=0:00:03.040555 2021-04-14 22:17:24,311 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.34ms, fps=2631 images/s, loss=0.0192, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:15.655068, arrival_time=2021-04-14 22:17:39.966283, cost_time=0:00:04.014136 2021-04-14 22:17:25,280 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=3.01ms, fps=2642 images/s, loss=0.0191, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.551966, arrival_time=2021-04-14 22:17:39.832604, cost_time=0:00:04.983548 2021-04-14 22:17:26,249 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.54ms, fps=2644 images/s, loss=0.0191, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:13.492016, arrival_time=2021-04-14 22:17:39.741418, cost_time=0:00:05.952364 2021-04-14 22:17:27,215 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=2.13ms, fps=2653 images/s, loss=0.0191, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.452076, arrival_time=2021-04-14 22:17:39.667015, cost_time=0:00:06.917847 2021-04-14 22:17:28,181 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.42ms, fps=2651 images/s, loss=0.0190, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.431800, arrival_time=2021-04-14 22:17:39.612829, cost_time=0:00:07.884033 2021-04-14 22:17:29,139 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.62ms, fps=2673 images/s, loss=0.0191, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.414288, arrival_time=2021-04-14 22:17:39.553559, cost_time=0:00:08.842279 2021-04-14 22:17:30,108 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.31ms, fps=2643 images/s, loss=0.0191, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.418752, arrival_time=2021-04-14 22:17:39.527056, cost_time=0:00:09.811224 2021-04-14 22:17:31,072 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.35ms, fps=2657 images/s, loss=0.0189, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.424302, arrival_time=2021-04-14 22:17:39.496562, cost_time=0:00:10.775268 2021-04-14 22:17:32,061 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=2.05ms, fps=2591 images/s, loss=0.0189, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.450356, arrival_time=2021-04-14 22:17:39.511362, cost_time=0:00:11.763744 2021-04-14 22:17:33,034 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.91ms, fps=2632 images/s, loss=0.0190, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.466746, arrival_time=2021-04-14 22:17:39.501301, cost_time=0:00:12.737554 2021-04-14 22:17:34,010 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.54ms, fps=2624 images/s, loss=0.0188, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.485424, arrival_time=2021-04-14 22:17:39.496038, cost_time=0:00:13.713573 2021-04-14 22:17:34,986 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.40ms, fps=2625 images/s, loss=0.0189, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.504734, arrival_time=2021-04-14 22:17:39.491089, cost_time=0:00:14.689359 2021-04-14 22:17:35,970 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.35ms, fps=2603 images/s, loss=0.0189, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.526524, arrival_time=2021-04-14 22:17:39.496996, cost_time=0:00:15.673394 2021-04-14 22:17:36,934 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.59ms, fps=2656 images/s, loss=0.0189, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.544594, arrival_time=2021-04-14 22:17:39.479402, cost_time=0:00:16.637805 2021-04-14 22:17:37,926 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.81ms, fps=2582 images/s, loss=0.0189, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.567088, arrival_time=2021-04-14 22:17:39.493868, cost_time=0:00:17.629740 2021-04-14 22:17:38,900 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.24ms, fps=2632 images/s, loss=0.0189, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.587466, arrival_time=2021-04-14 22:17:39.487518, cost_time=0:00:18.603061 2021-04-14 22:17:39,442 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=0.07ms, fps=2508 images/s, loss=0.0190, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:39.442642, cost_time=0:00:19.145664 2021-04-14 22:17:39,916 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=2.29ms, fps=5428 images/s, loss=1.2172, top1-acc=71.29%, top5-acc=91.13%, remaining_time=0:00:01.414800, arrival_time=2021-04-14 22:17:41.330771, cost_time=0:00:00.471599 2021-04-14 22:17:40,250 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.38ms, fps=7661 images/s, loss=1.1888, top1-acc=71.95%, top5-acc=91.35%, remaining_time=0:00:00.806280, arrival_time=2021-04-14 22:17:41.056939, cost_time=0:00:00.806287 2021-04-14 22:17:40,585 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.99ms, fps=7647 images/s, loss=1.1708, top1-acc=72.21%, top5-acc=91.39%, remaining_time=0:00:00.380550, arrival_time=2021-04-14 22:17:40.966476, cost_time=0:00:01.141649 2021-04-14 22:17:40,895 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.08ms, fps=7504 images/s, loss=1.1812, top1-acc=72.14%, top5-acc=91.26%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:40.895438, cost_time=0:00:01.451167 2021-04-14 22:17:40,994 INFO : Epoch=0191 complete, best val top1-acc=72.16%, top5-acc=91.50% (epoch=188), remaining_time=0:03:07.916409, arrival_time=2021-04-14 22:20:48.910743, cost_time=1:06:28.003741 2021-04-14 22:17:40,995 INFO : Train start, epoch=0192, lr=0.000499 2021-04-14 22:17:42,129 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=0.37ms, fps=2259 images/s, loss=0.0190, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:21.079752, arrival_time=2021-04-14 22:18:03.208969, cost_time=0:00:01.133318 2021-04-14 22:17:43,096 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.54ms, fps=2649 images/s, loss=0.0183, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.481056, arrival_time=2021-04-14 22:18:01.577124, cost_time=0:00:02.100122 2021-04-14 22:17:44,055 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.40ms, fps=2670 images/s, loss=0.0183, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.929842, arrival_time=2021-04-14 22:18:00.985339, cost_time=0:00:03.059604 2021-04-14 22:17:45,016 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.52ms, fps=2666 images/s, loss=0.0180, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:15.678624, arrival_time=2021-04-14 22:18:00.694757, cost_time=0:00:04.020164 2021-04-14 22:17:45,981 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.33ms, fps=2652 images/s, loss=0.0182, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.558682, arrival_time=2021-04-14 22:18:00.540440, cost_time=0:00:04.985859 2021-04-14 22:17:46,953 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.94ms, fps=2635 images/s, loss=0.0181, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.503984, arrival_time=2021-04-14 22:18:00.457547, cost_time=0:00:05.957670 2021-04-14 22:17:47,915 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.73ms, fps=2663 images/s, loss=0.0182, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.454722, arrival_time=2021-04-14 22:18:00.369926, cost_time=0:00:06.919323 2021-04-14 22:17:48,899 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.55ms, fps=2602 images/s, loss=0.0181, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.459988, arrival_time=2021-04-14 22:18:00.359318, cost_time=0:00:07.903434 2021-04-14 22:17:49,872 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.53ms, fps=2632 images/s, loss=0.0180, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.454462, arrival_time=2021-04-14 22:18:00.326807, cost_time=0:00:08.876450 2021-04-14 22:17:50,834 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.58ms, fps=2662 images/s, loss=0.0179, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.445056, arrival_time=2021-04-14 22:18:00.279656, cost_time=0:00:09.838618 2021-04-14 22:17:51,805 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.73ms, fps=2638 images/s, loss=0.0181, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.451134, arrival_time=2021-04-14 22:18:00.256668, cost_time=0:00:10.809629 2021-04-14 22:17:52,786 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.99ms, fps=2612 images/s, loss=0.0183, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.467000, arrival_time=2021-04-14 22:18:00.252961, cost_time=0:00:11.790023 2021-04-14 22:17:53,759 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.41ms, fps=2630 images/s, loss=0.0184, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.480144, arrival_time=2021-04-14 22:18:00.240001, cost_time=0:00:12.763965 2021-04-14 22:17:54,717 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.35ms, fps=2673 images/s, loss=0.0184, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.488784, arrival_time=2021-04-14 22:18:00.206685, cost_time=0:00:13.721975 2021-04-14 22:17:55,677 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.41ms, fps=2670 images/s, loss=0.0184, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.502204, arrival_time=2021-04-14 22:18:00.179252, cost_time=0:00:14.681156 2021-04-14 22:17:56,655 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.40ms, fps=2619 images/s, loss=0.0184, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.523284, arrival_time=2021-04-14 22:18:00.178279, cost_time=0:00:15.659010 2021-04-14 22:17:57,614 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.54ms, fps=2669 images/s, loss=0.0184, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.541682, arrival_time=2021-04-14 22:18:00.156355, cost_time=0:00:16.618745 2021-04-14 22:17:58,596 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.98ms, fps=2608 images/s, loss=0.0183, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.564512, arrival_time=2021-04-14 22:18:00.161294, cost_time=0:00:17.600831 2021-04-14 22:17:59,565 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.39ms, fps=2645 images/s, loss=0.0183, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.586398, arrival_time=2021-04-14 22:18:00.151550, cost_time=0:00:18.569266 2021-04-14 22:18:00,109 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.27ms, fps=2500 images/s, loss=0.0184, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:00.109546, cost_time=0:00:19.113672 2021-04-14 22:18:00,620 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=0.31ms, fps=5032 images/s, loss=1.1573, top1-acc=71.91%, top5-acc=91.29%, remaining_time=0:00:01.526070, arrival_time=2021-04-14 22:18:02.146196, cost_time=0:00:00.508692 2021-04-14 22:18:00,989 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.93ms, fps=6947 images/s, loss=1.1795, top1-acc=71.72%, top5-acc=91.78%, remaining_time=0:00:00.877680, arrival_time=2021-04-14 22:18:01.866732, cost_time=0:00:00.877670 2021-04-14 22:18:01,321 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=0.29ms, fps=7703 images/s, loss=1.1881, top1-acc=71.81%, top5-acc=91.51%, remaining_time=0:00:00.403450, arrival_time=2021-04-14 22:18:01.725184, cost_time=0:00:01.210347 2021-04-14 22:18:01,627 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.07ms, fps=7595 images/s, loss=1.1916, top1-acc=72.02%, top5-acc=91.75%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:01.627542, cost_time=0:00:01.516171 2021-04-14 22:18:01,753 INFO : Epoch=0192 complete, best val top1-acc=72.16%, top5-acc=91.50% (epoch=188), remaining_time=0:02:47.031784, arrival_time=2021-04-14 22:20:48.785113, cost_time=1:06:48.762739 2021-04-14 22:18:01,754 INFO : Train start, epoch=0193, lr=0.000394 2021-04-14 22:18:02,903 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=0.33ms, fps=2229 images/s, loss=0.0178, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.359310, arrival_time=2021-04-14 22:18:24.262367, cost_time=0:00:01.148351 2021-04-14 22:18:03,887 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=2.21ms, fps=2603 images/s, loss=0.0181, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:18.765120, arrival_time=2021-04-14 22:18:22.652386, cost_time=0:00:02.132408 2021-04-14 22:18:04,880 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.82ms, fps=2579 images/s, loss=0.0180, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.297698, arrival_time=2021-04-14 22:18:22.178401, cost_time=0:00:03.126096 2021-04-14 22:18:05,874 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.76ms, fps=2578 images/s, loss=0.0177, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.066284, arrival_time=2021-04-14 22:18:21.940545, cost_time=0:00:04.119553 2021-04-14 22:18:06,843 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.77ms, fps=2642 images/s, loss=0.0178, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.859880, arrival_time=2021-04-14 22:18:21.703720, cost_time=0:00:05.089017 2021-04-14 22:18:07,811 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.57ms, fps=2647 images/s, loss=0.0179, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:13.729064, arrival_time=2021-04-14 22:18:21.540610, cost_time=0:00:06.056924 2021-04-14 22:18:08,774 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.38ms, fps=2661 images/s, loss=0.0183, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.635028, arrival_time=2021-04-14 22:18:21.409275, cost_time=0:00:07.019472 2021-04-14 22:18:09,740 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.49ms, fps=2650 images/s, loss=0.0187, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.579816, arrival_time=2021-04-14 22:18:21.320520, cost_time=0:00:07.986040 2021-04-14 22:18:10,715 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.83ms, fps=2627 images/s, loss=0.0187, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.553890, arrival_time=2021-04-14 22:18:21.269386, cost_time=0:00:08.960892 2021-04-14 22:18:11,682 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.34ms, fps=2649 images/s, loss=0.0187, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.530400, arrival_time=2021-04-14 22:18:21.212621, cost_time=0:00:09.927517 2021-04-14 22:18:12,649 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.60ms, fps=2648 images/s, loss=0.0187, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.517784, arrival_time=2021-04-14 22:18:21.167269, cost_time=0:00:10.894834 2021-04-14 22:18:13,610 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.41ms, fps=2666 images/s, loss=0.0187, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.508572, arrival_time=2021-04-14 22:18:21.118806, cost_time=0:00:11.855624 2021-04-14 22:18:14,572 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.37ms, fps=2662 images/s, loss=0.0186, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.507534, arrival_time=2021-04-14 22:18:21.080093, cost_time=0:00:12.817847 2021-04-14 22:18:15,541 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.55ms, fps=2644 images/s, loss=0.0186, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.514656, arrival_time=2021-04-14 22:18:21.055910, cost_time=0:00:13.786640 2021-04-14 22:18:16,510 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.28ms, fps=2643 images/s, loss=0.0186, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.525066, arrival_time=2021-04-14 22:18:21.035350, cost_time=0:00:14.755674 2021-04-14 22:18:17,478 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.36ms, fps=2645 images/s, loss=0.0185, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.537828, arrival_time=2021-04-14 22:18:21.016262, cost_time=0:00:15.723742 2021-04-14 22:18:18,441 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.39ms, fps=2660 images/s, loss=0.0186, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.552056, arrival_time=2021-04-14 22:18:20.993246, cost_time=0:00:16.686554 2021-04-14 22:18:19,418 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.33ms, fps=2621 images/s, loss=0.0186, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.570096, arrival_time=2021-04-14 22:18:20.988255, cost_time=0:00:17.663546 2021-04-14 22:18:20,386 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.80ms, fps=2644 images/s, loss=0.0187, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.588378, arrival_time=2021-04-14 22:18:20.975079, cost_time=0:00:18.632033 2021-04-14 22:18:20,935 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.22ms, fps=2482 images/s, loss=0.0188, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:20.935223, cost_time=0:00:19.180613 2021-04-14 22:18:21,460 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=0.29ms, fps=4887 images/s, loss=1.2000, top1-acc=71.91%, top5-acc=91.25%, remaining_time=0:00:01.571370, arrival_time=2021-04-14 22:18:23.032230, cost_time=0:00:00.523794 2021-04-14 22:18:21,836 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=0.33ms, fps=6815 images/s, loss=1.1693, top1-acc=71.91%, top5-acc=91.50%, remaining_time=0:00:00.899880, arrival_time=2021-04-14 22:18:22.736789, cost_time=0:00:00.899889 2021-04-14 22:18:22,170 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.85ms, fps=7683 images/s, loss=1.1831, top1-acc=71.71%, top5-acc=91.33%, remaining_time=0:00:00.411140, arrival_time=2021-04-14 22:18:22.581578, cost_time=0:00:01.233415 2021-04-14 22:18:22,485 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.10ms, fps=7376 images/s, loss=1.1735, top1-acc=71.86%, top5-acc=91.46%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:22.485328, cost_time=0:00:01.548286 2021-04-14 22:18:22,659 INFO : Epoch=0193 complete, best val top1-acc=72.16%, top5-acc=91.50% (epoch=188), remaining_time=0:02:26.153784, arrival_time=2021-04-14 22:20:48.813077, cost_time=1:07:09.668687 2021-04-14 22:18:22,660 INFO : Train start, epoch=0194, lr=0.000302 2021-04-14 22:18:23,813 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=0.33ms, fps=2220 images/s, loss=0.0174, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.449334, arrival_time=2021-04-14 22:18:45.263232, cost_time=0:00:01.153188 2021-04-14 22:18:24,785 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.60ms, fps=2638 images/s, loss=0.0185, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:18.694016, arrival_time=2021-04-14 22:18:43.479061, cost_time=0:00:02.124313 2021-04-14 22:18:25,744 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.42ms, fps=2671 images/s, loss=0.0186, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.060816, arrival_time=2021-04-14 22:18:42.804759, cost_time=0:00:03.083282 2021-04-14 22:18:26,715 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.39ms, fps=2638 images/s, loss=0.0184, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:15.811224, arrival_time=2021-04-14 22:18:42.526131, cost_time=0:00:04.054141 2021-04-14 22:18:27,686 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.45ms, fps=2638 images/s, loss=0.0188, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.674460, arrival_time=2021-04-14 22:18:42.360691, cost_time=0:00:05.025516 2021-04-14 22:18:28,647 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.34ms, fps=2664 images/s, loss=0.0190, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:13.570352, arrival_time=2021-04-14 22:18:42.217922, cost_time=0:00:05.986942 2021-04-14 22:18:29,618 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.30ms, fps=2639 images/s, loss=0.0190, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.523392, arrival_time=2021-04-14 22:18:42.141611, cost_time=0:00:06.957433 2021-04-14 22:18:30,595 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.44ms, fps=2620 images/s, loss=0.0191, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.506040, arrival_time=2021-04-14 22:18:42.101924, cost_time=0:00:07.935220 2021-04-14 22:18:31,563 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.49ms, fps=2646 images/s, loss=0.0190, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.486156, arrival_time=2021-04-14 22:18:42.050090, cost_time=0:00:08.903322 2021-04-14 22:18:32,529 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.62ms, fps=2653 images/s, loss=0.0191, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.473760, arrival_time=2021-04-14 22:18:42.003009, cost_time=0:00:09.868546 2021-04-14 22:18:33,492 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.59ms, fps=2660 images/s, loss=0.0191, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.468334, arrival_time=2021-04-14 22:18:41.960591, cost_time=0:00:10.831552 2021-04-14 22:18:34,468 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=2.01ms, fps=2624 images/s, loss=0.0192, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.478172, arrival_time=2021-04-14 22:18:41.946556, cost_time=0:00:11.807683 2021-04-14 22:18:35,442 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.49ms, fps=2630 images/s, loss=0.0191, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.489186, arrival_time=2021-04-14 22:18:41.931549, cost_time=0:00:12.781742 2021-04-14 22:18:36,417 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=2.12ms, fps=2627 images/s, loss=0.0190, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.502728, arrival_time=2021-04-14 22:18:41.920285, cost_time=0:00:13.756766 2021-04-14 22:18:37,400 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.61ms, fps=2607 images/s, loss=0.0189, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.520144, arrival_time=2021-04-14 22:18:41.920381, cost_time=0:00:14.739619 2021-04-14 22:18:38,364 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.93ms, fps=2655 images/s, loss=0.0188, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.533400, arrival_time=2021-04-14 22:18:41.898263, cost_time=0:00:15.704059 2021-04-14 22:18:39,380 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.63ms, fps=2522 images/s, loss=0.0188, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.557178, arrival_time=2021-04-14 22:18:41.937778, cost_time=0:00:16.719966 2021-04-14 22:18:40,342 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.40ms, fps=2663 images/s, loss=0.0188, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.571696, arrival_time=2021-04-14 22:18:41.914136, cost_time=0:00:17.681610 2021-04-14 22:18:41,334 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=2.56ms, fps=2582 images/s, loss=0.0187, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.589710, arrival_time=2021-04-14 22:18:41.924489, cost_time=0:00:18.674070 2021-04-14 22:18:41,883 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.58ms, fps=2480 images/s, loss=0.0188, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:41.883604, cost_time=0:00:19.222974 2021-04-14 22:18:42,383 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=2.36ms, fps=5143 images/s, loss=1.1146, top1-acc=72.62%, top5-acc=92.30%, remaining_time=0:00:01.493130, arrival_time=2021-04-14 22:18:43.876291, cost_time=0:00:00.497709 2021-04-14 22:18:42,737 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=0.38ms, fps=7243 images/s, loss=1.1815, top1-acc=71.58%, top5-acc=91.17%, remaining_time=0:00:00.851500, arrival_time=2021-04-14 22:18:43.588554, cost_time=0:00:00.851500 2021-04-14 22:18:43,074 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=5.18ms, fps=7606 images/s, loss=1.1774, top1-acc=72.06%, top5-acc=91.30%, remaining_time=0:00:00.396240, arrival_time=2021-04-14 22:18:43.470397, cost_time=0:00:01.188706 2021-04-14 22:18:43,378 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.08ms, fps=7627 images/s, loss=1.1772, top1-acc=72.23%, top5-acc=91.23%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:43.378685, cost_time=0:00:01.493256 2021-04-14 22:18:43,577 INFO : Epoch=0194 complete, best val top1-acc=72.23%, top5-acc=91.23% (epoch=194), remaining_time=0:02:05.275878, arrival_time=2021-04-14 22:20:48.853187, cost_time=1:07:30.586680 2021-04-14 22:18:43,579 INFO : Train start, epoch=0195, lr=0.000222 2021-04-14 22:18:44,756 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.67ms, fps=2175 images/s, loss=0.0178, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:21.888666, arrival_time=2021-04-14 22:19:06.644844, cost_time=0:00:01.176810 2021-04-14 22:18:45,718 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.46ms, fps=2662 images/s, loss=0.0181, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:18.824080, arrival_time=2021-04-14 22:19:04.542518, cost_time=0:00:02.139102 2021-04-14 22:18:46,686 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.41ms, fps=2646 images/s, loss=0.0187, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:17.192122, arrival_time=2021-04-14 22:19:03.878589, cost_time=0:00:03.107017 2021-04-14 22:18:47,676 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.44ms, fps=2588 images/s, loss=0.0187, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:15.978300, arrival_time=2021-04-14 22:19:03.654658, cost_time=0:00:04.096988 2021-04-14 22:18:48,654 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.36ms, fps=2620 images/s, loss=0.0187, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:14.818562, arrival_time=2021-04-14 22:19:03.472697, cost_time=0:00:05.074850 2021-04-14 22:18:49,630 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.47ms, fps=2624 images/s, loss=0.0189, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:13.715056, arrival_time=2021-04-14 22:19:03.345194, cost_time=0:00:06.050757 2021-04-14 22:18:50,601 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.37ms, fps=2638 images/s, loss=0.0188, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.639312, arrival_time=2021-04-14 22:19:03.240437, cost_time=0:00:07.021858 2021-04-14 22:18:51,561 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.64ms, fps=2666 images/s, loss=0.0188, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.574480, arrival_time=2021-04-14 22:19:03.136268, cost_time=0:00:07.982412 2021-04-14 22:18:52,540 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.38ms, fps=2617 images/s, loss=0.0189, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.554314, arrival_time=2021-04-14 22:19:03.094901, cost_time=0:00:08.961243 2021-04-14 22:18:53,511 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.84ms, fps=2639 images/s, loss=0.0188, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.534432, arrival_time=2021-04-14 22:19:03.045524, cost_time=0:00:09.931723 2021-04-14 22:18:54,469 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.40ms, fps=2673 images/s, loss=0.0188, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.514172, arrival_time=2021-04-14 22:19:02.983671, cost_time=0:00:10.890210 2021-04-14 22:18:55,431 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.39ms, fps=2663 images/s, loss=0.0188, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.506140, arrival_time=2021-04-14 22:19:02.937175, cost_time=0:00:11.851754 2021-04-14 22:18:56,391 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.60ms, fps=2668 images/s, loss=0.0188, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.504432, arrival_time=2021-04-14 22:19:02.895596, cost_time=0:00:12.811740 2021-04-14 22:18:57,371 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.43ms, fps=2614 images/s, loss=0.0187, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.516728, arrival_time=2021-04-14 22:19:02.887875, cost_time=0:00:13.791800 2021-04-14 22:18:58,351 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=2.07ms, fps=2613 images/s, loss=0.0188, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.530126, arrival_time=2021-04-14 22:19:02.881581, cost_time=0:00:14.772081 2021-04-14 22:18:59,312 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.39ms, fps=2665 images/s, loss=0.0187, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.539952, arrival_time=2021-04-14 22:19:02.852500, cost_time=0:00:15.733159 2021-04-14 22:19:00,291 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=2.09ms, fps=2618 images/s, loss=0.0186, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.555878, arrival_time=2021-04-14 22:19:02.846834, cost_time=0:00:16.711516 2021-04-14 22:19:01,265 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.35ms, fps=2628 images/s, loss=0.0186, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.572128, arrival_time=2021-04-14 22:19:02.837889, cost_time=0:00:17.686462 2021-04-14 22:19:02,250 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.40ms, fps=2601 images/s, loss=0.0186, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.589614, arrival_time=2021-04-14 22:19:02.840083, cost_time=0:00:18.671103 2021-04-14 22:19:02,798 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.42ms, fps=2483 images/s, loss=0.0187, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:02.798605, cost_time=0:00:19.219324 2021-04-14 22:19:03,329 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=4.25ms, fps=4841 images/s, loss=1.2049, top1-acc=72.11%, top5-acc=91.37%, remaining_time=0:00:01.586580, arrival_time=2021-04-14 22:19:04.915785, cost_time=0:00:00.528859 2021-04-14 22:19:03,666 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=0.31ms, fps=7599 images/s, loss=1.1940, top1-acc=71.23%, top5-acc=91.29%, remaining_time=0:00:00.866220, arrival_time=2021-04-14 22:19:04.532754, cost_time=0:00:00.866225 2021-04-14 22:19:04,021 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=0.30ms, fps=7227 images/s, loss=1.1990, top1-acc=71.24%, top5-acc=91.16%, remaining_time=0:00:00.406940, arrival_time=2021-04-14 22:19:04.428147, cost_time=0:00:01.220810 2021-04-14 22:19:04,345 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.08ms, fps=7162 images/s, loss=1.1788, top1-acc=71.66%, top5-acc=91.32%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:04.345584, cost_time=0:00:01.545289 2021-04-14 22:19:04,483 INFO : Epoch=0195 complete, best val top1-acc=72.23%, top5-acc=91.23% (epoch=194), remaining_time=0:01:44.397250, arrival_time=2021-04-14 22:20:48.880674, cost_time=1:07:51.492834 2021-04-14 22:19:04,484 INFO : Train start, epoch=0196, lr=0.000154 2021-04-14 22:19:05,652 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=0.32ms, fps=2192 images/s, loss=0.0193, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.722568, arrival_time=2021-04-14 22:19:27.375397, cost_time=0:00:01.167876 2021-04-14 22:19:06,659 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.95ms, fps=2545 images/s, loss=0.0190, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:19.136128, arrival_time=2021-04-14 22:19:25.795621, cost_time=0:00:02.174553 2021-04-14 22:19:07,630 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.31ms, fps=2639 images/s, loss=0.0194, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:17.402942, arrival_time=2021-04-14 22:19:25.032932, cost_time=0:00:03.145121 2021-04-14 22:19:08,592 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.45ms, fps=2661 images/s, loss=0.0188, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:16.019484, arrival_time=2021-04-14 22:19:24.611997, cost_time=0:00:04.107543 2021-04-14 22:19:09,565 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.43ms, fps=2633 images/s, loss=0.0184, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.835060, arrival_time=2021-04-14 22:19:24.400623, cost_time=0:00:05.080496 2021-04-14 22:19:10,537 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.33ms, fps=2636 images/s, loss=0.0184, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.718728, arrival_time=2021-04-14 22:19:24.256011, cost_time=0:00:06.052408 2021-04-14 22:19:11,502 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.45ms, fps=2653 images/s, loss=0.0185, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.631752, arrival_time=2021-04-14 22:19:24.134442, cost_time=0:00:07.017674 2021-04-14 22:19:12,468 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.52ms, fps=2651 images/s, loss=0.0186, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.576800, arrival_time=2021-04-14 22:19:24.045685, cost_time=0:00:07.984008 2021-04-14 22:19:13,452 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.33ms, fps=2605 images/s, loss=0.0184, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.561310, arrival_time=2021-04-14 22:19:24.013325, cost_time=0:00:08.967164 2021-04-14 22:19:14,423 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.30ms, fps=2637 images/s, loss=0.0182, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:09.540768, arrival_time=2021-04-14 22:19:23.964060, cost_time=0:00:09.938346 2021-04-14 22:19:15,385 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.62ms, fps=2662 images/s, loss=0.0181, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.522256, arrival_time=2021-04-14 22:19:23.907663, cost_time=0:00:10.900508 2021-04-14 22:19:16,351 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.39ms, fps=2651 images/s, loss=0.0180, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.515564, arrival_time=2021-04-14 22:19:23.867102, cost_time=0:00:11.866632 2021-04-14 22:19:17,326 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.43ms, fps=2628 images/s, loss=0.0179, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.519480, arrival_time=2021-04-14 22:19:23.845826, cost_time=0:00:12.841393 2021-04-14 22:19:18,292 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.40ms, fps=2650 images/s, loss=0.0180, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.523168, arrival_time=2021-04-14 22:19:23.815977, cost_time=0:00:13.807950 2021-04-14 22:19:19,251 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.56ms, fps=2672 images/s, loss=0.0180, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.528378, arrival_time=2021-04-14 22:19:23.779630, cost_time=0:00:14.766397 2021-04-14 22:19:20,210 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.51ms, fps=2671 images/s, loss=0.0182, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.538188, arrival_time=2021-04-14 22:19:23.748477, cost_time=0:00:15.725341 2021-04-14 22:19:21,172 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.44ms, fps=2661 images/s, loss=0.0183, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.552264, arrival_time=2021-04-14 22:19:23.724999, cost_time=0:00:16.687863 2021-04-14 22:19:22,140 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.46ms, fps=2645 images/s, loss=0.0183, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.569424, arrival_time=2021-04-14 22:19:23.710308, cost_time=0:00:17.656027 2021-04-14 22:19:23,100 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.64ms, fps=2668 images/s, loss=0.0182, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.587868, arrival_time=2021-04-14 22:19:23.688609, cost_time=0:00:18.615879 2021-04-14 22:19:23,673 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.55ms, fps=2377 images/s, loss=0.0183, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:23.673587, cost_time=0:00:19.188436 2021-04-14 22:19:24,166 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=4.42ms, fps=5229 images/s, loss=1.1349, top1-acc=73.71%, top5-acc=91.87%, remaining_time=0:00:01.468560, arrival_time=2021-04-14 22:19:25.635489, cost_time=0:00:00.489522 2021-04-14 22:19:24,506 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=2.79ms, fps=7551 images/s, loss=1.1551, top1-acc=72.60%, top5-acc=91.52%, remaining_time=0:00:00.829080, arrival_time=2021-04-14 22:19:25.335566, cost_time=0:00:00.829090 2021-04-14 22:19:24,858 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=6.83ms, fps=7287 images/s, loss=1.1931, top1-acc=72.01%, top5-acc=90.94%, remaining_time=0:00:00.393650, arrival_time=2021-04-14 22:19:25.252014, cost_time=0:00:01.180953 2021-04-14 22:19:25,182 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.06ms, fps=7169 images/s, loss=1.1920, top1-acc=72.21%, top5-acc=91.22%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:25.182715, cost_time=0:00:01.505397 2021-04-14 22:19:25,335 INFO : Epoch=0196 complete, best val top1-acc=72.23%, top5-acc=91.23% (epoch=194), remaining_time=0:01:23.517240, arrival_time=2021-04-14 22:20:48.852621, cost_time=1:08:12.344754 2021-04-14 22:19:25,337 INFO : Train start, epoch=0197, lr=0.000099 2021-04-14 22:19:26,491 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=2.01ms, fps=2218 images/s, loss=0.0211, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:21.467190, arrival_time=2021-04-14 22:19:47.959063, cost_time=0:00:01.154154 2021-04-14 22:19:27,457 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.76ms, fps=2653 images/s, loss=0.0201, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:18.653008, arrival_time=2021-04-14 22:19:46.110409, cost_time=0:00:02.119667 2021-04-14 22:19:28,423 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.59ms, fps=2650 images/s, loss=0.0198, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:17.077084, arrival_time=2021-04-14 22:19:45.500989, cost_time=0:00:03.086228 2021-04-14 22:19:29,397 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.32ms, fps=2631 images/s, loss=0.0192, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:15.833064, arrival_time=2021-04-14 22:19:45.230550, cost_time=0:00:04.059772 2021-04-14 22:19:30,366 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=2.22ms, fps=2643 images/s, loss=0.0191, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.684242, arrival_time=2021-04-14 22:19:45.050844, cost_time=0:00:05.028831 2021-04-14 22:19:31,329 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.59ms, fps=2661 images/s, loss=0.0188, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.581232, arrival_time=2021-04-14 22:19:44.910604, cost_time=0:00:05.991725 2021-04-14 22:19:32,292 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=2.04ms, fps=2659 images/s, loss=0.0185, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.518982, arrival_time=2021-04-14 22:19:44.811666, cost_time=0:00:06.955009 2021-04-14 22:19:33,261 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.50ms, fps=2643 images/s, loss=0.0183, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.489916, arrival_time=2021-04-14 22:19:44.751736, cost_time=0:00:07.924093 2021-04-14 22:19:34,230 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.90ms, fps=2645 images/s, loss=0.0185, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.473224, arrival_time=2021-04-14 22:19:44.703250, cost_time=0:00:08.892394 2021-04-14 22:19:35,207 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=2.05ms, fps=2620 images/s, loss=0.0184, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.475008, arrival_time=2021-04-14 22:19:44.682578, cost_time=0:00:09.869792 2021-04-14 22:19:36,178 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.46ms, fps=2640 images/s, loss=0.0185, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.475128, arrival_time=2021-04-14 22:19:44.653110, cost_time=0:00:10.840296 2021-04-14 22:19:37,153 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.36ms, fps=2625 images/s, loss=0.0182, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.483492, arrival_time=2021-04-14 22:19:44.637220, cost_time=0:00:11.816095 2021-04-14 22:19:38,114 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.40ms, fps=2665 images/s, loss=0.0182, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.486810, arrival_time=2021-04-14 22:19:44.601615, cost_time=0:00:12.777093 2021-04-14 22:19:39,076 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.57ms, fps=2662 images/s, loss=0.0182, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.495728, arrival_time=2021-04-14 22:19:44.572659, cost_time=0:00:13.739290 2021-04-14 22:19:40,038 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.55ms, fps=2663 images/s, loss=0.0182, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.508276, arrival_time=2021-04-14 22:19:44.546788, cost_time=0:00:14.700881 2021-04-14 22:19:40,997 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.74ms, fps=2671 images/s, loss=0.0182, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.523428, arrival_time=2021-04-14 22:19:44.520714, cost_time=0:00:15.659657 2021-04-14 22:19:41,972 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.82ms, fps=2628 images/s, loss=0.0182, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.544074, arrival_time=2021-04-14 22:19:44.516072, cost_time=0:00:16.634274 2021-04-14 22:19:42,945 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.94ms, fps=2632 images/s, loss=0.0181, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.565104, arrival_time=2021-04-14 22:19:44.510209, cost_time=0:00:17.607470 2021-04-14 22:19:43,925 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.19ms, fps=2613 images/s, loss=0.0182, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.586980, arrival_time=2021-04-14 22:19:44.512269, cost_time=0:00:18.587640 2021-04-14 22:19:44,468 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.18ms, fps=2507 images/s, loss=0.0182, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:44.468214, cost_time=0:00:19.130584 2021-04-14 22:19:44,950 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=2.00ms, fps=5326 images/s, loss=1.1862, top1-acc=71.56%, top5-acc=91.33%, remaining_time=0:00:01.441890, arrival_time=2021-04-14 22:19:46.392569, cost_time=0:00:00.480632 2021-04-14 22:19:45,282 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.61ms, fps=7733 images/s, loss=1.1616, top1-acc=72.32%, top5-acc=91.39%, remaining_time=0:00:00.812000, arrival_time=2021-04-14 22:19:46.094069, cost_time=0:00:00.812006 2021-04-14 22:19:45,613 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.58ms, fps=7733 images/s, loss=1.1570, top1-acc=72.34%, top5-acc=91.45%, remaining_time=0:00:00.381130, arrival_time=2021-04-14 22:19:45.994742, cost_time=0:00:01.143391 2021-04-14 22:19:45,931 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.11ms, fps=7316 images/s, loss=1.1569, top1-acc=72.39%, top5-acc=91.46%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:45.931275, cost_time=0:00:01.461225 2021-04-14 22:19:46,159 INFO : Epoch=0197 complete, best val top1-acc=72.39%, top5-acc=91.46% (epoch=197), remaining_time=0:01:02.637093, arrival_time=2021-04-14 22:20:48.796899, cost_time=1:08:33.169197 2021-04-14 22:19:46,161 INFO : Train start, epoch=0198, lr=0.000056 2021-04-14 22:19:47,267 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=0.33ms, fps=2314 images/s, loss=0.0195, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:20.580714, arrival_time=2021-04-14 22:20:07.848459, cost_time=0:00:01.106492 2021-04-14 22:19:48,237 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.41ms, fps=2641 images/s, loss=0.0182, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.270560, arrival_time=2021-04-14 22:20:06.508105, cost_time=0:00:02.076204 2021-04-14 22:19:49,197 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.31ms, fps=2669 images/s, loss=0.0183, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.798702, arrival_time=2021-04-14 22:20:05.995969, cost_time=0:00:03.035922 2021-04-14 22:19:50,188 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.46ms, fps=2585 images/s, loss=0.0178, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:15.704364, arrival_time=2021-04-14 22:20:05.892526, cost_time=0:00:04.026755 2021-04-14 22:19:51,178 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.45ms, fps=2586 images/s, loss=0.0178, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.651100, arrival_time=2021-04-14 22:20:05.829840, cost_time=0:00:05.017490 2021-04-14 22:19:52,155 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.39ms, fps=2623 images/s, loss=0.0181, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.586400, arrival_time=2021-04-14 22:20:05.741758, cost_time=0:00:05.994007 2021-04-14 22:19:53,128 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.92ms, fps=2632 images/s, loss=0.0181, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.541032, arrival_time=2021-04-14 22:20:05.669551, cost_time=0:00:06.967224 2021-04-14 22:19:54,114 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.69ms, fps=2600 images/s, loss=0.0184, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.531096, arrival_time=2021-04-14 22:20:05.645005, cost_time=0:00:07.952469 2021-04-14 22:19:55,101 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=2.16ms, fps=2594 images/s, loss=0.0181, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.529404, arrival_time=2021-04-14 22:20:05.630762, cost_time=0:00:08.940099 2021-04-14 22:19:56,065 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.51ms, fps=2655 images/s, loss=0.0180, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.508320, arrival_time=2021-04-14 22:20:05.574137, cost_time=0:00:09.904531 2021-04-14 22:19:57,035 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.39ms, fps=2641 images/s, loss=0.0182, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.501874, arrival_time=2021-04-14 22:20:05.537737, cost_time=0:00:10.874497 2021-04-14 22:19:58,001 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.34ms, fps=2653 images/s, loss=0.0183, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.498692, arrival_time=2021-04-14 22:20:05.499983, cost_time=0:00:11.840008 2021-04-14 22:19:58,978 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.35ms, fps=2623 images/s, loss=0.0184, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.506808, arrival_time=2021-04-14 22:20:05.484715, cost_time=0:00:12.816477 2021-04-14 22:19:59,937 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.49ms, fps=2670 images/s, loss=0.0184, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.510456, arrival_time=2021-04-14 22:20:05.447922, cost_time=0:00:13.776162 2021-04-14 22:20:00,905 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.49ms, fps=2647 images/s, loss=0.0184, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.521432, arrival_time=2021-04-14 22:20:05.426457, cost_time=0:00:14.743768 2021-04-14 22:20:01,871 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.56ms, fps=2651 images/s, loss=0.0185, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.534696, arrival_time=2021-04-14 22:20:05.405748, cost_time=0:00:15.709745 2021-04-14 22:20:02,832 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.41ms, fps=2665 images/s, loss=0.0184, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.549664, arrival_time=2021-04-14 22:20:05.382054, cost_time=0:00:16.670921 2021-04-14 22:20:03,807 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=2.12ms, fps=2628 images/s, loss=0.0184, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.568544, arrival_time=2021-04-14 22:20:05.375871, cost_time=0:00:17.646070 2021-04-14 22:20:04,771 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.34ms, fps=2656 images/s, loss=0.0184, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.587694, arrival_time=2021-04-14 22:20:05.359218, cost_time=0:00:18.610277 2021-04-14 22:20:05,318 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.49ms, fps=2489 images/s, loss=0.0184, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:05.318354, cost_time=0:00:19.157122 2021-04-14 22:20:05,784 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=5.19ms, fps=5512 images/s, loss=1.2006, top1-acc=72.11%, top5-acc=91.37%, remaining_time=0:00:01.393380, arrival_time=2021-04-14 22:20:07.178102, cost_time=0:00:00.464462 2021-04-14 22:20:06,171 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=0.43ms, fps=6623 images/s, loss=1.1934, top1-acc=71.78%, top5-acc=91.78%, remaining_time=0:00:00.851500, arrival_time=2021-04-14 22:20:07.023246, cost_time=0:00:00.851508 2021-04-14 22:20:06,586 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=31.47ms, fps=6185 images/s, loss=1.1822, top1-acc=71.85%, top5-acc=91.60%, remaining_time=0:00:00.421960, arrival_time=2021-04-14 22:20:07.008192, cost_time=0:00:01.265877 2021-04-14 22:20:06,912 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.06ms, fps=7117 images/s, loss=1.1849, top1-acc=71.87%, top5-acc=91.60%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:06.912750, cost_time=0:00:01.592563 2021-04-14 22:20:07,056 INFO : Epoch=0198 complete, best val top1-acc=72.39%, top5-acc=91.46% (epoch=197), remaining_time=0:00:41.758244, arrival_time=2021-04-14 22:20:48.814996, cost_time=1:08:54.066153 2021-04-14 22:20:07,058 INFO : Train start, epoch=0199, lr=0.000025 2021-04-14 22:20:08,202 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=2.36ms, fps=2238 images/s, loss=0.0184, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.277470, arrival_time=2021-04-14 22:20:29.479672, cost_time=0:00:01.143947 2021-04-14 22:20:09,173 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.71ms, fps=2638 images/s, loss=0.0185, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.611296, arrival_time=2021-04-14 22:20:27.784553, cost_time=0:00:02.114930 2021-04-14 22:20:10,141 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.44ms, fps=2646 images/s, loss=0.0180, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.059820, arrival_time=2021-04-14 22:20:27.201229, cost_time=0:00:03.083089 2021-04-14 22:20:11,116 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.51ms, fps=2628 images/s, loss=0.0181, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.825264, arrival_time=2021-04-14 22:20:26.941349, cost_time=0:00:04.057772 2021-04-14 22:20:12,085 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.41ms, fps=2644 images/s, loss=0.0180, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.678110, arrival_time=2021-04-14 22:20:26.763167, cost_time=0:00:05.026773 2021-04-14 22:20:13,061 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.42ms, fps=2625 images/s, loss=0.0179, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.606120, arrival_time=2021-04-14 22:20:26.667212, cost_time=0:00:06.002708 2021-04-14 22:20:14,021 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.60ms, fps=2669 images/s, loss=0.0182, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.533094, arrival_time=2021-04-14 22:20:26.554118, cost_time=0:00:06.962798 2021-04-14 22:20:14,985 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.35ms, fps=2657 images/s, loss=0.0182, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.493860, arrival_time=2021-04-14 22:20:26.478976, cost_time=0:00:07.926792 2021-04-14 22:20:15,949 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.54ms, fps=2655 images/s, loss=0.0183, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.472376, arrival_time=2021-04-14 22:20:26.422203, cost_time=0:00:08.891615 2021-04-14 22:20:16,939 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=2.02ms, fps=2589 images/s, loss=0.0183, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.485664, arrival_time=2021-04-14 22:20:26.424947, cost_time=0:00:09.880912 2021-04-14 22:20:17,923 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=2.28ms, fps=2603 images/s, loss=0.0181, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.494392, arrival_time=2021-04-14 22:20:26.417640, cost_time=0:00:10.864970 2021-04-14 22:20:18,923 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=2.48ms, fps=2563 images/s, loss=0.0180, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.514196, arrival_time=2021-04-14 22:20:26.437126, cost_time=0:00:11.864576 2021-04-14 22:20:19,893 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.50ms, fps=2640 images/s, loss=0.0180, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.516246, arrival_time=2021-04-14 22:20:26.409839, cost_time=0:00:12.835080 2021-04-14 22:20:20,866 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.50ms, fps=2634 images/s, loss=0.0180, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.523224, arrival_time=2021-04-14 22:20:26.389521, cost_time=0:00:13.808068 2021-04-14 22:20:21,855 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.36ms, fps=2591 images/s, loss=0.0179, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.537624, arrival_time=2021-04-14 22:20:26.392584, cost_time=0:00:14.796632 2021-04-14 22:20:22,820 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.35ms, fps=2652 images/s, loss=0.0179, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.546540, arrival_time=2021-04-14 22:20:26.367380, cost_time=0:00:15.762424 2021-04-14 22:20:23,781 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.38ms, fps=2666 images/s, loss=0.0180, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.557724, arrival_time=2021-04-14 22:20:26.339455, cost_time=0:00:16.723502 2021-04-14 22:20:24,740 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.99ms, fps=2670 images/s, loss=0.0180, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.571792, arrival_time=2021-04-14 22:20:26.312681, cost_time=0:00:17.682577 2021-04-14 22:20:25,701 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.15ms, fps=2666 images/s, loss=0.0179, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00.588744, arrival_time=2021-04-14 22:20:26.290456, cost_time=0:00:18.643479 2021-04-14 22:20:26,243 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.20ms, fps=2511 images/s, loss=0.0180, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:26.243721, cost_time=0:00:19.185514 2021-04-14 22:20:26,739 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=3.73ms, fps=5177 images/s, loss=1.1516, top1-acc=72.30%, top5-acc=91.33%, remaining_time=0:00:01.483590, arrival_time=2021-04-14 22:20:28.223500, cost_time=0:00:00.494527 2021-04-14 22:20:27,114 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=0.43ms, fps=6851 images/s, loss=1.1815, top1-acc=72.27%, top5-acc=91.35%, remaining_time=0:00:00.868700, arrival_time=2021-04-14 22:20:27.982896, cost_time=0:00:00.868703 2021-04-14 22:20:27,501 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=0.29ms, fps=6624 images/s, loss=1.1695, top1-acc=72.33%, top5-acc=91.47%, remaining_time=0:00:00.418640, arrival_time=2021-04-14 22:20:27.919909, cost_time=0:00:01.255929 2021-04-14 22:20:27,810 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.07ms, fps=7502 images/s, loss=1.1744, top1-acc=72.11%, top5-acc=91.29%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:27.810841, cost_time=0:00:01.565529 2021-04-14 22:20:27,955 INFO : Epoch=0199 complete, best val top1-acc=72.39%, top5-acc=91.46% (epoch=197), remaining_time=0:00:20.879219, arrival_time=2021-04-14 22:20:48.834520, cost_time=1:09:14.964664 2021-04-14 22:20:27,957 INFO : Train start, epoch=0200, lr=0.000006 2021-04-14 22:20:29,129 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=0.18ms, fps=2186 images/s, loss=0.0186, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:21.783576, arrival_time=2021-04-14 22:20:50.912487, cost_time=0:00:01.171157 2021-04-14 22:20:30,106 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.34ms, fps=2621 images/s, loss=0.0181, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.906976, arrival_time=2021-04-14 22:20:49.013329, cost_time=0:00:02.148516 2021-04-14 22:20:31,079 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.36ms, fps=2633 images/s, loss=0.0178, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.272300, arrival_time=2021-04-14 22:20:48.351684, cost_time=0:00:03.121515 2021-04-14 22:20:32,050 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.54ms, fps=2638 images/s, loss=0.0178, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.961764, arrival_time=2021-04-14 22:20:48.012211, cost_time=0:00:04.092772 2021-04-14 22:20:33,029 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.58ms, fps=2617 images/s, loss=0.0177, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.808050, arrival_time=2021-04-14 22:20:47.837112, cost_time=0:00:05.071241 2021-04-14 22:20:34,008 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.46ms, fps=2616 images/s, loss=0.0177, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.715056, arrival_time=2021-04-14 22:20:47.723497, cost_time=0:00:06.050779 2021-04-14 22:20:34,984 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.50ms, fps=2625 images/s, loss=0.0179, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.647502, arrival_time=2021-04-14 22:20:47.631652, cost_time=0:00:07.026401 2021-04-14 22:20:35,955 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.51ms, fps=2637 images/s, loss=0.0180, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.596868, arrival_time=2021-04-14 22:20:47.552404, cost_time=0:00:07.997856 2021-04-14 22:20:36,920 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.37ms, fps=2656 images/s, loss=0.0179, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.555586, arrival_time=2021-04-14 22:20:47.475563, cost_time=0:00:08.962314 2021-04-14 22:20:37,900 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.77ms, fps=2611 images/s, loss=0.0176, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.545376, arrival_time=2021-04-14 22:20:47.446226, cost_time=0:00:09.943102 2021-04-14 22:20:38,865 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.35ms, fps=2657 images/s, loss=0.0176, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.527502, arrival_time=2021-04-14 22:20:47.392480, cost_time=0:00:10.907274 2021-04-14 22:20:39,832 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.92ms, fps=2649 images/s, loss=0.0175, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.520428, arrival_time=2021-04-14 22:20:47.352428, cost_time=0:00:11.874343 2021-04-14 22:20:40,808 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.50ms, fps=2624 images/s, loss=0.0177, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.524100, arrival_time=2021-04-14 22:20:47.332327, cost_time=0:00:12.850468 2021-04-14 22:20:41,770 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.50ms, fps=2663 images/s, loss=0.0178, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.524960, arrival_time=2021-04-14 22:20:47.295061, cost_time=0:00:13.812441 2021-04-14 22:20:42,741 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=2.01ms, fps=2637 images/s, loss=0.0178, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.533622, arrival_time=2021-04-14 22:20:47.274930, cost_time=0:00:14.783602 2021-04-14 22:20:43,730 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.79ms, fps=2590 images/s, loss=0.0177, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.548772, arrival_time=2021-04-14 22:20:47.278872, cost_time=0:00:15.772337 2021-04-14 22:20:44,716 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.89ms, fps=2597 images/s, loss=0.0177, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.563106, arrival_time=2021-04-14 22:20:47.279489, cost_time=0:00:16.758709 2021-04-14 22:20:45,683 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.52ms, fps=2649 images/s, loss=0.0178, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.575600, arrival_time=2021-04-14 22:20:47.258683, cost_time=0:00:17.725420 2021-04-14 22:20:46,655 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.40ms, fps=2633 images/s, loss=0.0179, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.590460, arrival_time=2021-04-14 22:20:47.246153, cost_time=0:00:18.697995 2021-04-14 22:20:47,232 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.81ms, fps=2361 images/s, loss=0.0181, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:47.232167, cost_time=0:00:19.274411 2021-04-14 22:20:47,753 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.21ms, fps=4933 images/s, loss=1.1413, top1-acc=71.72%, top5-acc=92.42%, remaining_time=0:00:01.556790, arrival_time=2021-04-14 22:20:49.309826, cost_time=0:00:00.518933 2021-04-14 22:20:48,142 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=0.30ms, fps=6577 images/s, loss=1.1604, top1-acc=71.72%, top5-acc=91.68%, remaining_time=0:00:00.908620, arrival_time=2021-04-14 22:20:49.051328, cost_time=0:00:00.908621 2021-04-14 22:20:48,491 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=3.82ms, fps=7339 images/s, loss=1.1993, top1-acc=71.16%, top5-acc=91.43%, remaining_time=0:00:00.419280, arrival_time=2021-04-14 22:20:48.911204, cost_time=0:00:01.257846 2021-04-14 22:20:48,808 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.07ms, fps=7349 images/s, loss=1.1770, top1-acc=71.40%, top5-acc=91.31%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:48.807981, cost_time=0:00:01.573934 2021-04-14 22:20:48,963 INFO : Epoch=0200 complete, best val top1-acc=72.39%, top5-acc=91.46% (epoch=197), remaining_time=0:00:00, arrival_time=2021-04-14 22:20:48.963310, cost_time=1:09:35.972711