2021-04-14 22:39:45,551 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 22:39:45,560 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_', 'cifar10'), ('is_vit', False), ('image_size', 32), ('num_classes', 10), ('root', 'data/cifar10'), ('mean', [0.4914, 0.4822, 0.4465]), ('std', [0.2023, 0.1994, 0.201]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar10_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://127.0.0.1:50201', 'modifications': ['model.name=cifar10_shufflenetv2_x1_0'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar10/shufflenetv2_x1_0'), 'world_size': 1} 2021-04-14 22:39:45,678 INFO : Model details: n_params=1.26M, flops=45.00M. 2021-04-14 22:39:51,793 INFO : Train start, epoch=0001, lr=0.100000 2021-04-14 22:39:53,833 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.30ms, fps=1255 images/s, loss=3.0789, top1-acc=10.31%, top5-acc=50.59%, remaining_time=0:00:37.933584, arrival_time=2021-04-14 22:40:31.767047, cost_time=0:00:02.039436 2021-04-14 22:39:54,796 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.35ms, fps=2661 images/s, loss=2.9876, top1-acc=13.28%, top5-acc=56.31%, remaining_time=0:00:26.418656, arrival_time=2021-04-14 22:40:21.214685, cost_time=0:00:03.002126 2021-04-14 22:39:55,758 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.35ms, fps=2660 images/s, loss=2.6747, top1-acc=16.78%, top5-acc=64.10%, remaining_time=0:00:21.938726, arrival_time=2021-04-14 22:40:17.697412, cost_time=0:00:03.964823 2021-04-14 22:39:56,727 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.31ms, fps=2643 images/s, loss=2.4752, top1-acc=19.78%, top5-acc=68.99%, remaining_time=0:00:19.241976, arrival_time=2021-04-14 22:40:15.969688, cost_time=0:00:04.933832 2021-04-14 22:39:57,690 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.45ms, fps=2660 images/s, loss=2.3443, top1-acc=22.05%, top5-acc=72.23%, remaining_time=0:00:17.218218, arrival_time=2021-04-14 22:40:14.908748, cost_time=0:00:05.896635 2021-04-14 22:39:58,659 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.41ms, fps=2642 images/s, loss=2.2380, top1-acc=24.42%, top5-acc=74.84%, remaining_time=0:00:15.562888, arrival_time=2021-04-14 22:40:14.222808, cost_time=0:00:06.865996 2021-04-14 22:39:59,620 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.44ms, fps=2665 images/s, loss=2.1604, top1-acc=26.03%, top5-acc=76.71%, remaining_time=0:00:14.088564, arrival_time=2021-04-14 22:40:13.709428, cost_time=0:00:07.826946 2021-04-14 22:40:00,601 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=2.11ms, fps=2612 images/s, loss=2.0966, top1-acc=27.48%, top5-acc=78.29%, remaining_time=0:00:12.770788, arrival_time=2021-04-14 22:40:13.372186, cost_time=0:00:08.807479 2021-04-14 22:40:01,563 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.38ms, fps=2663 images/s, loss=2.0445, top1-acc=28.84%, top5-acc=79.51%, remaining_time=0:00:11.505876, arrival_time=2021-04-14 22:40:13.068967, cost_time=0:00:09.769182 2021-04-14 22:40:02,532 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.40ms, fps=2643 images/s, loss=2.0027, top1-acc=29.98%, top5-acc=80.48%, remaining_time=0:00:10.308576, arrival_time=2021-04-14 22:40:12.840618, cost_time=0:00:10.738108 2021-04-14 22:40:03,496 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.34ms, fps=2655 images/s, loss=1.9601, top1-acc=31.09%, top5-acc=81.45%, remaining_time=0:00:09.149540, arrival_time=2021-04-14 22:40:12.646349, cost_time=0:00:11.702888 2021-04-14 22:40:04,462 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.37ms, fps=2654 images/s, loss=1.9217, top1-acc=32.31%, top5-acc=82.30%, remaining_time=0:00:08.023168, arrival_time=2021-04-14 22:40:12.485200, cost_time=0:00:12.668187 2021-04-14 22:40:05,425 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.38ms, fps=2658 images/s, loss=1.8893, top1-acc=33.28%, top5-acc=82.96%, remaining_time=0:00:06.920562, arrival_time=2021-04-14 22:40:12.345869, cost_time=0:00:13.631445 2021-04-14 22:40:06,386 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.58ms, fps=2664 images/s, loss=1.8625, top1-acc=34.03%, top5-acc=83.58%, remaining_time=0:00:05.837104, arrival_time=2021-04-14 22:40:12.223823, cost_time=0:00:14.592806 2021-04-14 22:40:07,364 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.78ms, fps=2620 images/s, loss=1.8340, top1-acc=34.96%, top5-acc=84.15%, remaining_time=0:00:04.774938, arrival_time=2021-04-14 22:40:12.139243, cost_time=0:00:15.570443 2021-04-14 22:40:08,327 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.24ms, fps=2660 images/s, loss=1.8117, top1-acc=35.59%, top5-acc=84.63%, remaining_time=0:00:03.719952, arrival_time=2021-04-14 22:40:12.046985, cost_time=0:00:16.533166 2021-04-14 22:40:09,287 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.29ms, fps=2667 images/s, loss=1.7861, top1-acc=36.40%, top5-acc=85.12%, remaining_time=0:00:02.675478, arrival_time=2021-04-14 22:40:11.962873, cost_time=0:00:17.493465 2021-04-14 22:40:10,258 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.51ms, fps=2639 images/s, loss=1.7654, top1-acc=37.08%, top5-acc=85.58%, remaining_time=0:00:01.641248, arrival_time=2021-04-14 22:40:11.899218, cost_time=0:00:18.464097 2021-04-14 22:40:11,224 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.17ms, fps=2649 images/s, loss=1.7472, top1-acc=37.65%, top5-acc=85.96%, remaining_time=0:00:00.613608, arrival_time=2021-04-14 22:40:11.838467, cost_time=0:00:19.430987 2021-04-14 22:40:11,766 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.24ms, fps=2513 images/s, loss=1.7357, top1-acc=37.95%, top5-acc=86.15%, remaining_time=0:00:00, arrival_time=2021-04-14 22:40:11.766501, cost_time=0:00:19.972647 2021-04-14 22:40:12,408 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.26ms, fps=3999 images/s, loss=1.5526, top1-acc=45.55%, top5-acc=91.72%, remaining_time=0:00:01.920660, arrival_time=2021-04-14 22:40:14.329441, cost_time=0:00:00.640219 2021-04-14 22:40:12,739 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=2.13ms, fps=7748 images/s, loss=1.5413, top1-acc=45.96%, top5-acc=91.15%, remaining_time=0:00:00.971220, arrival_time=2021-04-14 22:40:13.710948, cost_time=0:00:00.971229 2021-04-14 22:40:13,071 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=0.32ms, fps=7733 images/s, loss=1.5323, top1-acc=45.55%, top5-acc=91.54%, remaining_time=0:00:00.434250, arrival_time=2021-04-14 22:40:13.505443, cost_time=0:00:01.302746 2021-04-14 22:40:13,387 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.05ms, fps=7338 images/s, loss=1.5297, top1-acc=45.22%, top5-acc=91.74%, remaining_time=0:00:00, arrival_time=2021-04-14 22:40:13.387647, cost_time=0:00:01.619215 2021-04-14 22:40:13,528 INFO : Epoch=0001 complete, best val top1-acc=45.22%, top5-acc=91.74% (epoch=1), remaining_time=1:12:05.538028, arrival_time=2021-04-14 23:52:19.066324, cost_time=0:00:21.736372 2021-04-14 22:40:13,529 INFO : Train start, epoch=0002, lr=0.099994 2021-04-14 22:40:14,710 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=0.36ms, fps=2168 images/s, loss=1.3390, top1-acc=50.66%, top5-acc=93.40%, remaining_time=0:00:21.964926, arrival_time=2021-04-14 22:40:36.675860, cost_time=0:00:01.180907 2021-04-14 22:40:15,675 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.54ms, fps=2656 images/s, loss=1.3354, top1-acc=51.21%, top5-acc=93.40%, remaining_time=0:00:18.876704, arrival_time=2021-04-14 22:40:34.551793, cost_time=0:00:02.145087 2021-04-14 22:40:16,638 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.77ms, fps=2658 images/s, loss=1.3307, top1-acc=51.16%, top5-acc=93.59%, remaining_time=0:00:17.201418, arrival_time=2021-04-14 22:40:33.840142, cost_time=0:00:03.108700 2021-04-14 22:40:17,607 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.37ms, fps=2643 images/s, loss=1.3217, top1-acc=51.28%, top5-acc=93.61%, remaining_time=0:00:15.902796, arrival_time=2021-04-14 22:40:33.510457, cost_time=0:00:04.077639 2021-04-14 22:40:18,568 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.29ms, fps=2666 images/s, loss=1.3136, top1-acc=51.89%, top5-acc=93.77%, remaining_time=0:00:14.711544, arrival_time=2021-04-14 22:40:33.279784, cost_time=0:00:05.038216 2021-04-14 22:40:19,534 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.43ms, fps=2652 images/s, loss=1.3030, top1-acc=52.47%, top5-acc=93.91%, remaining_time=0:00:13.609248, arrival_time=2021-04-14 22:40:33.143380, cost_time=0:00:06.004083 2021-04-14 22:40:20,494 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.38ms, fps=2667 images/s, loss=1.2963, top1-acc=52.95%, top5-acc=93.98%, remaining_time=0:00:12.535614, arrival_time=2021-04-14 22:40:33.029872, cost_time=0:00:06.964250 2021-04-14 22:40:21,452 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.56ms, fps=2672 images/s, loss=1.2908, top1-acc=53.20%, top5-acc=94.05%, remaining_time=0:00:11.487944, arrival_time=2021-04-14 22:40:32.940701, cost_time=0:00:07.922695 2021-04-14 22:40:22,438 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.43ms, fps=2598 images/s, loss=1.2797, top1-acc=53.63%, top5-acc=94.16%, remaining_time=0:00:10.492516, arrival_time=2021-04-14 22:40:32.931248, cost_time=0:00:08.908724 2021-04-14 22:40:23,397 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.47ms, fps=2670 images/s, loss=1.2734, top1-acc=53.90%, top5-acc=94.26%, remaining_time=0:00:09.473088, arrival_time=2021-04-14 22:40:32.870921, cost_time=0:00:09.867771 2021-04-14 22:40:24,364 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.31ms, fps=2650 images/s, loss=1.2646, top1-acc=54.17%, top5-acc=94.37%, remaining_time=0:00:08.470484, arrival_time=2021-04-14 22:40:32.834807, cost_time=0:00:10.834304 2021-04-14 22:40:25,323 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.31ms, fps=2669 images/s, loss=1.2559, top1-acc=54.50%, top5-acc=94.47%, remaining_time=0:00:07.469356, arrival_time=2021-04-14 22:40:32.793196, cost_time=0:00:11.793752 2021-04-14 22:40:26,289 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.26ms, fps=2653 images/s, loss=1.2481, top1-acc=54.81%, top5-acc=94.54%, remaining_time=0:00:06.477768, arrival_time=2021-04-14 22:40:32.767000, cost_time=0:00:12.759209 2021-04-14 22:40:27,255 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.40ms, fps=2651 images/s, loss=1.2407, top1-acc=55.11%, top5-acc=94.64%, remaining_time=0:00:05.490184, arrival_time=2021-04-14 22:40:32.745614, cost_time=0:00:13.725411 2021-04-14 22:40:28,219 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.61ms, fps=2658 images/s, loss=1.2335, top1-acc=55.37%, top5-acc=94.70%, remaining_time=0:00:04.504642, arrival_time=2021-04-14 22:40:32.723693, cost_time=0:00:14.689023 2021-04-14 22:40:29,178 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.65ms, fps=2670 images/s, loss=1.2283, top1-acc=55.59%, top5-acc=94.79%, remaining_time=0:00:03.520872, arrival_time=2021-04-14 22:40:32.699181, cost_time=0:00:15.648244 2021-04-14 22:40:30,137 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.67ms, fps=2670 images/s, loss=1.2208, top1-acc=55.88%, top5-acc=94.86%, remaining_time=0:00:02.539966, arrival_time=2021-04-14 22:40:32.677453, cost_time=0:00:16.607470 2021-04-14 22:40:31,102 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.27ms, fps=2655 images/s, loss=1.2136, top1-acc=56.12%, top5-acc=94.92%, remaining_time=0:00:01.561968, arrival_time=2021-04-14 22:40:32.664128, cost_time=0:00:17.572134 2021-04-14 22:40:32,070 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.38ms, fps=2644 images/s, loss=1.2063, top1-acc=56.40%, top5-acc=94.97%, remaining_time=0:00:00.585498, arrival_time=2021-04-14 22:40:32.656251, cost_time=0:00:18.540752 2021-04-14 22:40:32,616 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.30ms, fps=2496 images/s, loss=1.2021, top1-acc=56.55%, top5-acc=94.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:40:32.615980, cost_time=0:00:19.085964 2021-04-14 22:40:33,068 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=4.45ms, fps=5680 images/s, loss=1.2817, top1-acc=55.70%, top5-acc=95.74%, remaining_time=0:00:01.351980, arrival_time=2021-04-14 22:40:34.420336, cost_time=0:00:00.450655 2021-04-14 22:40:33,403 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=1.73ms, fps=7649 images/s, loss=1.2816, top1-acc=55.18%, top5-acc=95.76%, remaining_time=0:00:00.785720, arrival_time=2021-04-14 22:40:34.189161, cost_time=0:00:00.785716 2021-04-14 22:40:33,734 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=0.20ms, fps=7747 images/s, loss=1.2812, top1-acc=55.33%, top5-acc=95.59%, remaining_time=0:00:00.372220, arrival_time=2021-04-14 22:40:34.106564, cost_time=0:00:01.116651 2021-04-14 22:40:34,036 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.05ms, fps=7685 images/s, loss=1.2598, top1-acc=55.73%, top5-acc=95.71%, remaining_time=0:00:00, arrival_time=2021-04-14 22:40:34.036558, cost_time=0:00:01.418886 2021-04-14 22:40:34,234 INFO : Epoch=0002 complete, best val top1-acc=55.73%, top5-acc=95.71% (epoch=2), remaining_time=1:10:01.795620, arrival_time=2021-04-14 23:50:36.029914, cost_time=0:00:42.442379 2021-04-14 22:40:34,235 INFO : Train start, epoch=0003, lr=0.099975 2021-04-14 22:40:35,389 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=0.20ms, fps=2219 images/s, loss=1.0616, top1-acc=61.05%, top5-acc=96.17%, remaining_time=0:00:21.460494, arrival_time=2021-04-14 22:40:56.849847, cost_time=0:00:01.153794 2021-04-14 22:40:36,357 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.78ms, fps=2645 images/s, loss=1.0449, top1-acc=62.25%, top5-acc=96.21%, remaining_time=0:00:18.674656, arrival_time=2021-04-14 22:40:55.032381, cost_time=0:00:02.122124 2021-04-14 22:40:37,324 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.57ms, fps=2651 images/s, loss=1.0372, top1-acc=62.46%, top5-acc=96.41%, remaining_time=0:00:17.089534, arrival_time=2021-04-14 22:40:54.413571, cost_time=0:00:03.088484 2021-04-14 22:40:38,290 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.33ms, fps=2651 images/s, loss=1.0215, top1-acc=63.12%, top5-acc=96.47%, remaining_time=0:00:15.812940, arrival_time=2021-04-14 22:40:54.103098, cost_time=0:00:04.054599 2021-04-14 22:40:39,248 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.43ms, fps=2672 images/s, loss=1.0154, top1-acc=63.61%, top5-acc=96.50%, remaining_time=0:00:14.637668, arrival_time=2021-04-14 22:40:53.886192, cost_time=0:00:05.012917 2021-04-14 22:40:40,214 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.48ms, fps=2653 images/s, loss=1.0172, top1-acc=63.55%, top5-acc=96.53%, remaining_time=0:00:13.551312, arrival_time=2021-04-14 22:40:53.765504, cost_time=0:00:05.978491 2021-04-14 22:40:41,172 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.25ms, fps=2673 images/s, loss=1.0130, top1-acc=63.72%, top5-acc=96.55%, remaining_time=0:00:12.486600, arrival_time=2021-04-14 22:40:53.659159, cost_time=0:00:06.936997 2021-04-14 22:40:42,132 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.55ms, fps=2669 images/s, loss=1.0108, top1-acc=63.73%, top5-acc=96.61%, remaining_time=0:00:11.450012, arrival_time=2021-04-14 22:40:53.582116, cost_time=0:00:07.896540 2021-04-14 22:40:43,094 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.37ms, fps=2660 images/s, loss=1.0034, top1-acc=63.91%, top5-acc=96.64%, remaining_time=0:00:10.434322, arrival_time=2021-04-14 22:40:53.529220, cost_time=0:00:08.859287 2021-04-14 22:40:44,068 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.56ms, fps=2632 images/s, loss=0.9990, top1-acc=64.11%, top5-acc=96.69%, remaining_time=0:00:09.439200, arrival_time=2021-04-14 22:40:53.507223, cost_time=0:00:09.832465 2021-04-14 22:40:45,032 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.29ms, fps=2655 images/s, loss=0.9940, top1-acc=64.34%, top5-acc=96.72%, remaining_time=0:00:08.441158, arrival_time=2021-04-14 22:40:53.473617, cost_time=0:00:10.796868 2021-04-14 22:40:46,012 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.75ms, fps=2614 images/s, loss=0.9873, top1-acc=64.68%, top5-acc=96.78%, remaining_time=0:00:07.458412, arrival_time=2021-04-14 22:40:53.470474, cost_time=0:00:11.776499 2021-04-14 22:40:46,972 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.31ms, fps=2667 images/s, loss=0.9825, top1-acc=64.82%, top5-acc=96.85%, remaining_time=0:00:06.466416, arrival_time=2021-04-14 22:40:53.438863, cost_time=0:00:12.736896 2021-04-14 22:40:47,939 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.40ms, fps=2656 images/s, loss=0.9771, top1-acc=65.10%, top5-acc=96.88%, remaining_time=0:00:05.481672, arrival_time=2021-04-14 22:40:53.421468, cost_time=0:00:13.704239 2021-04-14 22:40:48,900 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.28ms, fps=2664 images/s, loss=0.9724, top1-acc=65.29%, top5-acc=96.93%, remaining_time=0:00:04.497374, arrival_time=2021-04-14 22:40:53.398308, cost_time=0:00:14.665380 2021-04-14 22:40:49,867 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.48ms, fps=2650 images/s, loss=0.9683, top1-acc=65.47%, top5-acc=96.95%, remaining_time=0:00:03.517164, arrival_time=2021-04-14 22:40:53.384489, cost_time=0:00:15.631764 2021-04-14 22:40:50,834 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.48ms, fps=2649 images/s, loss=0.9645, top1-acc=65.63%, top5-acc=96.97%, remaining_time=0:00:02.538614, arrival_time=2021-04-14 22:40:53.372800, cost_time=0:00:16.598624 2021-04-14 22:40:51,798 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.39ms, fps=2655 images/s, loss=0.9575, top1-acc=65.93%, top5-acc=97.01%, remaining_time=0:00:01.561152, arrival_time=2021-04-14 22:40:53.359761, cost_time=0:00:17.563044 2021-04-14 22:40:52,764 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.39ms, fps=2652 images/s, loss=0.9524, top1-acc=66.14%, top5-acc=97.03%, remaining_time=0:00:00.585120, arrival_time=2021-04-14 22:40:53.349438, cost_time=0:00:18.528774 2021-04-14 22:40:53,306 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.27ms, fps=2512 images/s, loss=0.9495, top1-acc=66.29%, top5-acc=97.04%, remaining_time=0:00:00, arrival_time=2021-04-14 22:40:53.306062, cost_time=0:00:19.070525 2021-04-14 22:40:53,764 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=7.68ms, fps=5606 images/s, loss=1.0279, top1-acc=64.26%, top5-acc=97.07%, remaining_time=0:00:01.369920, arrival_time=2021-04-14 22:40:55.134186, cost_time=0:00:00.456643 2021-04-14 22:40:54,099 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=0.30ms, fps=7656 images/s, loss=1.0442, top1-acc=63.24%, top5-acc=96.50%, remaining_time=0:00:00.791400, arrival_time=2021-04-14 22:40:54.890409, cost_time=0:00:00.791409 2021-04-14 22:40:54,434 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.42ms, fps=7643 images/s, loss=1.0521, top1-acc=62.90%, top5-acc=96.55%, remaining_time=0:00:00.375570, arrival_time=2021-04-14 22:40:54.809882, cost_time=0:00:01.126710 2021-04-14 22:40:54,736 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.05ms, fps=7691 images/s, loss=1.0468, top1-acc=62.67%, top5-acc=96.65%, remaining_time=0:00:00, arrival_time=2021-04-14 22:40:54.736306, cost_time=0:00:01.428717 2021-04-14 22:40:54,977 INFO : Epoch=0003 complete, best val top1-acc=62.67%, top5-acc=96.65% (epoch=3), remaining_time=1:09:09.182086, arrival_time=2021-04-14 23:50:04.159516, cost_time=0:01:03.185514 2021-04-14 22:40:54,978 INFO : Train start, epoch=0004, lr=0.099944 2021-04-14 22:40:56,171 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.57ms, fps=2146 images/s, loss=0.8566, top1-acc=70.08%, top5-acc=97.81%, remaining_time=0:00:22.188684, arrival_time=2021-04-14 22:41:18.360326, cost_time=0:00:01.192937 2021-04-14 22:40:57,131 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.56ms, fps=2668 images/s, loss=0.8348, top1-acc=70.39%, top5-acc=97.99%, remaining_time=0:00:18.944112, arrival_time=2021-04-14 22:41:16.075547, cost_time=0:00:02.152735 2021-04-14 22:40:58,094 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.27ms, fps=2660 images/s, loss=0.8233, top1-acc=71.09%, top5-acc=97.90%, remaining_time=0:00:17.238270, arrival_time=2021-04-14 22:41:15.332318, cost_time=0:00:03.115342 2021-04-14 22:40:59,054 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.47ms, fps=2667 images/s, loss=0.8086, top1-acc=71.56%, top5-acc=98.12%, remaining_time=0:00:15.895152, arrival_time=2021-04-14 22:41:14.949547, cost_time=0:00:04.075686 2021-04-14 22:41:00,016 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.38ms, fps=2663 images/s, loss=0.8146, top1-acc=71.19%, top5-acc=98.09%, remaining_time=0:00:14.709354, arrival_time=2021-04-14 22:41:14.725648, cost_time=0:00:05.037468 2021-04-14 22:41:01,007 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.80ms, fps=2586 images/s, loss=0.8139, top1-acc=71.30%, top5-acc=98.07%, remaining_time=0:00:13.665144, arrival_time=2021-04-14 22:41:14.672560, cost_time=0:00:06.028712 2021-04-14 22:41:01,977 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.34ms, fps=2639 images/s, loss=0.8129, top1-acc=71.37%, top5-acc=98.05%, remaining_time=0:00:12.598488, arrival_time=2021-04-14 22:41:14.576345, cost_time=0:00:06.999154 2021-04-14 22:41:02,940 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.35ms, fps=2659 images/s, loss=0.8124, top1-acc=71.39%, top5-acc=98.06%, remaining_time=0:00:11.545132, arrival_time=2021-04-14 22:41:14.486035, cost_time=0:00:07.962153 2021-04-14 22:41:03,912 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.57ms, fps=2635 images/s, loss=0.8109, top1-acc=71.55%, top5-acc=98.00%, remaining_time=0:00:10.522408, arrival_time=2021-04-14 22:41:14.435250, cost_time=0:00:08.934098 2021-04-14 22:41:04,877 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.65ms, fps=2656 images/s, loss=0.8052, top1-acc=71.71%, top5-acc=98.04%, remaining_time=0:00:09.502464, arrival_time=2021-04-14 22:41:14.379568, cost_time=0:00:09.898392 2021-04-14 22:41:05,857 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.91ms, fps=2612 images/s, loss=0.8026, top1-acc=71.75%, top5-acc=98.06%, remaining_time=0:00:08.505400, arrival_time=2021-04-14 22:41:14.363049, cost_time=0:00:10.878954 2021-04-14 22:41:06,828 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.29ms, fps=2637 images/s, loss=0.8030, top1-acc=71.75%, top5-acc=98.06%, remaining_time=0:00:07.505152, arrival_time=2021-04-14 22:41:14.334076, cost_time=0:00:11.850232 2021-04-14 22:41:07,795 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.50ms, fps=2649 images/s, loss=0.7999, top1-acc=71.90%, top5-acc=98.03%, remaining_time=0:00:06.507072, arrival_time=2021-04-14 22:41:14.302794, cost_time=0:00:12.817023 2021-04-14 22:41:08,761 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.45ms, fps=2653 images/s, loss=0.7956, top1-acc=72.07%, top5-acc=98.06%, remaining_time=0:00:05.512920, arrival_time=2021-04-14 22:41:14.273962, cost_time=0:00:13.782341 2021-04-14 22:41:09,732 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.34ms, fps=2637 images/s, loss=0.7916, top1-acc=72.21%, top5-acc=98.07%, remaining_time=0:00:04.524422, arrival_time=2021-04-14 22:41:14.256775, cost_time=0:00:14.753530 2021-04-14 22:41:10,700 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.38ms, fps=2645 images/s, loss=0.7891, top1-acc=72.33%, top5-acc=98.07%, remaining_time=0:00:03.537432, arrival_time=2021-04-14 22:41:14.238065, cost_time=0:00:15.721932 2021-04-14 22:41:11,671 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.54ms, fps=2638 images/s, loss=0.7853, top1-acc=72.48%, top5-acc=98.09%, remaining_time=0:00:02.552992, arrival_time=2021-04-14 22:41:14.224312, cost_time=0:00:16.692576 2021-04-14 22:41:12,636 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.39ms, fps=2655 images/s, loss=0.7812, top1-acc=72.65%, top5-acc=98.10%, remaining_time=0:00:01.569536, arrival_time=2021-04-14 22:41:14.205538, cost_time=0:00:17.657305 2021-04-14 22:41:13,601 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.50ms, fps=2653 images/s, loss=0.7784, top1-acc=72.73%, top5-acc=98.11%, remaining_time=0:00:00.588078, arrival_time=2021-04-14 22:41:14.189239, cost_time=0:00:18.622470 2021-04-14 22:41:14,143 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.50ms, fps=2508 images/s, loss=0.7769, top1-acc=72.76%, top5-acc=98.13%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:14.143887, cost_time=0:00:19.165183 2021-04-14 22:41:14,670 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=0.27ms, fps=4877 images/s, loss=0.8395, top1-acc=69.80%, top5-acc=98.16%, remaining_time=0:00:01.574640, arrival_time=2021-04-14 22:41:16.245285, cost_time=0:00:00.524878 2021-04-14 22:41:15,011 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=0.35ms, fps=7518 images/s, loss=0.7999, top1-acc=71.58%, top5-acc=98.30%, remaining_time=0:00:00.865900, arrival_time=2021-04-14 22:41:15.877516, cost_time=0:00:00.865900 2021-04-14 22:41:15,394 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=45.95ms, fps=6697 images/s, loss=0.8062, top1-acc=71.41%, top5-acc=98.07%, remaining_time=0:00:00.416170, arrival_time=2021-04-14 22:41:15.810405, cost_time=0:00:01.248520 2021-04-14 22:41:15,731 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.05ms, fps=6885 images/s, loss=0.8155, top1-acc=71.28%, top5-acc=98.02%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:15.731512, cost_time=0:00:01.585820 2021-04-14 22:41:15,979 INFO : Epoch=0004 complete, best val top1-acc=71.28%, top5-acc=98.02% (epoch=4), remaining_time=1:08:45.169076, arrival_time=2021-04-14 23:50:01.148135, cost_time=0:01:24.187125 2021-04-14 22:41:15,981 INFO : Train start, epoch=0005, lr=0.099901 2021-04-14 22:41:17,108 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.35ms, fps=2271 images/s, loss=0.6600, top1-acc=77.07%, top5-acc=98.67%, remaining_time=0:00:20.963130, arrival_time=2021-04-14 22:41:38.071554, cost_time=0:00:01.127050 2021-04-14 22:41:18,086 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.28ms, fps=2620 images/s, loss=0.6826, top1-acc=76.39%, top5-acc=98.52%, remaining_time=0:00:18.521712, arrival_time=2021-04-14 22:41:36.607721, cost_time=0:00:02.104738 2021-04-14 22:41:19,047 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.72ms, fps=2665 images/s, loss=0.6803, top1-acc=76.65%, top5-acc=98.49%, remaining_time=0:00:16.963374, arrival_time=2021-04-14 22:41:36.010372, cost_time=0:00:03.065658 2021-04-14 22:41:20,013 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.53ms, fps=2651 images/s, loss=0.6830, top1-acc=76.37%, top5-acc=98.45%, remaining_time=0:00:15.724644, arrival_time=2021-04-14 22:41:35.737949, cost_time=0:00:04.031968 2021-04-14 22:41:20,981 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.54ms, fps=2645 images/s, loss=0.6782, top1-acc=76.52%, top5-acc=98.52%, remaining_time=0:00:14.600876, arrival_time=2021-04-14 22:41:35.582445, cost_time=0:00:05.000300 2021-04-14 22:41:21,949 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.38ms, fps=2647 images/s, loss=0.6833, top1-acc=76.26%, top5-acc=98.54%, remaining_time=0:00:13.527240, arrival_time=2021-04-14 22:41:35.476443, cost_time=0:00:05.967928 2021-04-14 22:41:22,931 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.93ms, fps=2609 images/s, loss=0.6805, top1-acc=76.38%, top5-acc=98.54%, remaining_time=0:00:12.509532, arrival_time=2021-04-14 22:41:35.440584, cost_time=0:00:06.949724 2021-04-14 22:41:23,895 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.40ms, fps=2655 images/s, loss=0.6818, top1-acc=76.40%, top5-acc=98.54%, remaining_time=0:00:11.475996, arrival_time=2021-04-14 22:41:35.371746, cost_time=0:00:07.914463 2021-04-14 22:41:24,860 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.34ms, fps=2654 images/s, loss=0.6835, top1-acc=76.28%, top5-acc=98.51%, remaining_time=0:00:10.457960, arrival_time=2021-04-14 22:41:35.318603, cost_time=0:00:08.879358 2021-04-14 22:41:25,826 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.36ms, fps=2653 images/s, loss=0.6808, top1-acc=76.45%, top5-acc=98.55%, remaining_time=0:00:09.451008, arrival_time=2021-04-14 22:41:35.277093, cost_time=0:00:09.844768 2021-04-14 22:41:26,803 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.38ms, fps=2621 images/s, loss=0.6821, top1-acc=76.43%, top5-acc=98.52%, remaining_time=0:00:08.460938, arrival_time=2021-04-14 22:41:35.264388, cost_time=0:00:10.822175 2021-04-14 22:41:27,768 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.39ms, fps=2654 images/s, loss=0.6816, top1-acc=76.50%, top5-acc=98.52%, remaining_time=0:00:07.465328, arrival_time=2021-04-14 22:41:35.233917, cost_time=0:00:11.787306 2021-04-14 22:41:28,731 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.22ms, fps=2661 images/s, loss=0.6816, top1-acc=76.57%, top5-acc=98.49%, remaining_time=0:00:06.472950, arrival_time=2021-04-14 22:41:35.203987, cost_time=0:00:12.749769 2021-04-14 22:41:29,695 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.52ms, fps=2656 images/s, loss=0.6791, top1-acc=76.65%, top5-acc=98.50%, remaining_time=0:00:05.485592, arrival_time=2021-04-14 22:41:35.180901, cost_time=0:00:13.713968 2021-04-14 22:41:30,656 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.53ms, fps=2666 images/s, loss=0.6768, top1-acc=76.69%, top5-acc=98.53%, remaining_time=0:00:04.500272, arrival_time=2021-04-14 22:41:35.156386, cost_time=0:00:14.674826 2021-04-14 22:41:31,618 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.35ms, fps=2661 images/s, loss=0.6762, top1-acc=76.71%, top5-acc=98.55%, remaining_time=0:00:03.518388, arrival_time=2021-04-14 22:41:35.137007, cost_time=0:00:15.637334 2021-04-14 22:41:32,602 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.50ms, fps=2602 images/s, loss=0.6756, top1-acc=76.73%, top5-acc=98.55%, remaining_time=0:00:02.542098, arrival_time=2021-04-14 22:41:35.144843, cost_time=0:00:16.621480 2021-04-14 22:41:33,565 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.34ms, fps=2660 images/s, loss=0.6727, top1-acc=76.82%, top5-acc=98.55%, remaining_time=0:00:01.563040, arrival_time=2021-04-14 22:41:35.128557, cost_time=0:00:17.584253 2021-04-14 22:41:34,530 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.13ms, fps=2653 images/s, loss=0.6710, top1-acc=76.89%, top5-acc=98.56%, remaining_time=0:00:00.585780, arrival_time=2021-04-14 22:41:35.116734, cost_time=0:00:18.549683 2021-04-14 22:41:35,072 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.19ms, fps=2514 images/s, loss=0.6697, top1-acc=76.88%, top5-acc=98.57%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:35.072341, cost_time=0:00:19.091086 2021-04-14 22:41:35,538 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=1.95ms, fps=5509 images/s, loss=0.8262, top1-acc=71.45%, top5-acc=98.55%, remaining_time=0:00:01.394130, arrival_time=2021-04-14 22:41:36.932817, cost_time=0:00:00.464706 2021-04-14 22:41:35,876 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=0.30ms, fps=7588 images/s, loss=0.8395, top1-acc=70.90%, top5-acc=98.52%, remaining_time=0:00:00.802540, arrival_time=2021-04-14 22:41:36.679038, cost_time=0:00:00.802537 2021-04-14 22:41:36,249 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=6.63ms, fps=6865 images/s, loss=0.8274, top1-acc=71.11%, top5-acc=98.53%, remaining_time=0:00:00.391940, arrival_time=2021-04-14 22:41:36.641712, cost_time=0:00:01.175823 2021-04-14 22:41:36,550 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.07ms, fps=7720 images/s, loss=0.8249, top1-acc=71.26%, top5-acc=98.49%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:36.550645, cost_time=0:00:01.476723 2021-04-14 22:41:36,648 INFO : Epoch=0005 complete, best val top1-acc=71.28%, top5-acc=98.02% (epoch=4), remaining_time=1:08:09.397065, arrival_time=2021-04-14 23:49:46.045315, cost_time=0:01:44.856335 2021-04-14 22:41:36,649 INFO : Train start, epoch=0006, lr=0.099846 2021-04-14 22:41:37,836 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.53ms, fps=2156 images/s, loss=0.6459, top1-acc=77.42%, top5-acc=99.06%, remaining_time=0:00:22.083036, arrival_time=2021-04-14 22:41:59.919852, cost_time=0:00:01.187260 2021-04-14 22:41:38,796 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.49ms, fps=2668 images/s, loss=0.6222, top1-acc=78.22%, top5-acc=98.81%, remaining_time=0:00:18.893952, arrival_time=2021-04-14 22:41:57.690541, cost_time=0:00:02.147037 2021-04-14 22:41:39,758 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.38ms, fps=2661 images/s, loss=0.6171, top1-acc=78.44%, top5-acc=98.95%, remaining_time=0:00:17.205236, arrival_time=2021-04-14 22:41:56.964180, cost_time=0:00:03.109394 2021-04-14 22:41:40,718 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.31ms, fps=2669 images/s, loss=0.6201, top1-acc=78.41%, top5-acc=98.91%, remaining_time=0:00:15.868788, arrival_time=2021-04-14 22:41:56.587239, cost_time=0:00:04.068909 2021-04-14 22:41:41,688 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.56ms, fps=2640 images/s, loss=0.6258, top1-acc=78.27%, top5-acc=98.78%, remaining_time=0:00:14.713296, arrival_time=2021-04-14 22:41:56.401624, cost_time=0:00:05.038784 2021-04-14 22:41:42,652 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.19ms, fps=2658 images/s, loss=0.6248, top1-acc=78.22%, top5-acc=98.81%, remaining_time=0:00:13.605440, arrival_time=2021-04-14 22:41:56.257435, cost_time=0:00:06.002423 2021-04-14 22:41:43,622 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.72ms, fps=2643 images/s, loss=0.6208, top1-acc=78.39%, top5-acc=98.82%, remaining_time=0:00:12.551364, arrival_time=2021-04-14 22:41:56.173894, cost_time=0:00:06.972975 2021-04-14 22:41:44,585 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.30ms, fps=2660 images/s, loss=0.6166, top1-acc=78.52%, top5-acc=98.85%, remaining_time=0:00:11.506968, arrival_time=2021-04-14 22:41:56.092373, cost_time=0:00:07.935859 2021-04-14 22:41:45,554 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.38ms, fps=2643 images/s, loss=0.6212, top1-acc=78.39%, top5-acc=98.84%, remaining_time=0:00:10.488064, arrival_time=2021-04-14 22:41:56.042650, cost_time=0:00:08.904972 2021-04-14 22:41:46,517 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.36ms, fps=2659 images/s, loss=0.6187, top1-acc=78.45%, top5-acc=98.80%, remaining_time=0:00:09.473568, arrival_time=2021-04-14 22:41:55.991421, cost_time=0:00:09.868265 2021-04-14 22:41:47,488 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.39ms, fps=2638 images/s, loss=0.6175, top1-acc=78.50%, top5-acc=98.82%, remaining_time=0:00:08.474268, arrival_time=2021-04-14 22:41:55.962953, cost_time=0:00:10.839135 2021-04-14 22:41:48,457 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.54ms, fps=2644 images/s, loss=0.6194, top1-acc=78.46%, top5-acc=98.81%, remaining_time=0:00:07.478172, arrival_time=2021-04-14 22:41:55.935345, cost_time=0:00:11.807623 2021-04-14 22:41:49,427 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=2.57ms, fps=2639 images/s, loss=0.6187, top1-acc=78.48%, top5-acc=98.84%, remaining_time=0:00:06.487272, arrival_time=2021-04-14 22:41:55.914776, cost_time=0:00:12.777939 2021-04-14 22:41:50,388 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.49ms, fps=2666 images/s, loss=0.6176, top1-acc=78.53%, top5-acc=98.81%, remaining_time=0:00:05.495448, arrival_time=2021-04-14 22:41:55.883577, cost_time=0:00:13.738586 2021-04-14 22:41:51,355 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.38ms, fps=2648 images/s, loss=0.6170, top1-acc=78.57%, top5-acc=98.82%, remaining_time=0:00:04.509748, arrival_time=2021-04-14 22:41:55.865034, cost_time=0:00:14.705762 2021-04-14 22:41:52,322 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.43ms, fps=2649 images/s, loss=0.6178, top1-acc=78.54%, top5-acc=98.81%, remaining_time=0:00:03.526308, arrival_time=2021-04-14 22:41:55.848345, cost_time=0:00:15.672441 2021-04-14 22:41:53,297 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.26ms, fps=2626 images/s, loss=0.6175, top1-acc=78.55%, top5-acc=98.83%, remaining_time=0:00:02.546128, arrival_time=2021-04-14 22:41:55.843383, cost_time=0:00:16.647701 2021-04-14 22:41:54,263 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.29ms, fps=2650 images/s, loss=0.6144, top1-acc=78.68%, top5-acc=98.83%, remaining_time=0:00:01.565696, arrival_time=2021-04-14 22:41:55.829411, cost_time=0:00:17.614168 2021-04-14 22:41:55,230 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.16ms, fps=2650 images/s, loss=0.6128, top1-acc=78.73%, top5-acc=98.83%, remaining_time=0:00:00.586758, arrival_time=2021-04-14 22:41:55.816892, cost_time=0:00:18.580586 2021-04-14 22:41:55,772 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.35ms, fps=2509 images/s, loss=0.6122, top1-acc=78.77%, top5-acc=98.84%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:55.772426, cost_time=0:00:19.122870 2021-04-14 22:41:56,226 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=2.08ms, fps=5665 images/s, loss=0.7972, top1-acc=71.68%, top5-acc=98.20%, remaining_time=0:00:01.355580, arrival_time=2021-04-14 22:41:57.581710, cost_time=0:00:00.451859 2021-04-14 22:41:56,552 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=0.27ms, fps=7853 images/s, loss=0.7849, top1-acc=72.25%, top5-acc=98.16%, remaining_time=0:00:00.778180, arrival_time=2021-04-14 22:41:57.330629, cost_time=0:00:00.778179 2021-04-14 22:41:56,923 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=9.86ms, fps=6914 images/s, loss=0.7751, top1-acc=72.70%, top5-acc=98.20%, remaining_time=0:00:00.382930, arrival_time=2021-04-14 22:41:57.306025, cost_time=0:00:01.148779 2021-04-14 22:41:57,248 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.10ms, fps=7134 images/s, loss=0.7691, top1-acc=72.81%, top5-acc=98.29%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:57.248744, cost_time=0:00:01.474455 2021-04-14 22:41:57,433 INFO : Epoch=0006 complete, best val top1-acc=72.81%, top5-acc=98.29% (epoch=6), remaining_time=1:07:42.402098, arrival_time=2021-04-14 23:49:39.835314, cost_time=0:02:05.641300 2021-04-14 22:41:57,434 INFO : Train start, epoch=0007, lr=0.099778 2021-04-14 22:41:58,596 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=0.35ms, fps=2204 images/s, loss=0.5749, top1-acc=80.94%, top5-acc=99.06%, remaining_time=0:00:21.605946, arrival_time=2021-04-14 22:42:20.202060, cost_time=0:00:01.161608 2021-04-14 22:41:59,565 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=10.32ms, fps=2642 images/s, loss=0.5660, top1-acc=80.94%, top5-acc=99.10%, remaining_time=0:00:18.751216, arrival_time=2021-04-14 22:42:18.316547, cost_time=0:00:02.130827 2021-04-14 22:42:00,534 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.34ms, fps=2644 images/s, loss=0.5608, top1-acc=80.70%, top5-acc=99.06%, remaining_time=0:00:17.149958, arrival_time=2021-04-14 22:42:17.683901, cost_time=0:00:03.099381 2021-04-14 22:42:01,496 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.49ms, fps=2661 images/s, loss=0.5560, top1-acc=80.78%, top5-acc=99.13%, remaining_time=0:00:15.841488, arrival_time=2021-04-14 22:42:17.337968, cost_time=0:00:04.061905 2021-04-14 22:42:02,462 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.28ms, fps=2652 images/s, loss=0.5606, top1-acc=80.73%, top5-acc=99.07%, remaining_time=0:00:14.681322, arrival_time=2021-04-14 22:42:17.143660, cost_time=0:00:05.027841 2021-04-14 22:42:03,432 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.41ms, fps=2641 images/s, loss=0.5649, top1-acc=80.57%, top5-acc=98.96%, remaining_time=0:00:13.594696, arrival_time=2021-04-14 22:42:17.026926, cost_time=0:00:05.997652 2021-04-14 22:42:04,407 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.33ms, fps=2627 images/s, loss=0.5673, top1-acc=80.50%, top5-acc=98.89%, remaining_time=0:00:12.551238, arrival_time=2021-04-14 22:42:16.958672, cost_time=0:00:06.972933 2021-04-14 22:42:05,368 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.35ms, fps=2664 images/s, loss=0.5653, top1-acc=80.62%, top5-acc=98.91%, remaining_time=0:00:11.504648, arrival_time=2021-04-14 22:42:16.873424, cost_time=0:00:07.934238 2021-04-14 22:42:06,337 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.51ms, fps=2645 images/s, loss=0.5666, top1-acc=80.54%, top5-acc=98.89%, remaining_time=0:00:10.485202, arrival_time=2021-04-14 22:42:16.822279, cost_time=0:00:08.902506 2021-04-14 22:42:07,308 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.54ms, fps=2635 images/s, loss=0.5666, top1-acc=80.52%, top5-acc=98.91%, remaining_time=0:00:09.479424, arrival_time=2021-04-14 22:42:16.788336, cost_time=0:00:09.874398 2021-04-14 22:42:08,275 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.52ms, fps=2650 images/s, loss=0.5664, top1-acc=80.51%, top5-acc=98.89%, remaining_time=0:00:08.475730, arrival_time=2021-04-14 22:42:16.751317, cost_time=0:00:10.841006 2021-04-14 22:42:09,249 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.84ms, fps=2630 images/s, loss=0.5683, top1-acc=80.47%, top5-acc=98.90%, remaining_time=0:00:07.482808, arrival_time=2021-04-14 22:42:16.732264, cost_time=0:00:11.814901 2021-04-14 22:42:10,217 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.37ms, fps=2645 images/s, loss=0.5687, top1-acc=80.46%, top5-acc=98.94%, remaining_time=0:00:06.490044, arrival_time=2021-04-14 22:42:16.707988, cost_time=0:00:12.783439 2021-04-14 22:42:11,179 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.35ms, fps=2663 images/s, loss=0.5723, top1-acc=80.32%, top5-acc=98.92%, remaining_time=0:00:05.498080, arrival_time=2021-04-14 22:42:16.677724, cost_time=0:00:13.745133 2021-04-14 22:42:12,143 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.35ms, fps=2656 images/s, loss=0.5723, top1-acc=80.34%, top5-acc=98.91%, remaining_time=0:00:04.510852, arrival_time=2021-04-14 22:42:16.654699, cost_time=0:00:14.709349 2021-04-14 22:42:13,108 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.43ms, fps=2655 images/s, loss=0.5721, top1-acc=80.32%, top5-acc=98.93%, remaining_time=0:00:03.526596, arrival_time=2021-04-14 22:42:16.635019, cost_time=0:00:15.673778 2021-04-14 22:42:14,077 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.30ms, fps=2643 images/s, loss=0.5694, top1-acc=80.45%, top5-acc=98.93%, remaining_time=0:00:02.545426, arrival_time=2021-04-14 22:42:16.623134, cost_time=0:00:16.643212 2021-04-14 22:42:15,041 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=2.18ms, fps=2658 images/s, loss=0.5679, top1-acc=80.43%, top5-acc=98.94%, remaining_time=0:00:01.565024, arrival_time=2021-04-14 22:42:16.606169, cost_time=0:00:17.606551 2021-04-14 22:42:16,008 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.13ms, fps=2649 images/s, loss=0.5652, top1-acc=80.49%, top5-acc=98.96%, remaining_time=0:00:00.586536, arrival_time=2021-04-14 22:42:16.594739, cost_time=0:00:18.573654 2021-04-14 22:42:16,555 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.12ms, fps=2487 images/s, loss=0.5656, top1-acc=80.52%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:42:16.555480, cost_time=0:00:19.120981 2021-04-14 22:42:17,133 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=0.26ms, fps=4441 images/s, loss=0.7339, top1-acc=74.61%, top5-acc=97.77%, remaining_time=0:00:01.729350, arrival_time=2021-04-14 22:42:18.863173, cost_time=0:00:00.576453 2021-04-14 22:42:17,460 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.82ms, fps=7840 images/s, loss=0.7425, top1-acc=74.65%, top5-acc=98.14%, remaining_time=0:00:00.903480, arrival_time=2021-04-14 22:42:18.364313, cost_time=0:00:00.903486 2021-04-14 22:42:17,792 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=0.19ms, fps=7736 images/s, loss=0.7390, top1-acc=74.62%, top5-acc=98.15%, remaining_time=0:00:00.411610, arrival_time=2021-04-14 22:42:18.203803, cost_time=0:00:01.234825 2021-04-14 22:42:18,111 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.08ms, fps=7268 images/s, loss=0.7411, top1-acc=74.52%, top5-acc=98.23%, remaining_time=0:00:00, arrival_time=2021-04-14 22:42:18.111821, cost_time=0:00:01.554521 2021-04-14 22:42:18,316 INFO : Epoch=0007 complete, best val top1-acc=74.52%, top5-acc=98.23% (epoch=7), remaining_time=1:07:19.883527, arrival_time=2021-04-14 23:49:38.199708, cost_time=0:02:26.524271 2021-04-14 22:42:18,317 INFO : Train start, epoch=0008, lr=0.099698 2021-04-14 22:42:19,450 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=1.34ms, fps=2259 images/s, loss=0.5911, top1-acc=80.35%, top5-acc=98.79%, remaining_time=0:00:21.076218, arrival_time=2021-04-14 22:42:40.527088, cost_time=0:00:01.133134 2021-04-14 22:42:20,426 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.62ms, fps=2626 images/s, loss=0.5715, top1-acc=80.62%, top5-acc=98.87%, remaining_time=0:00:18.557088, arrival_time=2021-04-14 22:42:38.983381, cost_time=0:00:02.108756 2021-04-14 22:42:21,388 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.31ms, fps=2661 images/s, loss=0.5647, top1-acc=80.96%, top5-acc=98.93%, remaining_time=0:00:16.994250, arrival_time=2021-04-14 22:42:38.383114, cost_time=0:00:03.071264 2021-04-14 22:42:22,349 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.36ms, fps=2665 images/s, loss=0.5612, top1-acc=80.99%, top5-acc=98.98%, remaining_time=0:00:15.725736, arrival_time=2021-04-14 22:42:38.075522, cost_time=0:00:04.032250 2021-04-14 22:42:23,310 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.32ms, fps=2665 images/s, loss=0.5491, top1-acc=81.35%, top5-acc=99.07%, remaining_time=0:00:14.579998, arrival_time=2021-04-14 22:42:37.890666, cost_time=0:00:04.993137 2021-04-14 22:42:24,274 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.48ms, fps=2658 images/s, loss=0.5433, top1-acc=81.56%, top5-acc=99.06%, remaining_time=0:00:13.501944, arrival_time=2021-04-14 22:42:37.776233, cost_time=0:00:05.956761 2021-04-14 22:42:25,241 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.37ms, fps=2647 images/s, loss=0.5397, top1-acc=81.69%, top5-acc=99.06%, remaining_time=0:00:12.463416, arrival_time=2021-04-14 22:42:37.705148, cost_time=0:00:06.924134 2021-04-14 22:42:26,203 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.46ms, fps=2662 images/s, loss=0.5349, top1-acc=81.75%, top5-acc=99.11%, remaining_time=0:00:11.434932, arrival_time=2021-04-14 22:42:37.638659, cost_time=0:00:07.886186 2021-04-14 22:42:27,176 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=2.01ms, fps=2634 images/s, loss=0.5337, top1-acc=81.76%, top5-acc=99.13%, remaining_time=0:00:10.433368, arrival_time=2021-04-14 22:42:37.609396, cost_time=0:00:08.858506 2021-04-14 22:42:28,144 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.41ms, fps=2644 images/s, loss=0.5327, top1-acc=81.83%, top5-acc=99.13%, remaining_time=0:00:09.434112, arrival_time=2021-04-14 22:42:37.578822, cost_time=0:00:09.827174 2021-04-14 22:42:29,119 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.60ms, fps=2628 images/s, loss=0.5310, top1-acc=81.86%, top5-acc=99.10%, remaining_time=0:00:08.445028, arrival_time=2021-04-14 22:42:37.564317, cost_time=0:00:10.801754 2021-04-14 22:42:30,084 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.39ms, fps=2653 images/s, loss=0.5321, top1-acc=81.80%, top5-acc=99.11%, remaining_time=0:00:07.452560, arrival_time=2021-04-14 22:42:37.537315, cost_time=0:00:11.767219 2021-04-14 22:42:31,049 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.43ms, fps=2655 images/s, loss=0.5340, top1-acc=81.71%, top5-acc=99.10%, remaining_time=0:00:06.463908, arrival_time=2021-04-14 22:42:37.513498, cost_time=0:00:12.731978 2021-04-14 22:42:32,022 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.35ms, fps=2634 images/s, loss=0.5341, top1-acc=81.67%, top5-acc=99.10%, remaining_time=0:00:05.481784, arrival_time=2021-04-14 22:42:37.503781, cost_time=0:00:13.704470 2021-04-14 22:42:32,986 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.39ms, fps=2656 images/s, loss=0.5329, top1-acc=81.70%, top5-acc=99.10%, remaining_time=0:00:04.498386, arrival_time=2021-04-14 22:42:37.484645, cost_time=0:00:14.668722 2021-04-14 22:42:33,958 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.45ms, fps=2635 images/s, loss=0.5324, top1-acc=81.67%, top5-acc=99.10%, remaining_time=0:00:03.519180, arrival_time=2021-04-14 22:42:37.477585, cost_time=0:00:15.640801 2021-04-14 22:42:34,936 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.33ms, fps=2620 images/s, loss=0.5321, top1-acc=81.67%, top5-acc=99.10%, remaining_time=0:00:02.541630, arrival_time=2021-04-14 22:42:37.477712, cost_time=0:00:16.618313 2021-04-14 22:42:35,917 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.31ms, fps=2610 images/s, loss=0.5325, top1-acc=81.63%, top5-acc=99.11%, remaining_time=0:00:01.564464, arrival_time=2021-04-14 22:42:37.482295, cost_time=0:00:17.600291 2021-04-14 22:42:36,894 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.19ms, fps=2623 images/s, loss=0.5321, top1-acc=81.63%, top5-acc=99.12%, remaining_time=0:00:00.586626, arrival_time=2021-04-14 22:42:37.480768, cost_time=0:00:18.576568 2021-04-14 22:42:37,436 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=0.06ms, fps=2509 images/s, loss=0.5319, top1-acc=81.61%, top5-acc=99.12%, remaining_time=0:00:00, arrival_time=2021-04-14 22:42:37.436667, cost_time=0:00:19.119140 2021-04-14 22:42:37,907 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=0.21ms, fps=5462 images/s, loss=0.6581, top1-acc=77.23%, top5-acc=98.71%, remaining_time=0:00:01.406070, arrival_time=2021-04-14 22:42:39.313217, cost_time=0:00:00.468691 2021-04-14 22:42:38,239 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=0.20ms, fps=7711 images/s, loss=0.6626, top1-acc=77.11%, top5-acc=98.79%, remaining_time=0:00:00.801040, arrival_time=2021-04-14 22:42:39.040554, cost_time=0:00:00.801044 2021-04-14 22:42:38,574 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=0.30ms, fps=7659 images/s, loss=0.6633, top1-acc=77.03%, top5-acc=98.83%, remaining_time=0:00:00.378580, arrival_time=2021-04-14 22:42:38.952823, cost_time=0:00:01.135738 2021-04-14 22:42:38,879 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.09ms, fps=7608 images/s, loss=0.6578, top1-acc=77.23%, top5-acc=98.71%, remaining_time=0:00:00, arrival_time=2021-04-14 22:42:38.879614, cost_time=0:00:01.441178 2021-04-14 22:42:39,256 INFO : Epoch=0008 complete, best val top1-acc=77.23%, top5-acc=98.71% (epoch=8), remaining_time=1:06:59.153280, arrival_time=2021-04-14 23:49:38.409923, cost_time=0:02:47.464717 2021-04-14 22:42:39,258 INFO : Train start, epoch=0009, lr=0.099606 2021-04-14 22:42:40,422 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.69ms, fps=2200 images/s, loss=0.5054, top1-acc=82.70%, top5-acc=99.37%, remaining_time=0:00:21.647982, arrival_time=2021-04-14 22:43:02.070611, cost_time=0:00:01.163868 2021-04-14 22:42:41,387 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.52ms, fps=2656 images/s, loss=0.5101, top1-acc=82.11%, top5-acc=99.36%, remaining_time=0:00:18.729568, arrival_time=2021-04-14 22:43:00.116634, cost_time=0:00:02.128368 2021-04-14 22:42:42,364 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=2.08ms, fps=2621 images/s, loss=0.5051, top1-acc=82.53%, top5-acc=99.24%, remaining_time=0:00:17.184320, arrival_time=2021-04-14 22:42:59.548728, cost_time=0:00:03.105602 2021-04-14 22:42:43,330 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.37ms, fps=2652 images/s, loss=0.5016, top1-acc=82.74%, top5-acc=99.25%, remaining_time=0:00:15.880800, arrival_time=2021-04-14 22:42:59.211508, cost_time=0:00:04.072006 2021-04-14 22:42:44,303 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.36ms, fps=2632 images/s, loss=0.5040, top1-acc=82.60%, top5-acc=99.26%, remaining_time=0:00:14.731692, arrival_time=2021-04-14 22:42:59.035494, cost_time=0:00:05.045115 2021-04-14 22:42:45,264 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.31ms, fps=2666 images/s, loss=0.5022, top1-acc=82.58%, top5-acc=99.27%, remaining_time=0:00:13.612920, arrival_time=2021-04-14 22:42:58.877302, cost_time=0:00:06.005699 2021-04-14 22:42:46,229 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.42ms, fps=2653 images/s, loss=0.5064, top1-acc=82.58%, top5-acc=99.21%, remaining_time=0:00:12.547584, arrival_time=2021-04-14 22:42:58.777214, cost_time=0:00:06.970870 2021-04-14 22:42:47,192 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.42ms, fps=2660 images/s, loss=0.5060, top1-acc=82.58%, top5-acc=99.23%, remaining_time=0:00:11.504068, arrival_time=2021-04-14 22:42:58.696596, cost_time=0:00:07.933809 2021-04-14 22:42:48,160 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.39ms, fps=2646 images/s, loss=0.5047, top1-acc=82.57%, top5-acc=99.22%, remaining_time=0:00:10.484036, arrival_time=2021-04-14 22:42:58.644308, cost_time=0:00:08.901580 2021-04-14 22:42:49,125 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.32ms, fps=2654 images/s, loss=0.5000, top1-acc=82.71%, top5-acc=99.26%, remaining_time=0:00:09.472032, arrival_time=2021-04-14 22:42:58.597381, cost_time=0:00:09.866659 2021-04-14 22:42:50,087 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.38ms, fps=2661 images/s, loss=0.5021, top1-acc=82.57%, top5-acc=99.25%, remaining_time=0:00:08.466356, arrival_time=2021-04-14 22:42:58.554056, cost_time=0:00:10.829014 2021-04-14 22:42:51,057 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.78ms, fps=2640 images/s, loss=0.5014, top1-acc=82.67%, top5-acc=99.23%, remaining_time=0:00:07.472700, arrival_time=2021-04-14 22:42:58.530409, cost_time=0:00:11.799022 2021-04-14 22:42:52,020 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.39ms, fps=2660 images/s, loss=0.5011, top1-acc=82.70%, top5-acc=99.22%, remaining_time=0:00:06.479088, arrival_time=2021-04-14 22:42:58.499572, cost_time=0:00:12.761794 2021-04-14 22:42:52,993 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.36ms, fps=2633 images/s, loss=0.5017, top1-acc=82.68%, top5-acc=99.24%, remaining_time=0:00:05.493712, arrival_time=2021-04-14 22:42:58.486813, cost_time=0:00:13.734272 2021-04-14 22:42:53,956 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.36ms, fps=2660 images/s, loss=0.5022, top1-acc=82.67%, top5-acc=99.24%, remaining_time=0:00:04.507264, arrival_time=2021-04-14 22:42:58.463495, cost_time=0:00:14.697539 2021-04-14 22:42:54,922 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.67ms, fps=2650 images/s, loss=0.5005, top1-acc=82.68%, top5-acc=99.24%, remaining_time=0:00:03.524400, arrival_time=2021-04-14 22:42:58.447040, cost_time=0:00:15.663940 2021-04-14 22:42:55,893 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.51ms, fps=2637 images/s, loss=0.5008, top1-acc=82.68%, top5-acc=99.24%, remaining_time=0:00:02.544178, arrival_time=2021-04-14 22:42:58.437937, cost_time=0:00:16.635068 2021-04-14 22:42:56,853 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.42ms, fps=2668 images/s, loss=0.5029, top1-acc=82.65%, top5-acc=99.23%, remaining_time=0:00:01.564000, arrival_time=2021-04-14 22:42:58.417657, cost_time=0:00:17.594966 2021-04-14 22:42:57,814 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.20ms, fps=2666 images/s, loss=0.5026, top1-acc=82.65%, top5-acc=99.23%, remaining_time=0:00:00.585966, arrival_time=2021-04-14 22:42:58.400158, cost_time=0:00:18.555511 2021-04-14 22:42:58,357 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.20ms, fps=2507 images/s, loss=0.5028, top1-acc=82.68%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-14 22:42:58.357113, cost_time=0:00:19.098438 2021-04-14 22:42:58,826 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=4.81ms, fps=5471 images/s, loss=0.5808, top1-acc=79.88%, top5-acc=98.75%, remaining_time=0:00:01.403790, arrival_time=2021-04-14 22:43:00.230431, cost_time=0:00:00.467934 2021-04-14 22:42:59,159 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=0.18ms, fps=7698 images/s, loss=0.5877, top1-acc=80.18%, top5-acc=98.93%, remaining_time=0:00:00.800840, arrival_time=2021-04-14 22:42:59.960385, cost_time=0:00:00.800845 2021-04-14 22:42:59,487 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=0.21ms, fps=7826 images/s, loss=0.5876, top1-acc=80.10%, top5-acc=98.78%, remaining_time=0:00:00.376100, arrival_time=2021-04-14 22:42:59.863102, cost_time=0:00:01.128300 2021-04-14 22:42:59,789 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.06ms, fps=7674 images/s, loss=0.5883, top1-acc=79.94%, top5-acc=98.78%, remaining_time=0:00:00, arrival_time=2021-04-14 22:42:59.789667, cost_time=0:00:01.430988 2021-04-14 22:42:59,989 INFO : Epoch=0009 complete, best val top1-acc=79.94%, top5-acc=98.78% (epoch=9), remaining_time=1:06:33.963182, arrival_time=2021-04-14 23:49:33.952313, cost_time=0:03:08.197214 2021-04-14 22:42:59,990 INFO : Train start, epoch=0010, lr=0.099501 2021-04-14 22:43:01,163 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=0.46ms, fps=2183 images/s, loss=0.5152, top1-acc=82.15%, top5-acc=99.41%, remaining_time=0:00:21.812964, arrival_time=2021-04-14 22:43:22.976138, cost_time=0:00:01.172740 2021-04-14 22:43:02,127 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.68ms, fps=2656 images/s, loss=0.5161, top1-acc=82.38%, top5-acc=99.39%, remaining_time=0:00:18.803840, arrival_time=2021-04-14 22:43:20.931074, cost_time=0:00:02.136809 2021-04-14 22:43:03,103 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.79ms, fps=2623 images/s, loss=0.4963, top1-acc=82.92%, top5-acc=99.47%, remaining_time=0:00:17.225654, arrival_time=2021-04-14 22:43:20.329202, cost_time=0:00:03.113056 2021-04-14 22:43:04,072 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.60ms, fps=2643 images/s, loss=0.4958, top1-acc=83.22%, top5-acc=99.43%, remaining_time=0:00:15.919956, arrival_time=2021-04-14 22:43:19.992419, cost_time=0:00:04.082042 2021-04-14 22:43:05,052 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.34ms, fps=2614 images/s, loss=0.4845, top1-acc=83.41%, top5-acc=99.45%, remaining_time=0:00:14.780456, arrival_time=2021-04-14 22:43:19.832668, cost_time=0:00:05.061787 2021-04-14 22:43:06,012 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.26ms, fps=2667 images/s, loss=0.4789, top1-acc=83.54%, top5-acc=99.43%, remaining_time=0:00:13.649776, arrival_time=2021-04-14 22:43:19.662155, cost_time=0:00:06.021954 2021-04-14 22:43:06,983 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.45ms, fps=2638 images/s, loss=0.4756, top1-acc=83.58%, top5-acc=99.45%, remaining_time=0:00:12.587274, arrival_time=2021-04-14 22:43:19.570607, cost_time=0:00:06.992898 2021-04-14 22:43:07,948 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.44ms, fps=2653 images/s, loss=0.4732, top1-acc=83.58%, top5-acc=99.42%, remaining_time=0:00:11.539680, arrival_time=2021-04-14 22:43:19.488476, cost_time=0:00:07.958373 2021-04-14 22:43:08,916 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.40ms, fps=2647 images/s, loss=0.4744, top1-acc=83.51%, top5-acc=99.41%, remaining_time=0:00:10.512656, arrival_time=2021-04-14 22:43:19.428914, cost_time=0:00:08.925831 2021-04-14 22:43:09,882 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.37ms, fps=2651 images/s, loss=0.4727, top1-acc=83.55%, top5-acc=99.43%, remaining_time=0:00:09.496320, arrival_time=2021-04-14 22:43:19.378726, cost_time=0:00:09.891987 2021-04-14 22:43:10,853 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.29ms, fps=2637 images/s, loss=0.4721, top1-acc=83.48%, top5-acc=99.44%, remaining_time=0:00:08.492930, arrival_time=2021-04-14 22:43:19.346454, cost_time=0:00:10.863053 2021-04-14 22:43:11,818 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.45ms, fps=2655 images/s, loss=0.4722, top1-acc=83.47%, top5-acc=99.42%, remaining_time=0:00:07.490940, arrival_time=2021-04-14 22:43:19.309212, cost_time=0:00:11.827812 2021-04-14 22:43:12,782 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.39ms, fps=2656 images/s, loss=0.4767, top1-acc=83.32%, top5-acc=99.40%, remaining_time=0:00:06.494532, arrival_time=2021-04-14 22:43:19.277197, cost_time=0:00:12.792235 2021-04-14 22:43:13,747 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.34ms, fps=2655 images/s, loss=0.4798, top1-acc=83.25%, top5-acc=99.39%, remaining_time=0:00:05.502728, arrival_time=2021-04-14 22:43:19.249942, cost_time=0:00:13.756791 2021-04-14 22:43:14,720 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.39ms, fps=2631 images/s, loss=0.4820, top1-acc=83.17%, top5-acc=99.37%, remaining_time=0:00:04.517246, arrival_time=2021-04-14 22:43:19.237939, cost_time=0:00:14.730213 2021-04-14 22:43:15,682 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.47ms, fps=2664 images/s, loss=0.4824, top1-acc=83.18%, top5-acc=99.35%, remaining_time=0:00:03.530628, arrival_time=2021-04-14 22:43:19.212681, cost_time=0:00:15.691630 2021-04-14 22:43:16,658 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.49ms, fps=2622 images/s, loss=0.4816, top1-acc=83.23%, top5-acc=99.34%, remaining_time=0:00:02.549274, arrival_time=2021-04-14 22:43:19.208024, cost_time=0:00:16.668274 2021-04-14 22:43:17,626 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.35ms, fps=2648 images/s, loss=0.4836, top1-acc=83.15%, top5-acc=99.33%, remaining_time=0:00:01.567616, arrival_time=2021-04-14 22:43:19.193704, cost_time=0:00:17.635663 2021-04-14 22:43:18,595 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.23ms, fps=2642 images/s, loss=0.4819, top1-acc=83.22%, top5-acc=99.32%, remaining_time=0:00:00.587520, arrival_time=2021-04-14 22:43:19.182791, cost_time=0:00:18.604858 2021-04-14 22:43:19,143 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.38ms, fps=2484 images/s, loss=0.4826, top1-acc=83.19%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:19.143176, cost_time=0:00:19.152748 2021-04-14 22:43:19,590 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=1.86ms, fps=5743 images/s, loss=0.5753, top1-acc=79.73%, top5-acc=99.30%, remaining_time=0:00:01.337250, arrival_time=2021-04-14 22:43:20.928023, cost_time=0:00:00.445749 2021-04-14 22:43:19,927 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.60ms, fps=7619 images/s, loss=0.5761, top1-acc=79.94%, top5-acc=99.04%, remaining_time=0:00:00.782120, arrival_time=2021-04-14 22:43:20.709253, cost_time=0:00:00.782123 2021-04-14 22:43:20,258 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.20ms, fps=7734 images/s, loss=0.5712, top1-acc=80.29%, top5-acc=98.95%, remaining_time=0:00:00.371150, arrival_time=2021-04-14 22:43:20.629630, cost_time=0:00:01.113449 2021-04-14 22:43:20,569 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.05ms, fps=7460 images/s, loss=0.5651, top1-acc=80.38%, top5-acc=98.92%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:20.569828, cost_time=0:00:01.424832 2021-04-14 22:43:20,756 INFO : Epoch=0010 complete, best val top1-acc=80.38%, top5-acc=98.92% (epoch=10), remaining_time=1:06:10.317710, arrival_time=2021-04-14 23:49:31.073730, cost_time=0:03:28.964092 2021-04-14 22:43:20,757 INFO : Train start, epoch=0011, lr=0.099384 2021-04-14 22:43:21,954 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=0.33ms, fps=2139 images/s, loss=0.4372, top1-acc=84.61%, top5-acc=99.45%, remaining_time=0:00:22.257504, arrival_time=2021-04-14 22:43:44.211569, cost_time=0:00:01.196637 2021-04-14 22:43:22,919 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.79ms, fps=2653 images/s, loss=0.4470, top1-acc=84.65%, top5-acc=99.32%, remaining_time=0:00:19.027888, arrival_time=2021-04-14 22:43:41.947514, cost_time=0:00:02.162265 2021-04-14 22:43:23,880 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.50ms, fps=2666 images/s, loss=0.4537, top1-acc=84.48%, top5-acc=99.30%, remaining_time=0:00:17.280600, arrival_time=2021-04-14 22:43:41.160942, cost_time=0:00:03.122989 2021-04-14 22:43:24,840 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.38ms, fps=2668 images/s, loss=0.4590, top1-acc=84.19%, top5-acc=99.22%, remaining_time=0:00:15.923544, arrival_time=2021-04-14 22:43:40.763851, cost_time=0:00:04.082956 2021-04-14 22:43:25,805 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.45ms, fps=2653 images/s, loss=0.4614, top1-acc=84.10%, top5-acc=99.18%, remaining_time=0:00:14.740890, arrival_time=2021-04-14 22:43:40.546574, cost_time=0:00:05.048232 2021-04-14 22:43:26,773 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.32ms, fps=2647 images/s, loss=0.4653, top1-acc=83.98%, top5-acc=99.15%, remaining_time=0:00:13.636176, arrival_time=2021-04-14 22:43:40.409479, cost_time=0:00:06.015940 2021-04-14 22:43:27,734 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.35ms, fps=2664 images/s, loss=0.4662, top1-acc=83.87%, top5-acc=99.17%, remaining_time=0:00:12.559050, arrival_time=2021-04-14 22:43:40.293748, cost_time=0:00:06.977277 2021-04-14 22:43:28,703 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.37ms, fps=2644 images/s, loss=0.4676, top1-acc=83.81%, top5-acc=99.18%, remaining_time=0:00:11.521468, arrival_time=2021-04-14 22:43:40.224761, cost_time=0:00:07.945861 2021-04-14 22:43:29,681 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.43ms, fps=2620 images/s, loss=0.4674, top1-acc=83.76%, top5-acc=99.22%, remaining_time=0:00:10.510218, arrival_time=2021-04-14 22:43:40.191313, cost_time=0:00:08.923741 2021-04-14 22:43:30,648 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.55ms, fps=2648 images/s, loss=0.4656, top1-acc=83.85%, top5-acc=99.23%, remaining_time=0:00:09.495264, arrival_time=2021-04-14 22:43:40.143511, cost_time=0:00:09.890888 2021-04-14 22:43:31,610 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.32ms, fps=2661 images/s, loss=0.4631, top1-acc=83.88%, top5-acc=99.26%, remaining_time=0:00:08.485276, arrival_time=2021-04-14 22:43:40.095972, cost_time=0:00:10.853275 2021-04-14 22:43:32,575 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.73ms, fps=2655 images/s, loss=0.4661, top1-acc=83.82%, top5-acc=99.25%, remaining_time=0:00:07.484708, arrival_time=2021-04-14 22:43:40.060076, cost_time=0:00:11.817954 2021-04-14 22:43:33,549 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.35ms, fps=2629 images/s, loss=0.4656, top1-acc=83.86%, top5-acc=99.26%, remaining_time=0:00:06.494598, arrival_time=2021-04-14 22:43:40.044376, cost_time=0:00:12.792374 2021-04-14 22:43:34,525 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.43ms, fps=2624 images/s, loss=0.4638, top1-acc=83.85%, top5-acc=99.28%, remaining_time=0:00:05.507376, arrival_time=2021-04-14 22:43:40.033242, cost_time=0:00:13.768460 2021-04-14 22:43:35,500 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.30ms, fps=2627 images/s, loss=0.4648, top1-acc=83.82%, top5-acc=99.30%, remaining_time=0:00:04.521340, arrival_time=2021-04-14 22:43:40.022190, cost_time=0:00:14.743492 2021-04-14 22:43:36,506 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=10.72ms, fps=2546 images/s, loss=0.4643, top1-acc=83.86%, top5-acc=99.31%, remaining_time=0:00:03.543588, arrival_time=2021-04-14 22:43:40.050252, cost_time=0:00:15.749303 2021-04-14 22:43:37,478 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.91ms, fps=2636 images/s, loss=0.4626, top1-acc=83.86%, top5-acc=99.32%, remaining_time=0:00:02.557308, arrival_time=2021-04-14 22:43:40.035521, cost_time=0:00:16.720812 2021-04-14 22:43:38,453 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.62ms, fps=2627 images/s, loss=0.4638, top1-acc=83.84%, top5-acc=99.33%, remaining_time=0:00:01.572944, arrival_time=2021-04-14 22:43:40.026091, cost_time=0:00:17.695672 2021-04-14 22:43:39,423 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.19ms, fps=2641 images/s, loss=0.4646, top1-acc=83.84%, top5-acc=99.32%, remaining_time=0:00:00.589440, arrival_time=2021-04-14 22:43:40.012440, cost_time=0:00:18.665636 2021-04-14 22:43:39,967 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.29ms, fps=2501 images/s, loss=0.4651, top1-acc=83.82%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:39.967210, cost_time=0:00:19.209867 2021-04-14 22:43:40,423 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=3.69ms, fps=5631 images/s, loss=0.5730, top1-acc=79.96%, top5-acc=99.34%, remaining_time=0:00:01.363830, arrival_time=2021-04-14 22:43:41.787280, cost_time=0:00:00.454607 2021-04-14 22:43:40,773 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=0.18ms, fps=7315 images/s, loss=0.5817, top1-acc=79.61%, top5-acc=99.16%, remaining_time=0:00:00.804960, arrival_time=2021-04-14 22:43:41.578753, cost_time=0:00:00.804959 2021-04-14 22:43:41,130 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=0.25ms, fps=7180 images/s, loss=0.5804, top1-acc=79.80%, top5-acc=99.09%, remaining_time=0:00:00.387270, arrival_time=2021-04-14 22:43:41.517920, cost_time=0:00:01.161808 2021-04-14 22:43:41,441 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.06ms, fps=7471 images/s, loss=0.5697, top1-acc=80.11%, top5-acc=99.07%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:41.441531, cost_time=0:00:01.472717 2021-04-14 22:43:41,528 INFO : Epoch=0011 complete, best val top1-acc=80.38%, top5-acc=98.92% (epoch=10), remaining_time=1:05:47.285790, arrival_time=2021-04-14 23:49:28.813921, cost_time=0:03:49.736211 2021-04-14 22:43:41,529 INFO : Train start, epoch=0012, lr=0.099255 2021-04-14 22:43:42,680 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=1.37ms, fps=2224 images/s, loss=0.4420, top1-acc=84.84%, top5-acc=99.61%, remaining_time=0:00:21.411204, arrival_time=2021-04-14 22:44:04.092059, cost_time=0:00:01.151140 2021-04-14 22:43:43,655 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.41ms, fps=2629 images/s, loss=0.4503, top1-acc=84.08%, top5-acc=99.51%, remaining_time=0:00:18.705632, arrival_time=2021-04-14 22:44:02.360870, cost_time=0:00:02.125630 2021-04-14 22:43:44,620 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.36ms, fps=2653 images/s, loss=0.4480, top1-acc=84.43%, top5-acc=99.52%, remaining_time=0:00:17.103312, arrival_time=2021-04-14 22:44:01.723938, cost_time=0:00:03.090962 2021-04-14 22:43:45,584 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.33ms, fps=2657 images/s, loss=0.4501, top1-acc=84.22%, top5-acc=99.44%, remaining_time=0:00:15.814032, arrival_time=2021-04-14 22:44:01.398524, cost_time=0:00:04.054895 2021-04-14 22:43:46,557 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.49ms, fps=2632 images/s, loss=0.4535, top1-acc=84.12%, top5-acc=99.39%, remaining_time=0:00:14.681614, arrival_time=2021-04-14 22:44:01.239143, cost_time=0:00:05.027940 2021-04-14 22:43:47,519 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.60ms, fps=2663 images/s, loss=0.4498, top1-acc=84.25%, top5-acc=99.36%, remaining_time=0:00:13.576200, arrival_time=2021-04-14 22:44:01.095328, cost_time=0:00:05.989525 2021-04-14 22:43:48,485 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.44ms, fps=2650 images/s, loss=0.4468, top1-acc=84.33%, top5-acc=99.41%, remaining_time=0:00:12.520746, arrival_time=2021-04-14 22:44:01.006298, cost_time=0:00:06.955951 2021-04-14 22:43:49,464 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.44ms, fps=2617 images/s, loss=0.4471, top1-acc=84.35%, top5-acc=99.38%, remaining_time=0:00:11.505344, arrival_time=2021-04-14 22:44:00.969743, cost_time=0:00:07.934735 2021-04-14 22:43:50,432 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.51ms, fps=2644 images/s, loss=0.4475, top1-acc=84.34%, top5-acc=99.37%, remaining_time=0:00:10.486156, arrival_time=2021-04-14 22:44:00.919103, cost_time=0:00:08.903352 2021-04-14 22:43:51,404 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.46ms, fps=2636 images/s, loss=0.4498, top1-acc=84.24%, top5-acc=99.39%, remaining_time=0:00:09.480000, arrival_time=2021-04-14 22:44:00.884585, cost_time=0:00:09.874982 2021-04-14 22:43:52,371 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.94ms, fps=2648 images/s, loss=0.4490, top1-acc=84.30%, top5-acc=99.39%, remaining_time=0:00:08.476676, arrival_time=2021-04-14 22:44:00.848533, cost_time=0:00:10.842213 2021-04-14 22:43:53,346 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.54ms, fps=2629 images/s, loss=0.4507, top1-acc=84.27%, top5-acc=99.37%, remaining_time=0:00:07.483872, arrival_time=2021-04-14 22:44:00.830126, cost_time=0:00:11.816621 2021-04-14 22:43:54,314 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.56ms, fps=2646 images/s, loss=0.4525, top1-acc=84.27%, top5-acc=99.36%, remaining_time=0:00:06.490638, arrival_time=2021-04-14 22:44:00.804768, cost_time=0:00:12.784534 2021-04-14 22:43:55,279 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.74ms, fps=2652 images/s, loss=0.4507, top1-acc=84.40%, top5-acc=99.37%, remaining_time=0:00:05.500040, arrival_time=2021-04-14 22:44:00.779668, cost_time=0:00:13.750041 2021-04-14 22:43:56,252 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.49ms, fps=2634 images/s, loss=0.4502, top1-acc=84.36%, top5-acc=99.36%, remaining_time=0:00:04.514900, arrival_time=2021-04-14 22:44:00.766915, cost_time=0:00:14.722425 2021-04-14 22:43:57,218 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.33ms, fps=2650 images/s, loss=0.4493, top1-acc=84.37%, top5-acc=99.37%, remaining_time=0:00:03.529980, arrival_time=2021-04-14 22:44:00.748423, cost_time=0:00:15.688790 2021-04-14 22:43:58,184 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.58ms, fps=2651 images/s, loss=0.4517, top1-acc=84.29%, top5-acc=99.37%, remaining_time=0:00:02.547246, arrival_time=2021-04-14 22:44:00.731866, cost_time=0:00:16.655029 2021-04-14 22:43:59,155 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.25ms, fps=2639 images/s, loss=0.4524, top1-acc=84.28%, top5-acc=99.37%, remaining_time=0:00:01.566704, arrival_time=2021-04-14 22:44:00.721658, cost_time=0:00:17.625355 2021-04-14 22:44:00,115 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.22ms, fps=2666 images/s, loss=0.4538, top1-acc=84.22%, top5-acc=99.37%, remaining_time=0:00:00.586926, arrival_time=2021-04-14 22:44:00.702470, cost_time=0:00:18.585968 2021-04-14 22:44:00,662 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.28ms, fps=2487 images/s, loss=0.4535, top1-acc=84.23%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:00.662828, cost_time=0:00:19.133233 2021-04-14 22:44:01,163 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.19ms, fps=5129 images/s, loss=0.5795, top1-acc=78.98%, top5-acc=99.14%, remaining_time=0:00:01.497360, arrival_time=2021-04-14 22:44:02.660927, cost_time=0:00:00.499117 2021-04-14 22:44:01,538 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=0.18ms, fps=6841 images/s, loss=0.5642, top1-acc=80.25%, top5-acc=99.00%, remaining_time=0:00:00.873680, arrival_time=2021-04-14 22:44:02.411790, cost_time=0:00:00.873675 2021-04-14 22:44:01,875 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=0.18ms, fps=7605 images/s, loss=0.5606, top1-acc=80.51%, top5-acc=98.96%, remaining_time=0:00:00.403550, arrival_time=2021-04-14 22:44:02.278647, cost_time=0:00:01.210663 2021-04-14 22:44:02,178 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.05ms, fps=7659 images/s, loss=0.5609, top1-acc=80.73%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:02.178338, cost_time=0:00:01.513924 2021-04-14 22:44:02,463 INFO : Epoch=0012 complete, best val top1-acc=80.73%, top5-acc=99.06% (epoch=12), remaining_time=1:05:27.191408, arrival_time=2021-04-14 23:49:29.655116, cost_time=0:04:10.671794 2021-04-14 22:44:02,464 INFO : Train start, epoch=0013, lr=0.099114 2021-04-14 22:44:03,625 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.52ms, fps=2207 images/s, loss=0.4114, top1-acc=85.62%, top5-acc=99.30%, remaining_time=0:00:21.576930, arrival_time=2021-04-14 22:44:25.202062, cost_time=0:00:01.160051 2021-04-14 22:44:04,590 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.39ms, fps=2654 images/s, loss=0.4046, top1-acc=85.88%, top5-acc=99.37%, remaining_time=0:00:18.700528, arrival_time=2021-04-14 22:44:23.290602, cost_time=0:00:02.125065 2021-04-14 22:44:05,554 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.42ms, fps=2656 images/s, loss=0.4036, top1-acc=85.95%, top5-acc=99.43%, remaining_time=0:00:17.094514, arrival_time=2021-04-14 22:44:22.648980, cost_time=0:00:03.089382 2021-04-14 22:44:06,541 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.37ms, fps=2596 images/s, loss=0.4192, top1-acc=85.54%, top5-acc=99.37%, remaining_time=0:00:15.897336, arrival_time=2021-04-14 22:44:22.438583, cost_time=0:00:04.076244 2021-04-14 22:44:07,516 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.51ms, fps=2625 images/s, loss=0.4271, top1-acc=85.17%, top5-acc=99.37%, remaining_time=0:00:14.750964, arrival_time=2021-04-14 22:44:22.267678, cost_time=0:00:05.051724 2021-04-14 22:44:08,490 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.42ms, fps=2630 images/s, loss=0.4277, top1-acc=85.21%, top5-acc=99.39%, remaining_time=0:00:13.657528, arrival_time=2021-04-14 22:44:22.147932, cost_time=0:00:06.025374 2021-04-14 22:44:09,457 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.34ms, fps=2649 images/s, loss=0.4332, top1-acc=84.82%, top5-acc=99.40%, remaining_time=0:00:12.586140, arrival_time=2021-04-14 22:44:22.043503, cost_time=0:00:06.992285 2021-04-14 22:44:10,433 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.35ms, fps=2623 images/s, loss=0.4341, top1-acc=84.85%, top5-acc=99.37%, remaining_time=0:00:11.554644, arrival_time=2021-04-14 22:44:21.988366, cost_time=0:00:07.968716 2021-04-14 22:44:11,398 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.30ms, fps=2656 images/s, loss=0.4332, top1-acc=84.94%, top5-acc=99.36%, remaining_time=0:00:10.521136, arrival_time=2021-04-14 22:44:21.919168, cost_time=0:00:08.933040 2021-04-14 22:44:12,369 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.30ms, fps=2636 images/s, loss=0.4320, top1-acc=84.93%, top5-acc=99.39%, remaining_time=0:00:09.508512, arrival_time=2021-04-14 22:44:21.878162, cost_time=0:00:09.904651 2021-04-14 22:44:13,334 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.37ms, fps=2654 images/s, loss=0.4366, top1-acc=84.74%, top5-acc=99.37%, remaining_time=0:00:08.498090, arrival_time=2021-04-14 22:44:21.832823, cost_time=0:00:10.869694 2021-04-14 22:44:14,307 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.34ms, fps=2634 images/s, loss=0.4376, top1-acc=84.72%, top5-acc=99.37%, remaining_time=0:00:07.500060, arrival_time=2021-04-14 22:44:21.807294, cost_time=0:00:11.842234 2021-04-14 22:44:15,278 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.26ms, fps=2636 images/s, loss=0.4363, top1-acc=84.77%, top5-acc=99.38%, remaining_time=0:00:06.505488, arrival_time=2021-04-14 22:44:21.784363, cost_time=0:00:12.813878 2021-04-14 22:44:16,253 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.37ms, fps=2628 images/s, loss=0.4384, top1-acc=84.71%, top5-acc=99.38%, remaining_time=0:00:05.515384, arrival_time=2021-04-14 22:44:21.768937, cost_time=0:00:13.788475 2021-04-14 22:44:17,215 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.38ms, fps=2664 images/s, loss=0.4398, top1-acc=84.66%, top5-acc=99.37%, remaining_time=0:00:04.523318, arrival_time=2021-04-14 22:44:21.738329, cost_time=0:00:14.749969 2021-04-14 22:44:18,187 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.41ms, fps=2634 images/s, loss=0.4415, top1-acc=84.62%, top5-acc=99.36%, remaining_time=0:00:03.537540, arrival_time=2021-04-14 22:44:21.724912, cost_time=0:00:15.722361 2021-04-14 22:44:19,161 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.32ms, fps=2629 images/s, loss=0.4438, top1-acc=84.56%, top5-acc=99.35%, remaining_time=0:00:02.553564, arrival_time=2021-04-14 22:44:21.714999, cost_time=0:00:16.696427 2021-04-14 22:44:20,125 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.52ms, fps=2655 images/s, loss=0.4446, top1-acc=84.53%, top5-acc=99.35%, remaining_time=0:00:01.569856, arrival_time=2021-04-14 22:44:21.695715, cost_time=0:00:17.660859 2021-04-14 22:44:21,090 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.23ms, fps=2654 images/s, loss=0.4454, top1-acc=84.49%, top5-acc=99.34%, remaining_time=0:00:00.588180, arrival_time=2021-04-14 22:44:21.678879, cost_time=0:00:18.625702 2021-04-14 22:44:21,633 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.23ms, fps=2508 images/s, loss=0.4465, top1-acc=84.44%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:21.633310, cost_time=0:00:19.168311 2021-04-14 22:44:22,108 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=3.78ms, fps=5411 images/s, loss=0.5770, top1-acc=80.86%, top5-acc=98.83%, remaining_time=0:00:01.419210, arrival_time=2021-04-14 22:44:23.527413, cost_time=0:00:00.473069 2021-04-14 22:44:22,435 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=0.17ms, fps=7836 images/s, loss=0.5656, top1-acc=81.23%, top5-acc=98.87%, remaining_time=0:00:00.800120, arrival_time=2021-04-14 22:44:23.235367, cost_time=0:00:00.800112 2021-04-14 22:44:22,768 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=4.42ms, fps=7697 images/s, loss=0.5734, top1-acc=80.77%, top5-acc=98.87%, remaining_time=0:00:00.377700, arrival_time=2021-04-14 22:44:23.145908, cost_time=0:00:01.133086 2021-04-14 22:44:23,072 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.07ms, fps=7644 images/s, loss=0.5749, top1-acc=80.69%, top5-acc=98.87%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:23.072011, cost_time=0:00:01.436921 2021-04-14 22:44:23,240 INFO : Epoch=0013 complete, best val top1-acc=80.73%, top5-acc=99.06% (epoch=12), remaining_time=1:05:04.689217, arrival_time=2021-04-14 23:49:27.930117, cost_time=0:04:31.448978 2021-04-14 22:44:23,242 INFO : Train start, epoch=0014, lr=0.098961 2021-04-14 22:44:24,383 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.36ms, fps=2242 images/s, loss=0.4243, top1-acc=85.62%, top5-acc=99.57%, remaining_time=0:00:21.233574, arrival_time=2021-04-14 22:44:45.617423, cost_time=0:00:01.141586 2021-04-14 22:44:25,344 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.35ms, fps=2665 images/s, loss=0.4275, top1-acc=85.76%, top5-acc=99.37%, remaining_time=0:00:18.501648, arrival_time=2021-04-14 22:44:43.846317, cost_time=0:00:02.102455 2021-04-14 22:44:26,305 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.48ms, fps=2664 images/s, loss=0.4202, top1-acc=85.92%, top5-acc=99.41%, remaining_time=0:00:16.952584, arrival_time=2021-04-14 22:44:43.258523, cost_time=0:00:03.063718 2021-04-14 22:44:27,270 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.35ms, fps=2656 images/s, loss=0.4152, top1-acc=86.24%, top5-acc=99.45%, remaining_time=0:00:15.709356, arrival_time=2021-04-14 22:44:42.979605, cost_time=0:00:04.028028 2021-04-14 22:44:28,245 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.48ms, fps=2625 images/s, loss=0.4157, top1-acc=86.14%, top5-acc=99.45%, remaining_time=0:00:14.610366, arrival_time=2021-04-14 22:44:42.856193, cost_time=0:00:05.003538 2021-04-14 22:44:29,208 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.44ms, fps=2660 images/s, loss=0.4163, top1-acc=85.96%, top5-acc=99.45%, remaining_time=0:00:13.523976, arrival_time=2021-04-14 22:44:42.732665, cost_time=0:00:05.966481 2021-04-14 22:44:30,180 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.32ms, fps=2635 images/s, loss=0.4186, top1-acc=85.81%, top5-acc=99.48%, remaining_time=0:00:12.489372, arrival_time=2021-04-14 22:44:42.670117, cost_time=0:00:06.938529 2021-04-14 22:44:31,144 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.53ms, fps=2657 images/s, loss=0.4174, top1-acc=85.77%, top5-acc=99.48%, remaining_time=0:00:11.458480, arrival_time=2021-04-14 22:44:42.603100, cost_time=0:00:07.902400 2021-04-14 22:44:32,110 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.70ms, fps=2653 images/s, loss=0.4211, top1-acc=85.57%, top5-acc=99.47%, remaining_time=0:00:10.444286, arrival_time=2021-04-14 22:44:42.554405, cost_time=0:00:08.867833 2021-04-14 22:44:33,075 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.25ms, fps=2654 images/s, loss=0.4237, top1-acc=85.49%, top5-acc=99.47%, remaining_time=0:00:09.439584, arrival_time=2021-04-14 22:44:42.514728, cost_time=0:00:09.832929 2021-04-14 22:44:34,047 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.85ms, fps=2633 images/s, loss=0.4266, top1-acc=85.34%, top5-acc=99.47%, remaining_time=0:00:08.448038, arrival_time=2021-04-14 22:44:42.495847, cost_time=0:00:10.805592 2021-04-14 22:44:35,010 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.52ms, fps=2661 images/s, loss=0.4251, top1-acc=85.34%, top5-acc=99.45%, remaining_time=0:00:07.453016, arrival_time=2021-04-14 22:44:42.463211, cost_time=0:00:11.767949 2021-04-14 22:44:35,973 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.68ms, fps=2660 images/s, loss=0.4249, top1-acc=85.33%, top5-acc=99.44%, remaining_time=0:00:06.463314, arrival_time=2021-04-14 22:44:42.436320, cost_time=0:00:12.730788 2021-04-14 22:44:36,935 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.34ms, fps=2661 images/s, loss=0.4258, top1-acc=85.29%, top5-acc=99.45%, remaining_time=0:00:05.477248, arrival_time=2021-04-14 22:44:42.412599, cost_time=0:00:13.693140 2021-04-14 22:44:37,930 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.50ms, fps=2572 images/s, loss=0.4262, top1-acc=85.29%, top5-acc=99.44%, remaining_time=0:00:04.504504, arrival_time=2021-04-14 22:44:42.435347, cost_time=0:00:14.688634 2021-04-14 22:44:38,895 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.36ms, fps=2654 images/s, loss=0.4276, top1-acc=85.21%, top5-acc=99.44%, remaining_time=0:00:03.522060, arrival_time=2021-04-14 22:44:42.417932, cost_time=0:00:15.653664 2021-04-14 22:44:39,868 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.69ms, fps=2634 images/s, loss=0.4284, top1-acc=85.21%, top5-acc=99.43%, remaining_time=0:00:02.542800, arrival_time=2021-04-14 22:44:42.411077, cost_time=0:00:16.626055 2021-04-14 22:44:40,830 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.31ms, fps=2661 images/s, loss=0.4290, top1-acc=85.20%, top5-acc=99.41%, remaining_time=0:00:01.563424, arrival_time=2021-04-14 22:44:42.394229, cost_time=0:00:17.588600 2021-04-14 22:44:41,803 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.35ms, fps=2634 images/s, loss=0.4303, top1-acc=85.13%, top5-acc=99.41%, remaining_time=0:00:00.586128, arrival_time=2021-04-14 22:44:42.389108, cost_time=0:00:18.560767 2021-04-14 22:44:42,346 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=0.07ms, fps=2503 images/s, loss=0.4310, top1-acc=85.12%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:42.346805, cost_time=0:00:19.104549 2021-04-14 22:44:42,823 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=1.90ms, fps=5401 images/s, loss=0.6041, top1-acc=78.63%, top5-acc=98.98%, remaining_time=0:00:01.422000, arrival_time=2021-04-14 22:44:44.245560, cost_time=0:00:00.474003 2021-04-14 22:44:43,151 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=0.17ms, fps=7830 images/s, loss=0.6033, top1-acc=78.83%, top5-acc=98.95%, remaining_time=0:00:00.801460, arrival_time=2021-04-14 22:44:43.952426, cost_time=0:00:00.801455 2021-04-14 22:44:43,480 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.32ms, fps=7775 images/s, loss=0.5889, top1-acc=79.61%, top5-acc=98.96%, remaining_time=0:00:00.377020, arrival_time=2021-04-14 22:44:43.857613, cost_time=0:00:01.131074 2021-04-14 22:44:43,786 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.05ms, fps=7586 images/s, loss=0.5894, top1-acc=79.46%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:43.786753, cost_time=0:00:01.437262 2021-04-14 22:44:43,957 INFO : Epoch=0014 complete, best val top1-acc=80.73%, top5-acc=99.06% (epoch=12), remaining_time=1:04:41.623026, arrival_time=2021-04-14 23:49:25.580115, cost_time=0:04:52.165170 2021-04-14 22:44:43,958 INFO : Train start, epoch=0015, lr=0.098796 2021-04-14 22:44:45,108 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=0.20ms, fps=2226 images/s, loss=0.4406, top1-acc=84.49%, top5-acc=99.34%, remaining_time=0:00:21.385908, arrival_time=2021-04-14 22:45:06.494104, cost_time=0:00:01.149785 2021-04-14 22:44:46,070 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.29ms, fps=2662 images/s, loss=0.4283, top1-acc=85.18%, top5-acc=99.39%, remaining_time=0:00:18.584720, arrival_time=2021-04-14 22:45:04.655004, cost_time=0:00:02.111901 2021-04-14 22:44:47,035 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.46ms, fps=2653 images/s, loss=0.4215, top1-acc=85.40%, top5-acc=99.44%, remaining_time=0:00:17.026122, arrival_time=2021-04-14 22:45:04.061531, cost_time=0:00:03.077024 2021-04-14 22:44:48,010 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.36ms, fps=2626 images/s, loss=0.4244, top1-acc=85.29%, top5-acc=99.45%, remaining_time=0:00:15.803736, arrival_time=2021-04-14 22:45:03.814459, cost_time=0:00:04.052244 2021-04-14 22:44:48,980 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.37ms, fps=2640 images/s, loss=0.4256, top1-acc=85.31%, top5-acc=99.45%, remaining_time=0:00:14.665846, arrival_time=2021-04-14 22:45:03.646799, cost_time=0:00:05.022571 2021-04-14 22:44:49,954 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.34ms, fps=2632 images/s, loss=0.4271, top1-acc=85.25%, top5-acc=99.47%, remaining_time=0:00:13.590072, arrival_time=2021-04-14 22:45:03.544190, cost_time=0:00:05.995648 2021-04-14 22:44:50,928 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.55ms, fps=2628 images/s, loss=0.4251, top1-acc=85.39%, top5-acc=99.46%, remaining_time=0:00:12.546576, arrival_time=2021-04-14 22:45:03.475292, cost_time=0:00:06.970346 2021-04-14 22:44:51,901 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.34ms, fps=2633 images/s, loss=0.4253, top1-acc=85.37%, top5-acc=99.49%, remaining_time=0:00:11.517060, arrival_time=2021-04-14 22:45:03.418254, cost_time=0:00:07.942812 2021-04-14 22:44:52,869 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.35ms, fps=2644 images/s, loss=0.4227, top1-acc=85.46%, top5-acc=99.48%, remaining_time=0:00:10.495484, arrival_time=2021-04-14 22:45:03.365169, cost_time=0:00:08.911239 2021-04-14 22:44:53,846 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.88ms, fps=2623 images/s, loss=0.4238, top1-acc=85.41%, top5-acc=99.46%, remaining_time=0:00:09.492384, arrival_time=2021-04-14 22:45:03.338654, cost_time=0:00:09.887872 2021-04-14 22:44:54,821 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.23ms, fps=2626 images/s, loss=0.4259, top1-acc=85.30%, top5-acc=99.45%, remaining_time=0:00:08.492930, arrival_time=2021-04-14 22:45:03.314401, cost_time=0:00:10.863088 2021-04-14 22:44:55,791 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.37ms, fps=2640 images/s, loss=0.4237, top1-acc=85.43%, top5-acc=99.43%, remaining_time=0:00:07.494436, arrival_time=2021-04-14 22:45:03.286109, cost_time=0:00:11.833295 2021-04-14 22:44:56,772 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.95ms, fps=2611 images/s, loss=0.4233, top1-acc=85.44%, top5-acc=99.43%, remaining_time=0:00:06.505554, arrival_time=2021-04-14 22:45:03.277963, cost_time=0:00:12.813988 2021-04-14 22:44:57,743 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.44ms, fps=2638 images/s, loss=0.4253, top1-acc=85.39%, top5-acc=99.43%, remaining_time=0:00:05.513928, arrival_time=2021-04-14 22:45:03.257223, cost_time=0:00:13.784864 2021-04-14 22:44:58,719 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.84ms, fps=2624 images/s, loss=0.4256, top1-acc=85.38%, top5-acc=99.44%, remaining_time=0:00:04.526722, arrival_time=2021-04-14 22:45:03.246096, cost_time=0:00:14.760997 2021-04-14 22:44:59,698 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=2.17ms, fps=2616 images/s, loss=0.4251, top1-acc=85.38%, top5-acc=99.43%, remaining_time=0:00:03.541464, arrival_time=2021-04-14 22:45:03.239800, cost_time=0:00:15.739846 2021-04-14 22:45:00,665 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.46ms, fps=2648 images/s, loss=0.4261, top1-acc=85.34%, top5-acc=99.43%, remaining_time=0:00:02.555228, arrival_time=2021-04-14 22:45:03.220935, cost_time=0:00:16.707327 2021-04-14 22:45:01,638 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.91ms, fps=2633 images/s, loss=0.4277, top1-acc=85.28%, top5-acc=99.42%, remaining_time=0:00:01.571552, arrival_time=2021-04-14 22:45:03.209853, cost_time=0:00:17.679897 2021-04-14 22:45:02,599 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.04ms, fps=2665 images/s, loss=0.4264, top1-acc=85.34%, top5-acc=99.43%, remaining_time=0:00:00.588666, arrival_time=2021-04-14 22:45:03.188151, cost_time=0:00:18.641105 2021-04-14 22:45:03,141 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.13ms, fps=2509 images/s, loss=0.4267, top1-acc=85.32%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-14 22:45:03.141773, cost_time=0:00:19.183412 2021-04-14 22:45:03,664 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=0.29ms, fps=4910 images/s, loss=0.5627, top1-acc=80.82%, top5-acc=99.06%, remaining_time=0:00:01.564080, arrival_time=2021-04-14 22:45:05.228989, cost_time=0:00:00.521361 2021-04-14 22:45:03,997 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=2.21ms, fps=7718 images/s, loss=0.5860, top1-acc=80.10%, top5-acc=99.04%, remaining_time=0:00:00.853600, arrival_time=2021-04-14 22:45:04.850669, cost_time=0:00:00.853597 2021-04-14 22:45:04,337 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=2.23ms, fps=7537 images/s, loss=0.5775, top1-acc=80.31%, top5-acc=99.02%, remaining_time=0:00:00.397860, arrival_time=2021-04-14 22:45:04.734956, cost_time=0:00:01.193586 2021-04-14 22:45:04,644 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.06ms, fps=7556 images/s, loss=0.5928, top1-acc=80.19%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-14 22:45:04.644556, cost_time=0:00:01.501078 2021-04-14 22:45:04,784 INFO : Epoch=0015 complete, best val top1-acc=80.73%, top5-acc=99.06% (epoch=12), remaining_time=1:04:20.240895, arrival_time=2021-04-14 23:49:25.025322, cost_time=0:05:12.992503 2021-04-14 22:45:04,785 INFO : Train start, epoch=0016, lr=0.098618 2021-04-14 22:45:05,960 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=0.29ms, fps=2179 images/s, loss=0.4458, top1-acc=83.87%, top5-acc=99.45%, remaining_time=0:00:21.851652, arrival_time=2021-04-14 22:45:27.812327, cost_time=0:00:01.174815 2021-04-14 22:45:06,926 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.25ms, fps=2653 images/s, loss=0.4255, top1-acc=84.80%, top5-acc=99.45%, remaining_time=0:00:18.833584, arrival_time=2021-04-14 22:45:25.759664, cost_time=0:00:02.140178 2021-04-14 22:45:07,898 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.90ms, fps=2634 images/s, loss=0.4301, top1-acc=84.77%, top5-acc=99.56%, remaining_time=0:00:17.222500, arrival_time=2021-04-14 22:45:25.120851, cost_time=0:00:03.112487 2021-04-14 22:45:08,861 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.31ms, fps=2660 images/s, loss=0.4321, top1-acc=84.96%, top5-acc=99.42%, remaining_time=0:00:15.892968, arrival_time=2021-04-14 22:45:24.753931, cost_time=0:00:04.075104 2021-04-14 22:45:09,822 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.39ms, fps=2663 images/s, loss=0.4286, top1-acc=85.12%, top5-acc=99.45%, remaining_time=0:00:14.707602, arrival_time=2021-04-14 22:45:24.530346, cost_time=0:00:05.036868 2021-04-14 22:45:10,790 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.37ms, fps=2645 images/s, loss=0.4300, top1-acc=85.21%, top5-acc=99.43%, remaining_time=0:00:13.611424, arrival_time=2021-04-14 22:45:24.402332, cost_time=0:00:06.005038 2021-04-14 22:45:11,755 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.31ms, fps=2656 images/s, loss=0.4297, top1-acc=85.22%, top5-acc=99.44%, remaining_time=0:00:12.544938, arrival_time=2021-04-14 22:45:24.300204, cost_time=0:00:06.969402 2021-04-14 22:45:12,724 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.47ms, fps=2643 images/s, loss=0.4240, top1-acc=85.37%, top5-acc=99.47%, remaining_time=0:00:11.510680, arrival_time=2021-04-14 22:45:24.234922, cost_time=0:00:07.938380 2021-04-14 22:45:13,697 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=2.14ms, fps=2632 images/s, loss=0.4194, top1-acc=85.54%, top5-acc=99.48%, remaining_time=0:00:10.495484, arrival_time=2021-04-14 22:45:24.192647, cost_time=0:00:08.911240 2021-04-14 22:45:14,667 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.34ms, fps=2639 images/s, loss=0.4133, top1-acc=85.75%, top5-acc=99.50%, remaining_time=0:00:09.486528, arrival_time=2021-04-14 22:45:24.154194, cost_time=0:00:09.881803 2021-04-14 22:45:15,633 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=2.11ms, fps=2652 images/s, loss=0.4142, top1-acc=85.70%, top5-acc=99.49%, remaining_time=0:00:08.480890, arrival_time=2021-04-14 22:45:24.114464, cost_time=0:00:10.847631 2021-04-14 22:45:16,596 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.40ms, fps=2661 images/s, loss=0.4149, top1-acc=85.66%, top5-acc=99.48%, remaining_time=0:00:07.479844, arrival_time=2021-04-14 22:45:24.076010, cost_time=0:00:11.810268 2021-04-14 22:45:17,564 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.50ms, fps=2644 images/s, loss=0.4156, top1-acc=85.65%, top5-acc=99.48%, remaining_time=0:00:06.487734, arrival_time=2021-04-14 22:45:24.052414, cost_time=0:00:12.778814 2021-04-14 22:45:18,550 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.34ms, fps=2599 images/s, loss=0.4162, top1-acc=85.62%, top5-acc=99.47%, remaining_time=0:00:05.505640, arrival_time=2021-04-14 22:45:24.055629, cost_time=0:00:13.764138 2021-04-14 22:45:19,512 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.33ms, fps=2661 images/s, loss=0.4167, top1-acc=85.61%, top5-acc=99.48%, remaining_time=0:00:04.516096, arrival_time=2021-04-14 22:45:24.028397, cost_time=0:00:14.726406 2021-04-14 22:45:20,474 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.37ms, fps=2662 images/s, loss=0.4188, top1-acc=85.55%, top5-acc=99.46%, remaining_time=0:00:03.529908, arrival_time=2021-04-14 22:45:24.004290, cost_time=0:00:15.688526 2021-04-14 22:45:21,447 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.43ms, fps=2631 images/s, loss=0.4188, top1-acc=85.54%, top5-acc=99.47%, remaining_time=0:00:02.548286, arrival_time=2021-04-14 22:45:23.996050, cost_time=0:00:16.661899 2021-04-14 22:45:22,418 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.36ms, fps=2638 images/s, loss=0.4183, top1-acc=85.58%, top5-acc=99.47%, remaining_time=0:00:01.567344, arrival_time=2021-04-14 22:45:23.985809, cost_time=0:00:17.632604 2021-04-14 22:45:23,383 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.17ms, fps=2653 images/s, loss=0.4186, top1-acc=85.56%, top5-acc=99.47%, remaining_time=0:00:00.587304, arrival_time=2021-04-14 22:45:23.971166, cost_time=0:00:18.597957 2021-04-14 22:45:23,939 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.58ms, fps=2451 images/s, loss=0.4187, top1-acc=85.56%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-14 22:45:23.939222, cost_time=0:00:19.153365 2021-04-14 22:45:24,433 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=4.46ms, fps=5201 images/s, loss=0.5328, top1-acc=82.27%, top5-acc=98.98%, remaining_time=0:00:01.476480, arrival_time=2021-04-14 22:45:25.909745, cost_time=0:00:00.492160 2021-04-14 22:45:24,775 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=2.51ms, fps=7494 images/s, loss=0.5240, top1-acc=82.40%, top5-acc=99.04%, remaining_time=0:00:00.834220, arrival_time=2021-04-14 22:45:25.609552, cost_time=0:00:00.834219 2021-04-14 22:45:25,110 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=0.23ms, fps=7651 images/s, loss=0.5243, top1-acc=82.37%, top5-acc=99.05%, remaining_time=0:00:00.389780, arrival_time=2021-04-14 22:45:25.500173, cost_time=0:00:01.169327 2021-04-14 22:45:25,416 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=1.16ms, fps=7583 images/s, loss=0.5184, top1-acc=82.45%, top5-acc=99.07%, remaining_time=0:00:00, arrival_time=2021-04-14 22:45:25.416644, cost_time=0:00:01.475603 2021-04-14 22:45:25,642 INFO : Epoch=0016 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=1:03:59.276288, arrival_time=2021-04-14 23:49:24.918334, cost_time=0:05:33.850109 2021-04-14 22:45:25,643 INFO : Train start, epoch=0017, lr=0.098429 2021-04-14 22:45:26,773 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.33ms, fps=2265 images/s, loss=0.4314, top1-acc=85.31%, top5-acc=99.49%, remaining_time=0:00:21.025068, arrival_time=2021-04-14 22:45:47.798835, cost_time=0:00:01.130379 2021-04-14 22:45:27,740 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.64ms, fps=2651 images/s, loss=0.4222, top1-acc=85.27%, top5-acc=99.53%, remaining_time=0:00:18.447792, arrival_time=2021-04-14 22:45:46.187686, cost_time=0:00:02.096334 2021-04-14 22:45:28,709 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.49ms, fps=2642 images/s, loss=0.4114, top1-acc=85.66%, top5-acc=99.56%, remaining_time=0:00:16.966860, arrival_time=2021-04-14 22:45:45.676548, cost_time=0:00:03.066308 2021-04-14 22:45:29,687 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.73ms, fps=2620 images/s, loss=0.4077, top1-acc=85.80%, top5-acc=99.55%, remaining_time=0:00:15.770820, arrival_time=2021-04-14 22:45:45.458126, cost_time=0:00:04.043809 2021-04-14 22:45:30,656 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.48ms, fps=2644 images/s, loss=0.4070, top1-acc=85.84%, top5-acc=99.52%, remaining_time=0:00:14.637084, arrival_time=2021-04-14 22:45:45.293218, cost_time=0:00:05.012700 2021-04-14 22:45:31,625 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.89ms, fps=2643 images/s, loss=0.4093, top1-acc=85.79%, top5-acc=99.49%, remaining_time=0:00:13.558928, arrival_time=2021-04-14 22:45:45.184160, cost_time=0:00:05.981851 2021-04-14 22:45:32,589 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.60ms, fps=2657 images/s, loss=0.4141, top1-acc=85.66%, top5-acc=99.46%, remaining_time=0:00:12.502224, arrival_time=2021-04-14 22:45:45.091278, cost_time=0:00:06.945680 2021-04-14 22:45:33,556 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.30ms, fps=2647 images/s, loss=0.4118, top1-acc=85.78%, top5-acc=99.46%, remaining_time=0:00:11.473792, arrival_time=2021-04-14 22:45:45.030241, cost_time=0:00:07.912969 2021-04-14 22:45:34,518 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.48ms, fps=2662 images/s, loss=0.4133, top1-acc=85.77%, top5-acc=99.47%, remaining_time=0:00:10.453084, arrival_time=2021-04-14 22:45:44.971735, cost_time=0:00:08.875268 2021-04-14 22:45:35,485 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.34ms, fps=2648 images/s, loss=0.4110, top1-acc=85.86%, top5-acc=99.47%, remaining_time=0:00:09.448800, arrival_time=2021-04-14 22:45:44.934672, cost_time=0:00:09.842482 2021-04-14 22:45:36,452 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.32ms, fps=2650 images/s, loss=0.4113, top1-acc=85.76%, top5-acc=99.47%, remaining_time=0:00:08.450532, arrival_time=2021-04-14 22:45:44.902765, cost_time=0:00:10.808846 2021-04-14 22:45:37,412 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.43ms, fps=2667 images/s, loss=0.4104, top1-acc=85.83%, top5-acc=99.47%, remaining_time=0:00:07.453776, arrival_time=2021-04-14 22:45:44.866314, cost_time=0:00:11.769071 2021-04-14 22:45:38,385 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.56ms, fps=2631 images/s, loss=0.4102, top1-acc=85.76%, top5-acc=99.50%, remaining_time=0:00:06.469254, arrival_time=2021-04-14 22:45:44.855176, cost_time=0:00:12.742531 2021-04-14 22:45:39,361 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.92ms, fps=2626 images/s, loss=0.4107, top1-acc=85.74%, top5-acc=99.51%, remaining_time=0:00:05.487048, arrival_time=2021-04-14 22:45:44.848065, cost_time=0:00:13.717636 2021-04-14 22:45:40,330 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.34ms, fps=2641 images/s, loss=0.4122, top1-acc=85.68%, top5-acc=99.50%, remaining_time=0:00:04.504090, arrival_time=2021-04-14 22:45:44.834846, cost_time=0:00:14.687261 2021-04-14 22:45:41,310 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.46ms, fps=2614 images/s, loss=0.4129, top1-acc=85.64%, top5-acc=99.50%, remaining_time=0:00:03.525156, arrival_time=2021-04-14 22:45:44.836039, cost_time=0:00:15.667387 2021-04-14 22:45:42,281 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.42ms, fps=2640 images/s, loss=0.4139, top1-acc=85.52%, top5-acc=99.51%, remaining_time=0:00:02.544620, arrival_time=2021-04-14 22:45:44.825913, cost_time=0:00:16.637899 2021-04-14 22:45:43,258 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.62ms, fps=2621 images/s, loss=0.4155, top1-acc=85.49%, top5-acc=99.51%, remaining_time=0:00:01.565776, arrival_time=2021-04-14 22:45:44.824326, cost_time=0:00:17.615019 2021-04-14 22:45:44,234 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.16ms, fps=2626 images/s, loss=0.4143, top1-acc=85.52%, top5-acc=99.51%, remaining_time=0:00:00.587076, arrival_time=2021-04-14 22:45:44.821291, cost_time=0:00:18.590826 2021-04-14 22:45:44,789 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.56ms, fps=2452 images/s, loss=0.4156, top1-acc=85.52%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-14 22:45:44.789390, cost_time=0:00:19.145958 2021-04-14 22:45:45,368 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.26ms, fps=4458 images/s, loss=0.6122, top1-acc=78.67%, top5-acc=98.75%, remaining_time=0:00:01.722600, arrival_time=2021-04-14 22:45:47.091236, cost_time=0:00:00.574204 2021-04-14 22:45:45,697 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.38ms, fps=7804 images/s, loss=0.6131, top1-acc=78.69%, top5-acc=98.71%, remaining_time=0:00:00.902600, arrival_time=2021-04-14 22:45:46.599616, cost_time=0:00:00.902591 2021-04-14 22:45:46,030 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=2.00ms, fps=7682 images/s, loss=0.6024, top1-acc=78.93%, top5-acc=98.88%, remaining_time=0:00:00.412060, arrival_time=2021-04-14 22:45:46.442696, cost_time=0:00:01.236178 2021-04-14 22:45:46,348 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.10ms, fps=7309 images/s, loss=0.5754, top1-acc=79.77%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-14 22:45:46.348645, cost_time=0:00:01.554056 2021-04-14 22:45:46,510 INFO : Epoch=0017 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=1:03:38.443779, arrival_time=2021-04-14 23:49:24.954522, cost_time=0:05:54.718814 2021-04-14 22:45:46,512 INFO : Train start, epoch=0018, lr=0.098228 2021-04-14 22:45:47,634 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=0.28ms, fps=2281 images/s, loss=0.3822, top1-acc=86.99%, top5-acc=99.65%, remaining_time=0:00:20.872176, arrival_time=2021-04-14 22:46:08.506602, cost_time=0:00:01.122156 2021-04-14 22:45:48,598 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.33ms, fps=2657 images/s, loss=0.3819, top1-acc=87.19%, top5-acc=99.53%, remaining_time=0:00:18.360672, arrival_time=2021-04-14 22:46:06.959260, cost_time=0:00:02.086442 2021-04-14 22:45:49,563 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.29ms, fps=2654 images/s, loss=0.3960, top1-acc=86.55%, top5-acc=99.51%, remaining_time=0:00:16.884524, arrival_time=2021-04-14 22:46:06.448143, cost_time=0:00:03.051406 2021-04-14 22:45:50,526 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.47ms, fps=2660 images/s, loss=0.3970, top1-acc=86.55%, top5-acc=99.48%, remaining_time=0:00:15.656472, arrival_time=2021-04-14 22:46:06.183083, cost_time=0:00:04.014474 2021-04-14 22:45:51,500 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.74ms, fps=2630 images/s, loss=0.3943, top1-acc=86.65%, top5-acc=99.49%, remaining_time=0:00:14.565690, arrival_time=2021-04-14 22:46:06.066045, cost_time=0:00:04.988229 2021-04-14 22:45:52,467 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.54ms, fps=2647 images/s, loss=0.3978, top1-acc=86.39%, top5-acc=99.46%, remaining_time=0:00:13.499496, arrival_time=2021-04-14 22:46:05.967311, cost_time=0:00:05.955683 2021-04-14 22:45:53,431 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.45ms, fps=2659 images/s, loss=0.3947, top1-acc=86.45%, top5-acc=99.49%, remaining_time=0:00:12.453714, arrival_time=2021-04-14 22:46:05.884645, cost_time=0:00:06.918720 2021-04-14 22:45:54,400 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=2.04ms, fps=2643 images/s, loss=0.3940, top1-acc=86.46%, top5-acc=99.50%, remaining_time=0:00:11.437600, arrival_time=2021-04-14 22:46:05.837757, cost_time=0:00:07.887963 2021-04-14 22:45:55,370 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.38ms, fps=2641 images/s, loss=0.3942, top1-acc=86.36%, top5-acc=99.52%, remaining_time=0:00:10.432732, arrival_time=2021-04-14 22:46:05.802879, cost_time=0:00:08.858019 2021-04-14 22:45:56,340 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.45ms, fps=2640 images/s, loss=0.3985, top1-acc=86.18%, top5-acc=99.51%, remaining_time=0:00:09.434976, arrival_time=2021-04-14 22:46:05.775218, cost_time=0:00:09.828113 2021-04-14 22:45:57,306 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.36ms, fps=2650 images/s, loss=0.3972, top1-acc=86.25%, top5-acc=99.52%, remaining_time=0:00:08.439266, arrival_time=2021-04-14 22:46:05.745864, cost_time=0:00:10.794429 2021-04-14 22:45:58,282 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.47ms, fps=2625 images/s, loss=0.3974, top1-acc=86.24%, top5-acc=99.50%, remaining_time=0:00:07.454460, arrival_time=2021-04-14 22:46:05.736790, cost_time=0:00:11.770184 2021-04-14 22:45:59,247 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.35ms, fps=2655 images/s, loss=0.3997, top1-acc=86.16%, top5-acc=99.50%, remaining_time=0:00:06.465426, arrival_time=2021-04-14 22:46:05.712432, cost_time=0:00:12.734880 2021-04-14 22:46:00,214 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.36ms, fps=2647 images/s, loss=0.4012, top1-acc=86.10%, top5-acc=99.51%, remaining_time=0:00:05.480888, arrival_time=2021-04-14 22:46:05.695299, cost_time=0:00:13.702190 2021-04-14 22:46:01,182 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.39ms, fps=2646 images/s, loss=0.4023, top1-acc=86.04%, top5-acc=99.51%, remaining_time=0:00:04.498892, arrival_time=2021-04-14 22:46:05.681279, cost_time=0:00:14.670259 2021-04-14 22:46:02,146 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.31ms, fps=2657 images/s, loss=0.4051, top1-acc=85.95%, top5-acc=99.50%, remaining_time=0:00:03.517668, arrival_time=2021-04-14 22:46:05.663953, cost_time=0:00:15.634136 2021-04-14 22:46:03,106 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.49ms, fps=2666 images/s, loss=0.4046, top1-acc=85.93%, top5-acc=99.50%, remaining_time=0:00:02.538016, arrival_time=2021-04-14 22:46:05.644839, cost_time=0:00:16.594679 2021-04-14 22:46:04,066 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.35ms, fps=2669 images/s, loss=0.4040, top1-acc=85.93%, top5-acc=99.49%, remaining_time=0:00:01.560384, arrival_time=2021-04-14 22:46:05.626782, cost_time=0:00:17.554266 2021-04-14 22:46:05,038 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.08ms, fps=2636 images/s, loss=0.4045, top1-acc=85.91%, top5-acc=99.49%, remaining_time=0:00:00.585030, arrival_time=2021-04-14 22:46:05.623098, cost_time=0:00:18.525940 2021-04-14 22:46:05,579 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=0.05ms, fps=2516 images/s, loss=0.4063, top1-acc=85.90%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:05.578998, cost_time=0:00:19.066875 2021-04-14 22:46:06,073 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=1.48ms, fps=5199 images/s, loss=0.5991, top1-acc=79.06%, top5-acc=98.79%, remaining_time=0:00:01.477050, arrival_time=2021-04-14 22:46:07.550125, cost_time=0:00:00.492347 2021-04-14 22:46:06,401 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=2.19ms, fps=7814 images/s, loss=0.5869, top1-acc=79.06%, top5-acc=98.89%, remaining_time=0:00:00.820300, arrival_time=2021-04-14 22:46:07.221318, cost_time=0:00:00.820308 2021-04-14 22:46:06,741 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=3.96ms, fps=7533 images/s, loss=0.5738, top1-acc=79.70%, top5-acc=98.92%, remaining_time=0:00:00.386810, arrival_time=2021-04-14 22:46:07.127985, cost_time=0:00:01.160443 2021-04-14 22:46:07,049 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.05ms, fps=7535 images/s, loss=0.5721, top1-acc=79.86%, top5-acc=98.90%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:07.049396, cost_time=0:00:01.468691 2021-04-14 22:46:07,187 INFO : Epoch=0018 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=1:03:15.667148, arrival_time=2021-04-14 23:49:22.854715, cost_time=0:06:15.395643 2021-04-14 22:46:07,188 INFO : Train start, epoch=0019, lr=0.098015 2021-04-14 22:46:08,348 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=2.30ms, fps=2207 images/s, loss=0.3993, top1-acc=85.66%, top5-acc=99.61%, remaining_time=0:00:21.576186, arrival_time=2021-04-14 22:46:29.925104, cost_time=0:00:01.160013 2021-04-14 22:46:09,314 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.58ms, fps=2651 images/s, loss=0.4127, top1-acc=85.84%, top5-acc=99.51%, remaining_time=0:00:18.708800, arrival_time=2021-04-14 22:46:28.023706, cost_time=0:00:02.125999 2021-04-14 22:46:10,287 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.37ms, fps=2633 images/s, loss=0.4048, top1-acc=86.09%, top5-acc=99.57%, remaining_time=0:00:17.145144, arrival_time=2021-04-14 22:46:27.432561, cost_time=0:00:03.098510 2021-04-14 22:46:11,248 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.51ms, fps=2666 images/s, loss=0.3989, top1-acc=86.22%, top5-acc=99.54%, remaining_time=0:00:15.830724, arrival_time=2021-04-14 22:46:27.078797, cost_time=0:00:04.059160 2021-04-14 22:46:12,217 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=2.00ms, fps=2642 images/s, loss=0.3974, top1-acc=86.44%, top5-acc=99.54%, remaining_time=0:00:14.682928, arrival_time=2021-04-14 22:46:26.900234, cost_time=0:00:05.028400 2021-04-14 22:46:13,186 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.37ms, fps=2643 images/s, loss=0.3974, top1-acc=86.45%, top5-acc=99.50%, remaining_time=0:00:13.593608, arrival_time=2021-04-14 22:46:26.779750, cost_time=0:00:05.997193 2021-04-14 22:46:14,156 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.34ms, fps=2639 images/s, loss=0.4034, top1-acc=86.26%, top5-acc=99.48%, remaining_time=0:00:12.541788, arrival_time=2021-04-14 22:46:26.698457, cost_time=0:00:06.967645 2021-04-14 22:46:15,116 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.26ms, fps=2668 images/s, loss=0.4039, top1-acc=86.22%, top5-acc=99.47%, remaining_time=0:00:11.495252, arrival_time=2021-04-14 22:46:26.611934, cost_time=0:00:07.927783 2021-04-14 22:46:16,089 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.88ms, fps=2634 images/s, loss=0.4074, top1-acc=86.06%, top5-acc=99.47%, remaining_time=0:00:10.482446, arrival_time=2021-04-14 22:46:26.571640, cost_time=0:00:08.900194 2021-04-14 22:46:17,055 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.38ms, fps=2651 images/s, loss=0.4082, top1-acc=86.08%, top5-acc=99.46%, remaining_time=0:00:09.471840, arrival_time=2021-04-14 22:46:26.527241, cost_time=0:00:09.866494 2021-04-14 22:46:18,020 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.37ms, fps=2654 images/s, loss=0.4075, top1-acc=86.03%, top5-acc=99.47%, remaining_time=0:00:08.468162, arrival_time=2021-04-14 22:46:26.488497, cost_time=0:00:10.831417 2021-04-14 22:46:18,986 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.58ms, fps=2650 images/s, loss=0.4075, top1-acc=86.03%, top5-acc=99.47%, remaining_time=0:00:07.472092, arrival_time=2021-04-14 22:46:26.459035, cost_time=0:00:11.798027 2021-04-14 22:46:19,954 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.40ms, fps=2647 images/s, loss=0.4088, top1-acc=85.96%, top5-acc=99.47%, remaining_time=0:00:06.480936, arrival_time=2021-04-14 22:46:26.435343, cost_time=0:00:12.765485 2021-04-14 22:46:20,926 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.89ms, fps=2633 images/s, loss=0.4071, top1-acc=86.03%, top5-acc=99.45%, remaining_time=0:00:05.495224, arrival_time=2021-04-14 22:46:26.422153, cost_time=0:00:13.738019 2021-04-14 22:46:21,902 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.68ms, fps=2626 images/s, loss=0.4070, top1-acc=86.04%, top5-acc=99.45%, remaining_time=0:00:04.512094, arrival_time=2021-04-14 22:46:26.414400, cost_time=0:00:14.713391 2021-04-14 22:46:22,875 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.35ms, fps=2633 images/s, loss=0.4048, top1-acc=86.09%, top5-acc=99.46%, remaining_time=0:00:03.529404, arrival_time=2021-04-14 22:46:26.404529, cost_time=0:00:15.686186 2021-04-14 22:46:23,847 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.35ms, fps=2635 images/s, loss=0.4067, top1-acc=86.03%, top5-acc=99.45%, remaining_time=0:00:02.547714, arrival_time=2021-04-14 22:46:26.394738, cost_time=0:00:16.658120 2021-04-14 22:46:24,817 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.43ms, fps=2639 images/s, loss=0.4084, top1-acc=85.97%, top5-acc=99.45%, remaining_time=0:00:01.566976, arrival_time=2021-04-14 22:46:26.384413, cost_time=0:00:17.628529 2021-04-14 22:46:25,787 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.38ms, fps=2640 images/s, loss=0.4091, top1-acc=85.95%, top5-acc=99.46%, remaining_time=0:00:00.587322, arrival_time=2021-04-14 22:46:26.374811, cost_time=0:00:18.598519 2021-04-14 22:46:26,334 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.04ms, fps=2489 images/s, loss=0.4091, top1-acc=85.96%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:26.334423, cost_time=0:00:19.145525 2021-04-14 22:46:26,857 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=0.29ms, fps=4913 images/s, loss=0.6040, top1-acc=79.10%, top5-acc=99.06%, remaining_time=0:00:01.563060, arrival_time=2021-04-14 22:46:28.420249, cost_time=0:00:00.521023 2021-04-14 22:46:27,223 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=0.35ms, fps=7000 images/s, loss=0.6005, top1-acc=79.90%, top5-acc=98.91%, remaining_time=0:00:00.887220, arrival_time=2021-04-14 22:46:28.110620, cost_time=0:00:00.887222 2021-04-14 22:46:27,582 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=0.27ms, fps=7131 images/s, loss=0.6026, top1-acc=79.71%, top5-acc=98.89%, remaining_time=0:00:00.415580, arrival_time=2021-04-14 22:46:27.998449, cost_time=0:00:01.246725 2021-04-14 22:46:27,886 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.05ms, fps=7648 images/s, loss=0.6134, top1-acc=79.28%, top5-acc=98.84%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:27.886601, cost_time=0:00:01.550496 2021-04-14 22:46:28,008 INFO : Epoch=0019 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=1:02:54.482595, arrival_time=2021-04-14 23:49:22.490923, cost_time=0:06:36.216397 2021-04-14 22:46:28,009 INFO : Train start, epoch=0020, lr=0.097790 2021-04-14 22:46:29,196 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=0.32ms, fps=2157 images/s, loss=0.4326, top1-acc=84.84%, top5-acc=99.53%, remaining_time=0:00:22.070946, arrival_time=2021-04-14 22:46:51.267223, cost_time=0:00:01.186609 2021-04-14 22:46:30,158 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.33ms, fps=2661 images/s, loss=0.4175, top1-acc=85.29%, top5-acc=99.61%, remaining_time=0:00:18.910496, arrival_time=2021-04-14 22:46:49.069084, cost_time=0:00:02.148916 2021-04-14 22:46:31,139 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.76ms, fps=2610 images/s, loss=0.4019, top1-acc=85.85%, top5-acc=99.54%, remaining_time=0:00:17.318946, arrival_time=2021-04-14 22:46:48.458556, cost_time=0:00:03.129933 2021-04-14 22:46:32,102 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.51ms, fps=2659 images/s, loss=0.3948, top1-acc=86.04%, top5-acc=99.59%, remaining_time=0:00:15.963168, arrival_time=2021-04-14 22:46:48.065976, cost_time=0:00:04.093121 2021-04-14 22:46:33,073 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.51ms, fps=2639 images/s, loss=0.3927, top1-acc=86.22%, top5-acc=99.60%, remaining_time=0:00:14.785858, arrival_time=2021-04-14 22:46:47.859176, cost_time=0:00:05.063639 2021-04-14 22:46:34,038 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.37ms, fps=2653 images/s, loss=0.3913, top1-acc=86.31%, top5-acc=99.60%, remaining_time=0:00:13.665960, arrival_time=2021-04-14 22:46:47.704806, cost_time=0:00:06.029124 2021-04-14 22:46:35,017 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.32ms, fps=2617 images/s, loss=0.3914, top1-acc=86.29%, top5-acc=99.56%, remaining_time=0:00:12.614112, arrival_time=2021-04-14 22:46:47.631632, cost_time=0:00:07.007847 2021-04-14 22:46:35,979 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.47ms, fps=2663 images/s, loss=0.3931, top1-acc=86.18%, top5-acc=99.56%, remaining_time=0:00:11.555804, arrival_time=2021-04-14 22:46:47.534979, cost_time=0:00:07.969520 2021-04-14 22:46:36,944 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.36ms, fps=2652 images/s, loss=0.3980, top1-acc=86.09%, top5-acc=99.56%, remaining_time=0:00:10.523786, arrival_time=2021-04-14 22:46:47.468707, cost_time=0:00:08.935254 2021-04-14 22:46:37,918 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.41ms, fps=2631 images/s, loss=0.3980, top1-acc=86.11%, top5-acc=99.55%, remaining_time=0:00:09.512448, arrival_time=2021-04-14 22:46:47.430915, cost_time=0:00:09.908785 2021-04-14 22:46:38,889 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.77ms, fps=2637 images/s, loss=0.3992, top1-acc=86.08%, top5-acc=99.54%, remaining_time=0:00:08.506260, arrival_time=2021-04-14 22:46:47.396132, cost_time=0:00:10.880150 2021-04-14 22:46:39,867 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=2.07ms, fps=2620 images/s, loss=0.3996, top1-acc=86.04%, top5-acc=99.53%, remaining_time=0:00:07.509864, arrival_time=2021-04-14 22:46:47.377255, cost_time=0:00:11.857706 2021-04-14 22:46:40,836 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.54ms, fps=2642 images/s, loss=0.3993, top1-acc=86.08%, top5-acc=99.54%, remaining_time=0:00:06.512286, arrival_time=2021-04-14 22:46:47.349165, cost_time=0:00:12.827208 2021-04-14 22:46:41,806 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.37ms, fps=2643 images/s, loss=0.3987, top1-acc=86.11%, top5-acc=99.53%, remaining_time=0:00:05.518520, arrival_time=2021-04-14 22:46:47.324490, cost_time=0:00:13.796291 2021-04-14 22:46:42,785 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.30ms, fps=2614 images/s, loss=0.3984, top1-acc=86.12%, top5-acc=99.53%, remaining_time=0:00:04.531276, arrival_time=2021-04-14 22:46:47.316769, cost_time=0:00:14.775825 2021-04-14 22:46:43,749 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.85ms, fps=2657 images/s, loss=0.3986, top1-acc=86.08%, top5-acc=99.53%, remaining_time=0:00:03.541392, arrival_time=2021-04-14 22:46:47.290745, cost_time=0:00:15.739598 2021-04-14 22:46:44,714 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.39ms, fps=2654 images/s, loss=0.3983, top1-acc=86.09%, top5-acc=99.54%, remaining_time=0:00:02.554864, arrival_time=2021-04-14 22:46:47.269343, cost_time=0:00:16.704813 2021-04-14 22:46:45,674 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.27ms, fps=2668 images/s, loss=0.3988, top1-acc=86.10%, top5-acc=99.53%, remaining_time=0:00:01.570176, arrival_time=2021-04-14 22:46:47.244396, cost_time=0:00:17.664546 2021-04-14 22:46:46,640 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.23ms, fps=2652 images/s, loss=0.3978, top1-acc=86.12%, top5-acc=99.53%, remaining_time=0:00:00.588330, arrival_time=2021-04-14 22:46:47.228355, cost_time=0:00:18.630362 2021-04-14 22:46:47,188 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.40ms, fps=2483 images/s, loss=0.3985, top1-acc=86.11%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:47.188063, cost_time=0:00:19.178382 2021-04-14 22:46:47,698 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=0.30ms, fps=5039 images/s, loss=0.6340, top1-acc=78.67%, top5-acc=99.22%, remaining_time=0:00:01.523970, arrival_time=2021-04-14 22:46:49.221968, cost_time=0:00:00.507989 2021-04-14 22:46:48,048 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=2.16ms, fps=7321 images/s, loss=0.6392, top1-acc=78.96%, top5-acc=98.96%, remaining_time=0:00:00.858000, arrival_time=2021-04-14 22:46:48.906002, cost_time=0:00:00.857999 2021-04-14 22:46:48,391 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=0.18ms, fps=7459 images/s, loss=0.6356, top1-acc=79.06%, top5-acc=98.92%, remaining_time=0:00:00.400510, arrival_time=2021-04-14 22:46:48.792055, cost_time=0:00:01.201536 2021-04-14 22:46:48,697 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.05ms, fps=7581 images/s, loss=0.6341, top1-acc=79.04%, top5-acc=98.86%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:48.697902, cost_time=0:00:01.507920 2021-04-14 22:46:48,827 INFO : Epoch=0020 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=1:02:33.323100, arrival_time=2021-04-14 23:49:22.150918, cost_time=0:06:57.035898 2021-04-14 22:46:48,829 INFO : Train start, epoch=0021, lr=0.097553 2021-04-14 22:46:49,973 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=0.21ms, fps=2238 images/s, loss=0.4337, top1-acc=85.62%, top5-acc=99.45%, remaining_time=0:00:21.271704, arrival_time=2021-04-14 22:47:11.244624, cost_time=0:00:01.143635 2021-04-14 22:46:50,937 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.39ms, fps=2655 images/s, loss=0.4150, top1-acc=86.11%, top5-acc=99.47%, remaining_time=0:00:18.553216, arrival_time=2021-04-14 22:47:09.490725, cost_time=0:00:02.108315 2021-04-14 22:46:51,932 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=4.76ms, fps=2573 images/s, loss=0.4058, top1-acc=86.28%, top5-acc=99.44%, remaining_time=0:00:17.173198, arrival_time=2021-04-14 22:47:09.106091, cost_time=0:00:03.103581 2021-04-14 22:46:52,893 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.55ms, fps=2667 images/s, loss=0.3972, top1-acc=86.47%, top5-acc=99.44%, remaining_time=0:00:15.849444, arrival_time=2021-04-14 22:47:08.742583, cost_time=0:00:04.063947 2021-04-14 22:46:53,858 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.86ms, fps=2654 images/s, loss=0.3945, top1-acc=86.63%, top5-acc=99.43%, remaining_time=0:00:14.684826, arrival_time=2021-04-14 22:47:08.543084, cost_time=0:00:05.029065 2021-04-14 22:46:54,829 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=2.09ms, fps=2637 images/s, loss=0.3943, top1-acc=86.56%, top5-acc=99.43%, remaining_time=0:00:13.600136, arrival_time=2021-04-14 22:47:08.429411, cost_time=0:00:06.000073 2021-04-14 22:46:55,795 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=2.03ms, fps=2651 images/s, loss=0.3927, top1-acc=86.57%, top5-acc=99.45%, remaining_time=0:00:12.539142, arrival_time=2021-04-14 22:47:08.334686, cost_time=0:00:06.966212 2021-04-14 22:46:56,763 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.33ms, fps=2646 images/s, loss=0.3894, top1-acc=86.66%, top5-acc=99.49%, remaining_time=0:00:11.504996, arrival_time=2021-04-14 22:47:08.268662, cost_time=0:00:07.934468 2021-04-14 22:46:57,727 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.48ms, fps=2656 images/s, loss=0.3901, top1-acc=86.61%, top5-acc=99.50%, remaining_time=0:00:10.480538, arrival_time=2021-04-14 22:47:08.208306, cost_time=0:00:08.898585 2021-04-14 22:46:58,692 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.47ms, fps=2654 images/s, loss=0.3931, top1-acc=86.48%, top5-acc=99.48%, remaining_time=0:00:09.468864, arrival_time=2021-04-14 22:47:08.161436, cost_time=0:00:09.863382 2021-04-14 22:46:59,659 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.40ms, fps=2649 images/s, loss=0.3943, top1-acc=86.46%, top5-acc=99.47%, remaining_time=0:00:08.467302, arrival_time=2021-04-14 22:47:08.126735, cost_time=0:00:10.830241 2021-04-14 22:47:00,631 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.49ms, fps=2634 images/s, loss=0.3956, top1-acc=86.41%, top5-acc=99.48%, remaining_time=0:00:07.474828, arrival_time=2021-04-14 22:47:08.106431, cost_time=0:00:11.802411 2021-04-14 22:47:01,593 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.52ms, fps=2662 images/s, loss=0.3988, top1-acc=86.30%, top5-acc=99.46%, remaining_time=0:00:06.480342, arrival_time=2021-04-14 22:47:08.073932, cost_time=0:00:12.764316 2021-04-14 22:47:02,557 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.87ms, fps=2658 images/s, loss=0.3991, top1-acc=86.27%, top5-acc=99.46%, remaining_time=0:00:05.491248, arrival_time=2021-04-14 22:47:08.048553, cost_time=0:00:13.728108 2021-04-14 22:47:03,526 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.36ms, fps=2641 images/s, loss=0.4005, top1-acc=86.18%, top5-acc=99.47%, remaining_time=0:00:04.507310, arrival_time=2021-04-14 22:47:08.034220, cost_time=0:00:14.697705 2021-04-14 22:47:04,491 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.41ms, fps=2657 images/s, loss=0.3998, top1-acc=86.15%, top5-acc=99.48%, remaining_time=0:00:03.523896, arrival_time=2021-04-14 22:47:08.014864, cost_time=0:00:15.661780 2021-04-14 22:47:05,461 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.72ms, fps=2639 images/s, loss=0.4008, top1-acc=86.10%, top5-acc=99.49%, remaining_time=0:00:02.543710, arrival_time=2021-04-14 22:47:08.004934, cost_time=0:00:16.632032 2021-04-14 22:47:06,434 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.77ms, fps=2631 images/s, loss=0.4011, top1-acc=86.12%, top5-acc=99.50%, remaining_time=0:00:01.564912, arrival_time=2021-04-14 22:47:07.999389, cost_time=0:00:17.605291 2021-04-14 22:47:07,399 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.37ms, fps=2654 images/s, loss=0.4024, top1-acc=86.05%, top5-acc=99.49%, remaining_time=0:00:00.586428, arrival_time=2021-04-14 22:47:07.985864, cost_time=0:00:18.570251 2021-04-14 22:47:07,941 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.14ms, fps=2510 images/s, loss=0.4026, top1-acc=86.04%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:07.941516, cost_time=0:00:19.112349 2021-04-14 22:47:08,484 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=32.39ms, fps=4733 images/s, loss=0.5339, top1-acc=81.52%, top5-acc=99.10%, remaining_time=0:00:01.622670, arrival_time=2021-04-14 22:47:10.106722, cost_time=0:00:00.540889 2021-04-14 22:47:08,816 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=0.29ms, fps=7701 images/s, loss=0.5246, top1-acc=81.66%, top5-acc=99.08%, remaining_time=0:00:00.873880, arrival_time=2021-04-14 22:47:09.690830, cost_time=0:00:00.873871 2021-04-14 22:47:09,147 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=3.51ms, fps=7754 images/s, loss=0.5357, top1-acc=81.51%, top5-acc=99.05%, remaining_time=0:00:00.401450, arrival_time=2021-04-14 22:47:09.548885, cost_time=0:00:01.204352 2021-04-14 22:47:09,452 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.05ms, fps=7625 images/s, loss=0.5355, top1-acc=81.85%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:09.452018, cost_time=0:00:01.508957 2021-04-14 22:47:09,541 INFO : Epoch=0021 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=1:02:11.291337, arrival_time=2021-04-14 23:49:20.832506, cost_time=0:07:17.749255 2021-04-14 22:47:09,542 INFO : Train start, epoch=0022, lr=0.097304 2021-04-14 22:47:10,669 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.31ms, fps=2272 images/s, loss=0.3742, top1-acc=86.84%, top5-acc=99.57%, remaining_time=0:00:20.956992, arrival_time=2021-04-14 22:47:31.626216, cost_time=0:00:01.126715 2021-04-14 22:47:11,644 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.45ms, fps=2643 images/s, loss=0.3928, top1-acc=86.23%, top5-acc=99.59%, remaining_time=0:00:18.494432, arrival_time=2021-04-14 22:47:30.138680, cost_time=0:00:02.101645 2021-04-14 22:47:12,611 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.50ms, fps=2648 images/s, loss=0.3925, top1-acc=86.25%, top5-acc=99.56%, remaining_time=0:00:16.981800, arrival_time=2021-04-14 22:47:29.593326, cost_time=0:00:03.069008 2021-04-14 22:47:13,580 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.72ms, fps=2644 images/s, loss=0.3859, top1-acc=86.51%, top5-acc=99.57%, remaining_time=0:00:15.746640, arrival_time=2021-04-14 22:47:29.326818, cost_time=0:00:04.037594 2021-04-14 22:47:14,543 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.40ms, fps=2660 images/s, loss=0.3843, top1-acc=86.48%, top5-acc=99.54%, remaining_time=0:00:14.601898, arrival_time=2021-04-14 22:47:29.145056, cost_time=0:00:05.000643 2021-04-14 22:47:15,505 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.48ms, fps=2662 images/s, loss=0.3848, top1-acc=86.39%, top5-acc=99.54%, remaining_time=0:00:13.515272, arrival_time=2021-04-14 22:47:29.020493, cost_time=0:00:05.962647 2021-04-14 22:47:16,485 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.50ms, fps=2614 images/s, loss=0.3852, top1-acc=86.34%, top5-acc=99.56%, remaining_time=0:00:12.496680, arrival_time=2021-04-14 22:47:28.981805, cost_time=0:00:06.942615 2021-04-14 22:47:17,454 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.48ms, fps=2641 images/s, loss=0.3870, top1-acc=86.40%, top5-acc=99.56%, remaining_time=0:00:11.472864, arrival_time=2021-04-14 22:47:28.927739, cost_time=0:00:07.912283 2021-04-14 22:47:18,421 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.89ms, fps=2650 images/s, loss=0.3912, top1-acc=86.22%, top5-acc=99.55%, remaining_time=0:00:10.457112, arrival_time=2021-04-14 22:47:28.878342, cost_time=0:00:08.878701 2021-04-14 22:47:19,384 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.69ms, fps=2659 images/s, loss=0.3915, top1-acc=86.21%, top5-acc=99.56%, remaining_time=0:00:09.448128, arrival_time=2021-04-14 22:47:28.832470, cost_time=0:00:09.841827 2021-04-14 22:47:20,344 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.35ms, fps=2668 images/s, loss=0.3941, top1-acc=86.16%, top5-acc=99.55%, remaining_time=0:00:08.445114, arrival_time=2021-04-14 22:47:28.789527, cost_time=0:00:10.801899 2021-04-14 22:47:21,305 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.31ms, fps=2664 images/s, loss=0.3934, top1-acc=86.16%, top5-acc=99.55%, remaining_time=0:00:07.450052, arrival_time=2021-04-14 22:47:28.755772, cost_time=0:00:11.763209 2021-04-14 22:47:22,273 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.46ms, fps=2645 images/s, loss=0.3954, top1-acc=86.08%, top5-acc=99.53%, remaining_time=0:00:06.463644, arrival_time=2021-04-14 22:47:28.737579, cost_time=0:00:12.731438 2021-04-14 22:47:23,241 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.29ms, fps=2647 images/s, loss=0.3954, top1-acc=86.06%, top5-acc=99.54%, remaining_time=0:00:05.479600, arrival_time=2021-04-14 22:47:28.721161, cost_time=0:00:13.699054 2021-04-14 22:47:24,204 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.44ms, fps=2660 images/s, loss=0.3984, top1-acc=85.96%, top5-acc=99.53%, remaining_time=0:00:04.496316, arrival_time=2021-04-14 22:47:28.700798, cost_time=0:00:14.661887 2021-04-14 22:47:25,172 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.46ms, fps=2646 images/s, loss=0.4005, top1-acc=85.85%, top5-acc=99.54%, remaining_time=0:00:03.516732, arrival_time=2021-04-14 22:47:28.689119, cost_time=0:00:15.629871 2021-04-14 22:47:26,140 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.56ms, fps=2646 images/s, loss=0.4015, top1-acc=85.85%, top5-acc=99.53%, remaining_time=0:00:02.538458, arrival_time=2021-04-14 22:47:28.678665, cost_time=0:00:16.597679 2021-04-14 22:47:27,102 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.44ms, fps=2663 images/s, loss=0.4017, top1-acc=85.88%, top5-acc=99.53%, remaining_time=0:00:01.560848, arrival_time=2021-04-14 22:47:28.662903, cost_time=0:00:17.559536 2021-04-14 22:47:28,063 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.42ms, fps=2663 images/s, loss=0.4010, top1-acc=86.00%, top5-acc=99.53%, remaining_time=0:00:00.584886, arrival_time=2021-04-14 22:47:28.648810, cost_time=0:00:18.521412 2021-04-14 22:47:28,606 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.19ms, fps=2510 images/s, loss=0.4016, top1-acc=86.00%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:28.606040, cost_time=0:00:19.063527 2021-04-14 22:47:29,089 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=0.31ms, fps=5313 images/s, loss=0.5347, top1-acc=81.84%, top5-acc=99.18%, remaining_time=0:00:01.445370, arrival_time=2021-04-14 22:47:30.534992, cost_time=0:00:00.481792 2021-04-14 22:47:29,432 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=4.29ms, fps=7470 images/s, loss=0.5370, top1-acc=81.35%, top5-acc=99.20%, remaining_time=0:00:00.825000, arrival_time=2021-04-14 22:47:30.257772, cost_time=0:00:00.824991 2021-04-14 22:47:29,764 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=0.18ms, fps=7734 images/s, loss=0.5452, top1-acc=81.07%, top5-acc=99.14%, remaining_time=0:00:00.385440, arrival_time=2021-04-14 22:47:30.149594, cost_time=0:00:01.156306 2021-04-14 22:47:30,071 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.05ms, fps=7572 images/s, loss=0.5504, top1-acc=80.96%, top5-acc=99.12%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:30.071007, cost_time=0:00:01.463236 2021-04-14 22:47:30,201 INFO : Epoch=0022 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=1:01:48.953604, arrival_time=2021-04-14 23:49:19.155532, cost_time=0:07:38.409998 2021-04-14 22:47:30,203 INFO : Train start, epoch=0023, lr=0.097044 2021-04-14 22:47:31,341 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.66ms, fps=2249 images/s, loss=0.4146, top1-acc=85.55%, top5-acc=99.53%, remaining_time=0:00:21.167916, arrival_time=2021-04-14 22:47:52.509243, cost_time=0:00:01.138062 2021-04-14 22:47:32,306 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.65ms, fps=2653 images/s, loss=0.3974, top1-acc=86.35%, top5-acc=99.49%, remaining_time=0:00:18.508864, arrival_time=2021-04-14 22:47:50.815419, cost_time=0:00:02.103288 2021-04-14 22:47:33,268 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.33ms, fps=2664 images/s, loss=0.3889, top1-acc=86.63%, top5-acc=99.41%, remaining_time=0:00:16.957896, arrival_time=2021-04-14 22:47:50.225871, cost_time=0:00:03.064674 2021-04-14 22:47:34,235 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.32ms, fps=2648 images/s, loss=0.3912, top1-acc=86.55%, top5-acc=99.43%, remaining_time=0:00:15.724332, arrival_time=2021-04-14 22:47:49.959464, cost_time=0:00:04.031879 2021-04-14 22:47:35,209 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.47ms, fps=2628 images/s, loss=0.3931, top1-acc=86.44%, top5-acc=99.47%, remaining_time=0:00:14.618834, arrival_time=2021-04-14 22:47:49.828550, cost_time=0:00:05.006461 2021-04-14 22:47:36,180 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.73ms, fps=2637 images/s, loss=0.3870, top1-acc=86.71%, top5-acc=99.50%, remaining_time=0:00:13.548864, arrival_time=2021-04-14 22:47:49.729580, cost_time=0:00:05.977450 2021-04-14 22:47:37,149 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.58ms, fps=2643 images/s, loss=0.3868, top1-acc=86.67%, top5-acc=99.51%, remaining_time=0:00:12.503232, arrival_time=2021-04-14 22:47:49.652711, cost_time=0:00:06.946217 2021-04-14 22:47:38,112 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.31ms, fps=2660 images/s, loss=0.3845, top1-acc=86.76%, top5-acc=99.53%, remaining_time=0:00:11.468224, arrival_time=2021-04-14 22:47:49.580670, cost_time=0:00:07.909142 2021-04-14 22:47:39,077 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.31ms, fps=2654 images/s, loss=0.3847, top1-acc=86.75%, top5-acc=99.53%, remaining_time=0:00:10.451600, arrival_time=2021-04-14 22:47:49.528869, cost_time=0:00:08.874002 2021-04-14 22:47:40,047 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.44ms, fps=2641 images/s, loss=0.3856, top1-acc=86.68%, top5-acc=99.53%, remaining_time=0:00:09.449856, arrival_time=2021-04-14 22:47:49.496816, cost_time=0:00:09.843555 2021-04-14 22:47:41,014 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.46ms, fps=2649 images/s, loss=0.3891, top1-acc=86.62%, top5-acc=99.51%, remaining_time=0:00:08.452080, arrival_time=2021-04-14 22:47:49.466165, cost_time=0:00:10.810787 2021-04-14 22:47:41,983 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.79ms, fps=2644 images/s, loss=0.3915, top1-acc=86.59%, top5-acc=99.50%, remaining_time=0:00:07.460464, arrival_time=2021-04-14 22:47:49.443428, cost_time=0:00:11.779661 2021-04-14 22:47:42,955 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.26ms, fps=2634 images/s, loss=0.3924, top1-acc=86.52%, top5-acc=99.51%, remaining_time=0:00:06.474072, arrival_time=2021-04-14 22:47:49.429351, cost_time=0:00:12.752014 2021-04-14 22:47:43,920 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.37ms, fps=2655 images/s, loss=0.3920, top1-acc=86.56%, top5-acc=99.51%, remaining_time=0:00:05.486712, arrival_time=2021-04-14 22:47:49.406735, cost_time=0:00:13.716751 2021-04-14 22:47:44,887 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.45ms, fps=2647 images/s, loss=0.3933, top1-acc=86.52%, top5-acc=99.51%, remaining_time=0:00:04.503216, arrival_time=2021-04-14 22:47:49.390876, cost_time=0:00:14.684353 2021-04-14 22:47:45,855 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.22ms, fps=2646 images/s, loss=0.3936, top1-acc=86.50%, top5-acc=99.51%, remaining_time=0:00:03.521772, arrival_time=2021-04-14 22:47:49.377316, cost_time=0:00:15.652279 2021-04-14 22:47:46,817 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.26ms, fps=2661 images/s, loss=0.3942, top1-acc=86.46%, top5-acc=99.51%, remaining_time=0:00:02.541058, arrival_time=2021-04-14 22:47:49.358942, cost_time=0:00:16.614631 2021-04-14 22:47:47,786 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.30ms, fps=2644 images/s, loss=0.3940, top1-acc=86.48%, top5-acc=99.51%, remaining_time=0:00:01.562960, arrival_time=2021-04-14 22:47:49.349614, cost_time=0:00:17.583351 2021-04-14 22:47:48,747 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.06ms, fps=2665 images/s, loss=0.3936, top1-acc=86.50%, top5-acc=99.52%, remaining_time=0:00:00.585618, arrival_time=2021-04-14 22:47:49.333396, cost_time=0:00:18.544519 2021-04-14 22:47:49,289 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.13ms, fps=2512 images/s, loss=0.3951, top1-acc=86.47%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:49.289583, cost_time=0:00:19.086328 2021-04-14 22:47:49,768 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.27ms, fps=5366 images/s, loss=0.5928, top1-acc=79.80%, top5-acc=99.10%, remaining_time=0:00:01.431300, arrival_time=2021-04-14 22:47:51.199763, cost_time=0:00:00.477097 2021-04-14 22:47:50,094 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=0.28ms, fps=7853 images/s, loss=0.6087, top1-acc=79.18%, top5-acc=99.04%, remaining_time=0:00:00.803460, arrival_time=2021-04-14 22:47:50.898274, cost_time=0:00:00.803454 2021-04-14 22:47:50,426 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=0.19ms, fps=7723 images/s, loss=0.6227, top1-acc=78.72%, top5-acc=98.87%, remaining_time=0:00:00.378420, arrival_time=2021-04-14 22:47:50.805042, cost_time=0:00:01.135252 2021-04-14 22:47:50,733 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.07ms, fps=7572 images/s, loss=0.6190, top1-acc=78.71%, top5-acc=98.84%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:50.733362, cost_time=0:00:01.442015 2021-04-14 22:47:50,842 INFO : Epoch=0023 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=1:01:26.605383, arrival_time=2021-04-14 23:49:17.447740, cost_time=0:07:59.050425 2021-04-14 22:47:50,843 INFO : Train start, epoch=0024, lr=0.096772 2021-04-14 22:47:51,975 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=0.22ms, fps=2262 images/s, loss=0.4377, top1-acc=85.23%, top5-acc=99.37%, remaining_time=0:00:21.051108, arrival_time=2021-04-14 22:48:13.026673, cost_time=0:00:01.131783 2021-04-14 22:47:52,947 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.63ms, fps=2636 images/s, loss=0.4015, top1-acc=86.43%, top5-acc=99.45%, remaining_time=0:00:18.511328, arrival_time=2021-04-14 22:48:11.458565, cost_time=0:00:02.103565 2021-04-14 22:47:53,921 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.31ms, fps=2630 images/s, loss=0.4014, top1-acc=86.30%, top5-acc=99.39%, remaining_time=0:00:17.028114, arrival_time=2021-04-14 22:48:10.949242, cost_time=0:00:03.077379 2021-04-14 22:47:54,901 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.62ms, fps=2612 images/s, loss=0.4030, top1-acc=85.98%, top5-acc=99.41%, remaining_time=0:00:15.826200, arrival_time=2021-04-14 22:48:10.727906, cost_time=0:00:04.058017 2021-04-14 22:47:55,863 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.47ms, fps=2663 images/s, loss=0.3983, top1-acc=86.24%, top5-acc=99.42%, remaining_time=0:00:14.657378, arrival_time=2021-04-14 22:48:10.520704, cost_time=0:00:05.019653 2021-04-14 22:47:56,901 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.40ms, fps=2466 images/s, loss=0.3971, top1-acc=86.29%, top5-acc=99.45%, remaining_time=0:00:13.731376, arrival_time=2021-04-14 22:48:10.633114, cost_time=0:00:06.057977 2021-04-14 22:47:57,876 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.57ms, fps=2628 images/s, loss=0.3947, top1-acc=86.33%, top5-acc=99.46%, remaining_time=0:00:12.658590, arrival_time=2021-04-14 22:48:10.534832, cost_time=0:00:07.032562 2021-04-14 22:47:58,861 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.49ms, fps=2600 images/s, loss=0.3910, top1-acc=86.48%, top5-acc=99.47%, remaining_time=0:00:11.625172, arrival_time=2021-04-14 22:48:10.486328, cost_time=0:00:08.017389 2021-04-14 22:47:59,833 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.56ms, fps=2635 images/s, loss=0.3895, top1-acc=86.50%, top5-acc=99.48%, remaining_time=0:00:10.587810, arrival_time=2021-04-14 22:48:10.421133, cost_time=0:00:08.989628 2021-04-14 22:48:00,809 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.35ms, fps=2625 images/s, loss=0.3894, top1-acc=86.55%, top5-acc=99.48%, remaining_time=0:00:09.566784, arrival_time=2021-04-14 22:48:10.375859, cost_time=0:00:09.965400 2021-04-14 22:48:01,781 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.69ms, fps=2634 images/s, loss=0.3908, top1-acc=86.51%, top5-acc=99.48%, remaining_time=0:00:08.551410, arrival_time=2021-04-14 22:48:10.332972, cost_time=0:00:10.937837 2021-04-14 22:48:02,762 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.40ms, fps=2613 images/s, loss=0.3907, top1-acc=86.44%, top5-acc=99.47%, remaining_time=0:00:07.548168, arrival_time=2021-04-14 22:48:10.310115, cost_time=0:00:11.918190 2021-04-14 22:48:03,724 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.53ms, fps=2660 images/s, loss=0.3918, top1-acc=86.41%, top5-acc=99.46%, remaining_time=0:00:06.539610, arrival_time=2021-04-14 22:48:10.264320, cost_time=0:00:12.881026 2021-04-14 22:48:04,693 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.41ms, fps=2645 images/s, loss=0.3910, top1-acc=86.40%, top5-acc=99.47%, remaining_time=0:00:05.539744, arrival_time=2021-04-14 22:48:10.232806, cost_time=0:00:13.849389 2021-04-14 22:48:05,654 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.29ms, fps=2663 images/s, loss=0.3917, top1-acc=86.39%, top5-acc=99.48%, remaining_time=0:00:04.541994, arrival_time=2021-04-14 22:48:10.196592, cost_time=0:00:14.810903 2021-04-14 22:48:06,627 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.37ms, fps=2632 images/s, loss=0.3904, top1-acc=86.40%, top5-acc=99.49%, remaining_time=0:00:03.551364, arrival_time=2021-04-14 22:48:10.178940, cost_time=0:00:15.783910 2021-04-14 22:48:07,591 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.37ms, fps=2657 images/s, loss=0.3896, top1-acc=86.46%, top5-acc=99.50%, remaining_time=0:00:02.561442, arrival_time=2021-04-14 22:48:10.153000, cost_time=0:00:16.747888 2021-04-14 22:48:08,552 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.68ms, fps=2664 images/s, loss=0.3897, top1-acc=86.47%, top5-acc=99.50%, remaining_time=0:00:01.574144, arrival_time=2021-04-14 22:48:10.126922, cost_time=0:00:17.709101 2021-04-14 22:48:09,518 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.28ms, fps=2651 images/s, loss=0.3902, top1-acc=86.46%, top5-acc=99.51%, remaining_time=0:00:00.589740, arrival_time=2021-04-14 22:48:10.108501, cost_time=0:00:18.675015 2021-04-14 22:48:10,071 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.42ms, fps=2463 images/s, loss=0.3920, top1-acc=86.42%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-14 22:48:10.071356, cost_time=0:00:19.227636 2021-04-14 22:48:10,517 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.40ms, fps=5782 images/s, loss=0.6921, top1-acc=76.33%, top5-acc=98.52%, remaining_time=0:00:01.328340, arrival_time=2021-04-14 22:48:11.845304, cost_time=0:00:00.442778 2021-04-14 22:48:10,849 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=4.99ms, fps=7699 images/s, loss=0.6752, top1-acc=76.99%, top5-acc=98.79%, remaining_time=0:00:00.775640, arrival_time=2021-04-14 22:48:11.625451, cost_time=0:00:00.775632 2021-04-14 22:48:11,181 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=0.56ms, fps=7726 images/s, loss=0.6587, top1-acc=77.73%, top5-acc=98.96%, remaining_time=0:00:00.369110, arrival_time=2021-04-14 22:48:11.550710, cost_time=0:00:01.107326 2021-04-14 22:48:11,490 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.06ms, fps=7523 images/s, loss=0.6777, top1-acc=77.24%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:48:11.490518, cost_time=0:00:01.416364 2021-04-14 22:48:11,633 INFO : Epoch=0024 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=1:01:05.504128, arrival_time=2021-04-14 23:49:17.137516, cost_time=0:08:19.841462 2021-04-14 22:48:11,634 INFO : Train start, epoch=0025, lr=0.096489 2021-04-14 22:48:12,807 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.55ms, fps=2184 images/s, loss=0.3921, top1-acc=86.09%, top5-acc=99.61%, remaining_time=0:00:21.803478, arrival_time=2021-04-14 22:48:34.610449, cost_time=0:00:01.172232 2021-04-14 22:48:13,773 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.53ms, fps=2649 images/s, loss=0.3963, top1-acc=85.74%, top5-acc=99.65%, remaining_time=0:00:18.823904, arrival_time=2021-04-14 22:48:32.597696, cost_time=0:00:02.139073 2021-04-14 22:48:14,742 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.39ms, fps=2645 images/s, loss=0.3996, top1-acc=85.81%, top5-acc=99.57%, remaining_time=0:00:17.193450, arrival_time=2021-04-14 22:48:31.935408, cost_time=0:00:03.107238 2021-04-14 22:48:15,708 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.56ms, fps=2649 images/s, loss=0.3977, top1-acc=86.02%, top5-acc=99.52%, remaining_time=0:00:15.889068, arrival_time=2021-04-14 22:48:31.597896, cost_time=0:00:04.074105 2021-04-14 22:48:16,674 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.30ms, fps=2651 images/s, loss=0.3973, top1-acc=85.99%, top5-acc=99.55%, remaining_time=0:00:14.717384, arrival_time=2021-04-14 22:48:31.392308, cost_time=0:00:05.040203 2021-04-14 22:48:17,637 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.29ms, fps=2659 images/s, loss=0.3998, top1-acc=85.93%, top5-acc=99.58%, remaining_time=0:00:13.607208, arrival_time=2021-04-14 22:48:31.245096, cost_time=0:00:06.003165 2021-04-14 22:48:18,598 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.63ms, fps=2666 images/s, loss=0.3967, top1-acc=86.16%, top5-acc=99.57%, remaining_time=0:00:12.534858, arrival_time=2021-04-14 22:48:31.133425, cost_time=0:00:06.963841 2021-04-14 22:48:19,562 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.47ms, fps=2657 images/s, loss=0.3938, top1-acc=86.32%, top5-acc=99.56%, remaining_time=0:00:11.495136, arrival_time=2021-04-14 22:48:31.057566, cost_time=0:00:07.927707 2021-04-14 22:48:20,528 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.26ms, fps=2651 images/s, loss=0.3945, top1-acc=86.30%, top5-acc=99.54%, remaining_time=0:00:10.475026, arrival_time=2021-04-14 22:48:31.003624, cost_time=0:00:08.893874 2021-04-14 22:48:21,494 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=2.56ms, fps=2651 images/s, loss=0.3955, top1-acc=86.26%, top5-acc=99.54%, remaining_time=0:00:09.465504, arrival_time=2021-04-14 22:48:30.960156, cost_time=0:00:09.859864 2021-04-14 22:48:22,467 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.41ms, fps=2633 images/s, loss=0.3953, top1-acc=86.24%, top5-acc=99.54%, remaining_time=0:00:08.469194, arrival_time=2021-04-14 22:48:30.936744, cost_time=0:00:10.832732 2021-04-14 22:48:23,429 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.47ms, fps=2664 images/s, loss=0.3946, top1-acc=86.32%, top5-acc=99.52%, remaining_time=0:00:07.469812, arrival_time=2021-04-14 22:48:30.899125, cost_time=0:00:11.794393 2021-04-14 22:48:24,404 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.36ms, fps=2628 images/s, loss=0.3951, top1-acc=86.25%, top5-acc=99.53%, remaining_time=0:00:06.482916, arrival_time=2021-04-14 22:48:30.887011, cost_time=0:00:12.769359 2021-04-14 22:48:25,374 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.72ms, fps=2638 images/s, loss=0.3955, top1-acc=86.21%, top5-acc=99.52%, remaining_time=0:00:05.496008, arrival_time=2021-04-14 22:48:30.870783, cost_time=0:00:13.740057 2021-04-14 22:48:26,338 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.34ms, fps=2657 images/s, loss=0.3950, top1-acc=86.27%, top5-acc=99.52%, remaining_time=0:00:04.509150, arrival_time=2021-04-14 22:48:30.847663, cost_time=0:00:14.703737 2021-04-14 22:48:27,314 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.28ms, fps=2625 images/s, loss=0.3931, top1-acc=86.29%, top5-acc=99.52%, remaining_time=0:00:03.527892, arrival_time=2021-04-14 22:48:30.842212, cost_time=0:00:15.679515 2021-04-14 22:48:28,290 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=2.47ms, fps=2623 images/s, loss=0.3927, top1-acc=86.28%, top5-acc=99.53%, remaining_time=0:00:02.547376, arrival_time=2021-04-14 22:48:30.838017, cost_time=0:00:16.655909 2021-04-14 22:48:29,261 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.45ms, fps=2638 images/s, loss=0.3928, top1-acc=86.31%, top5-acc=99.52%, remaining_time=0:00:01.566816, arrival_time=2021-04-14 22:48:30.828303, cost_time=0:00:17.626755 2021-04-14 22:48:30,226 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.27ms, fps=2653 images/s, loss=0.3927, top1-acc=86.34%, top5-acc=99.52%, remaining_time=0:00:00.587118, arrival_time=2021-04-14 22:48:30.813832, cost_time=0:00:18.592000 2021-04-14 22:48:30,769 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=0.10ms, fps=2506 images/s, loss=0.3933, top1-acc=86.32%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-14 22:48:30.769749, cost_time=0:00:19.135028 2021-04-14 22:48:31,225 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=0.40ms, fps=5637 images/s, loss=0.5269, top1-acc=81.84%, top5-acc=99.14%, remaining_time=0:00:01.362420, arrival_time=2021-04-14 22:48:32.588212, cost_time=0:00:00.454144 2021-04-14 22:48:31,559 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=0.27ms, fps=7678 images/s, loss=0.5352, top1-acc=81.76%, top5-acc=99.06%, remaining_time=0:00:00.788160, arrival_time=2021-04-14 22:48:32.347878, cost_time=0:00:00.788159 2021-04-14 22:48:31,892 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=0.29ms, fps=7692 images/s, loss=0.5312, top1-acc=81.87%, top5-acc=99.02%, remaining_time=0:00:00.373760, arrival_time=2021-04-14 22:48:32.266625, cost_time=0:00:01.121284 2021-04-14 22:48:32,197 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.05ms, fps=7613 images/s, loss=0.5307, top1-acc=81.87%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:48:32.197945, cost_time=0:00:01.426400 2021-04-14 22:48:32,329 INFO : Epoch=0025 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=1:00:43.759175, arrival_time=2021-04-14 23:49:16.088134, cost_time=0:08:40.537036 2021-04-14 22:48:32,330 INFO : Train start, epoch=0026, lr=0.096194 2021-04-14 22:48:33,487 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=0.25ms, fps=2213 images/s, loss=0.4122, top1-acc=86.09%, top5-acc=99.49%, remaining_time=0:00:21.511458, arrival_time=2021-04-14 22:48:54.998469, cost_time=0:00:01.156533 2021-04-14 22:48:34,455 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.49ms, fps=2644 images/s, loss=0.3976, top1-acc=86.70%, top5-acc=99.57%, remaining_time=0:00:18.702640, arrival_time=2021-04-14 22:48:53.158397, cost_time=0:00:02.125300 2021-04-14 22:48:35,422 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.45ms, fps=2649 images/s, loss=0.3899, top1-acc=86.77%, top5-acc=99.58%, remaining_time=0:00:17.111280, arrival_time=2021-04-14 22:48:52.534163, cost_time=0:00:03.092404 2021-04-14 22:48:36,391 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.52ms, fps=2645 images/s, loss=0.3868, top1-acc=86.67%, top5-acc=99.59%, remaining_time=0:00:15.838056, arrival_time=2021-04-14 22:48:52.229494, cost_time=0:00:04.061052 2021-04-14 22:48:37,361 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.28ms, fps=2641 images/s, loss=0.3832, top1-acc=86.84%, top5-acc=99.60%, remaining_time=0:00:14.689644, arrival_time=2021-04-14 22:48:52.050712, cost_time=0:00:05.030685 2021-04-14 22:48:38,334 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.80ms, fps=2632 images/s, loss=0.3811, top1-acc=86.99%, top5-acc=99.55%, remaining_time=0:00:13.607888, arrival_time=2021-04-14 22:48:51.941913, cost_time=0:00:06.003500 2021-04-14 22:48:39,305 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.35ms, fps=2637 images/s, loss=0.3810, top1-acc=87.01%, top5-acc=99.55%, remaining_time=0:00:12.554640, arrival_time=2021-04-14 22:48:51.859807, cost_time=0:00:06.974793 2021-04-14 22:48:40,272 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.44ms, fps=2648 images/s, loss=0.3801, top1-acc=87.05%, top5-acc=99.57%, remaining_time=0:00:11.515552, arrival_time=2021-04-14 22:48:51.787730, cost_time=0:00:07.941778 2021-04-14 22:48:41,235 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.59ms, fps=2659 images/s, loss=0.3789, top1-acc=86.98%, top5-acc=99.58%, remaining_time=0:00:10.488064, arrival_time=2021-04-14 22:48:51.723369, cost_time=0:00:08.904919 2021-04-14 22:48:42,209 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.24ms, fps=2629 images/s, loss=0.3786, top1-acc=86.98%, top5-acc=99.57%, remaining_time=0:00:09.483840, arrival_time=2021-04-14 22:48:51.693181, cost_time=0:00:09.878952 2021-04-14 22:48:43,174 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.42ms, fps=2654 images/s, loss=0.3765, top1-acc=87.01%, top5-acc=99.56%, remaining_time=0:00:08.478052, arrival_time=2021-04-14 22:48:51.652476, cost_time=0:00:10.844029 2021-04-14 22:48:44,149 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.56ms, fps=2627 images/s, loss=0.3776, top1-acc=87.01%, top5-acc=99.56%, remaining_time=0:00:07.485316, arrival_time=2021-04-14 22:48:51.634656, cost_time=0:00:11.818959 2021-04-14 22:48:45,131 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=2.00ms, fps=2608 images/s, loss=0.3792, top1-acc=86.99%, top5-acc=99.57%, remaining_time=0:00:06.498888, arrival_time=2021-04-14 22:48:51.630122, cost_time=0:00:12.800841 2021-04-14 22:48:46,110 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=2.10ms, fps=2616 images/s, loss=0.3809, top1-acc=86.93%, top5-acc=99.57%, remaining_time=0:00:05.511968, arrival_time=2021-04-14 22:48:51.622319, cost_time=0:00:13.779875 2021-04-14 22:48:47,072 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.39ms, fps=2663 images/s, loss=0.3820, top1-acc=86.90%, top5-acc=99.56%, remaining_time=0:00:04.520834, arrival_time=2021-04-14 22:48:51.593178, cost_time=0:00:14.741920 2021-04-14 22:48:48,049 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.89ms, fps=2620 images/s, loss=0.3819, top1-acc=86.90%, top5-acc=99.56%, remaining_time=0:00:03.536892, arrival_time=2021-04-14 22:48:51.586754, cost_time=0:00:15.719472 2021-04-14 22:48:49,011 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.33ms, fps=2664 images/s, loss=0.3837, top1-acc=86.83%, top5-acc=99.55%, remaining_time=0:00:02.551172, arrival_time=2021-04-14 22:48:51.562345, cost_time=0:00:16.680788 2021-04-14 22:48:49,972 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.45ms, fps=2664 images/s, loss=0.3860, top1-acc=86.74%, top5-acc=99.54%, remaining_time=0:00:01.568176, arrival_time=2021-04-14 22:48:51.540531, cost_time=0:00:17.641973 2021-04-14 22:48:50,933 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.10ms, fps=2665 images/s, loss=0.3862, top1-acc=86.72%, top5-acc=99.54%, remaining_time=0:00:00.587460, arrival_time=2021-04-14 22:48:51.520746, cost_time=0:00:18.602907 2021-04-14 22:48:51,479 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.30ms, fps=2494 images/s, loss=0.3866, top1-acc=86.72%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-14 22:48:51.479043, cost_time=0:00:19.148671 2021-04-14 22:48:51,987 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.28ms, fps=5049 images/s, loss=0.5146, top1-acc=82.42%, top5-acc=99.45%, remaining_time=0:00:01.521090, arrival_time=2021-04-14 22:48:53.508799, cost_time=0:00:00.507031 2021-04-14 22:48:52,317 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.64ms, fps=7782 images/s, loss=0.5294, top1-acc=81.89%, top5-acc=99.30%, remaining_time=0:00:00.836320, arrival_time=2021-04-14 22:48:53.153363, cost_time=0:00:00.836324 2021-04-14 22:48:52,657 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=4.18ms, fps=7530 images/s, loss=0.5274, top1-acc=82.15%, top5-acc=99.27%, remaining_time=0:00:00.392260, arrival_time=2021-04-14 22:48:53.049769, cost_time=0:00:01.176790 2021-04-14 22:48:52,963 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.06ms, fps=7598 images/s, loss=0.5343, top1-acc=81.87%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-14 22:48:52.963263, cost_time=0:00:01.482611 2021-04-14 22:48:53,151 INFO : Epoch=0026 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=1:00:22.942566, arrival_time=2021-04-14 23:49:16.093710, cost_time=0:09:01.359227 2021-04-14 22:48:53,152 INFO : Train start, epoch=0027, lr=0.095888 2021-04-14 22:48:54,312 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=0.23ms, fps=2207 images/s, loss=0.3769, top1-acc=87.19%, top5-acc=99.57%, remaining_time=0:00:21.579162, arrival_time=2021-04-14 22:49:15.891921, cost_time=0:00:01.160174 2021-04-14 22:48:55,282 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.51ms, fps=2640 images/s, loss=0.3769, top1-acc=87.01%, top5-acc=99.55%, remaining_time=0:00:18.747696, arrival_time=2021-04-14 22:49:14.030596, cost_time=0:00:02.130414 2021-04-14 22:48:56,246 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.55ms, fps=2659 images/s, loss=0.3696, top1-acc=87.14%, top5-acc=99.60%, remaining_time=0:00:17.116758, arrival_time=2021-04-14 22:49:13.362728, cost_time=0:00:03.093385 2021-04-14 22:48:57,208 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.27ms, fps=2662 images/s, loss=0.3663, top1-acc=87.30%, top5-acc=99.61%, remaining_time=0:00:15.817152, arrival_time=2021-04-14 22:49:13.025296, cost_time=0:00:04.055663 2021-04-14 22:48:58,196 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.88ms, fps=2592 images/s, loss=0.3673, top1-acc=87.40%, top5-acc=99.61%, remaining_time=0:00:14.727166, arrival_time=2021-04-14 22:49:12.923275, cost_time=0:00:05.043573 2021-04-14 22:48:59,164 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.38ms, fps=2645 images/s, loss=0.3709, top1-acc=87.30%, top5-acc=99.60%, remaining_time=0:00:13.627336, arrival_time=2021-04-14 22:49:12.792044, cost_time=0:00:06.012037 2021-04-14 22:49:00,138 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=2.94ms, fps=2631 images/s, loss=0.3716, top1-acc=87.34%, top5-acc=99.61%, remaining_time=0:00:12.574548, arrival_time=2021-04-14 22:49:12.712936, cost_time=0:00:06.985852 2021-04-14 22:49:01,112 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.43ms, fps=2629 images/s, loss=0.3736, top1-acc=87.22%, top5-acc=99.62%, remaining_time=0:00:11.542116, arrival_time=2021-04-14 22:49:12.654728, cost_time=0:00:07.960097 2021-04-14 22:49:02,099 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.34ms, fps=2594 images/s, loss=0.3744, top1-acc=87.11%, top5-acc=99.58%, remaining_time=0:00:10.537884, arrival_time=2021-04-14 22:49:12.637713, cost_time=0:00:08.947296 2021-04-14 22:49:03,063 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.49ms, fps=2657 images/s, loss=0.3770, top1-acc=86.99%, top5-acc=99.57%, remaining_time=0:00:09.514752, arrival_time=2021-04-14 22:49:12.578449, cost_time=0:00:09.911206 2021-04-14 22:49:04,044 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.46ms, fps=2612 images/s, loss=0.3770, top1-acc=86.94%, top5-acc=99.56%, remaining_time=0:00:08.515290, arrival_time=2021-04-14 22:49:12.559437, cost_time=0:00:10.891656 2021-04-14 22:49:05,008 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.54ms, fps=2656 images/s, loss=0.3758, top1-acc=86.99%, top5-acc=99.56%, remaining_time=0:00:07.508800, arrival_time=2021-04-14 22:49:12.517288, cost_time=0:00:11.855985 2021-04-14 22:49:05,969 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.38ms, fps=2665 images/s, loss=0.3763, top1-acc=86.97%, top5-acc=99.56%, remaining_time=0:00:06.507138, arrival_time=2021-04-14 22:49:12.476692, cost_time=0:00:12.817071 2021-04-14 22:49:06,943 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.55ms, fps=2630 images/s, loss=0.3766, top1-acc=86.92%, top5-acc=99.56%, remaining_time=0:00:05.516336, arrival_time=2021-04-14 22:49:12.459812, cost_time=0:00:13.790906 2021-04-14 22:49:07,907 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.67ms, fps=2658 images/s, loss=0.3762, top1-acc=86.92%, top5-acc=99.56%, remaining_time=0:00:04.524744, arrival_time=2021-04-14 22:49:12.431848, cost_time=0:00:14.754635 2021-04-14 22:49:08,874 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.33ms, fps=2647 images/s, loss=0.3766, top1-acc=86.92%, top5-acc=99.56%, remaining_time=0:00:03.537468, arrival_time=2021-04-14 22:49:12.411981, cost_time=0:00:15.722016 2021-04-14 22:49:09,835 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.53ms, fps=2664 images/s, loss=0.3794, top1-acc=86.79%, top5-acc=99.56%, remaining_time=0:00:02.551562, arrival_time=2021-04-14 22:49:12.387282, cost_time=0:00:16.683237 2021-04-14 22:49:10,804 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.47ms, fps=2644 images/s, loss=0.3820, top1-acc=86.74%, top5-acc=99.57%, remaining_time=0:00:01.569040, arrival_time=2021-04-14 22:49:12.373161, cost_time=0:00:17.651643 2021-04-14 22:49:11,777 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.27ms, fps=2632 images/s, loss=0.3837, top1-acc=86.70%, top5-acc=99.56%, remaining_time=0:00:00.588144, arrival_time=2021-04-14 22:49:12.365171, cost_time=0:00:18.624531 2021-04-14 22:49:12,322 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.38ms, fps=2497 images/s, loss=0.3837, top1-acc=86.71%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-14 22:49:12.322147, cost_time=0:00:19.169670 2021-04-14 22:49:12,804 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.44ms, fps=5322 images/s, loss=0.6418, top1-acc=77.03%, top5-acc=99.14%, remaining_time=0:00:01.442910, arrival_time=2021-04-14 22:49:14.247664, cost_time=0:00:00.480973 2021-04-14 22:49:13,152 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=0.29ms, fps=7370 images/s, loss=0.6246, top1-acc=78.44%, top5-acc=99.08%, remaining_time=0:00:00.828760, arrival_time=2021-04-14 22:49:13.981293, cost_time=0:00:00.828760 2021-04-14 22:49:13,491 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=0.38ms, fps=7567 images/s, loss=0.6259, top1-acc=78.58%, top5-acc=99.05%, remaining_time=0:00:00.389150, arrival_time=2021-04-14 22:49:13.880406, cost_time=0:00:01.167439 2021-04-14 22:49:13,799 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.05ms, fps=7533 images/s, loss=0.6285, top1-acc=78.51%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-14 22:49:13.799657, cost_time=0:00:01.475921 2021-04-14 22:49:13,926 INFO : Epoch=0027 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=1:00:01.825227, arrival_time=2021-04-14 23:49:15.751725, cost_time=0:09:22.134582 2021-04-14 22:49:13,927 INFO : Train start, epoch=0028, lr=0.095570 2021-04-14 22:49:15,099 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.33ms, fps=2186 images/s, loss=0.3908, top1-acc=85.98%, top5-acc=99.30%, remaining_time=0:00:21.783762, arrival_time=2021-04-14 22:49:36.882728, cost_time=0:00:01.171172 2021-04-14 22:49:16,078 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.97ms, fps=2613 images/s, loss=0.3844, top1-acc=86.29%, top5-acc=99.39%, remaining_time=0:00:18.929856, arrival_time=2021-04-14 22:49:35.008773, cost_time=0:00:02.151116 2021-04-14 22:49:17,042 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.34ms, fps=2658 images/s, loss=0.3773, top1-acc=86.81%, top5-acc=99.44%, remaining_time=0:00:17.234452, arrival_time=2021-04-14 22:49:34.276981, cost_time=0:00:03.114654 2021-04-14 22:49:18,003 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.42ms, fps=2665 images/s, loss=0.3781, top1-acc=86.73%, top5-acc=99.50%, remaining_time=0:00:15.896088, arrival_time=2021-04-14 22:49:33.899837, cost_time=0:00:04.075940 2021-04-14 22:49:18,966 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.31ms, fps=2662 images/s, loss=0.3799, top1-acc=86.64%, top5-acc=99.52%, remaining_time=0:00:14.711106, arrival_time=2021-04-14 22:49:33.677020, cost_time=0:00:05.038037 2021-04-14 22:49:19,926 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.29ms, fps=2666 images/s, loss=0.3799, top1-acc=86.63%, top5-acc=99.52%, remaining_time=0:00:13.597416, arrival_time=2021-04-14 22:49:33.524058, cost_time=0:00:05.998842 2021-04-14 22:49:20,887 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.36ms, fps=2665 images/s, loss=0.3753, top1-acc=86.85%, top5-acc=99.51%, remaining_time=0:00:12.527424, arrival_time=2021-04-14 22:49:33.414871, cost_time=0:00:06.959645 2021-04-14 22:49:21,849 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.38ms, fps=2663 images/s, loss=0.3735, top1-acc=86.92%, top5-acc=99.50%, remaining_time=0:00:11.486204, arrival_time=2021-04-14 22:49:33.335579, cost_time=0:00:07.921490 2021-04-14 22:49:22,810 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.52ms, fps=2664 images/s, loss=0.3724, top1-acc=86.93%, top5-acc=99.52%, remaining_time=0:00:10.462094, arrival_time=2021-04-14 22:49:33.272816, cost_time=0:00:08.882913 2021-04-14 22:49:23,770 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.48ms, fps=2668 images/s, loss=0.3732, top1-acc=86.92%, top5-acc=99.52%, remaining_time=0:00:09.448992, arrival_time=2021-04-14 22:49:33.219447, cost_time=0:00:09.842657 2021-04-14 22:49:24,741 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.35ms, fps=2636 images/s, loss=0.3760, top1-acc=86.82%, top5-acc=99.53%, remaining_time=0:00:08.454574, arrival_time=2021-04-14 22:49:33.196394, cost_time=0:00:10.814026 2021-04-14 22:49:25,702 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.33ms, fps=2666 images/s, loss=0.3780, top1-acc=86.73%, top5-acc=99.53%, remaining_time=0:00:07.457272, arrival_time=2021-04-14 22:49:33.159752, cost_time=0:00:11.774683 2021-04-14 22:49:26,663 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.35ms, fps=2665 images/s, loss=0.3774, top1-acc=86.72%, top5-acc=99.55%, remaining_time=0:00:06.465822, arrival_time=2021-04-14 22:49:33.129279, cost_time=0:00:12.735662 2021-04-14 22:49:27,628 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.71ms, fps=2655 images/s, loss=0.3794, top1-acc=86.64%, top5-acc=99.56%, remaining_time=0:00:05.480160, arrival_time=2021-04-14 22:49:33.108318, cost_time=0:00:13.700352 2021-04-14 22:49:28,594 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.52ms, fps=2649 images/s, loss=0.3790, top1-acc=86.66%, top5-acc=99.56%, remaining_time=0:00:04.497880, arrival_time=2021-04-14 22:49:33.092732, cost_time=0:00:14.666969 2021-04-14 22:49:29,568 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.50ms, fps=2632 images/s, loss=0.3786, top1-acc=86.71%, top5-acc=99.57%, remaining_time=0:00:03.519036, arrival_time=2021-04-14 22:49:33.087089, cost_time=0:00:15.640182 2021-04-14 22:49:30,543 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.49ms, fps=2626 images/s, loss=0.3783, top1-acc=86.76%, top5-acc=99.56%, remaining_time=0:00:02.541240, arrival_time=2021-04-14 22:49:33.084820, cost_time=0:00:16.615769 2021-04-14 22:49:31,520 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.48ms, fps=2623 images/s, loss=0.3778, top1-acc=86.78%, top5-acc=99.54%, remaining_time=0:00:01.563760, arrival_time=2021-04-14 22:49:33.083829, cost_time=0:00:17.592267 2021-04-14 22:49:32,482 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.32ms, fps=2662 images/s, loss=0.3784, top1-acc=86.77%, top5-acc=99.54%, remaining_time=0:00:00.585930, arrival_time=2021-04-14 22:49:33.068199, cost_time=0:00:18.554476 2021-04-14 22:49:33,044 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.82ms, fps=2420 images/s, loss=0.3793, top1-acc=86.75%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-14 22:49:33.044576, cost_time=0:00:19.116753 2021-04-14 22:49:33,503 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=1.98ms, fps=5607 images/s, loss=0.4848, top1-acc=82.50%, top5-acc=99.53%, remaining_time=0:00:01.369770, arrival_time=2021-04-14 22:49:34.872903, cost_time=0:00:00.456590 2021-04-14 22:49:33,840 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=0.34ms, fps=7588 images/s, loss=0.5151, top1-acc=81.82%, top5-acc=99.26%, remaining_time=0:00:00.794340, arrival_time=2021-04-14 22:49:34.635187, cost_time=0:00:00.794345 2021-04-14 22:49:34,177 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=0.29ms, fps=7604 images/s, loss=0.5167, top1-acc=81.87%, top5-acc=99.36%, remaining_time=0:00:00.377110, arrival_time=2021-04-14 22:49:34.554983, cost_time=0:00:01.131332 2021-04-14 22:49:34,481 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.05ms, fps=7653 images/s, loss=0.5364, top1-acc=81.88%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-14 22:49:34.481470, cost_time=0:00:01.434987 2021-04-14 22:49:34,608 INFO : Epoch=0028 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=0:59:40.159876, arrival_time=2021-04-14 23:49:14.768512, cost_time=0:09:42.816711 2021-04-14 22:49:34,609 INFO : Train start, epoch=0029, lr=0.095241 2021-04-14 22:49:35,760 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=0.20ms, fps=2225 images/s, loss=0.3826, top1-acc=86.80%, top5-acc=99.37%, remaining_time=0:00:21.397440, arrival_time=2021-04-14 22:49:57.157780, cost_time=0:00:01.150395 2021-04-14 22:49:36,724 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.37ms, fps=2657 images/s, loss=0.3782, top1-acc=87.19%, top5-acc=99.51%, remaining_time=0:00:18.605840, arrival_time=2021-04-14 22:49:55.330099, cost_time=0:00:02.114307 2021-04-14 22:49:37,691 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.40ms, fps=2648 images/s, loss=0.3713, top1-acc=87.25%, top5-acc=99.51%, remaining_time=0:00:17.050192, arrival_time=2021-04-14 22:49:54.741485, cost_time=0:00:03.081350 2021-04-14 22:49:38,658 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.97ms, fps=2647 images/s, loss=0.3718, top1-acc=87.36%, top5-acc=99.52%, remaining_time=0:00:15.790164, arrival_time=2021-04-14 22:49:54.448872, cost_time=0:00:04.048769 2021-04-14 22:49:39,619 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.28ms, fps=2667 images/s, loss=0.3759, top1-acc=87.27%, top5-acc=99.52%, remaining_time=0:00:14.626426, arrival_time=2021-04-14 22:49:54.245419, cost_time=0:00:05.009060 2021-04-14 22:49:40,584 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.40ms, fps=2653 images/s, loss=0.3719, top1-acc=87.32%, top5-acc=99.54%, remaining_time=0:00:13.541928, arrival_time=2021-04-14 22:49:54.126245, cost_time=0:00:05.974376 2021-04-14 22:49:41,545 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.35ms, fps=2664 images/s, loss=0.3684, top1-acc=87.38%, top5-acc=99.54%, remaining_time=0:00:12.484206, arrival_time=2021-04-14 22:49:54.029849, cost_time=0:00:06.935703 2021-04-14 22:49:42,510 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.28ms, fps=2654 images/s, loss=0.3678, top1-acc=87.38%, top5-acc=99.55%, remaining_time=0:00:11.455928, arrival_time=2021-04-14 22:49:53.966573, cost_time=0:00:07.900625 2021-04-14 22:49:43,479 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.75ms, fps=2644 images/s, loss=0.3716, top1-acc=87.18%, top5-acc=99.54%, remaining_time=0:00:10.446406, arrival_time=2021-04-14 22:49:53.925905, cost_time=0:00:08.869559 2021-04-14 22:49:44,442 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.42ms, fps=2660 images/s, loss=0.3705, top1-acc=87.21%, top5-acc=99.53%, remaining_time=0:00:09.439008, arrival_time=2021-04-14 22:49:53.881262, cost_time=0:00:09.832314 2021-04-14 22:49:45,409 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.59ms, fps=2648 images/s, loss=0.3716, top1-acc=87.17%, top5-acc=99.54%, remaining_time=0:00:08.443308, arrival_time=2021-04-14 22:49:53.852782, cost_time=0:00:10.799528 2021-04-14 22:49:46,384 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.72ms, fps=2626 images/s, loss=0.3731, top1-acc=87.11%, top5-acc=99.57%, remaining_time=0:00:07.457272, arrival_time=2021-04-14 22:49:53.841817, cost_time=0:00:11.774592 2021-04-14 22:49:47,355 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.71ms, fps=2638 images/s, loss=0.3752, top1-acc=87.06%, top5-acc=99.57%, remaining_time=0:00:06.470706, arrival_time=2021-04-14 22:49:53.825924, cost_time=0:00:12.745270 2021-04-14 22:49:48,321 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.56ms, fps=2651 images/s, loss=0.3773, top1-acc=86.98%, top5-acc=99.56%, remaining_time=0:00:05.484528, arrival_time=2021-04-14 22:49:53.805748, cost_time=0:00:13.711280 2021-04-14 22:49:49,280 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.27ms, fps=2669 images/s, loss=0.3769, top1-acc=87.00%, top5-acc=99.56%, remaining_time=0:00:04.498984, arrival_time=2021-04-14 22:49:53.779597, cost_time=0:00:14.670670 2021-04-14 22:49:50,246 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.36ms, fps=2650 images/s, loss=0.3772, top1-acc=86.97%, top5-acc=99.55%, remaining_time=0:00:03.518316, arrival_time=2021-04-14 22:49:53.765174, cost_time=0:00:15.636923 2021-04-14 22:49:51,214 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.66ms, fps=2646 images/s, loss=0.3753, top1-acc=87.04%, top5-acc=99.57%, remaining_time=0:00:02.539550, arrival_time=2021-04-14 22:49:53.754203, cost_time=0:00:16.604720 2021-04-14 22:49:52,192 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.33ms, fps=2620 images/s, loss=0.3773, top1-acc=86.98%, top5-acc=99.55%, remaining_time=0:00:01.562848, arrival_time=2021-04-14 22:49:53.754865, cost_time=0:00:17.582081 2021-04-14 22:49:53,154 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.13ms, fps=2661 images/s, loss=0.3779, top1-acc=86.98%, top5-acc=99.55%, remaining_time=0:00:00.585612, arrival_time=2021-04-14 22:49:53.739878, cost_time=0:00:18.544343 2021-04-14 22:49:53,697 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.07ms, fps=2505 images/s, loss=0.3789, top1-acc=86.98%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-14 22:49:53.697513, cost_time=0:00:19.087570 2021-04-14 22:49:54,187 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=0.20ms, fps=5246 images/s, loss=0.6588, top1-acc=78.52%, top5-acc=99.22%, remaining_time=0:00:01.463940, arrival_time=2021-04-14 22:49:55.651303, cost_time=0:00:00.487980 2021-04-14 22:49:54,513 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=0.19ms, fps=7858 images/s, loss=0.6668, top1-acc=77.77%, top5-acc=99.08%, remaining_time=0:00:00.814080, arrival_time=2021-04-14 22:49:55.327543, cost_time=0:00:00.814076 2021-04-14 22:49:54,848 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=0.17ms, fps=7654 images/s, loss=0.6651, top1-acc=78.02%, top5-acc=99.00%, remaining_time=0:00:00.382960, arrival_time=2021-04-14 22:49:55.231227, cost_time=0:00:01.148881 2021-04-14 22:49:55,164 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.09ms, fps=7357 images/s, loss=0.6663, top1-acc=77.83%, top5-acc=98.89%, remaining_time=0:00:00, arrival_time=2021-04-14 22:49:55.163997, cost_time=0:00:01.464592 2021-04-14 22:49:55,257 INFO : Epoch=0029 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=0:59:18.365676, arrival_time=2021-04-14 23:49:13.623130, cost_time=0:10:03.465532 2021-04-14 22:49:55,258 INFO : Train start, epoch=0030, lr=0.094901 2021-04-14 22:49:56,424 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=0.21ms, fps=2196 images/s, loss=0.4165, top1-acc=85.62%, top5-acc=99.34%, remaining_time=0:00:21.679230, arrival_time=2021-04-14 22:50:18.103602, cost_time=0:00:01.165546 2021-04-14 22:49:57,384 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.35ms, fps=2666 images/s, loss=0.3982, top1-acc=86.25%, top5-acc=99.41%, remaining_time=0:00:18.708976, arrival_time=2021-04-14 22:50:16.093823, cost_time=0:00:02.126023 2021-04-14 22:49:58,347 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.31ms, fps=2660 images/s, loss=0.3939, top1-acc=86.22%, top5-acc=99.51%, remaining_time=0:00:17.091692, arrival_time=2021-04-14 22:50:15.439495, cost_time=0:00:03.088854 2021-04-14 22:49:59,312 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.36ms, fps=2657 images/s, loss=0.3842, top1-acc=86.53%, top5-acc=99.59%, remaining_time=0:00:15.807324, arrival_time=2021-04-14 22:50:15.119318, cost_time=0:00:04.053157 2021-04-14 22:50:00,277 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.31ms, fps=2654 images/s, loss=0.3872, top1-acc=86.45%, top5-acc=99.55%, remaining_time=0:00:14.652852, arrival_time=2021-04-14 22:50:14.929854, cost_time=0:00:05.018093 2021-04-14 22:50:01,243 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.79ms, fps=2651 images/s, loss=0.3877, top1-acc=86.47%, top5-acc=99.58%, remaining_time=0:00:13.564368, arrival_time=2021-04-14 22:50:14.807511, cost_time=0:00:05.984298 2021-04-14 22:50:02,204 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.32ms, fps=2663 images/s, loss=0.3841, top1-acc=86.65%, top5-acc=99.57%, remaining_time=0:00:12.502728, arrival_time=2021-04-14 22:50:14.707506, cost_time=0:00:06.945937 2021-04-14 22:50:03,178 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.47ms, fps=2630 images/s, loss=0.3835, top1-acc=86.65%, top5-acc=99.55%, remaining_time=0:00:11.483536, arrival_time=2021-04-14 22:50:14.662060, cost_time=0:00:07.919643 2021-04-14 22:50:04,151 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.30ms, fps=2632 images/s, loss=0.3819, top1-acc=86.70%, top5-acc=99.57%, remaining_time=0:00:10.473860, arrival_time=2021-04-14 22:50:14.625646, cost_time=0:00:08.892870 2021-04-14 22:50:05,117 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.33ms, fps=2653 images/s, loss=0.3813, top1-acc=86.77%, top5-acc=99.58%, remaining_time=0:00:09.464160, arrival_time=2021-04-14 22:50:14.581511, cost_time=0:00:09.858519 2021-04-14 22:50:06,080 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.28ms, fps=2658 images/s, loss=0.3817, top1-acc=86.79%, top5-acc=99.60%, remaining_time=0:00:08.460852, arrival_time=2021-04-14 22:50:14.541749, cost_time=0:00:10.822054 2021-04-14 22:50:07,055 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.80ms, fps=2630 images/s, loss=0.3822, top1-acc=86.78%, top5-acc=99.61%, remaining_time=0:00:07.470800, arrival_time=2021-04-14 22:50:14.525704, cost_time=0:00:11.795952 2021-04-14 22:50:08,019 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.37ms, fps=2655 images/s, loss=0.3811, top1-acc=86.82%, top5-acc=99.61%, remaining_time=0:00:06.478626, arrival_time=2021-04-14 22:50:14.498447, cost_time=0:00:12.760976 2021-04-14 22:50:08,981 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.36ms, fps=2664 images/s, loss=0.3817, top1-acc=86.75%, top5-acc=99.59%, remaining_time=0:00:05.488952, arrival_time=2021-04-14 22:50:14.470199, cost_time=0:00:13.722328 2021-04-14 22:50:09,947 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.49ms, fps=2650 images/s, loss=0.3809, top1-acc=86.74%, top5-acc=99.59%, remaining_time=0:00:04.504596, arrival_time=2021-04-14 22:50:14.452320, cost_time=0:00:14.688874 2021-04-14 22:50:10,913 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.30ms, fps=2651 images/s, loss=0.3795, top1-acc=86.83%, top5-acc=99.59%, remaining_time=0:00:03.522312, arrival_time=2021-04-14 22:50:14.435937, cost_time=0:00:15.654788 2021-04-14 22:50:11,883 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.75ms, fps=2641 images/s, loss=0.3780, top1-acc=86.86%, top5-acc=99.59%, remaining_time=0:00:02.542592, arrival_time=2021-04-14 22:50:14.426084, cost_time=0:00:16.624665 2021-04-14 22:50:12,848 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.48ms, fps=2654 images/s, loss=0.3778, top1-acc=86.86%, top5-acc=99.60%, remaining_time=0:00:01.563504, arrival_time=2021-04-14 22:50:14.411893, cost_time=0:00:17.589475 2021-04-14 22:50:13,825 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.20ms, fps=2620 images/s, loss=0.3796, top1-acc=86.79%, top5-acc=99.60%, remaining_time=0:00:00.586326, arrival_time=2021-04-14 22:50:14.412239, cost_time=0:00:18.567063 2021-04-14 22:50:14,372 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.52ms, fps=2491 images/s, loss=0.3793, top1-acc=86.78%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:14.372230, cost_time=0:00:19.113406 2021-04-14 22:50:14,831 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=1.71ms, fps=5599 images/s, loss=0.5484, top1-acc=82.03%, top5-acc=99.18%, remaining_time=0:00:01.371630, arrival_time=2021-04-14 22:50:16.202795, cost_time=0:00:00.457214 2021-04-14 22:50:15,171 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=6.58ms, fps=7528 images/s, loss=0.5541, top1-acc=81.27%, top5-acc=99.20%, remaining_time=0:00:00.797600, arrival_time=2021-04-14 22:50:15.969204, cost_time=0:00:00.797594 2021-04-14 22:50:15,503 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.29ms, fps=7737 images/s, loss=0.5615, top1-acc=80.98%, top5-acc=99.27%, remaining_time=0:00:00.376340, arrival_time=2021-04-14 22:50:15.879301, cost_time=0:00:01.129007 2021-04-14 22:50:15,809 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.06ms, fps=7590 images/s, loss=0.5739, top1-acc=80.28%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:15.808962, cost_time=0:00:01.435001 2021-04-14 22:50:15,931 INFO : Epoch=0030 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=0:58:56.790840, arrival_time=2021-04-14 23:49:12.722330, cost_time=0:10:24.139568 2021-04-14 22:50:15,932 INFO : Train start, epoch=0031, lr=0.094550 2021-04-14 22:50:17,170 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.73ms, fps=2068 images/s, loss=0.3641, top1-acc=87.15%, top5-acc=99.61%, remaining_time=0:00:23.024568, arrival_time=2021-04-14 22:50:40.195283, cost_time=0:00:01.237885 2021-04-14 22:50:18,141 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.32ms, fps=2639 images/s, loss=0.3589, top1-acc=87.34%, top5-acc=99.65%, remaining_time=0:00:19.432512, arrival_time=2021-04-14 22:50:37.573593, cost_time=0:00:02.208250 2021-04-14 22:50:19,118 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=3.12ms, fps=2619 images/s, loss=0.3661, top1-acc=87.28%, top5-acc=99.64%, remaining_time=0:00:17.629698, arrival_time=2021-04-14 22:50:36.748632, cost_time=0:00:03.186100 2021-04-14 22:50:20,090 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.48ms, fps=2635 images/s, loss=0.3717, top1-acc=86.86%, top5-acc=99.66%, remaining_time=0:00:16.215732, arrival_time=2021-04-14 22:50:36.306504, cost_time=0:00:04.157872 2021-04-14 22:50:21,051 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.32ms, fps=2667 images/s, loss=0.3719, top1-acc=86.91%, top5-acc=99.65%, remaining_time=0:00:14.945436, arrival_time=2021-04-14 22:50:35.996570, cost_time=0:00:05.118303 2021-04-14 22:50:22,016 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.39ms, fps=2653 images/s, loss=0.3733, top1-acc=86.89%, top5-acc=99.62%, remaining_time=0:00:13.789856, arrival_time=2021-04-14 22:50:35.806479, cost_time=0:00:06.083790 2021-04-14 22:50:22,977 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.38ms, fps=2665 images/s, loss=0.3704, top1-acc=87.10%, top5-acc=99.60%, remaining_time=0:00:12.680640, arrival_time=2021-04-14 22:50:35.658238, cost_time=0:00:07.044765 2021-04-14 22:50:23,949 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.21ms, fps=2636 images/s, loss=0.3679, top1-acc=87.09%, top5-acc=99.61%, remaining_time=0:00:11.623780, arrival_time=2021-04-14 22:50:35.573022, cost_time=0:00:08.016409 2021-04-14 22:50:24,912 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.80ms, fps=2659 images/s, loss=0.3700, top1-acc=87.01%, top5-acc=99.59%, remaining_time=0:00:10.576044, arrival_time=2021-04-14 22:50:35.488489, cost_time=0:00:08.979616 2021-04-14 22:50:25,879 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.42ms, fps=2647 images/s, loss=0.3710, top1-acc=86.99%, top5-acc=99.57%, remaining_time=0:00:09.549120, arrival_time=2021-04-14 22:50:35.428973, cost_time=0:00:09.947024 2021-04-14 22:50:26,847 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.51ms, fps=2648 images/s, loss=0.3738, top1-acc=86.91%, top5-acc=99.56%, remaining_time=0:00:08.532920, arrival_time=2021-04-14 22:50:35.379960, cost_time=0:00:10.914203 2021-04-14 22:50:27,814 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.30ms, fps=2648 images/s, loss=0.3719, top1-acc=86.99%, top5-acc=99.57%, remaining_time=0:00:07.524836, arrival_time=2021-04-14 22:50:35.338934, cost_time=0:00:11.881271 2021-04-14 22:50:28,792 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.36ms, fps=2617 images/s, loss=0.3715, top1-acc=87.04%, top5-acc=99.56%, remaining_time=0:00:06.528852, arrival_time=2021-04-14 22:50:35.321569, cost_time=0:00:12.859891 2021-04-14 22:50:29,766 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.44ms, fps=2631 images/s, loss=0.3731, top1-acc=86.98%, top5-acc=99.57%, remaining_time=0:00:05.533248, arrival_time=2021-04-14 22:50:35.299238, cost_time=0:00:13.833114 2021-04-14 22:50:30,739 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.92ms, fps=2632 images/s, loss=0.3735, top1-acc=86.94%, top5-acc=99.58%, remaining_time=0:00:04.540614, arrival_time=2021-04-14 22:50:35.279887, cost_time=0:00:14.806394 2021-04-14 22:50:31,713 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.75ms, fps=2630 images/s, loss=0.3746, top1-acc=86.86%, top5-acc=99.58%, remaining_time=0:00:03.550536, arrival_time=2021-04-14 22:50:35.263538, cost_time=0:00:15.780174 2021-04-14 22:50:32,677 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.40ms, fps=2656 images/s, loss=0.3744, top1-acc=86.90%, top5-acc=99.57%, remaining_time=0:00:02.560896, arrival_time=2021-04-14 22:50:35.238075, cost_time=0:00:16.744344 2021-04-14 22:50:33,648 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.47ms, fps=2637 images/s, loss=0.3748, top1-acc=86.90%, top5-acc=99.57%, remaining_time=0:00:01.574704, arrival_time=2021-04-14 22:50:35.222995, cost_time=0:00:17.715383 2021-04-14 22:50:34,611 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.22ms, fps=2660 images/s, loss=0.3751, top1-acc=86.89%, top5-acc=99.57%, remaining_time=0:00:00.589842, arrival_time=2021-04-14 22:50:35.201002, cost_time=0:00:18.678321 2021-04-14 22:50:35,166 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.60ms, fps=2451 images/s, loss=0.3760, top1-acc=86.86%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:35.166506, cost_time=0:00:19.233665 2021-04-14 22:50:35,625 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=2.51ms, fps=5609 images/s, loss=0.5345, top1-acc=81.72%, top5-acc=99.41%, remaining_time=0:00:01.369200, arrival_time=2021-04-14 22:50:36.994210, cost_time=0:00:00.456399 2021-04-14 22:50:35,970 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=3.98ms, fps=7415 images/s, loss=0.5408, top1-acc=81.52%, top5-acc=99.28%, remaining_time=0:00:00.802140, arrival_time=2021-04-14 22:50:36.772883, cost_time=0:00:00.802147 2021-04-14 22:50:36,301 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.42ms, fps=7754 images/s, loss=0.5474, top1-acc=81.60%, top5-acc=99.18%, remaining_time=0:00:00.377600, arrival_time=2021-04-14 22:50:36.678966, cost_time=0:00:01.132802 2021-04-14 22:50:36,607 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.06ms, fps=7586 images/s, loss=0.5483, top1-acc=81.63%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:36.607527, cost_time=0:00:01.439006 2021-04-14 22:50:36,788 INFO : Epoch=0031 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=0:58:36.272136, arrival_time=2021-04-14 23:49:13.060734, cost_time=0:10:44.996669 2021-04-14 22:50:36,789 INFO : Train start, epoch=0032, lr=0.094188 2021-04-14 22:50:37,940 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.48ms, fps=2225 images/s, loss=0.3597, top1-acc=88.24%, top5-acc=99.73%, remaining_time=0:00:21.401532, arrival_time=2021-04-14 22:50:59.342299, cost_time=0:00:01.150623 2021-04-14 22:50:38,910 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.35ms, fps=2641 images/s, loss=0.3868, top1-acc=86.89%, top5-acc=99.63%, remaining_time=0:00:18.663216, arrival_time=2021-04-14 22:50:57.574042, cost_time=0:00:02.120813 2021-04-14 22:50:39,881 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.39ms, fps=2638 images/s, loss=0.3813, top1-acc=87.11%, top5-acc=99.58%, remaining_time=0:00:17.106466, arrival_time=2021-04-14 22:50:56.988084, cost_time=0:00:03.091532 2021-04-14 22:50:40,851 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.78ms, fps=2642 images/s, loss=0.3768, top1-acc=87.38%, top5-acc=99.61%, remaining_time=0:00:15.837744, arrival_time=2021-04-14 22:50:56.688713, cost_time=0:00:04.060961 2021-04-14 22:50:41,821 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.51ms, fps=2639 images/s, loss=0.3743, top1-acc=87.42%, top5-acc=99.61%, remaining_time=0:00:14.691250, arrival_time=2021-04-14 22:50:56.512579, cost_time=0:00:05.031244 2021-04-14 22:50:42,781 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.45ms, fps=2667 images/s, loss=0.3713, top1-acc=87.55%, top5-acc=99.62%, remaining_time=0:00:13.580960, arrival_time=2021-04-14 22:50:56.362578, cost_time=0:00:05.991614 2021-04-14 22:50:43,747 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.40ms, fps=2651 images/s, loss=0.3674, top1-acc=87.67%, top5-acc=99.60%, remaining_time=0:00:12.523392, arrival_time=2021-04-14 22:50:56.270901, cost_time=0:00:06.957474 2021-04-14 22:50:44,717 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.71ms, fps=2640 images/s, loss=0.3659, top1-acc=87.67%, top5-acc=99.59%, remaining_time=0:00:11.494788, arrival_time=2021-04-14 22:50:56.212272, cost_time=0:00:07.927475 2021-04-14 22:50:45,683 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.56ms, fps=2651 images/s, loss=0.3668, top1-acc=87.51%, top5-acc=99.62%, remaining_time=0:00:10.474708, arrival_time=2021-04-14 22:50:56.158462, cost_time=0:00:08.893660 2021-04-14 22:50:46,646 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.56ms, fps=2661 images/s, loss=0.3676, top1-acc=87.46%, top5-acc=99.60%, remaining_time=0:00:09.461856, arrival_time=2021-04-14 22:50:56.107991, cost_time=0:00:09.856114 2021-04-14 22:50:47,616 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.37ms, fps=2639 images/s, loss=0.3676, top1-acc=87.47%, top5-acc=99.60%, remaining_time=0:00:08.464292, arrival_time=2021-04-14 22:50:56.080748, cost_time=0:00:10.826442 2021-04-14 22:50:48,584 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.35ms, fps=2645 images/s, loss=0.3676, top1-acc=87.46%, top5-acc=99.59%, remaining_time=0:00:07.470040, arrival_time=2021-04-14 22:50:56.054885, cost_time=0:00:11.794848 2021-04-14 22:50:49,547 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.34ms, fps=2662 images/s, loss=0.3686, top1-acc=87.44%, top5-acc=99.57%, remaining_time=0:00:06.476580, arrival_time=2021-04-14 22:50:56.023554, cost_time=0:00:12.756923 2021-04-14 22:50:50,512 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.33ms, fps=2653 images/s, loss=0.3673, top1-acc=87.49%, top5-acc=99.58%, remaining_time=0:00:05.488896, arrival_time=2021-04-14 22:50:56.001171, cost_time=0:00:13.722272 2021-04-14 22:50:51,475 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.35ms, fps=2659 images/s, loss=0.3657, top1-acc=87.51%, top5-acc=99.58%, remaining_time=0:00:04.503538, arrival_time=2021-04-14 22:50:55.978994, cost_time=0:00:14.685461 2021-04-14 22:50:52,440 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.34ms, fps=2653 images/s, loss=0.3649, top1-acc=87.52%, top5-acc=99.58%, remaining_time=0:00:03.521448, arrival_time=2021-04-14 22:50:55.962348, cost_time=0:00:15.650813 2021-04-14 22:50:53,404 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.35ms, fps=2659 images/s, loss=0.3664, top1-acc=87.48%, top5-acc=99.57%, remaining_time=0:00:02.540980, arrival_time=2021-04-14 22:50:55.945151, cost_time=0:00:16.614170 2021-04-14 22:50:54,370 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.37ms, fps=2651 images/s, loss=0.3670, top1-acc=87.40%, top5-acc=99.57%, remaining_time=0:00:01.562672, arrival_time=2021-04-14 22:50:55.932715, cost_time=0:00:17.580017 2021-04-14 22:50:55,337 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.06ms, fps=2647 images/s, loss=0.3682, top1-acc=87.38%, top5-acc=99.58%, remaining_time=0:00:00.585720, arrival_time=2021-04-14 22:50:55.923458, cost_time=0:00:18.547747 2021-04-14 22:50:55,879 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.29ms, fps=2513 images/s, loss=0.3697, top1-acc=87.35%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:55.879320, cost_time=0:00:19.089318 2021-04-14 22:50:56,349 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=2.89ms, fps=5465 images/s, loss=0.6254, top1-acc=77.89%, top5-acc=98.87%, remaining_time=0:00:01.405350, arrival_time=2021-04-14 22:50:57.754892, cost_time=0:00:00.468448 2021-04-14 22:50:56,676 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.45ms, fps=7851 images/s, loss=0.6165, top1-acc=78.67%, top5-acc=98.93%, remaining_time=0:00:00.794860, arrival_time=2021-04-14 22:50:57.470862, cost_time=0:00:00.794864 2021-04-14 22:50:57,006 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=0.19ms, fps=7749 images/s, loss=0.6064, top1-acc=79.11%, top5-acc=99.04%, remaining_time=0:00:00.375240, arrival_time=2021-04-14 22:50:57.382046, cost_time=0:00:01.125729 2021-04-14 22:50:57,312 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.05ms, fps=7609 images/s, loss=0.5928, top1-acc=79.38%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:57.312006, cost_time=0:00:01.430932 2021-04-14 22:50:57,443 INFO : Epoch=0032 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=0:58:14.671992, arrival_time=2021-04-14 23:49:12.115730, cost_time=0:11:05.651816 2021-04-14 22:50:57,444 INFO : Train start, epoch=0033, lr=0.093815 2021-04-14 22:50:58,582 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=0.21ms, fps=2250 images/s, loss=0.3924, top1-acc=87.19%, top5-acc=99.53%, remaining_time=0:00:21.160662, arrival_time=2021-04-14 22:51:19.743500, cost_time=0:00:01.137666 2021-04-14 22:50:59,544 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.40ms, fps=2664 images/s, loss=0.4021, top1-acc=86.31%, top5-acc=99.51%, remaining_time=0:00:18.471728, arrival_time=2021-04-14 22:51:18.015912, cost_time=0:00:02.099051 2021-04-14 22:51:00,515 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.52ms, fps=2638 images/s, loss=0.3919, top1-acc=86.56%, top5-acc=99.45%, remaining_time=0:00:16.986780, arrival_time=2021-04-14 22:51:17.501851, cost_time=0:00:03.069906 2021-04-14 22:51:01,478 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.36ms, fps=2660 images/s, loss=0.3818, top1-acc=86.90%, top5-acc=99.49%, remaining_time=0:00:15.728388, arrival_time=2021-04-14 22:51:17.206410, cost_time=0:00:04.032923 2021-04-14 22:51:02,444 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.34ms, fps=2649 images/s, loss=0.3767, top1-acc=87.11%, top5-acc=99.52%, remaining_time=0:00:14.599270, arrival_time=2021-04-14 22:51:17.044120, cost_time=0:00:04.999767 2021-04-14 22:51:03,414 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.61ms, fps=2640 images/s, loss=0.3749, top1-acc=87.19%, top5-acc=99.52%, remaining_time=0:00:13.531456, arrival_time=2021-04-14 22:51:16.946326, cost_time=0:00:05.969784 2021-04-14 22:51:04,385 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.44ms, fps=2638 images/s, loss=0.3755, top1-acc=87.06%, top5-acc=99.53%, remaining_time=0:00:12.492900, arrival_time=2021-04-14 22:51:16.878573, cost_time=0:00:06.940508 2021-04-14 22:51:05,373 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.93ms, fps=2594 images/s, loss=0.3729, top1-acc=87.13%, top5-acc=99.53%, remaining_time=0:00:11.495832, arrival_time=2021-04-14 22:51:16.869050, cost_time=0:00:07.928121 2021-04-14 22:51:06,347 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=2.01ms, fps=2629 images/s, loss=0.3722, top1-acc=87.20%, top5-acc=99.52%, remaining_time=0:00:10.484990, arrival_time=2021-04-14 22:51:16.832438, cost_time=0:00:08.902364 2021-04-14 22:51:07,308 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.48ms, fps=2664 images/s, loss=0.3717, top1-acc=87.21%, top5-acc=99.51%, remaining_time=0:00:09.468960, arrival_time=2021-04-14 22:51:16.777551, cost_time=0:00:09.863489 2021-04-14 22:51:08,277 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.63ms, fps=2642 images/s, loss=0.3717, top1-acc=87.21%, top5-acc=99.50%, remaining_time=0:00:08.469194, arrival_time=2021-04-14 22:51:16.747010, cost_time=0:00:10.832685 2021-04-14 22:51:09,256 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.30ms, fps=2617 images/s, loss=0.3711, top1-acc=87.19%, top5-acc=99.51%, remaining_time=0:00:07.480680, arrival_time=2021-04-14 22:51:16.737350, cost_time=0:00:11.811578 2021-04-14 22:51:10,226 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.83ms, fps=2641 images/s, loss=0.3719, top1-acc=87.18%, top5-acc=99.51%, remaining_time=0:00:06.488856, arrival_time=2021-04-14 22:51:16.715076, cost_time=0:00:12.781131 2021-04-14 22:51:11,190 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.37ms, fps=2656 images/s, loss=0.3715, top1-acc=87.23%, top5-acc=99.51%, remaining_time=0:00:05.498136, arrival_time=2021-04-14 22:51:16.688704, cost_time=0:00:13.745394 2021-04-14 22:51:12,165 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.35ms, fps=2628 images/s, loss=0.3709, top1-acc=87.25%, top5-acc=99.51%, remaining_time=0:00:04.514164, arrival_time=2021-04-14 22:51:16.679350, cost_time=0:00:14.720096 2021-04-14 22:51:13,129 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.54ms, fps=2655 images/s, loss=0.3707, top1-acc=87.24%, top5-acc=99.53%, remaining_time=0:00:03.529008, arrival_time=2021-04-14 22:51:16.658656, cost_time=0:00:15.684546 2021-04-14 22:51:14,094 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.28ms, fps=2655 images/s, loss=0.3713, top1-acc=87.21%, top5-acc=99.53%, remaining_time=0:00:02.546362, arrival_time=2021-04-14 22:51:16.640677, cost_time=0:00:16.649231 2021-04-14 22:51:15,062 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.36ms, fps=2646 images/s, loss=0.3720, top1-acc=87.16%, top5-acc=99.54%, remaining_time=0:00:01.565952, arrival_time=2021-04-14 22:51:16.627981, cost_time=0:00:17.616939 2021-04-14 22:51:16,028 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.27ms, fps=2649 images/s, loss=0.3733, top1-acc=87.09%, top5-acc=99.55%, remaining_time=0:00:00.586854, arrival_time=2021-04-14 22:51:16.615672, cost_time=0:00:18.583731 2021-04-14 22:51:16,574 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.30ms, fps=2493 images/s, loss=0.3733, top1-acc=87.12%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:16.574810, cost_time=0:00:19.129721 2021-04-14 22:51:17,061 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.28ms, fps=5279 images/s, loss=0.5733, top1-acc=80.62%, top5-acc=98.75%, remaining_time=0:00:01.454790, arrival_time=2021-04-14 22:51:18.516418, cost_time=0:00:00.484926 2021-04-14 22:51:17,396 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=0.44ms, fps=7653 images/s, loss=0.5797, top1-acc=80.53%, top5-acc=98.85%, remaining_time=0:00:00.819900, arrival_time=2021-04-14 22:51:18.216517, cost_time=0:00:00.819895 2021-04-14 22:51:17,730 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=4.14ms, fps=7675 images/s, loss=0.5804, top1-acc=80.78%, top5-acc=98.87%, remaining_time=0:00:00.384650, arrival_time=2021-04-14 22:51:18.115308, cost_time=0:00:01.153959 2021-04-14 22:51:18,037 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.07ms, fps=7582 images/s, loss=0.5748, top1-acc=80.93%, top5-acc=98.94%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:18.036966, cost_time=0:00:01.460317 2021-04-14 22:51:18,133 INFO : Epoch=0033 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=0:57:53.306414, arrival_time=2021-04-14 23:49:11.440318, cost_time=0:11:26.341984 2021-04-14 22:51:18,135 INFO : Train start, epoch=0034, lr=0.093432 2021-04-14 22:51:19,318 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.44ms, fps=2163 images/s, loss=0.3865, top1-acc=86.76%, top5-acc=99.37%, remaining_time=0:00:22.010868, arrival_time=2021-04-14 22:51:41.329433, cost_time=0:00:01.183381 2021-04-14 22:51:20,283 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.51ms, fps=2654 images/s, loss=0.3738, top1-acc=86.95%, top5-acc=99.51%, remaining_time=0:00:18.905216, arrival_time=2021-04-14 22:51:39.188732, cost_time=0:00:02.148323 2021-04-14 22:51:21,244 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.39ms, fps=2665 images/s, loss=0.3657, top1-acc=87.28%, top5-acc=99.58%, remaining_time=0:00:17.204738, arrival_time=2021-04-14 22:51:38.449212, cost_time=0:00:03.109277 2021-04-14 22:51:22,206 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.28ms, fps=2661 images/s, loss=0.3669, top1-acc=87.37%, top5-acc=99.56%, remaining_time=0:00:15.878928, arrival_time=2021-04-14 22:51:38.085622, cost_time=0:00:04.071500 2021-04-14 22:51:23,168 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.30ms, fps=2662 images/s, loss=0.3680, top1-acc=87.28%, top5-acc=99.56%, remaining_time=0:00:14.698112, arrival_time=2021-04-14 22:51:37.866898, cost_time=0:00:05.033584 2021-04-14 22:51:24,128 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.36ms, fps=2668 images/s, loss=0.3655, top1-acc=87.37%, top5-acc=99.56%, remaining_time=0:00:13.585176, arrival_time=2021-04-14 22:51:37.713829, cost_time=0:00:05.993470 2021-04-14 22:51:25,095 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.31ms, fps=2649 images/s, loss=0.3671, top1-acc=87.30%, top5-acc=99.58%, remaining_time=0:00:12.528432, arrival_time=2021-04-14 22:51:37.623928, cost_time=0:00:06.960270 2021-04-14 22:51:26,061 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.28ms, fps=2652 images/s, loss=0.3657, top1-acc=87.36%, top5-acc=99.61%, remaining_time=0:00:11.492700, arrival_time=2021-04-14 22:51:37.553930, cost_time=0:00:07.926026 2021-04-14 22:51:27,021 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.35ms, fps=2668 images/s, loss=0.3683, top1-acc=87.24%, top5-acc=99.60%, remaining_time=0:00:10.465804, arrival_time=2021-04-14 22:51:37.487110, cost_time=0:00:08.886029 2021-04-14 22:51:27,981 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.31ms, fps=2668 images/s, loss=0.3673, top1-acc=87.30%, top5-acc=99.58%, remaining_time=0:00:09.452256, arrival_time=2021-04-14 22:51:37.433586, cost_time=0:00:09.846141 2021-04-14 22:51:28,942 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.50ms, fps=2665 images/s, loss=0.3697, top1-acc=87.20%, top5-acc=99.59%, remaining_time=0:00:08.449156, arrival_time=2021-04-14 22:51:37.391363, cost_time=0:00:10.807012 2021-04-14 22:51:29,907 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.31ms, fps=2652 images/s, loss=0.3716, top1-acc=87.14%, top5-acc=99.58%, remaining_time=0:00:07.456056, arrival_time=2021-04-14 22:51:37.363981, cost_time=0:00:11.772742 2021-04-14 22:51:30,869 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.34ms, fps=2664 images/s, loss=0.3701, top1-acc=87.21%, top5-acc=99.58%, remaining_time=0:00:06.464964, arrival_time=2021-04-14 22:51:37.334128, cost_time=0:00:12.733974 2021-04-14 22:51:31,852 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.54ms, fps=2606 images/s, loss=0.3702, top1-acc=87.23%, top5-acc=99.58%, remaining_time=0:00:05.486712, arrival_time=2021-04-14 22:51:37.338657, cost_time=0:00:13.716714 2021-04-14 22:51:32,812 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.32ms, fps=2665 images/s, loss=0.3713, top1-acc=87.14%, top5-acc=99.59%, remaining_time=0:00:04.501146, arrival_time=2021-04-14 22:51:37.313990, cost_time=0:00:14.677651 2021-04-14 22:51:33,782 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.30ms, fps=2640 images/s, loss=0.3706, top1-acc=87.17%, top5-acc=99.58%, remaining_time=0:00:03.520728, arrival_time=2021-04-14 22:51:37.303535, cost_time=0:00:15.647620 2021-04-14 22:51:34,746 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.52ms, fps=2658 images/s, loss=0.3706, top1-acc=87.19%, top5-acc=99.57%, remaining_time=0:00:02.540512, arrival_time=2021-04-14 22:51:37.286787, cost_time=0:00:16.611086 2021-04-14 22:51:35,710 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.38ms, fps=2655 images/s, loss=0.3699, top1-acc=87.20%, top5-acc=99.57%, remaining_time=0:00:01.562272, arrival_time=2021-04-14 22:51:37.273027, cost_time=0:00:17.575569 2021-04-14 22:51:36,674 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.41ms, fps=2658 images/s, loss=0.3719, top1-acc=87.16%, top5-acc=99.55%, remaining_time=0:00:00.585450, arrival_time=2021-04-14 22:51:37.259804, cost_time=0:00:18.539164 2021-04-14 22:51:37,218 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.38ms, fps=2503 images/s, loss=0.3723, top1-acc=87.16%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:37.218132, cost_time=0:00:19.082951 2021-04-14 22:51:37,669 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=0.27ms, fps=5696 images/s, loss=0.5464, top1-acc=81.95%, top5-acc=99.06%, remaining_time=0:00:01.348350, arrival_time=2021-04-14 22:51:39.017948, cost_time=0:00:00.449451 2021-04-14 22:51:38,005 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.32ms, fps=7621 images/s, loss=0.5669, top1-acc=80.78%, top5-acc=98.96%, remaining_time=0:00:00.785700, arrival_time=2021-04-14 22:51:38.791559, cost_time=0:00:00.785707 2021-04-14 22:51:38,329 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.33ms, fps=7917 images/s, loss=0.5616, top1-acc=80.91%, top5-acc=98.95%, remaining_time=0:00:00.369810, arrival_time=2021-04-14 22:51:38.699371, cost_time=0:00:01.109427 2021-04-14 22:51:38,632 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.05ms, fps=7657 images/s, loss=0.5448, top1-acc=81.06%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:38.632882, cost_time=0:00:01.412755 2021-04-14 22:51:38,774 INFO : Epoch=0034 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=0:57:31.736604, arrival_time=2021-04-14 23:49:10.510726, cost_time=0:11:46.982199 2021-04-14 22:51:38,775 INFO : Train start, epoch=0035, lr=0.093037 2021-04-14 22:51:39,967 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=0.18ms, fps=2147 images/s, loss=0.3992, top1-acc=86.13%, top5-acc=99.61%, remaining_time=0:00:22.180686, arrival_time=2021-04-14 22:52:02.148616, cost_time=0:00:01.192511 2021-04-14 22:51:40,931 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.51ms, fps=2657 images/s, loss=0.3996, top1-acc=86.48%, top5-acc=99.63%, remaining_time=0:00:18.976848, arrival_time=2021-04-14 22:51:59.908737, cost_time=0:00:02.156466 2021-04-14 22:51:41,892 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.43ms, fps=2665 images/s, loss=0.3915, top1-acc=86.52%, top5-acc=99.67%, remaining_time=0:00:17.249890, arrival_time=2021-04-14 22:51:59.142746, cost_time=0:00:03.117437 2021-04-14 22:51:42,855 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.42ms, fps=2662 images/s, loss=0.3867, top1-acc=86.81%, top5-acc=99.62%, remaining_time=0:00:15.910440, arrival_time=2021-04-14 22:51:58.765447, cost_time=0:00:04.079585 2021-04-14 22:51:43,822 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=2.08ms, fps=2647 images/s, loss=0.3823, top1-acc=86.97%, top5-acc=99.65%, remaining_time=0:00:14.736948, arrival_time=2021-04-14 22:51:58.559273, cost_time=0:00:05.046900 2021-04-14 22:51:44,802 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.31ms, fps=2612 images/s, loss=0.3751, top1-acc=87.08%, top5-acc=99.67%, remaining_time=0:00:13.661608, arrival_time=2021-04-14 22:51:58.464208, cost_time=0:00:06.027181 2021-04-14 22:51:45,762 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.40ms, fps=2669 images/s, loss=0.3701, top1-acc=87.30%, top5-acc=99.67%, remaining_time=0:00:12.575808, arrival_time=2021-04-14 22:51:58.337796, cost_time=0:00:06.986567 2021-04-14 22:51:46,730 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.36ms, fps=2644 images/s, loss=0.3664, top1-acc=87.35%, top5-acc=99.66%, remaining_time=0:00:11.534808, arrival_time=2021-04-14 22:51:58.265240, cost_time=0:00:07.955008 2021-04-14 22:51:47,698 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.24ms, fps=2645 images/s, loss=0.3670, top1-acc=87.35%, top5-acc=99.67%, remaining_time=0:00:10.509688, arrival_time=2021-04-14 22:51:58.208445, cost_time=0:00:08.923337 2021-04-14 22:51:48,662 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.53ms, fps=2657 images/s, loss=0.3669, top1-acc=87.32%, top5-acc=99.66%, remaining_time=0:00:09.491616, arrival_time=2021-04-14 22:51:58.154138, cost_time=0:00:09.887100 2021-04-14 22:51:49,630 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.46ms, fps=2645 images/s, loss=0.3664, top1-acc=87.33%, top5-acc=99.67%, remaining_time=0:00:08.486996, arrival_time=2021-04-14 22:51:58.117898, cost_time=0:00:10.855472 2021-04-14 22:51:50,615 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.83ms, fps=2601 images/s, loss=0.3665, top1-acc=87.37%, top5-acc=99.67%, remaining_time=0:00:07.498692, arrival_time=2021-04-14 22:51:58.114231, cost_time=0:00:11.840063 2021-04-14 22:51:51,594 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.77ms, fps=2616 images/s, loss=0.3654, top1-acc=87.38%, top5-acc=99.65%, remaining_time=0:00:06.508260, arrival_time=2021-04-14 22:51:58.103073, cost_time=0:00:12.819325 2021-04-14 22:51:52,569 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.37ms, fps=2627 images/s, loss=0.3668, top1-acc=87.35%, top5-acc=99.67%, remaining_time=0:00:05.517792, arrival_time=2021-04-14 22:51:58.087662, cost_time=0:00:13.794442 2021-04-14 22:51:53,532 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.49ms, fps=2661 images/s, loss=0.3672, top1-acc=87.29%, top5-acc=99.65%, remaining_time=0:00:04.525388, arrival_time=2021-04-14 22:51:58.057526, cost_time=0:00:14.756721 2021-04-14 22:51:54,498 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.41ms, fps=2650 images/s, loss=0.3655, top1-acc=87.33%, top5-acc=99.66%, remaining_time=0:00:03.537684, arrival_time=2021-04-14 22:51:58.036083, cost_time=0:00:15.722970 2021-04-14 22:51:55,463 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.42ms, fps=2653 images/s, loss=0.3654, top1-acc=87.33%, top5-acc=99.66%, remaining_time=0:00:02.552342, arrival_time=2021-04-14 22:51:58.016100, cost_time=0:00:16.688335 2021-04-14 22:51:56,431 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.38ms, fps=2647 images/s, loss=0.3676, top1-acc=87.29%, top5-acc=99.65%, remaining_time=0:00:01.569424, arrival_time=2021-04-14 22:51:58.000814, cost_time=0:00:17.655966 2021-04-14 22:51:57,395 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.27ms, fps=2656 images/s, loss=0.3697, top1-acc=87.19%, top5-acc=99.63%, remaining_time=0:00:00.588012, arrival_time=2021-04-14 22:51:57.983745, cost_time=0:00:18.620324 2021-04-14 22:51:57,945 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.16ms, fps=2477 images/s, loss=0.3706, top1-acc=87.13%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:57.945466, cost_time=0:00:19.169807 2021-04-14 22:51:58,472 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=6.60ms, fps=4884 images/s, loss=0.6402, top1-acc=78.59%, top5-acc=99.22%, remaining_time=0:00:01.572300, arrival_time=2021-04-14 22:52:00.045050, cost_time=0:00:00.524096 2021-04-14 22:51:58,802 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=0.21ms, fps=7770 images/s, loss=0.6220, top1-acc=79.26%, top5-acc=99.20%, remaining_time=0:00:00.854040, arrival_time=2021-04-14 22:51:59.656679, cost_time=0:00:00.854045 2021-04-14 22:51:59,137 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.90ms, fps=7654 images/s, loss=0.6222, top1-acc=79.45%, top5-acc=99.18%, remaining_time=0:00:00.396280, arrival_time=2021-04-14 22:51:59.533741, cost_time=0:00:01.188844 2021-04-14 22:51:59,442 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.06ms, fps=7628 images/s, loss=0.6103, top1-acc=79.29%, top5-acc=99.10%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:59.441959, cost_time=0:00:01.493369 2021-04-14 22:51:59,577 INFO : Epoch=0035 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=0:57:10.986570, arrival_time=2021-04-14 23:49:10.563529, cost_time=0:12:07.785039 2021-04-14 22:51:59,578 INFO : Train start, epoch=0036, lr=0.092632 2021-04-14 22:52:00,809 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.31ms, fps=2079 images/s, loss=0.3809, top1-acc=87.19%, top5-acc=99.65%, remaining_time=0:00:22.903296, arrival_time=2021-04-14 22:52:23.712969, cost_time=0:00:01.231355 2021-04-14 22:52:01,771 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.40ms, fps=2662 images/s, loss=0.3772, top1-acc=86.89%, top5-acc=99.61%, remaining_time=0:00:19.301040, arrival_time=2021-04-14 22:52:21.072650, cost_time=0:00:02.193300 2021-04-14 22:52:02,737 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.23ms, fps=2651 images/s, loss=0.3649, top1-acc=87.14%, top5-acc=99.70%, remaining_time=0:00:17.481792, arrival_time=2021-04-14 22:52:20.219511, cost_time=0:00:03.159364 2021-04-14 22:52:03,709 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.29ms, fps=2637 images/s, loss=0.3646, top1-acc=87.15%, top5-acc=99.69%, remaining_time=0:00:16.109808, arrival_time=2021-04-14 22:52:19.818854, cost_time=0:00:04.130730 2021-04-14 22:52:04,674 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.46ms, fps=2652 images/s, loss=0.3601, top1-acc=87.24%, top5-acc=99.71%, remaining_time=0:00:14.881488, arrival_time=2021-04-14 22:52:19.556199, cost_time=0:00:05.096391 2021-04-14 22:52:05,639 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.49ms, fps=2654 images/s, loss=0.3608, top1-acc=87.37%, top5-acc=99.71%, remaining_time=0:00:13.739400, arrival_time=2021-04-14 22:52:19.379201, cost_time=0:00:06.061487 2021-04-14 22:52:06,603 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.47ms, fps=2657 images/s, loss=0.3665, top1-acc=87.18%, top5-acc=99.69%, remaining_time=0:00:12.645738, arrival_time=2021-04-14 22:52:19.249481, cost_time=0:00:07.025434 2021-04-14 22:52:07,567 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.45ms, fps=2658 images/s, loss=0.3686, top1-acc=87.19%, top5-acc=99.67%, remaining_time=0:00:11.583760, arrival_time=2021-04-14 22:52:19.150900, cost_time=0:00:07.988827 2021-04-14 22:52:08,527 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.38ms, fps=2666 images/s, loss=0.3678, top1-acc=87.20%, top5-acc=99.67%, remaining_time=0:00:10.540322, arrival_time=2021-04-14 22:52:19.068007, cost_time=0:00:08.949327 2021-04-14 22:52:09,492 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.38ms, fps=2655 images/s, loss=0.3677, top1-acc=87.21%, top5-acc=99.65%, remaining_time=0:00:09.517536, arrival_time=2021-04-14 22:52:19.009943, cost_time=0:00:09.914110 2021-04-14 22:52:10,454 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.48ms, fps=2662 images/s, loss=0.3659, top1-acc=87.30%, top5-acc=99.65%, remaining_time=0:00:08.503250, arrival_time=2021-04-14 22:52:18.957865, cost_time=0:00:10.876304 2021-04-14 22:52:11,413 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.35ms, fps=2671 images/s, loss=0.3657, top1-acc=87.29%, top5-acc=99.65%, remaining_time=0:00:07.495576, arrival_time=2021-04-14 22:52:18.908953, cost_time=0:00:11.835072 2021-04-14 22:52:12,374 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.31ms, fps=2664 images/s, loss=0.3655, top1-acc=87.32%, top5-acc=99.62%, remaining_time=0:00:06.496644, arrival_time=2021-04-14 22:52:18.871373, cost_time=0:00:12.796440 2021-04-14 22:52:13,348 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.33ms, fps=2629 images/s, loss=0.3660, top1-acc=87.33%, top5-acc=99.63%, remaining_time=0:00:05.508160, arrival_time=2021-04-14 22:52:18.856810, cost_time=0:00:13.770337 2021-04-14 22:52:14,319 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.32ms, fps=2638 images/s, loss=0.3656, top1-acc=87.33%, top5-acc=99.63%, remaining_time=0:00:04.520650, arrival_time=2021-04-14 22:52:18.840256, cost_time=0:00:14.741257 2021-04-14 22:52:15,286 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.26ms, fps=2650 images/s, loss=0.3676, top1-acc=87.30%, top5-acc=99.62%, remaining_time=0:00:03.534264, arrival_time=2021-04-14 22:52:18.820445, cost_time=0:00:15.707872 2021-04-14 22:52:16,253 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.43ms, fps=2649 images/s, loss=0.3672, top1-acc=87.32%, top5-acc=99.61%, remaining_time=0:00:02.550262, arrival_time=2021-04-14 22:52:18.803347, cost_time=0:00:16.674785 2021-04-14 22:52:17,232 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.38ms, fps=2616 images/s, loss=0.3673, top1-acc=87.30%, top5-acc=99.61%, remaining_time=0:00:01.569216, arrival_time=2021-04-14 22:52:18.801218, cost_time=0:00:17.653688 2021-04-14 22:52:18,193 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.27ms, fps=2665 images/s, loss=0.3669, top1-acc=87.31%, top5-acc=99.61%, remaining_time=0:00:00.587832, arrival_time=2021-04-14 22:52:18.780848, cost_time=0:00:18.614667 2021-04-14 22:52:18,737 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.19ms, fps=2498 images/s, loss=0.3673, top1-acc=87.27%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-14 22:52:18.737902, cost_time=0:00:19.159598 2021-04-14 22:52:19,207 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.17ms, fps=5483 images/s, loss=0.5727, top1-acc=80.98%, top5-acc=98.98%, remaining_time=0:00:01.400640, arrival_time=2021-04-14 22:52:20.607829, cost_time=0:00:00.466885 2021-04-14 22:52:19,553 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=0.20ms, fps=7394 images/s, loss=0.5724, top1-acc=80.84%, top5-acc=99.14%, remaining_time=0:00:00.813460, arrival_time=2021-04-14 22:52:20.367272, cost_time=0:00:00.813465 2021-04-14 22:52:19,895 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=0.37ms, fps=7507 images/s, loss=0.5741, top1-acc=80.78%, top5-acc=99.09%, remaining_time=0:00:00.384980, arrival_time=2021-04-14 22:52:20.280253, cost_time=0:00:01.154927 2021-04-14 22:52:20,212 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.05ms, fps=7314 images/s, loss=0.5785, top1-acc=80.83%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-14 22:52:20.212885, cost_time=0:00:01.472603 2021-04-14 22:52:20,346 INFO : Epoch=0036 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=0:56:50.080700, arrival_time=2021-04-14 23:49:10.426912, cost_time=0:12:28.554294 2021-04-14 22:52:20,347 INFO : Train start, epoch=0037, lr=0.092216 2021-04-14 22:52:21,497 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=0.29ms, fps=2226 images/s, loss=0.3690, top1-acc=87.03%, top5-acc=99.84%, remaining_time=0:00:21.387582, arrival_time=2021-04-14 22:52:42.884944, cost_time=0:00:01.149868 2021-04-14 22:52:22,456 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.38ms, fps=2670 images/s, loss=0.3533, top1-acc=87.99%, top5-acc=99.84%, remaining_time=0:00:18.560080, arrival_time=2021-04-14 22:52:41.016680, cost_time=0:00:02.109105 2021-04-14 22:52:23,429 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.69ms, fps=2632 images/s, loss=0.3489, top1-acc=88.20%, top5-acc=99.83%, remaining_time=0:00:17.055006, arrival_time=2021-04-14 22:52:40.484745, cost_time=0:00:03.082235 2021-04-14 22:52:24,394 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.41ms, fps=2656 images/s, loss=0.3564, top1-acc=87.71%, top5-acc=99.78%, remaining_time=0:00:15.781896, arrival_time=2021-04-14 22:52:40.176054, cost_time=0:00:04.046636 2021-04-14 22:52:25,361 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.49ms, fps=2648 images/s, loss=0.3610, top1-acc=87.57%, top5-acc=99.75%, remaining_time=0:00:14.640734, arrival_time=2021-04-14 22:52:40.002181, cost_time=0:00:05.013958 2021-04-14 22:52:26,322 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.27ms, fps=2666 images/s, loss=0.3583, top1-acc=87.57%, top5-acc=99.73%, remaining_time=0:00:13.542472, arrival_time=2021-04-14 22:52:39.864590, cost_time=0:00:05.974635 2021-04-14 22:52:27,284 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.56ms, fps=2662 images/s, loss=0.3610, top1-acc=87.41%, top5-acc=99.74%, remaining_time=0:00:12.485970, arrival_time=2021-04-14 22:52:39.770141, cost_time=0:00:06.936671 2021-04-14 22:52:28,256 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.72ms, fps=2634 images/s, loss=0.3599, top1-acc=87.45%, top5-acc=99.72%, remaining_time=0:00:11.467876, arrival_time=2021-04-14 22:52:39.724267, cost_time=0:00:07.908844 2021-04-14 22:52:29,219 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.53ms, fps=2659 images/s, loss=0.3586, top1-acc=87.49%, top5-acc=99.70%, remaining_time=0:00:10.449586, arrival_time=2021-04-14 22:52:39.669381, cost_time=0:00:08.872298 2021-04-14 22:52:30,180 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.43ms, fps=2666 images/s, loss=0.3612, top1-acc=87.43%, top5-acc=99.68%, remaining_time=0:00:09.439680, arrival_time=2021-04-14 22:52:39.620160, cost_time=0:00:09.832978 2021-04-14 22:52:31,143 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.66ms, fps=2659 images/s, loss=0.3632, top1-acc=87.37%, top5-acc=99.67%, remaining_time=0:00:08.440642, arrival_time=2021-04-14 22:52:39.584380, cost_time=0:00:10.796206 2021-04-14 22:52:32,108 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.49ms, fps=2656 images/s, loss=0.3633, top1-acc=87.35%, top5-acc=99.65%, remaining_time=0:00:07.448304, arrival_time=2021-04-14 22:52:39.556362, cost_time=0:00:11.760423 2021-04-14 22:52:33,071 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.50ms, fps=2659 images/s, loss=0.3628, top1-acc=87.38%, top5-acc=99.63%, remaining_time=0:00:06.459816, arrival_time=2021-04-14 22:52:39.531238, cost_time=0:00:12.723931 2021-04-14 22:52:34,043 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.39ms, fps=2634 images/s, loss=0.3625, top1-acc=87.36%, top5-acc=99.62%, remaining_time=0:00:05.478480, arrival_time=2021-04-14 22:52:39.522190, cost_time=0:00:13.696218 2021-04-14 22:52:35,009 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.51ms, fps=2652 images/s, loss=0.3631, top1-acc=87.36%, top5-acc=99.62%, remaining_time=0:00:04.496316, arrival_time=2021-04-14 22:52:39.505740, cost_time=0:00:14.661931 2021-04-14 22:52:35,987 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.52ms, fps=2618 images/s, loss=0.3634, top1-acc=87.34%, top5-acc=99.63%, remaining_time=0:00:03.519036, arrival_time=2021-04-14 22:52:39.506808, cost_time=0:00:15.640228 2021-04-14 22:52:36,967 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.38ms, fps=2615 images/s, loss=0.3634, top1-acc=87.32%, top5-acc=99.63%, remaining_time=0:00:02.541890, arrival_time=2021-04-14 22:52:39.509418, cost_time=0:00:16.620005 2021-04-14 22:52:37,940 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.40ms, fps=2632 images/s, loss=0.3656, top1-acc=87.26%, top5-acc=99.61%, remaining_time=0:00:01.563824, arrival_time=2021-04-14 22:52:39.504356, cost_time=0:00:17.593042 2021-04-14 22:52:38,902 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.28ms, fps=2662 images/s, loss=0.3652, top1-acc=87.26%, top5-acc=99.60%, remaining_time=0:00:00.585954, arrival_time=2021-04-14 22:52:39.488650, cost_time=0:00:18.555210 2021-04-14 22:52:39,446 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.23ms, fps=2503 images/s, loss=0.3646, top1-acc=87.28%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-14 22:52:39.446321, cost_time=0:00:19.098828 2021-04-14 22:52:39,905 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=2.17ms, fps=5593 images/s, loss=0.5348, top1-acc=81.56%, top5-acc=99.18%, remaining_time=0:00:01.373100, arrival_time=2021-04-14 22:52:41.278802, cost_time=0:00:00.457697 2021-04-14 22:52:40,239 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.40ms, fps=7684 images/s, loss=0.5154, top1-acc=82.25%, top5-acc=99.34%, remaining_time=0:00:00.791200, arrival_time=2021-04-14 22:52:41.030446, cost_time=0:00:00.791207 2021-04-14 22:52:40,568 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.51ms, fps=7778 images/s, loss=0.5227, top1-acc=82.19%, top5-acc=99.24%, remaining_time=0:00:00.373600, arrival_time=2021-04-14 22:52:40.942405, cost_time=0:00:01.120815 2021-04-14 22:52:40,874 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.05ms, fps=7587 images/s, loss=0.5168, top1-acc=82.45%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-14 22:52:40.874899, cost_time=0:00:01.426924 2021-04-14 22:52:41,003 INFO : Epoch=0037 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=0:56:28.686544, arrival_time=2021-04-14 23:49:09.689522, cost_time=0:12:49.211053 2021-04-14 22:52:41,004 INFO : Train start, epoch=0038, lr=0.091790 2021-04-14 22:52:42,183 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.47ms, fps=2170 images/s, loss=0.3762, top1-acc=87.54%, top5-acc=99.37%, remaining_time=0:00:21.941118, arrival_time=2021-04-14 22:53:04.125030, cost_time=0:00:01.179632 2021-04-14 22:52:43,153 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.25ms, fps=2641 images/s, loss=0.3693, top1-acc=87.38%, top5-acc=99.55%, remaining_time=0:00:18.915248, arrival_time=2021-04-14 22:53:02.068987, cost_time=0:00:02.149456 2021-04-14 22:52:44,118 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.35ms, fps=2656 images/s, loss=0.3583, top1-acc=87.85%, top5-acc=99.51%, remaining_time=0:00:17.228974, arrival_time=2021-04-14 22:53:01.347035, cost_time=0:00:03.113669 2021-04-14 22:52:45,084 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.71ms, fps=2651 images/s, loss=0.3598, top1-acc=87.82%, top5-acc=99.50%, remaining_time=0:00:15.911220, arrival_time=2021-04-14 22:53:00.995476, cost_time=0:00:04.079811 2021-04-14 22:52:46,051 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.53ms, fps=2649 images/s, loss=0.3612, top1-acc=87.72%, top5-acc=99.47%, remaining_time=0:00:14.737532, arrival_time=2021-04-14 22:53:00.788982, cost_time=0:00:05.047107 2021-04-14 22:52:47,024 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.50ms, fps=2633 images/s, loss=0.3595, top1-acc=87.85%, top5-acc=99.52%, remaining_time=0:00:13.644744, arrival_time=2021-04-14 22:53:00.668844, cost_time=0:00:06.019724 2021-04-14 22:52:47,986 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.33ms, fps=2661 images/s, loss=0.3628, top1-acc=87.68%, top5-acc=99.53%, remaining_time=0:00:12.567996, arrival_time=2021-04-14 22:53:00.554483, cost_time=0:00:06.982191 2021-04-14 22:52:48,967 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.47ms, fps=2612 images/s, loss=0.3631, top1-acc=87.54%, top5-acc=99.55%, remaining_time=0:00:11.546060, arrival_time=2021-04-14 22:53:00.513134, cost_time=0:00:07.962800 2021-04-14 22:52:49,935 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.75ms, fps=2643 images/s, loss=0.3622, top1-acc=87.58%, top5-acc=99.55%, remaining_time=0:00:10.519440, arrival_time=2021-04-14 22:53:00.455319, cost_time=0:00:08.931600 2021-04-14 22:52:50,904 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.36ms, fps=2643 images/s, loss=0.3621, top1-acc=87.54%, top5-acc=99.56%, remaining_time=0:00:09.504384, arrival_time=2021-04-14 22:53:00.409155, cost_time=0:00:09.900419 2021-04-14 22:52:51,876 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.39ms, fps=2637 images/s, loss=0.3616, top1-acc=87.57%, top5-acc=99.56%, remaining_time=0:00:08.499810, arrival_time=2021-04-14 22:53:00.375921, cost_time=0:00:10.871813 2021-04-14 22:52:52,837 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.39ms, fps=2664 images/s, loss=0.3609, top1-acc=87.62%, top5-acc=99.56%, remaining_time=0:00:07.494436, arrival_time=2021-04-14 22:53:00.332078, cost_time=0:00:11.833348 2021-04-14 22:52:53,804 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.39ms, fps=2650 images/s, loss=0.3601, top1-acc=87.63%, top5-acc=99.56%, remaining_time=0:00:06.498294, arrival_time=2021-04-14 22:53:00.302278, cost_time=0:00:12.799700 2021-04-14 22:52:54,783 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.44ms, fps=2617 images/s, loss=0.3605, top1-acc=87.60%, top5-acc=99.56%, remaining_time=0:00:05.511352, arrival_time=2021-04-14 22:53:00.294269, cost_time=0:00:13.778421 2021-04-14 22:52:55,748 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.29ms, fps=2653 images/s, loss=0.3622, top1-acc=87.57%, top5-acc=99.57%, remaining_time=0:00:04.521570, arrival_time=2021-04-14 22:53:00.270121, cost_time=0:00:14.744244 2021-04-14 22:52:56,717 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=2.19ms, fps=2644 images/s, loss=0.3622, top1-acc=87.56%, top5-acc=99.57%, remaining_time=0:00:03.535380, arrival_time=2021-04-14 22:53:00.252489, cost_time=0:00:15.712748 2021-04-14 22:52:57,684 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.43ms, fps=2647 images/s, loss=0.3624, top1-acc=87.54%, top5-acc=99.57%, remaining_time=0:00:02.551120, arrival_time=2021-04-14 22:53:00.235887, cost_time=0:00:16.680478 2021-04-14 22:52:58,651 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.54ms, fps=2649 images/s, loss=0.3631, top1-acc=87.50%, top5-acc=99.57%, remaining_time=0:00:01.568640, arrival_time=2021-04-14 22:53:00.220082, cost_time=0:00:17.647157 2021-04-14 22:52:59,612 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.03ms, fps=2665 images/s, loss=0.3636, top1-acc=87.50%, top5-acc=99.57%, remaining_time=0:00:00.587628, arrival_time=2021-04-14 22:53:00.200170, cost_time=0:00:18.608207 2021-04-14 22:53:00,160 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.81ms, fps=2485 images/s, loss=0.3628, top1-acc=87.52%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 22:53:00.160259, cost_time=0:00:19.155916 2021-04-14 22:53:00,678 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=0.17ms, fps=4957 images/s, loss=0.5512, top1-acc=80.66%, top5-acc=99.49%, remaining_time=0:00:01.549350, arrival_time=2021-04-14 22:53:02.227898, cost_time=0:00:00.516453 2021-04-14 22:53:01,006 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=0.21ms, fps=7808 images/s, loss=0.5503, top1-acc=80.98%, top5-acc=99.16%, remaining_time=0:00:00.844680, arrival_time=2021-04-14 22:53:01.851457, cost_time=0:00:00.844679 2021-04-14 22:53:01,338 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.38ms, fps=7734 images/s, loss=0.5458, top1-acc=81.32%, top5-acc=99.27%, remaining_time=0:00:00.392010, arrival_time=2021-04-14 22:53:01.730143, cost_time=0:00:01.176027 2021-04-14 22:53:01,644 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.05ms, fps=7572 images/s, loss=0.5386, top1-acc=81.47%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-14 22:53:01.644882, cost_time=0:00:01.482817 2021-04-14 22:53:01,776 INFO : Epoch=0038 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=0:56:07.828206, arrival_time=2021-04-14 23:49:09.604535, cost_time=0:13:09.984410 2021-04-14 22:53:01,777 INFO : Train start, epoch=0039, lr=0.091354 2021-04-14 22:53:02,915 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=1.73ms, fps=2251 images/s, loss=0.3174, top1-acc=88.52%, top5-acc=99.77%, remaining_time=0:00:21.156012, arrival_time=2021-04-14 22:53:24.071164, cost_time=0:00:01.137418 2021-04-14 22:53:03,887 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.52ms, fps=2634 images/s, loss=0.3252, top1-acc=88.24%, top5-acc=99.71%, remaining_time=0:00:18.565888, arrival_time=2021-04-14 22:53:22.453303, cost_time=0:00:02.109761 2021-04-14 22:53:04,869 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.39ms, fps=2607 images/s, loss=0.3219, top1-acc=88.40%, top5-acc=99.71%, remaining_time=0:00:17.108790, arrival_time=2021-04-14 22:53:21.978521, cost_time=0:00:03.091960 2021-04-14 22:53:05,839 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.29ms, fps=2642 images/s, loss=0.3301, top1-acc=88.20%, top5-acc=99.67%, remaining_time=0:00:15.839616, arrival_time=2021-04-14 22:53:21.678684, cost_time=0:00:04.061420 2021-04-14 22:53:06,805 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.40ms, fps=2650 images/s, loss=0.3359, top1-acc=87.98%, top5-acc=99.62%, remaining_time=0:00:14.681322, arrival_time=2021-04-14 22:53:21.486816, cost_time=0:00:05.027848 2021-04-14 22:53:07,766 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.62ms, fps=2664 images/s, loss=0.3433, top1-acc=87.77%, top5-acc=99.63%, remaining_time=0:00:13.575656, arrival_time=2021-04-14 22:53:21.342545, cost_time=0:00:05.989239 2021-04-14 22:53:08,740 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.79ms, fps=2632 images/s, loss=0.3495, top1-acc=87.52%, top5-acc=99.61%, remaining_time=0:00:12.532086, arrival_time=2021-04-14 22:53:21.272100, cost_time=0:00:06.962268 2021-04-14 22:53:09,701 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.61ms, fps=2664 images/s, loss=0.3486, top1-acc=87.60%, top5-acc=99.64%, remaining_time=0:00:11.489684, arrival_time=2021-04-14 22:53:21.191262, cost_time=0:00:07.923916 2021-04-14 22:53:10,677 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.62ms, fps=2624 images/s, loss=0.3500, top1-acc=87.62%, top5-acc=99.64%, remaining_time=0:00:10.481916, arrival_time=2021-04-14 22:53:21.159319, cost_time=0:00:08.899765 2021-04-14 22:53:11,651 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.36ms, fps=2628 images/s, loss=0.3540, top1-acc=87.50%, top5-acc=99.64%, remaining_time=0:00:09.479328, arrival_time=2021-04-14 22:53:21.131263, cost_time=0:00:09.874297 2021-04-14 22:53:12,615 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.46ms, fps=2658 images/s, loss=0.3538, top1-acc=87.52%, top5-acc=99.64%, remaining_time=0:00:08.473064, arrival_time=2021-04-14 22:53:21.088343, cost_time=0:00:10.837645 2021-04-14 22:53:13,599 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.39ms, fps=2602 images/s, loss=0.3569, top1-acc=87.40%, top5-acc=99.63%, remaining_time=0:00:07.487216, arrival_time=2021-04-14 22:53:21.086940, cost_time=0:00:11.821971 2021-04-14 22:53:14,560 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.33ms, fps=2665 images/s, loss=0.3554, top1-acc=87.45%, top5-acc=99.64%, remaining_time=0:00:06.489846, arrival_time=2021-04-14 22:53:21.050632, cost_time=0:00:12.783092 2021-04-14 22:53:15,538 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.87ms, fps=2620 images/s, loss=0.3563, top1-acc=87.47%, top5-acc=99.62%, remaining_time=0:00:05.504296, arrival_time=2021-04-14 22:53:21.042828, cost_time=0:00:13.760809 2021-04-14 22:53:16,511 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.27ms, fps=2632 images/s, loss=0.3579, top1-acc=87.48%, top5-acc=99.61%, remaining_time=0:00:04.518396, arrival_time=2021-04-14 22:53:21.029970, cost_time=0:00:14.733932 2021-04-14 22:53:17,471 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.31ms, fps=2669 images/s, loss=0.3596, top1-acc=87.42%, top5-acc=99.61%, remaining_time=0:00:03.531024, arrival_time=2021-04-14 22:53:21.002175, cost_time=0:00:15.693513 2021-04-14 22:53:18,444 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.33ms, fps=2630 images/s, loss=0.3608, top1-acc=87.38%, top5-acc=99.60%, remaining_time=0:00:02.549118, arrival_time=2021-04-14 22:53:20.994050, cost_time=0:00:16.667283 2021-04-14 22:53:19,423 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.29ms, fps=2616 images/s, loss=0.3616, top1-acc=87.37%, top5-acc=99.60%, remaining_time=0:00:01.568544, arrival_time=2021-04-14 22:53:20.992429, cost_time=0:00:17.646182 2021-04-14 22:53:20,406 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.14ms, fps=2606 images/s, loss=0.3615, top1-acc=87.37%, top5-acc=99.59%, remaining_time=0:00:00.588282, arrival_time=2021-04-14 22:53:20.994837, cost_time=0:00:18.628911 2021-04-14 22:53:20,950 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.16ms, fps=2501 images/s, loss=0.3626, top1-acc=87.35%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-14 22:53:20.950724, cost_time=0:00:19.173072 2021-04-14 22:53:21,408 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.37ms, fps=5616 images/s, loss=0.6157, top1-acc=79.73%, top5-acc=98.79%, remaining_time=0:00:01.367400, arrival_time=2021-04-14 22:53:22.775722, cost_time=0:00:00.455801 2021-04-14 22:53:21,742 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=2.40ms, fps=7681 images/s, loss=0.6102, top1-acc=79.88%, top5-acc=98.81%, remaining_time=0:00:00.789480, arrival_time=2021-04-14 22:53:22.531489, cost_time=0:00:00.789471 2021-04-14 22:53:22,146 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=0.31ms, fps=6335 images/s, loss=0.6147, top1-acc=79.27%, top5-acc=98.84%, remaining_time=0:00:00.398030, arrival_time=2021-04-14 22:53:22.544682, cost_time=0:00:01.194092 2021-04-14 22:53:22,472 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=1.37ms, fps=7132 images/s, loss=0.6130, top1-acc=79.36%, top5-acc=98.85%, remaining_time=0:00:00, arrival_time=2021-04-14 22:53:22.472391, cost_time=0:00:01.519888 2021-04-14 22:53:22,587 INFO : Epoch=0039 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=0:55:47.129142, arrival_time=2021-04-14 23:49:09.716337, cost_time=0:13:30.795269 2021-04-14 22:53:22,588 INFO : Train start, epoch=0040, lr=0.090907 2021-04-14 22:53:23,752 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=0.23ms, fps=2201 images/s, loss=0.3753, top1-acc=87.42%, top5-acc=99.65%, remaining_time=0:00:21.637380, arrival_time=2021-04-14 22:53:45.389304, cost_time=0:00:01.163296 2021-04-14 22:53:24,726 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.61ms, fps=2628 images/s, loss=0.3530, top1-acc=87.75%, top5-acc=99.67%, remaining_time=0:00:18.814576, arrival_time=2021-04-14 22:53:43.541113, cost_time=0:00:02.138022 2021-04-14 22:53:25,699 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.39ms, fps=2631 images/s, loss=0.3509, top1-acc=87.77%, top5-acc=99.66%, remaining_time=0:00:17.215860, arrival_time=2021-04-14 22:53:42.915763, cost_time=0:00:03.111312 2021-04-14 22:53:26,664 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.34ms, fps=2656 images/s, loss=0.3518, top1-acc=87.74%, top5-acc=99.64%, remaining_time=0:00:15.895620, arrival_time=2021-04-14 22:53:42.559953, cost_time=0:00:04.075816 2021-04-14 22:53:27,628 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.29ms, fps=2658 images/s, loss=0.3511, top1-acc=87.80%, top5-acc=99.61%, remaining_time=0:00:14.715048, arrival_time=2021-04-14 22:53:42.342987, cost_time=0:00:05.039398 2021-04-14 22:53:28,606 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.80ms, fps=2618 images/s, loss=0.3519, top1-acc=87.69%, top5-acc=99.61%, remaining_time=0:00:13.640664, arrival_time=2021-04-14 22:53:42.247101, cost_time=0:00:06.017927 2021-04-14 22:53:29,577 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.30ms, fps=2639 images/s, loss=0.3536, top1-acc=87.61%, top5-acc=99.60%, remaining_time=0:00:12.579084, arrival_time=2021-04-14 22:53:42.156065, cost_time=0:00:06.988387 2021-04-14 22:53:30,538 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.49ms, fps=2663 images/s, loss=0.3569, top1-acc=87.55%, top5-acc=99.59%, remaining_time=0:00:11.527848, arrival_time=2021-04-14 22:53:42.066600, cost_time=0:00:07.950234 2021-04-14 22:53:31,501 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.51ms, fps=2659 images/s, loss=0.3604, top1-acc=87.35%, top5-acc=99.60%, remaining_time=0:00:10.498028, arrival_time=2021-04-14 22:53:41.999924, cost_time=0:00:08.913387 2021-04-14 22:53:32,469 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=2.22ms, fps=2647 images/s, loss=0.3625, top1-acc=87.21%, top5-acc=99.61%, remaining_time=0:00:09.485568, arrival_time=2021-04-14 22:53:41.954855, cost_time=0:00:09.880781 2021-04-14 22:53:33,435 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.47ms, fps=2652 images/s, loss=0.3617, top1-acc=87.25%, top5-acc=99.59%, remaining_time=0:00:08.479944, arrival_time=2021-04-14 22:53:41.914955, cost_time=0:00:10.846475 2021-04-14 22:53:34,404 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.50ms, fps=2642 images/s, loss=0.3602, top1-acc=87.33%, top5-acc=99.60%, remaining_time=0:00:07.483340, arrival_time=2021-04-14 22:53:41.887730, cost_time=0:00:11.815851 2021-04-14 22:53:35,368 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.51ms, fps=2658 images/s, loss=0.3617, top1-acc=87.29%, top5-acc=99.59%, remaining_time=0:00:06.488064, arrival_time=2021-04-14 22:53:41.856136, cost_time=0:00:12.779568 2021-04-14 22:53:36,334 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.50ms, fps=2652 images/s, loss=0.3618, top1-acc=87.34%, top5-acc=99.61%, remaining_time=0:00:05.498136, arrival_time=2021-04-14 22:53:41.832113, cost_time=0:00:13.745385 2021-04-14 22:53:37,300 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.50ms, fps=2651 images/s, loss=0.3615, top1-acc=87.36%, top5-acc=99.60%, remaining_time=0:00:04.511542, arrival_time=2021-04-14 22:53:41.811630, cost_time=0:00:14.711584 2021-04-14 22:53:38,276 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.44ms, fps=2623 images/s, loss=0.3602, top1-acc=87.41%, top5-acc=99.60%, remaining_time=0:00:03.529764, arrival_time=2021-04-14 22:53:41.806064, cost_time=0:00:15.687780 2021-04-14 22:53:39,251 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.35ms, fps=2628 images/s, loss=0.3597, top1-acc=87.44%, top5-acc=99.60%, remaining_time=0:00:02.548364, arrival_time=2021-04-14 22:53:41.799323, cost_time=0:00:16.662454 2021-04-14 22:53:40,220 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.58ms, fps=2642 images/s, loss=0.3596, top1-acc=87.45%, top5-acc=99.59%, remaining_time=0:00:01.567248, arrival_time=2021-04-14 22:53:41.787344, cost_time=0:00:17.631599 2021-04-14 22:53:41,180 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.16ms, fps=2667 images/s, loss=0.3589, top1-acc=87.47%, top5-acc=99.59%, remaining_time=0:00:00.587112, arrival_time=2021-04-14 22:53:41.767455, cost_time=0:00:18.591847 2021-04-14 22:53:41,723 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.19ms, fps=2504 images/s, loss=0.3595, top1-acc=87.46%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-14 22:53:41.723786, cost_time=0:00:19.135289 2021-04-14 22:53:42,217 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=1.83ms, fps=5209 images/s, loss=0.6455, top1-acc=78.40%, top5-acc=99.10%, remaining_time=0:00:01.474410, arrival_time=2021-04-14 22:53:43.691437, cost_time=0:00:00.491472 2021-04-14 22:53:42,548 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.67ms, fps=7725 images/s, loss=0.6656, top1-acc=77.97%, top5-acc=98.98%, remaining_time=0:00:00.823380, arrival_time=2021-04-14 22:53:43.372263, cost_time=0:00:00.823386 2021-04-14 22:53:42,882 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=3.66ms, fps=7675 images/s, loss=0.6643, top1-acc=78.11%, top5-acc=98.92%, remaining_time=0:00:00.385760, arrival_time=2021-04-14 22:53:43.268588, cost_time=0:00:01.157266 2021-04-14 22:53:43,191 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.07ms, fps=7539 images/s, loss=0.6419, top1-acc=78.58%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:53:43.191030, cost_time=0:00:01.465554 2021-04-14 22:53:43,291 INFO : Epoch=0040 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=0:55:25.998240, arrival_time=2021-04-14 23:49:09.289743, cost_time=0:13:51.499578 2021-04-14 22:53:43,292 INFO : Train start, epoch=0041, lr=0.090451 2021-04-14 22:53:44,421 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.36ms, fps=2269 images/s, loss=0.3809, top1-acc=86.64%, top5-acc=99.65%, remaining_time=0:00:20.986938, arrival_time=2021-04-14 22:54:05.408232, cost_time=0:00:01.128333 2021-04-14 22:53:45,385 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.79ms, fps=2657 images/s, loss=0.3763, top1-acc=86.97%, top5-acc=99.51%, remaining_time=0:00:18.414704, arrival_time=2021-04-14 22:54:03.800188, cost_time=0:00:02.092575 2021-04-14 22:53:46,352 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.55ms, fps=2649 images/s, loss=0.3650, top1-acc=87.40%, top5-acc=99.61%, remaining_time=0:00:16.930008, arrival_time=2021-04-14 22:54:03.282597, cost_time=0:00:03.059655 2021-04-14 22:53:47,316 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.50ms, fps=2657 images/s, loss=0.3538, top1-acc=87.68%, top5-acc=99.66%, remaining_time=0:00:15.692820, arrival_time=2021-04-14 22:54:03.009477, cost_time=0:00:04.023788 2021-04-14 22:53:48,279 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.38ms, fps=2660 images/s, loss=0.3588, top1-acc=87.50%, top5-acc=99.65%, remaining_time=0:00:14.561310, arrival_time=2021-04-14 22:54:02.840952, cost_time=0:00:04.986734 2021-04-14 22:53:49,242 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.50ms, fps=2661 images/s, loss=0.3549, top1-acc=87.58%, top5-acc=99.62%, remaining_time=0:00:13.485488, arrival_time=2021-04-14 22:54:02.727803, cost_time=0:00:05.949459 2021-04-14 22:53:50,215 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.40ms, fps=2632 images/s, loss=0.3564, top1-acc=87.58%, top5-acc=99.60%, remaining_time=0:00:12.460140, arrival_time=2021-04-14 22:54:02.675399, cost_time=0:00:06.922321 2021-04-14 22:53:51,178 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.36ms, fps=2658 images/s, loss=0.3553, top1-acc=87.51%, top5-acc=99.60%, remaining_time=0:00:11.434584, arrival_time=2021-04-14 22:54:02.613372, cost_time=0:00:07.885917 2021-04-14 22:53:52,139 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.37ms, fps=2666 images/s, loss=0.3564, top1-acc=87.53%, top5-acc=99.61%, remaining_time=0:00:10.419164, arrival_time=2021-04-14 22:54:02.558455, cost_time=0:00:08.846456 2021-04-14 22:53:53,112 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.33ms, fps=2632 images/s, loss=0.3538, top1-acc=87.66%, top5-acc=99.61%, remaining_time=0:00:09.426624, arrival_time=2021-04-14 22:54:02.538896, cost_time=0:00:09.819419 2021-04-14 22:53:54,078 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.42ms, fps=2652 images/s, loss=0.3553, top1-acc=87.66%, top5-acc=99.61%, remaining_time=0:00:08.432042, arrival_time=2021-04-14 22:54:02.510110, cost_time=0:00:10.785209 2021-04-14 22:53:55,044 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.32ms, fps=2651 images/s, loss=0.3546, top1-acc=87.71%, top5-acc=99.60%, remaining_time=0:00:07.442528, arrival_time=2021-04-14 22:54:02.486700, cost_time=0:00:11.751317 2021-04-14 22:53:56,013 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.46ms, fps=2642 images/s, loss=0.3548, top1-acc=87.74%, top5-acc=99.61%, remaining_time=0:00:06.458166, arrival_time=2021-04-14 22:54:02.471621, cost_time=0:00:12.720589 2021-04-14 22:53:56,985 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.81ms, fps=2636 images/s, loss=0.3576, top1-acc=87.68%, top5-acc=99.60%, remaining_time=0:00:05.476912, arrival_time=2021-04-14 22:54:02.462199, cost_time=0:00:13.692262 2021-04-14 22:53:57,951 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.47ms, fps=2651 images/s, loss=0.3580, top1-acc=87.65%, top5-acc=99.60%, remaining_time=0:00:04.495304, arrival_time=2021-04-14 22:54:02.446804, cost_time=0:00:14.658610 2021-04-14 22:53:58,920 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.54ms, fps=2643 images/s, loss=0.3578, top1-acc=87.63%, top5-acc=99.60%, remaining_time=0:00:03.516264, arrival_time=2021-04-14 22:54:02.436899, cost_time=0:00:15.627779 2021-04-14 22:53:59,887 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.28ms, fps=2649 images/s, loss=0.3568, top1-acc=87.70%, top5-acc=99.59%, remaining_time=0:00:02.537990, arrival_time=2021-04-14 22:54:02.425382, cost_time=0:00:16.594525 2021-04-14 22:54:00,849 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.65ms, fps=2661 images/s, loss=0.3567, top1-acc=87.71%, top5-acc=99.60%, remaining_time=0:00:01.560608, arrival_time=2021-04-14 22:54:02.410293, cost_time=0:00:17.556828 2021-04-14 22:54:01,809 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.04ms, fps=2668 images/s, loss=0.3569, top1-acc=87.67%, top5-acc=99.60%, remaining_time=0:00:00.584730, arrival_time=2021-04-14 22:54:02.394130, cost_time=0:00:18.516543 2021-04-14 22:54:02,351 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.30ms, fps=2511 images/s, loss=0.3564, top1-acc=87.69%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:02.351290, cost_time=0:00:19.058448 2021-04-14 22:54:02,804 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=2.25ms, fps=5671 images/s, loss=0.5958, top1-acc=80.51%, top5-acc=98.71%, remaining_time=0:00:01.354140, arrival_time=2021-04-14 22:54:04.158468, cost_time=0:00:00.451379 2021-04-14 22:54:03,145 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=0.40ms, fps=7506 images/s, loss=0.5918, top1-acc=80.59%, top5-acc=98.87%, remaining_time=0:00:00.792920, arrival_time=2021-04-14 22:54:03.938815, cost_time=0:00:00.792923 2021-04-14 22:54:03,476 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=0.20ms, fps=7744 images/s, loss=0.5988, top1-acc=80.34%, top5-acc=98.91%, remaining_time=0:00:00.374670, arrival_time=2021-04-14 22:54:03.851582, cost_time=0:00:01.124023 2021-04-14 22:54:03,780 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.07ms, fps=7659 images/s, loss=0.6201, top1-acc=80.12%, top5-acc=98.87%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:03.780154, cost_time=0:00:01.427263 2021-04-14 22:54:03,915 INFO : Epoch=0041 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=0:55:04.576977, arrival_time=2021-04-14 23:49:08.492514, cost_time=0:14:12.123620 2021-04-14 22:54:03,916 INFO : Train start, epoch=0042, lr=0.089984 2021-04-14 22:54:05,118 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=0.52ms, fps=2131 images/s, loss=0.3421, top1-acc=88.09%, top5-acc=99.61%, remaining_time=0:00:22.348830, arrival_time=2021-04-14 22:54:27.467397, cost_time=0:00:01.201549 2021-04-14 22:54:06,083 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.48ms, fps=2655 images/s, loss=0.3312, top1-acc=88.38%, top5-acc=99.67%, remaining_time=0:00:19.064496, arrival_time=2021-04-14 22:54:25.147816, cost_time=0:00:02.166428 2021-04-14 22:54:07,048 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=2.47ms, fps=2655 images/s, loss=0.3331, top1-acc=88.15%, top5-acc=99.69%, remaining_time=0:00:17.324756, arrival_time=2021-04-14 22:54:24.372676, cost_time=0:00:03.130995 2021-04-14 22:54:08,023 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.39ms, fps=2624 images/s, loss=0.3297, top1-acc=88.35%, top5-acc=99.71%, remaining_time=0:00:16.017612, arrival_time=2021-04-14 22:54:24.041553, cost_time=0:00:04.107093 2021-04-14 22:54:08,990 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.54ms, fps=2649 images/s, loss=0.3362, top1-acc=88.12%, top5-acc=99.69%, remaining_time=0:00:14.815350, arrival_time=2021-04-14 22:54:23.805941, cost_time=0:00:05.073751 2021-04-14 22:54:09,969 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.64ms, fps=2615 images/s, loss=0.3371, top1-acc=88.18%, top5-acc=99.69%, remaining_time=0:00:13.720224, arrival_time=2021-04-14 22:54:23.690120, cost_time=0:00:06.053033 2021-04-14 22:54:10,942 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.64ms, fps=2634 images/s, loss=0.3409, top1-acc=87.90%, top5-acc=99.70%, remaining_time=0:00:12.645486, arrival_time=2021-04-14 22:54:23.587724, cost_time=0:00:07.025300 2021-04-14 22:54:11,908 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.60ms, fps=2651 images/s, loss=0.3418, top1-acc=87.87%, top5-acc=99.70%, remaining_time=0:00:11.587820, arrival_time=2021-04-14 22:54:23.496309, cost_time=0:00:07.991632 2021-04-14 22:54:12,872 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.54ms, fps=2658 images/s, loss=0.3482, top1-acc=87.66%, top5-acc=99.67%, remaining_time=0:00:10.547318, arrival_time=2021-04-14 22:54:23.419403, cost_time=0:00:08.955246 2021-04-14 22:54:13,836 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.40ms, fps=2657 images/s, loss=0.3488, top1-acc=87.68%, top5-acc=99.68%, remaining_time=0:00:09.522528, arrival_time=2021-04-14 22:54:23.358653, cost_time=0:00:09.919289 2021-04-14 22:54:14,800 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.40ms, fps=2655 images/s, loss=0.3513, top1-acc=87.61%, top5-acc=99.67%, remaining_time=0:00:08.509098, arrival_time=2021-04-14 22:54:23.309649, cost_time=0:00:10.883708 2021-04-14 22:54:15,774 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.47ms, fps=2630 images/s, loss=0.3511, top1-acc=87.64%, top5-acc=99.67%, remaining_time=0:00:07.509712, arrival_time=2021-04-14 22:54:23.284011, cost_time=0:00:11.857459 2021-04-14 22:54:16,733 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.28ms, fps=2669 images/s, loss=0.3516, top1-acc=87.63%, top5-acc=99.67%, remaining_time=0:00:06.507138, arrival_time=2021-04-14 22:54:23.241024, cost_time=0:00:12.817057 2021-04-14 22:54:17,695 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.99ms, fps=2664 images/s, loss=0.3505, top1-acc=87.67%, top5-acc=99.67%, remaining_time=0:00:05.511296, arrival_time=2021-04-14 22:54:23.206418, cost_time=0:00:13.778201 2021-04-14 22:54:18,659 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.44ms, fps=2656 images/s, loss=0.3504, top1-acc=87.68%, top5-acc=99.66%, remaining_time=0:00:04.521110, arrival_time=2021-04-14 22:54:23.180760, cost_time=0:00:14.742803 2021-04-14 22:54:19,624 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.73ms, fps=2654 images/s, loss=0.3511, top1-acc=87.65%, top5-acc=99.66%, remaining_time=0:00:03.534228, arrival_time=2021-04-14 22:54:23.158775, cost_time=0:00:15.707694 2021-04-14 22:54:20,594 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.57ms, fps=2641 images/s, loss=0.3527, top1-acc=87.59%, top5-acc=99.66%, remaining_time=0:00:02.550626, arrival_time=2021-04-14 22:54:23.144708, cost_time=0:00:16.677250 2021-04-14 22:54:21,556 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.50ms, fps=2660 images/s, loss=0.3529, top1-acc=87.62%, top5-acc=99.65%, remaining_time=0:00:01.568016, arrival_time=2021-04-14 22:54:23.124964, cost_time=0:00:17.640113 2021-04-14 22:54:22,533 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.55ms, fps=2624 images/s, loss=0.3530, top1-acc=87.64%, top5-acc=99.66%, remaining_time=0:00:00.587880, arrival_time=2021-04-14 22:54:23.120847, cost_time=0:00:18.616134 2021-04-14 22:54:23,083 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.38ms, fps=2472 images/s, loss=0.3531, top1-acc=87.64%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:23.083566, cost_time=0:00:19.166727 2021-04-14 22:54:23,557 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.21ms, fps=5425 images/s, loss=0.5519, top1-acc=80.94%, top5-acc=99.10%, remaining_time=0:00:01.415640, arrival_time=2021-04-14 22:54:24.972886, cost_time=0:00:00.471878 2021-04-14 22:54:23,892 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.84ms, fps=7639 images/s, loss=0.5780, top1-acc=80.27%, top5-acc=99.00%, remaining_time=0:00:00.807360, arrival_time=2021-04-14 22:54:24.700082, cost_time=0:00:00.807363 2021-04-14 22:54:24,234 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=0.19ms, fps=7507 images/s, loss=0.5579, top1-acc=80.98%, top5-acc=99.08%, remaining_time=0:00:00.382920, arrival_time=2021-04-14 22:54:24.617027, cost_time=0:00:01.148758 2021-04-14 22:54:24,542 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.08ms, fps=7533 images/s, loss=0.5534, top1-acc=81.01%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:24.542398, cost_time=0:00:01.457054 2021-04-14 22:54:24,633 INFO : Epoch=0042 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=0:54:43.547626, arrival_time=2021-04-14 23:49:08.181335, cost_time=0:14:32.841790 2021-04-14 22:54:24,635 INFO : Train start, epoch=0043, lr=0.089508 2021-04-14 22:54:25,794 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=0.25ms, fps=2209 images/s, loss=0.3839, top1-acc=86.95%, top5-acc=99.57%, remaining_time=0:00:21.553680, arrival_time=2021-04-14 22:54:47.347736, cost_time=0:00:01.158801 2021-04-14 22:54:26,756 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.55ms, fps=2662 images/s, loss=0.3705, top1-acc=87.42%, top5-acc=99.63%, remaining_time=0:00:18.666912, arrival_time=2021-04-14 22:54:45.423292, cost_time=0:00:02.121238 2021-04-14 22:54:27,731 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.40ms, fps=2626 images/s, loss=0.3591, top1-acc=87.47%, top5-acc=99.65%, remaining_time=0:00:17.134686, arrival_time=2021-04-14 22:54:44.866565, cost_time=0:00:03.096619 2021-04-14 22:54:28,700 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.33ms, fps=2644 images/s, loss=0.3547, top1-acc=87.71%, top5-acc=99.62%, remaining_time=0:00:15.855216, arrival_time=2021-04-14 22:54:44.555817, cost_time=0:00:04.065439 2021-04-14 22:54:29,676 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.41ms, fps=2626 images/s, loss=0.3500, top1-acc=87.92%, top5-acc=99.62%, remaining_time=0:00:14.719136, arrival_time=2021-04-14 22:54:44.395224, cost_time=0:00:05.040785 2021-04-14 22:54:30,647 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.43ms, fps=2636 images/s, loss=0.3548, top1-acc=87.73%, top5-acc=99.63%, remaining_time=0:00:13.628560, arrival_time=2021-04-14 22:54:44.276301, cost_time=0:00:06.012595 2021-04-14 22:54:31,619 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.52ms, fps=2637 images/s, loss=0.3558, top1-acc=87.71%, top5-acc=99.64%, remaining_time=0:00:12.571020, arrival_time=2021-04-14 22:54:44.190039, cost_time=0:00:06.983872 2021-04-14 22:54:32,585 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.89ms, fps=2651 images/s, loss=0.3591, top1-acc=87.63%, top5-acc=99.65%, remaining_time=0:00:11.527384, arrival_time=2021-04-14 22:54:44.112429, cost_time=0:00:07.949902 2021-04-14 22:54:33,553 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.37ms, fps=2644 images/s, loss=0.3553, top1-acc=87.83%, top5-acc=99.66%, remaining_time=0:00:10.504176, arrival_time=2021-04-14 22:54:44.058001, cost_time=0:00:08.918603 2021-04-14 22:54:34,515 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.45ms, fps=2663 images/s, loss=0.3555, top1-acc=87.80%, top5-acc=99.65%, remaining_time=0:00:09.485088, arrival_time=2021-04-14 22:54:44.000551, cost_time=0:00:09.880316 2021-04-14 22:54:35,479 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.40ms, fps=2658 images/s, loss=0.3575, top1-acc=87.72%, top5-acc=99.63%, remaining_time=0:00:08.477880, arrival_time=2021-04-14 22:54:43.956831, cost_time=0:00:10.843765 2021-04-14 22:54:36,462 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.45ms, fps=2605 images/s, loss=0.3546, top1-acc=87.79%, top5-acc=99.63%, remaining_time=0:00:07.490484, arrival_time=2021-04-14 22:54:43.952727, cost_time=0:00:11.827091 2021-04-14 22:54:37,434 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.41ms, fps=2635 images/s, loss=0.3556, top1-acc=87.77%, top5-acc=99.62%, remaining_time=0:00:06.498030, arrival_time=2021-04-14 22:54:43.932314, cost_time=0:00:12.799135 2021-04-14 22:54:38,400 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.72ms, fps=2651 images/s, loss=0.3549, top1-acc=87.78%, top5-acc=99.61%, remaining_time=0:00:05.506088, arrival_time=2021-04-14 22:54:43.906535, cost_time=0:00:13.765250 2021-04-14 22:54:39,375 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.61ms, fps=2626 images/s, loss=0.3530, top1-acc=87.83%, top5-acc=99.60%, remaining_time=0:00:04.520466, arrival_time=2021-04-14 22:54:43.896234, cost_time=0:00:14.740629 2021-04-14 22:54:40,339 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.36ms, fps=2658 images/s, loss=0.3524, top1-acc=87.83%, top5-acc=99.61%, remaining_time=0:00:03.533400, arrival_time=2021-04-14 22:54:43.872643, cost_time=0:00:15.704024 2021-04-14 22:54:41,317 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.55ms, fps=2619 images/s, loss=0.3524, top1-acc=87.82%, top5-acc=99.61%, remaining_time=0:00:02.551380, arrival_time=2021-04-14 22:54:43.868676, cost_time=0:00:16.682124 2021-04-14 22:54:42,288 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.41ms, fps=2639 images/s, loss=0.3523, top1-acc=87.82%, top5-acc=99.61%, remaining_time=0:00:01.569136, arrival_time=2021-04-14 22:54:43.857085, cost_time=0:00:17.652727 2021-04-14 22:54:43,253 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.37ms, fps=2654 images/s, loss=0.3515, top1-acc=87.85%, top5-acc=99.61%, remaining_time=0:00:00.587940, arrival_time=2021-04-14 22:54:43.841088, cost_time=0:00:18.618015 2021-04-14 22:54:43,796 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.19ms, fps=2507 images/s, loss=0.3530, top1-acc=87.78%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:43.795988, cost_time=0:00:19.160845 2021-04-14 22:54:44,319 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.28ms, fps=4910 images/s, loss=0.5332, top1-acc=81.48%, top5-acc=99.02%, remaining_time=0:00:01.564140, arrival_time=2021-04-14 22:54:45.883251, cost_time=0:00:00.521378 2021-04-14 22:54:44,680 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=0.18ms, fps=7094 images/s, loss=0.5295, top1-acc=82.03%, top5-acc=99.24%, remaining_time=0:00:00.882820, arrival_time=2021-04-14 22:54:45.563322, cost_time=0:00:00.882815 2021-04-14 22:54:45,023 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=0.20ms, fps=7479 images/s, loss=0.5234, top1-acc=82.34%, top5-acc=99.23%, remaining_time=0:00:00.408490, arrival_time=2021-04-14 22:54:45.431616, cost_time=0:00:01.225467 2021-04-14 22:54:45,330 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.05ms, fps=7569 images/s, loss=0.5191, top1-acc=82.42%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:45.329982, cost_time=0:00:01.532327 2021-04-14 22:54:45,450 INFO : Epoch=0043 complete, best val top1-acc=82.45%, top5-acc=99.07% (epoch=16), remaining_time=0:54:22.892849, arrival_time=2021-04-14 23:49:08.343344, cost_time=0:14:53.658543 2021-04-14 22:54:45,452 INFO : Train start, epoch=0044, lr=0.089022 2021-04-14 22:54:46,618 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.35ms, fps=2196 images/s, loss=0.3440, top1-acc=88.05%, top5-acc=99.57%, remaining_time=0:00:21.684996, arrival_time=2021-04-14 22:55:08.303710, cost_time=0:00:01.165859 2021-04-14 22:54:47,580 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.36ms, fps=2664 images/s, loss=0.3455, top1-acc=87.97%, top5-acc=99.59%, remaining_time=0:00:18.722704, arrival_time=2021-04-14 22:55:06.303029, cost_time=0:00:02.127572 2021-04-14 22:54:48,549 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.33ms, fps=2644 images/s, loss=0.3366, top1-acc=88.28%, top5-acc=99.62%, remaining_time=0:00:17.132694, arrival_time=2021-04-14 22:55:05.681784, cost_time=0:00:03.096265 2021-04-14 22:54:49,526 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.38ms, fps=2622 images/s, loss=0.3400, top1-acc=88.14%, top5-acc=99.65%, remaining_time=0:00:15.885792, arrival_time=2021-04-14 22:55:05.411846, cost_time=0:00:04.073299 2021-04-14 22:54:50,486 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.29ms, fps=2667 images/s, loss=0.3373, top1-acc=88.22%, top5-acc=99.66%, remaining_time=0:00:14.697674, arrival_time=2021-04-14 22:55:05.183880, cost_time=0:00:05.033464 2021-04-14 22:54:51,446 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.39ms, fps=2668 images/s, loss=0.3401, top1-acc=88.05%, top5-acc=99.66%, remaining_time=0:00:13.585040, arrival_time=2021-04-14 22:55:05.031171, cost_time=0:00:05.993388 2021-04-14 22:54:52,410 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.37ms, fps=2656 images/s, loss=0.3461, top1-acc=87.88%, top5-acc=99.65%, remaining_time=0:00:12.523392, arrival_time=2021-04-14 22:55:04.933651, cost_time=0:00:06.957416 2021-04-14 22:54:53,378 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.33ms, fps=2646 images/s, loss=0.3470, top1-acc=87.75%, top5-acc=99.66%, remaining_time=0:00:11.492120, arrival_time=2021-04-14 22:55:04.870442, cost_time=0:00:07.925562 2021-04-14 22:54:54,350 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.36ms, fps=2634 images/s, loss=0.3500, top1-acc=87.68%, top5-acc=99.63%, remaining_time=0:00:10.479902, arrival_time=2021-04-14 22:55:04.830697, cost_time=0:00:08.898053 2021-04-14 22:54:55,326 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.48ms, fps=2624 images/s, loss=0.3469, top1-acc=87.85%, top5-acc=99.62%, remaining_time=0:00:09.478848, arrival_time=2021-04-14 22:55:04.805407, cost_time=0:00:09.873812 2021-04-14 22:54:56,292 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.40ms, fps=2650 images/s, loss=0.3470, top1-acc=87.87%, top5-acc=99.61%, remaining_time=0:00:08.474956, arrival_time=2021-04-14 22:55:04.767782, cost_time=0:00:10.840091 2021-04-14 22:54:57,270 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.34ms, fps=2619 images/s, loss=0.3489, top1-acc=87.81%, top5-acc=99.62%, remaining_time=0:00:07.484708, arrival_time=2021-04-14 22:55:04.755416, cost_time=0:00:11.817963 2021-04-14 22:54:58,232 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.43ms, fps=2663 images/s, loss=0.3516, top1-acc=87.72%, top5-acc=99.61%, remaining_time=0:00:06.488130, arrival_time=2021-04-14 22:55:04.720465, cost_time=0:00:12.779600 2021-04-14 22:54:59,198 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.32ms, fps=2650 images/s, loss=0.3537, top1-acc=87.64%, top5-acc=99.61%, remaining_time=0:00:05.498416, arrival_time=2021-04-14 22:55:04.697299, cost_time=0:00:13.746032 2021-04-14 22:55:00,168 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.39ms, fps=2641 images/s, loss=0.3549, top1-acc=87.63%, top5-acc=99.62%, remaining_time=0:00:04.512876, arrival_time=2021-04-14 22:55:04.681491, cost_time=0:00:14.715869 2021-04-14 22:55:01,138 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.78ms, fps=2642 images/s, loss=0.3567, top1-acc=87.56%, top5-acc=99.62%, remaining_time=0:00:03.529224, arrival_time=2021-04-14 22:55:04.667356, cost_time=0:00:15.685373 2021-04-14 22:55:02,099 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.57ms, fps=2663 images/s, loss=0.3556, top1-acc=87.63%, top5-acc=99.64%, remaining_time=0:00:02.546050, arrival_time=2021-04-14 22:55:04.645953, cost_time=0:00:16.647180 2021-04-14 22:55:03,059 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.32ms, fps=2670 images/s, loss=0.3558, top1-acc=87.64%, top5-acc=99.64%, remaining_time=0:00:01.565008, arrival_time=2021-04-14 22:55:04.624105, cost_time=0:00:17.606305 2021-04-14 22:55:04,030 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.20ms, fps=2636 images/s, loss=0.3571, top1-acc=87.59%, top5-acc=99.64%, remaining_time=0:00:00.586668, arrival_time=2021-04-14 22:55:04.617307, cost_time=0:00:18.577895 2021-04-14 22:55:04,578 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.33ms, fps=2483 images/s, loss=0.3585, top1-acc=87.55%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:04.578712, cost_time=0:00:19.125981 2021-04-14 22:55:05,073 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=2.49ms, fps=5196 images/s, loss=0.5587, top1-acc=81.29%, top5-acc=98.67%, remaining_time=0:00:01.478070, arrival_time=2021-04-14 22:55:06.551129, cost_time=0:00:00.492690 2021-04-14 22:55:05,405 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.91ms, fps=7701 images/s, loss=0.5408, top1-acc=81.64%, top5-acc=98.79%, remaining_time=0:00:00.825600, arrival_time=2021-04-14 22:55:06.231515, cost_time=0:00:00.825598 2021-04-14 22:55:05,737 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=0.30ms, fps=7732 images/s, loss=0.5114, top1-acc=82.59%, top5-acc=98.96%, remaining_time=0:00:00.385680, arrival_time=2021-04-14 22:55:06.123029, cost_time=0:00:01.157029 2021-04-14 22:55:06,041 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.05ms, fps=7630 images/s, loss=0.5042, top1-acc=82.78%, top5-acc=99.03%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:06.041729, cost_time=0:00:01.461439 2021-04-14 22:55:06,204 INFO : Epoch=0044 complete, best val top1-acc=82.78%, top5-acc=99.03% (epoch=44), remaining_time=0:54:02.009628, arrival_time=2021-04-14 23:49:08.214541, cost_time=0:15:14.412981 2021-04-14 22:55:06,206 INFO : Train start, epoch=0045, lr=0.088526 2021-04-14 22:55:07,364 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=0.20ms, fps=2210 images/s, loss=0.3601, top1-acc=87.62%, top5-acc=99.61%, remaining_time=0:00:21.548286, arrival_time=2021-04-14 22:55:28.912974, cost_time=0:00:01.158506 2021-04-14 22:55:08,325 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.40ms, fps=2666 images/s, loss=0.3365, top1-acc=88.28%, top5-acc=99.69%, remaining_time=0:00:18.646320, arrival_time=2021-04-14 22:55:26.971416, cost_time=0:00:02.118909 2021-04-14 22:55:09,287 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.48ms, fps=2662 images/s, loss=0.3301, top1-acc=88.49%, top5-acc=99.71%, remaining_time=0:00:17.047868, arrival_time=2021-04-14 22:55:26.335002, cost_time=0:00:03.080940 2021-04-14 22:55:10,256 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.54ms, fps=2641 images/s, loss=0.3303, top1-acc=88.49%, top5-acc=99.73%, remaining_time=0:00:15.796872, arrival_time=2021-04-14 22:55:26.053547, cost_time=0:00:04.050480 2021-04-14 22:55:11,221 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.30ms, fps=2655 images/s, loss=0.3293, top1-acc=88.61%, top5-acc=99.73%, remaining_time=0:00:14.644092, arrival_time=2021-04-14 22:55:25.865479, cost_time=0:00:05.015111 2021-04-14 22:55:12,183 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.50ms, fps=2662 images/s, loss=0.3332, top1-acc=88.35%, top5-acc=99.77%, remaining_time=0:00:13.548592, arrival_time=2021-04-14 22:55:25.732117, cost_time=0:00:05.977329 2021-04-14 22:55:13,146 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.40ms, fps=2659 images/s, loss=0.3365, top1-acc=88.21%, top5-acc=99.72%, remaining_time=0:00:12.492900, arrival_time=2021-04-14 22:55:25.639650, cost_time=0:00:06.940471 2021-04-14 22:55:14,109 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.40ms, fps=2662 images/s, loss=0.3322, top1-acc=88.42%, top5-acc=99.72%, remaining_time=0:00:11.459176, arrival_time=2021-04-14 22:55:25.568276, cost_time=0:00:07.902910 2021-04-14 22:55:15,078 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.53ms, fps=2642 images/s, loss=0.3358, top1-acc=88.22%, top5-acc=99.73%, remaining_time=0:00:10.449586, arrival_time=2021-04-14 22:55:25.528062, cost_time=0:00:08.872281 2021-04-14 22:55:16,042 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.52ms, fps=2656 images/s, loss=0.3399, top1-acc=88.10%, top5-acc=99.68%, remaining_time=0:00:09.442848, arrival_time=2021-04-14 22:55:25.485458, cost_time=0:00:09.836339 2021-04-14 22:55:17,010 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.50ms, fps=2646 images/s, loss=0.3419, top1-acc=88.04%, top5-acc=99.67%, remaining_time=0:00:08.446920, arrival_time=2021-04-14 22:55:25.457348, cost_time=0:00:10.804233 2021-04-14 22:55:17,973 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.39ms, fps=2658 images/s, loss=0.3443, top1-acc=87.96%, top5-acc=99.65%, remaining_time=0:00:07.452864, arrival_time=2021-04-14 22:55:25.426718, cost_time=0:00:11.767628 2021-04-14 22:55:18,935 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.29ms, fps=2662 images/s, loss=0.3449, top1-acc=88.01%, top5-acc=99.66%, remaining_time=0:00:06.462720, arrival_time=2021-04-14 22:55:25.398548, cost_time=0:00:12.729637 2021-04-14 22:55:19,897 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.50ms, fps=2664 images/s, loss=0.3478, top1-acc=87.93%, top5-acc=99.65%, remaining_time=0:00:05.476352, arrival_time=2021-04-14 22:55:25.373438, cost_time=0:00:13.690896 2021-04-14 22:55:20,866 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.36ms, fps=2642 images/s, loss=0.3474, top1-acc=87.94%, top5-acc=99.64%, remaining_time=0:00:04.495764, arrival_time=2021-04-14 22:55:25.362109, cost_time=0:00:14.660161 2021-04-14 22:55:21,830 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.53ms, fps=2657 images/s, loss=0.3492, top1-acc=87.87%, top5-acc=99.65%, remaining_time=0:00:03.515400, arrival_time=2021-04-14 22:55:25.345652, cost_time=0:00:15.624059 2021-04-14 22:55:22,791 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.38ms, fps=2664 images/s, loss=0.3501, top1-acc=87.82%, top5-acc=99.65%, remaining_time=0:00:02.536586, arrival_time=2021-04-14 22:55:25.328373, cost_time=0:00:16.585419 2021-04-14 22:55:23,752 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.49ms, fps=2667 images/s, loss=0.3498, top1-acc=87.85%, top5-acc=99.65%, remaining_time=0:00:01.559648, arrival_time=2021-04-14 22:55:25.311853, cost_time=0:00:17.545961 2021-04-14 22:55:24,717 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.14ms, fps=2654 images/s, loss=0.3493, top1-acc=87.85%, top5-acc=99.64%, remaining_time=0:00:00.584562, arrival_time=2021-04-14 22:55:25.301897, cost_time=0:00:18.511100 2021-04-14 22:55:25,264 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=0.06ms, fps=2486 images/s, loss=0.3501, top1-acc=87.82%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:25.264778, cost_time=0:00:19.058526 2021-04-14 22:55:25,763 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=0.24ms, fps=5147 images/s, loss=0.4816, top1-acc=83.24%, top5-acc=99.45%, remaining_time=0:00:01.492110, arrival_time=2021-04-14 22:55:27.255925, cost_time=0:00:00.497368 2021-04-14 22:55:26,091 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=0.20ms, fps=7817 images/s, loss=0.4921, top1-acc=83.01%, top5-acc=99.39%, remaining_time=0:00:00.825360, arrival_time=2021-04-14 22:55:26.917108, cost_time=0:00:00.825352 2021-04-14 22:55:26,420 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=0.18ms, fps=7798 images/s, loss=0.4947, top1-acc=83.07%, top5-acc=99.41%, remaining_time=0:00:00.384660, arrival_time=2021-04-14 22:55:26.805031, cost_time=0:00:01.153973 2021-04-14 22:55:26,725 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.05ms, fps=7621 images/s, loss=0.4812, top1-acc=83.45%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:26.725107, cost_time=0:00:01.458717 2021-04-14 22:55:26,902 INFO : Epoch=0045 complete, best val top1-acc=83.45%, top5-acc=99.34% (epoch=45), remaining_time=0:53:40.936270, arrival_time=2021-04-14 23:49:07.838732, cost_time=0:15:35.110536 2021-04-14 22:55:26,903 INFO : Train start, epoch=0046, lr=0.088020 2021-04-14 22:55:28,035 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=0.34ms, fps=2262 images/s, loss=0.3412, top1-acc=88.95%, top5-acc=99.45%, remaining_time=0:00:21.052782, arrival_time=2021-04-14 22:55:49.088453, cost_time=0:00:01.131866 2021-04-14 22:55:28,997 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.47ms, fps=2662 images/s, loss=0.3426, top1-acc=87.83%, top5-acc=99.59%, remaining_time=0:00:18.427552, arrival_time=2021-04-14 22:55:47.425404, cost_time=0:00:02.094044 2021-04-14 22:55:29,960 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.38ms, fps=2660 images/s, loss=0.3410, top1-acc=87.79%, top5-acc=99.69%, remaining_time=0:00:16.915400, arrival_time=2021-04-14 22:55:46.876199, cost_time=0:00:03.056994 2021-04-14 22:55:30,927 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.37ms, fps=2649 images/s, loss=0.3454, top1-acc=87.93%, top5-acc=99.63%, remaining_time=0:00:15.693288, arrival_time=2021-04-14 22:55:46.621009, cost_time=0:00:04.023916 2021-04-14 22:55:31,888 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.40ms, fps=2666 images/s, loss=0.3393, top1-acc=88.26%, top5-acc=99.63%, remaining_time=0:00:14.555178, arrival_time=2021-04-14 22:55:46.443629, cost_time=0:00:04.984646 2021-04-14 22:55:32,886 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.50ms, fps=2565 images/s, loss=0.3383, top1-acc=88.40%, top5-acc=99.63%, remaining_time=0:00:13.561784, arrival_time=2021-04-14 22:55:46.448717, cost_time=0:00:05.983131 2021-04-14 22:55:33,847 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.45ms, fps=2667 images/s, loss=0.3370, top1-acc=88.38%, top5-acc=99.65%, remaining_time=0:00:12.497814, arrival_time=2021-04-14 22:55:46.344874, cost_time=0:00:06.943260 2021-04-14 22:55:34,815 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.58ms, fps=2645 images/s, loss=0.3429, top1-acc=88.13%, top5-acc=99.65%, remaining_time=0:00:11.471704, arrival_time=2021-04-14 22:55:46.287030, cost_time=0:00:07.911516 2021-04-14 22:55:35,784 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.53ms, fps=2642 images/s, loss=0.3441, top1-acc=88.12%, top5-acc=99.65%, remaining_time=0:00:10.459550, arrival_time=2021-04-14 22:55:46.244114, cost_time=0:00:08.880757 2021-04-14 22:55:36,751 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.35ms, fps=2648 images/s, loss=0.3499, top1-acc=87.95%, top5-acc=99.64%, remaining_time=0:00:09.453888, arrival_time=2021-04-14 22:55:46.205468, cost_time=0:00:09.847766 2021-04-14 22:55:37,713 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.38ms, fps=2664 images/s, loss=0.3497, top1-acc=87.92%, top5-acc=99.65%, remaining_time=0:00:08.450790, arrival_time=2021-04-14 22:55:46.163795, cost_time=0:00:10.809196 2021-04-14 22:55:38,680 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.53ms, fps=2648 images/s, loss=0.3483, top1-acc=87.93%, top5-acc=99.65%, remaining_time=0:00:07.458260, arrival_time=2021-04-14 22:55:46.138385, cost_time=0:00:11.776180 2021-04-14 22:55:39,647 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.44ms, fps=2647 images/s, loss=0.3472, top1-acc=87.90%, top5-acc=99.65%, remaining_time=0:00:06.470046, arrival_time=2021-04-14 22:55:46.117924, cost_time=0:00:12.744070 2021-04-14 22:55:40,620 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.78ms, fps=2634 images/s, loss=0.3473, top1-acc=87.89%, top5-acc=99.64%, remaining_time=0:00:05.486544, arrival_time=2021-04-14 22:55:46.106771, cost_time=0:00:13.716425 2021-04-14 22:55:41,593 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.36ms, fps=2630 images/s, loss=0.3475, top1-acc=87.91%, top5-acc=99.64%, remaining_time=0:00:04.504964, arrival_time=2021-04-14 22:55:46.098802, cost_time=0:00:14.690029 2021-04-14 22:55:42,564 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.32ms, fps=2640 images/s, loss=0.3476, top1-acc=87.92%, top5-acc=99.64%, remaining_time=0:00:03.523572, arrival_time=2021-04-14 22:55:46.087651, cost_time=0:00:15.660279 2021-04-14 22:55:43,535 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.36ms, fps=2635 images/s, loss=0.3459, top1-acc=87.98%, top5-acc=99.65%, remaining_time=0:00:02.543736, arrival_time=2021-04-14 22:55:46.079615, cost_time=0:00:16.632059 2021-04-14 22:55:44,505 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.48ms, fps=2642 images/s, loss=0.3467, top1-acc=87.97%, top5-acc=99.65%, remaining_time=0:00:01.564560, arrival_time=2021-04-14 22:55:46.069751, cost_time=0:00:17.601342 2021-04-14 22:55:45,468 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.40ms, fps=2659 images/s, loss=0.3475, top1-acc=87.95%, top5-acc=99.65%, remaining_time=0:00:00.586254, arrival_time=2021-04-14 22:55:46.054686, cost_time=0:00:18.564626 2021-04-14 22:55:46,011 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=0.07ms, fps=2508 images/s, loss=0.3470, top1-acc=87.95%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:46.011110, cost_time=0:00:19.107253 2021-04-14 22:55:46,581 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=0.18ms, fps=4510 images/s, loss=0.4846, top1-acc=83.40%, top5-acc=99.37%, remaining_time=0:00:01.702830, arrival_time=2021-04-14 22:55:48.284562, cost_time=0:00:00.567614 2021-04-14 22:55:46,916 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=0.23ms, fps=7660 images/s, loss=0.4658, top1-acc=84.04%, top5-acc=99.41%, remaining_time=0:00:00.902160, arrival_time=2021-04-14 22:55:47.818444, cost_time=0:00:00.902159 2021-04-14 22:55:47,251 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=4.00ms, fps=7641 images/s, loss=0.4904, top1-acc=83.29%, top5-acc=99.34%, remaining_time=0:00:00.412520, arrival_time=2021-04-14 22:55:47.664233, cost_time=0:00:01.237545 2021-04-14 22:55:47,560 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.05ms, fps=7526 images/s, loss=0.4829, top1-acc=83.52%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:47.560409, cost_time=0:00:01.546314 2021-04-14 22:55:47,785 INFO : Epoch=0046 complete, best val top1-acc=83.52%, top5-acc=99.42% (epoch=46), remaining_time=0:53:20.501458, arrival_time=2021-04-14 23:49:08.287350, cost_time=0:15:55.993964 2021-04-14 22:55:47,787 INFO : Train start, epoch=0047, lr=0.087506 2021-04-14 22:55:48,940 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.28ms, fps=2221 images/s, loss=0.3388, top1-acc=88.52%, top5-acc=99.61%, remaining_time=0:00:21.442266, arrival_time=2021-04-14 22:56:10.382369, cost_time=0:00:01.152812 2021-04-14 22:55:49,901 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.55ms, fps=2663 images/s, loss=0.3477, top1-acc=88.11%, top5-acc=99.61%, remaining_time=0:00:18.608480, arrival_time=2021-04-14 22:56:08.510371, cost_time=0:00:02.114600 2021-04-14 22:55:50,870 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.63ms, fps=2645 images/s, loss=0.3404, top1-acc=88.39%, top5-acc=99.58%, remaining_time=0:00:17.058658, arrival_time=2021-04-14 22:56:07.928998, cost_time=0:00:03.082899 2021-04-14 22:55:51,839 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.39ms, fps=2643 images/s, loss=0.3371, top1-acc=88.43%, top5-acc=99.61%, remaining_time=0:00:15.803892, arrival_time=2021-04-14 22:56:07.643479, cost_time=0:00:04.052297 2021-04-14 22:55:52,805 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.45ms, fps=2652 images/s, loss=0.3348, top1-acc=88.41%, top5-acc=99.64%, remaining_time=0:00:14.652706, arrival_time=2021-04-14 22:56:07.458121, cost_time=0:00:05.018048 2021-04-14 22:55:53,769 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.41ms, fps=2658 images/s, loss=0.3378, top1-acc=88.22%, top5-acc=99.64%, remaining_time=0:00:13.558520, arrival_time=2021-04-14 22:56:07.327695, cost_time=0:00:05.981713 2021-04-14 22:55:54,733 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.30ms, fps=2657 images/s, loss=0.3412, top1-acc=88.16%, top5-acc=99.61%, remaining_time=0:00:12.502728, arrival_time=2021-04-14 22:56:07.235996, cost_time=0:00:06.945972 2021-04-14 22:55:55,697 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.29ms, fps=2656 images/s, loss=0.3424, top1-acc=88.16%, top5-acc=99.62%, remaining_time=0:00:11.469616, arrival_time=2021-04-14 22:56:07.167028, cost_time=0:00:07.910116 2021-04-14 22:55:56,660 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.49ms, fps=2658 images/s, loss=0.3415, top1-acc=88.19%, top5-acc=99.63%, remaining_time=0:00:10.450964, arrival_time=2021-04-14 22:56:07.111720, cost_time=0:00:08.873464 2021-04-14 22:55:57,629 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.36ms, fps=2643 images/s, loss=0.3424, top1-acc=88.14%, top5-acc=99.63%, remaining_time=0:00:09.448800, arrival_time=2021-04-14 22:56:07.078667, cost_time=0:00:09.842493 2021-04-14 22:55:58,594 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.40ms, fps=2656 images/s, loss=0.3426, top1-acc=88.08%, top5-acc=99.64%, remaining_time=0:00:08.448984, arrival_time=2021-04-14 22:56:07.043120, cost_time=0:00:10.806841 2021-04-14 22:55:59,553 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.62ms, fps=2668 images/s, loss=0.3425, top1-acc=88.07%, top5-acc=99.64%, remaining_time=0:00:07.452180, arrival_time=2021-04-14 22:56:07.006121, cost_time=0:00:11.766653 2021-04-14 22:56:00,516 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.39ms, fps=2661 images/s, loss=0.3411, top1-acc=88.14%, top5-acc=99.64%, remaining_time=0:00:06.462522, arrival_time=2021-04-14 22:56:06.979028, cost_time=0:00:12.729204 2021-04-14 22:56:01,493 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.40ms, fps=2621 images/s, loss=0.3414, top1-acc=88.14%, top5-acc=99.65%, remaining_time=0:00:05.482512, arrival_time=2021-04-14 22:56:06.976170, cost_time=0:00:13.706303 2021-04-14 22:56:02,459 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.54ms, fps=2652 images/s, loss=0.3414, top1-acc=88.17%, top5-acc=99.66%, remaining_time=0:00:04.499490, arrival_time=2021-04-14 22:56:06.959030, cost_time=0:00:14.672260 2021-04-14 22:56:03,424 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.82ms, fps=2654 images/s, loss=0.3413, top1-acc=88.16%, top5-acc=99.67%, remaining_time=0:00:03.518352, arrival_time=2021-04-14 22:56:06.942812, cost_time=0:00:15.637132 2021-04-14 22:56:04,395 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.46ms, fps=2640 images/s, loss=0.3425, top1-acc=88.13%, top5-acc=99.66%, remaining_time=0:00:02.539966, arrival_time=2021-04-14 22:56:06.934897, cost_time=0:00:16.607444 2021-04-14 22:56:05,356 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.45ms, fps=2664 images/s, loss=0.3433, top1-acc=88.08%, top5-acc=99.66%, remaining_time=0:00:01.561728, arrival_time=2021-04-14 22:56:06.918379, cost_time=0:00:17.569359 2021-04-14 22:56:06,332 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.34ms, fps=2626 images/s, loss=0.3430, top1-acc=88.08%, top5-acc=99.67%, remaining_time=0:00:00.585618, arrival_time=2021-04-14 22:56:06.917601, cost_time=0:00:18.544591 2021-04-14 22:56:06,875 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=0.06ms, fps=2505 images/s, loss=0.3433, top1-acc=88.05%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 22:56:06.875607, cost_time=0:00:19.088327 2021-04-14 22:56:07,387 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.25ms, fps=5022 images/s, loss=0.5254, top1-acc=81.87%, top5-acc=99.10%, remaining_time=0:00:01.529190, arrival_time=2021-04-14 22:56:08.916255, cost_time=0:00:00.509731 2021-04-14 22:56:07,713 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.30ms, fps=7856 images/s, loss=0.5185, top1-acc=81.86%, top5-acc=99.26%, remaining_time=0:00:00.836060, arrival_time=2021-04-14 22:56:08.549413, cost_time=0:00:00.836069 2021-04-14 22:56:08,043 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=0.27ms, fps=7759 images/s, loss=0.5285, top1-acc=81.48%, top5-acc=99.24%, remaining_time=0:00:00.388780, arrival_time=2021-04-14 22:56:08.432383, cost_time=0:00:01.166329 2021-04-14 22:56:08,356 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.06ms, fps=7430 images/s, loss=0.5227, top1-acc=81.47%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-14 22:56:08.356157, cost_time=0:00:01.478885 2021-04-14 22:56:08,497 INFO : Epoch=0047 complete, best val top1-acc=83.52%, top5-acc=99.42% (epoch=46), remaining_time=0:52:59.488410, arrival_time=2021-04-14 23:49:07.985947, cost_time=0:16:16.705586 2021-04-14 22:56:08,499 INFO : Train start, epoch=0048, lr=0.086982 2021-04-14 22:56:09,675 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.31ms, fps=2178 images/s, loss=0.3204, top1-acc=88.59%, top5-acc=99.77%, remaining_time=0:00:21.857604, arrival_time=2021-04-14 22:56:31.532560, cost_time=0:00:01.175145 2021-04-14 22:56:10,648 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.38ms, fps=2630 images/s, loss=0.3185, top1-acc=88.81%, top5-acc=99.67%, remaining_time=0:00:18.912256, arrival_time=2021-04-14 22:56:29.561156, cost_time=0:00:02.149116 2021-04-14 22:56:11,624 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.53ms, fps=2626 images/s, loss=0.3190, top1-acc=88.75%, top5-acc=99.69%, remaining_time=0:00:17.289564, arrival_time=2021-04-14 22:56:28.914002, cost_time=0:00:03.124611 2021-04-14 22:56:12,603 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.72ms, fps=2615 images/s, loss=0.3251, top1-acc=88.54%, top5-acc=99.67%, remaining_time=0:00:16.005600, arrival_time=2021-04-14 22:56:28.609338, cost_time=0:00:04.103993 2021-04-14 22:56:13,571 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.54ms, fps=2647 images/s, loss=0.3293, top1-acc=88.50%, top5-acc=99.70%, remaining_time=0:00:14.808488, arrival_time=2021-04-14 22:56:28.379637, cost_time=0:00:05.071409 2021-04-14 22:56:14,536 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.33ms, fps=2652 images/s, loss=0.3309, top1-acc=88.46%, top5-acc=99.69%, remaining_time=0:00:13.684320, arrival_time=2021-04-14 22:56:28.221236, cost_time=0:00:06.037192 2021-04-14 22:56:15,502 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.73ms, fps=2653 images/s, loss=0.3355, top1-acc=88.34%, top5-acc=99.67%, remaining_time=0:00:12.604410, arrival_time=2021-04-14 22:56:28.106672, cost_time=0:00:07.002442 2021-04-14 22:56:16,477 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.44ms, fps=2627 images/s, loss=0.3384, top1-acc=88.30%, top5-acc=99.66%, remaining_time=0:00:11.567636, arrival_time=2021-04-14 22:56:28.045069, cost_time=0:00:07.977683 2021-04-14 22:56:17,450 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.28ms, fps=2632 images/s, loss=0.3378, top1-acc=88.30%, top5-acc=99.68%, remaining_time=0:00:10.541806, arrival_time=2021-04-14 22:56:27.992103, cost_time=0:00:08.950559 2021-04-14 22:56:18,419 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.26ms, fps=2644 images/s, loss=0.3391, top1-acc=88.28%, top5-acc=99.68%, remaining_time=0:00:09.522528, arrival_time=2021-04-14 22:56:27.941584, cost_time=0:00:09.919313 2021-04-14 22:56:19,381 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.44ms, fps=2662 images/s, loss=0.3388, top1-acc=88.31%, top5-acc=99.68%, remaining_time=0:00:08.507120, arrival_time=2021-04-14 22:56:27.888114, cost_time=0:00:10.881255 2021-04-14 22:56:20,341 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.58ms, fps=2666 images/s, loss=0.3408, top1-acc=88.21%, top5-acc=99.67%, remaining_time=0:00:07.499908, arrival_time=2021-04-14 22:56:27.841576, cost_time=0:00:11.841931 2021-04-14 22:56:21,302 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.35ms, fps=2667 images/s, loss=0.3418, top1-acc=88.15%, top5-acc=99.67%, remaining_time=0:00:06.499614, arrival_time=2021-04-14 22:56:27.801672, cost_time=0:00:12.802295 2021-04-14 22:56:22,270 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.36ms, fps=2645 images/s, loss=0.3445, top1-acc=88.06%, top5-acc=99.65%, remaining_time=0:00:05.508216, arrival_time=2021-04-14 22:56:27.778598, cost_time=0:00:13.770577 2021-04-14 22:56:23,231 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.42ms, fps=2666 images/s, loss=0.3445, top1-acc=88.05%, top5-acc=99.65%, remaining_time=0:00:04.517614, arrival_time=2021-04-14 22:56:27.748718, cost_time=0:00:14.731364 2021-04-14 22:56:24,196 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.81ms, fps=2654 images/s, loss=0.3439, top1-acc=88.10%, top5-acc=99.64%, remaining_time=0:00:03.531636, arrival_time=2021-04-14 22:56:27.727599, cost_time=0:00:15.696221 2021-04-14 22:56:25,172 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.45ms, fps=2624 images/s, loss=0.3441, top1-acc=88.10%, top5-acc=99.65%, remaining_time=0:00:02.549872, arrival_time=2021-04-14 22:56:27.721926, cost_time=0:00:16.672319 2021-04-14 22:56:26,131 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.29ms, fps=2670 images/s, loss=0.3443, top1-acc=88.08%, top5-acc=99.65%, remaining_time=0:00:01.567232, arrival_time=2021-04-14 22:56:27.698336, cost_time=0:00:17.631373 2021-04-14 22:56:27,107 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.40ms, fps=2622 images/s, loss=0.3460, top1-acc=88.03%, top5-acc=99.65%, remaining_time=0:00:00.587616, arrival_time=2021-04-14 22:56:27.695291, cost_time=0:00:18.607932 2021-04-14 22:56:27,653 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.13ms, fps=2495 images/s, loss=0.3462, top1-acc=88.02%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-14 22:56:27.653057, cost_time=0:00:19.153327 2021-04-14 22:56:28,152 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=18.39ms, fps=5142 images/s, loss=0.5035, top1-acc=82.62%, top5-acc=99.30%, remaining_time=0:00:01.493460, arrival_time=2021-04-14 22:56:29.646119, cost_time=0:00:00.497824 2021-04-14 22:56:28,483 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=0.20ms, fps=7753 images/s, loss=0.4950, top1-acc=83.09%, top5-acc=99.34%, remaining_time=0:00:00.828360, arrival_time=2021-04-14 22:56:29.311559, cost_time=0:00:00.828367 2021-04-14 22:56:28,816 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=2.62ms, fps=7694 images/s, loss=0.4817, top1-acc=83.49%, top5-acc=99.37%, remaining_time=0:00:00.387140, arrival_time=2021-04-14 22:56:29.203421, cost_time=0:00:01.161429 2021-04-14 22:56:29,127 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.09ms, fps=7458 images/s, loss=0.4770, top1-acc=83.48%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-14 22:56:29.127727, cost_time=0:00:01.472921 2021-04-14 22:56:29,216 INFO : Epoch=0048 complete, best val top1-acc=83.52%, top5-acc=99.42% (epoch=46), remaining_time=0:52:38.511816, arrival_time=2021-04-14 23:49:07.728520, cost_time=0:16:37.424780 2021-04-14 22:56:29,217 INFO : Train start, epoch=0049, lr=0.086448 2021-04-14 22:56:30,348 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=2.27ms, fps=2266 images/s, loss=0.3509, top1-acc=88.55%, top5-acc=99.77%, remaining_time=0:00:21.015768, arrival_time=2021-04-14 22:56:51.363830, cost_time=0:00:01.129882 2021-04-14 22:56:31,316 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=5.74ms, fps=2645 images/s, loss=0.3323, top1-acc=88.73%, top5-acc=99.75%, remaining_time=0:00:18.465920, arrival_time=2021-04-14 22:56:49.782327, cost_time=0:00:02.098409 2021-04-14 22:56:32,282 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.76ms, fps=2650 images/s, loss=0.3180, top1-acc=89.06%, top5-acc=99.74%, remaining_time=0:00:16.957730, arrival_time=2021-04-14 22:56:49.240468, cost_time=0:00:03.064663 2021-04-14 22:56:33,255 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.95ms, fps=2634 images/s, loss=0.3114, top1-acc=89.35%, top5-acc=99.77%, remaining_time=0:00:15.744768, arrival_time=2021-04-14 22:56:48.999936, cost_time=0:00:04.037113 2021-04-14 22:56:34,220 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.37ms, fps=2652 images/s, loss=0.3130, top1-acc=89.27%, top5-acc=99.75%, remaining_time=0:00:14.608322, arrival_time=2021-04-14 22:56:48.829144, cost_time=0:00:05.002828 2021-04-14 22:56:35,185 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.47ms, fps=2654 images/s, loss=0.3159, top1-acc=89.08%, top5-acc=99.75%, remaining_time=0:00:13.526968, arrival_time=2021-04-14 22:56:48.712717, cost_time=0:00:05.967752 2021-04-14 22:56:36,162 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.54ms, fps=2623 images/s, loss=0.3166, top1-acc=89.15%, top5-acc=99.75%, remaining_time=0:00:12.499326, arrival_time=2021-04-14 22:56:48.661451, cost_time=0:00:06.944036 2021-04-14 22:56:37,129 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.44ms, fps=2647 images/s, loss=0.3191, top1-acc=89.10%, top5-acc=99.76%, remaining_time=0:00:11.471936, arrival_time=2021-04-14 22:56:48.601643, cost_time=0:00:07.911704 2021-04-14 22:56:38,102 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.47ms, fps=2633 images/s, loss=0.3215, top1-acc=89.02%, top5-acc=99.74%, remaining_time=0:00:10.463896, arrival_time=2021-04-14 22:56:48.566317, cost_time=0:00:08.884430 2021-04-14 22:56:39,060 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.41ms, fps=2672 images/s, loss=0.3258, top1-acc=88.86%, top5-acc=99.71%, remaining_time=0:00:09.449184, arrival_time=2021-04-14 22:56:48.510119, cost_time=0:00:09.842936 2021-04-14 22:56:40,028 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.34ms, fps=2646 images/s, loss=0.3285, top1-acc=88.71%, top5-acc=99.70%, remaining_time=0:00:08.452080, arrival_time=2021-04-14 22:56:48.480863, cost_time=0:00:10.810784 2021-04-14 22:56:40,998 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.90ms, fps=2642 images/s, loss=0.3322, top1-acc=88.58%, top5-acc=99.70%, remaining_time=0:00:07.460844, arrival_time=2021-04-14 22:56:48.459067, cost_time=0:00:11.780222 2021-04-14 22:56:41,968 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.81ms, fps=2640 images/s, loss=0.3326, top1-acc=88.60%, top5-acc=99.69%, remaining_time=0:00:06.473148, arrival_time=2021-04-14 22:56:48.441306, cost_time=0:00:12.750164 2021-04-14 22:56:42,929 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.30ms, fps=2665 images/s, loss=0.3339, top1-acc=88.52%, top5-acc=99.69%, remaining_time=0:00:05.484416, arrival_time=2021-04-14 22:56:48.413576, cost_time=0:00:13.711078 2021-04-14 22:56:43,901 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.33ms, fps=2636 images/s, loss=0.3341, top1-acc=88.53%, top5-acc=99.68%, remaining_time=0:00:04.502802, arrival_time=2021-04-14 22:56:48.403833, cost_time=0:00:14.682997 2021-04-14 22:56:44,870 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.33ms, fps=2642 images/s, loss=0.3317, top1-acc=88.58%, top5-acc=99.69%, remaining_time=0:00:03.521772, arrival_time=2021-04-14 22:56:48.392164, cost_time=0:00:15.652387 2021-04-14 22:56:45,833 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.57ms, fps=2661 images/s, loss=0.3314, top1-acc=88.63%, top5-acc=99.69%, remaining_time=0:00:02.541110, arrival_time=2021-04-14 22:56:48.374080, cost_time=0:00:16.614976 2021-04-14 22:56:46,806 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.53ms, fps=2632 images/s, loss=0.3309, top1-acc=88.67%, top5-acc=99.69%, remaining_time=0:00:01.563392, arrival_time=2021-04-14 22:56:48.369484, cost_time=0:00:17.588113 2021-04-14 22:56:47,777 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.50ms, fps=2636 images/s, loss=0.3314, top1-acc=88.66%, top5-acc=99.69%, remaining_time=0:00:00.586098, arrival_time=2021-04-14 22:56:48.363836, cost_time=0:00:18.559748 2021-04-14 22:56:48,321 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.29ms, fps=2504 images/s, loss=0.3334, top1-acc=88.63%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-14 22:56:48.321185, cost_time=0:00:19.103197 2021-04-14 22:56:48,800 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=2.16ms, fps=5362 images/s, loss=0.4859, top1-acc=84.14%, top5-acc=99.22%, remaining_time=0:00:01.432380, arrival_time=2021-04-14 22:56:50.232650, cost_time=0:00:00.477463 2021-04-14 22:56:49,136 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=0.29ms, fps=7619 images/s, loss=0.5019, top1-acc=83.01%, top5-acc=99.24%, remaining_time=0:00:00.813840, arrival_time=2021-04-14 22:56:49.950488, cost_time=0:00:00.813834 2021-04-14 22:56:49,465 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.38ms, fps=7796 images/s, loss=0.4873, top1-acc=83.14%, top5-acc=99.30%, remaining_time=0:00:00.380850, arrival_time=2021-04-14 22:56:49.846192, cost_time=0:00:01.142540 2021-04-14 22:56:49,773 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.05ms, fps=7548 images/s, loss=0.4844, top1-acc=83.02%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-14 22:56:49.773011, cost_time=0:00:01.450227 2021-04-14 22:56:49,873 INFO : Epoch=0049 complete, best val top1-acc=83.52%, top5-acc=99.42% (epoch=46), remaining_time=0:52:17.352368, arrival_time=2021-04-14 23:49:07.225520, cost_time=0:16:58.081231 2021-04-14 22:56:49,874 INFO : Train start, epoch=0050, lr=0.085906 2021-04-14 22:56:51,090 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=1.41ms, fps=2106 images/s, loss=0.3401, top1-acc=87.34%, top5-acc=99.61%, remaining_time=0:00:22.606812, arrival_time=2021-04-14 22:57:13.696857, cost_time=0:00:01.215416 2021-04-14 22:56:52,052 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.29ms, fps=2662 images/s, loss=0.3239, top1-acc=88.48%, top5-acc=99.71%, remaining_time=0:00:19.164464, arrival_time=2021-04-14 22:57:11.216751, cost_time=0:00:02.177772 2021-04-14 22:56:53,015 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.83ms, fps=2660 images/s, loss=0.3210, top1-acc=88.85%, top5-acc=99.73%, remaining_time=0:00:17.377710, arrival_time=2021-04-14 22:57:10.392853, cost_time=0:00:03.140540 2021-04-14 22:56:53,975 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.39ms, fps=2667 images/s, loss=0.3267, top1-acc=88.73%, top5-acc=99.66%, remaining_time=0:00:15.993744, arrival_time=2021-04-14 22:57:09.969225, cost_time=0:00:04.100964 2021-04-14 22:56:54,939 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.40ms, fps=2657 images/s, loss=0.3314, top1-acc=88.52%, top5-acc=99.61%, remaining_time=0:00:14.788924, arrival_time=2021-04-14 22:57:09.728162, cost_time=0:00:05.064720 2021-04-14 22:56:55,903 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.39ms, fps=2656 images/s, loss=0.3320, top1-acc=88.48%, top5-acc=99.64%, remaining_time=0:00:13.665552, arrival_time=2021-04-14 22:57:09.569026, cost_time=0:00:06.028930 2021-04-14 22:56:56,869 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.34ms, fps=2652 images/s, loss=0.3362, top1-acc=88.41%, top5-acc=99.61%, remaining_time=0:00:12.590424, arrival_time=2021-04-14 22:57:09.459703, cost_time=0:00:06.994673 2021-04-14 22:56:57,841 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.29ms, fps=2636 images/s, loss=0.3390, top1-acc=88.33%, top5-acc=99.60%, remaining_time=0:00:11.551628, arrival_time=2021-04-14 22:57:09.392843, cost_time=0:00:07.966637 2021-04-14 22:56:58,811 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.37ms, fps=2641 images/s, loss=0.3390, top1-acc=88.27%, top5-acc=99.60%, remaining_time=0:00:10.525164, arrival_time=2021-04-14 22:57:09.336189, cost_time=0:00:08.936504 2021-04-14 22:56:59,775 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.34ms, fps=2656 images/s, loss=0.3388, top1-acc=88.28%, top5-acc=99.62%, remaining_time=0:00:09.504480, arrival_time=2021-04-14 22:57:09.279548, cost_time=0:00:09.900541 2021-04-14 22:57:00,741 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.80ms, fps=2649 images/s, loss=0.3384, top1-acc=88.32%, top5-acc=99.63%, remaining_time=0:00:08.496198, arrival_time=2021-04-14 22:57:09.237997, cost_time=0:00:10.867239 2021-04-14 22:57:01,708 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.57ms, fps=2649 images/s, loss=0.3392, top1-acc=88.28%, top5-acc=99.63%, remaining_time=0:00:07.494892, arrival_time=2021-04-14 22:57:09.203475, cost_time=0:00:11.834055 2021-04-14 22:57:02,669 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.48ms, fps=2665 images/s, loss=0.3368, top1-acc=88.40%, top5-acc=99.63%, remaining_time=0:00:06.495852, arrival_time=2021-04-14 22:57:09.165244, cost_time=0:00:12.794877 2021-04-14 22:57:03,629 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.28ms, fps=2667 images/s, loss=0.3362, top1-acc=88.43%, top5-acc=99.63%, remaining_time=0:00:05.502056, arrival_time=2021-04-14 22:57:09.131760, cost_time=0:00:13.755184 2021-04-14 22:57:04,594 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.35ms, fps=2654 images/s, loss=0.3375, top1-acc=88.40%, top5-acc=99.63%, remaining_time=0:00:04.514210, arrival_time=2021-04-14 22:57:09.109032, cost_time=0:00:14.720314 2021-04-14 22:57:05,562 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.32ms, fps=2647 images/s, loss=0.3364, top1-acc=88.43%, top5-acc=99.63%, remaining_time=0:00:03.529800, arrival_time=2021-04-14 22:57:09.092271, cost_time=0:00:15.687921 2021-04-14 22:57:06,529 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.36ms, fps=2648 images/s, loss=0.3364, top1-acc=88.43%, top5-acc=99.63%, remaining_time=0:00:02.547298, arrival_time=2021-04-14 22:57:09.077149, cost_time=0:00:16.655330 2021-04-14 22:57:07,495 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.56ms, fps=2654 images/s, loss=0.3385, top1-acc=88.35%, top5-acc=99.62%, remaining_time=0:00:01.566256, arrival_time=2021-04-14 22:57:09.061198, cost_time=0:00:17.620332 2021-04-14 22:57:08,459 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.37ms, fps=2656 images/s, loss=0.3391, top1-acc=88.33%, top5-acc=99.62%, remaining_time=0:00:00.586884, arrival_time=2021-04-14 22:57:09.046020, cost_time=0:00:18.584612 2021-04-14 22:57:09,001 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=0.06ms, fps=2511 images/s, loss=0.3404, top1-acc=88.28%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:09.001180, cost_time=0:00:19.126673 2021-04-14 22:57:09,469 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=4.81ms, fps=5487 images/s, loss=0.6910, top1-acc=77.77%, top5-acc=98.95%, remaining_time=0:00:01.399560, arrival_time=2021-04-14 22:57:10.869066, cost_time=0:00:00.466519 2021-04-14 22:57:09,801 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.38ms, fps=7722 images/s, loss=0.6882, top1-acc=77.79%, top5-acc=98.79%, remaining_time=0:00:00.798620, arrival_time=2021-04-14 22:57:10.600138, cost_time=0:00:00.798622 2021-04-14 22:57:10,126 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.28ms, fps=7876 images/s, loss=0.6855, top1-acc=77.67%, top5-acc=98.83%, remaining_time=0:00:00.374670, arrival_time=2021-04-14 22:57:10.501575, cost_time=0:00:01.124023 2021-04-14 22:57:10,466 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.07ms, fps=6837 images/s, loss=0.7078, top1-acc=77.36%, top5-acc=98.86%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:10.466562, cost_time=0:00:01.463658 2021-04-14 22:57:10,589 INFO : Epoch=0050 complete, best val top1-acc=83.52%, top5-acc=99.42% (epoch=46), remaining_time=0:51:56.393250, arrival_time=2021-04-14 23:49:06.982926, cost_time=0:17:18.797749 2021-04-14 22:57:10,590 INFO : Train start, epoch=0051, lr=0.085355 2021-04-14 22:57:11,765 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=0.17ms, fps=2179 images/s, loss=0.3561, top1-acc=87.62%, top5-acc=99.80%, remaining_time=0:00:21.853326, arrival_time=2021-04-14 22:57:33.619225, cost_time=0:00:01.174912 2021-04-14 22:57:12,727 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.29ms, fps=2663 images/s, loss=0.3446, top1-acc=87.89%, top5-acc=99.80%, remaining_time=0:00:18.802784, arrival_time=2021-04-14 22:57:31.530472, cost_time=0:00:02.136670 2021-04-14 22:57:13,702 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.31ms, fps=2628 images/s, loss=0.3342, top1-acc=88.33%, top5-acc=99.75%, remaining_time=0:00:17.214532, arrival_time=2021-04-14 22:57:30.916591, cost_time=0:00:03.111063 2021-04-14 22:57:14,681 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.44ms, fps=2616 images/s, loss=0.3317, top1-acc=88.27%, top5-acc=99.75%, remaining_time=0:00:15.950844, arrival_time=2021-04-14 22:57:30.631812, cost_time=0:00:04.089970 2021-04-14 22:57:15,657 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=2.15ms, fps=2624 images/s, loss=0.3312, top1-acc=88.30%, top5-acc=99.73%, remaining_time=0:00:14.792428, arrival_time=2021-04-14 22:57:30.449407, cost_time=0:00:05.065924 2021-04-14 22:57:16,632 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.46ms, fps=2626 images/s, loss=0.3354, top1-acc=88.07%, top5-acc=99.72%, remaining_time=0:00:13.693976, arrival_time=2021-04-14 22:57:30.326473, cost_time=0:00:06.041488 2021-04-14 22:57:17,599 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.36ms, fps=2649 images/s, loss=0.3354, top1-acc=88.15%, top5-acc=99.70%, remaining_time=0:00:12.615120, arrival_time=2021-04-14 22:57:30.214487, cost_time=0:00:07.008383 2021-04-14 22:57:18,564 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.46ms, fps=2653 images/s, loss=0.3370, top1-acc=88.15%, top5-acc=99.70%, remaining_time=0:00:11.561720, arrival_time=2021-04-14 22:57:30.126319, cost_time=0:00:07.973595 2021-04-14 22:57:19,530 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.34ms, fps=2652 images/s, loss=0.3382, top1-acc=88.17%, top5-acc=99.68%, remaining_time=0:00:10.528450, arrival_time=2021-04-14 22:57:30.058675, cost_time=0:00:08.939238 2021-04-14 22:57:20,490 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.41ms, fps=2667 images/s, loss=0.3387, top1-acc=88.16%, top5-acc=99.67%, remaining_time=0:00:09.503616, arrival_time=2021-04-14 22:57:29.994222, cost_time=0:00:09.899618 2021-04-14 22:57:21,458 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.88ms, fps=2645 images/s, loss=0.3375, top1-acc=88.19%, top5-acc=99.67%, remaining_time=0:00:08.496628, arrival_time=2021-04-14 22:57:29.955510, cost_time=0:00:10.867820 2021-04-14 22:57:22,419 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.66ms, fps=2666 images/s, loss=0.3366, top1-acc=88.22%, top5-acc=99.66%, remaining_time=0:00:07.491472, arrival_time=2021-04-14 22:57:29.911138, cost_time=0:00:11.828683 2021-04-14 22:57:23,390 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.34ms, fps=2638 images/s, loss=0.3377, top1-acc=88.24%, top5-acc=99.66%, remaining_time=0:00:06.498228, arrival_time=2021-04-14 22:57:29.888771, cost_time=0:00:12.799475 2021-04-14 22:57:24,359 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.60ms, fps=2642 images/s, loss=0.3390, top1-acc=88.20%, top5-acc=99.65%, remaining_time=0:00:05.507544, arrival_time=2021-04-14 22:57:29.867467, cost_time=0:00:13.768920 2021-04-14 22:57:25,319 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.41ms, fps=2670 images/s, loss=0.3398, top1-acc=88.12%, top5-acc=99.64%, remaining_time=0:00:04.516648, arrival_time=2021-04-14 22:57:29.835797, cost_time=0:00:14.728158 2021-04-14 22:57:26,280 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.36ms, fps=2665 images/s, loss=0.3406, top1-acc=88.12%, top5-acc=99.65%, remaining_time=0:00:03.530052, arrival_time=2021-04-14 22:57:29.810124, cost_time=0:00:15.689081 2021-04-14 22:57:27,269 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.85ms, fps=2588 images/s, loss=0.3404, top1-acc=88.14%, top5-acc=99.64%, remaining_time=0:00:02.550860, arrival_time=2021-04-14 22:57:29.820526, cost_time=0:00:16.678671 2021-04-14 22:57:28,234 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.39ms, fps=2653 images/s, loss=0.3398, top1-acc=88.18%, top5-acc=99.64%, remaining_time=0:00:01.568336, arrival_time=2021-04-14 22:57:29.803236, cost_time=0:00:17.643825 2021-04-14 22:57:29,199 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.20ms, fps=2656 images/s, loss=0.3394, top1-acc=88.24%, top5-acc=99.64%, remaining_time=0:00:00.587628, arrival_time=2021-04-14 22:57:29.786744, cost_time=0:00:18.608132 2021-04-14 22:57:29,742 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.20ms, fps=2507 images/s, loss=0.3402, top1-acc=88.23%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:29.742092, cost_time=0:00:19.151019 2021-04-14 22:57:30,200 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=5.28ms, fps=5614 images/s, loss=0.5127, top1-acc=82.97%, top5-acc=99.22%, remaining_time=0:00:01.367910, arrival_time=2021-04-14 22:57:31.567954, cost_time=0:00:00.455968 2021-04-14 22:57:30,531 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=0.47ms, fps=7740 images/s, loss=0.5161, top1-acc=82.38%, top5-acc=99.20%, remaining_time=0:00:00.787220, arrival_time=2021-04-14 22:57:31.318538, cost_time=0:00:00.787213 2021-04-14 22:57:30,869 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=3.44ms, fps=7578 images/s, loss=0.5100, top1-acc=82.57%, top5-acc=99.24%, remaining_time=0:00:00.375190, arrival_time=2021-04-14 22:57:31.244842, cost_time=0:00:01.125562 2021-04-14 22:57:31,175 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.05ms, fps=7598 images/s, loss=0.5066, top1-acc=82.73%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:31.175433, cost_time=0:00:01.431425 2021-04-14 22:57:31,284 INFO : Epoch=0051 complete, best val top1-acc=83.52%, top5-acc=99.42% (epoch=46), remaining_time=0:51:35.380236, arrival_time=2021-04-14 23:49:06.664717, cost_time=0:17:39.492549 2021-04-14 22:57:31,285 INFO : Train start, epoch=0052, lr=0.084796 2021-04-14 22:57:32,430 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=1.59ms, fps=2236 images/s, loss=0.3408, top1-acc=88.79%, top5-acc=99.61%, remaining_time=0:00:21.295140, arrival_time=2021-04-14 22:57:53.725816, cost_time=0:00:01.144900 2021-04-14 22:57:33,396 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.49ms, fps=2652 images/s, loss=0.3343, top1-acc=88.54%, top5-acc=99.65%, remaining_time=0:00:18.574688, arrival_time=2021-04-14 22:57:51.971322, cost_time=0:00:02.110760 2021-04-14 22:57:34,372 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.44ms, fps=2624 images/s, loss=0.3349, top1-acc=88.40%, top5-acc=99.64%, remaining_time=0:00:17.081400, arrival_time=2021-04-14 22:57:51.454140, cost_time=0:00:03.086986 2021-04-14 22:57:35,334 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.32ms, fps=2663 images/s, loss=0.3290, top1-acc=88.65%, top5-acc=99.70%, remaining_time=0:00:15.789540, arrival_time=2021-04-14 22:57:51.123879, cost_time=0:00:04.048586 2021-04-14 22:57:36,301 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.31ms, fps=2649 images/s, loss=0.3287, top1-acc=88.77%, top5-acc=99.71%, remaining_time=0:00:14.644676, arrival_time=2021-04-14 22:57:50.945716, cost_time=0:00:05.015282 2021-04-14 22:57:37,263 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.38ms, fps=2661 images/s, loss=0.3287, top1-acc=88.69%, top5-acc=99.73%, remaining_time=0:00:13.549680, arrival_time=2021-04-14 22:57:50.813280, cost_time=0:00:05.977830 2021-04-14 22:57:38,224 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.47ms, fps=2665 images/s, loss=0.3275, top1-acc=88.75%, top5-acc=99.72%, remaining_time=0:00:12.489876, arrival_time=2021-04-14 22:57:50.714507, cost_time=0:00:06.938789 2021-04-14 22:57:39,188 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.29ms, fps=2658 images/s, loss=0.3278, top1-acc=88.70%, top5-acc=99.71%, remaining_time=0:00:11.458596, arrival_time=2021-04-14 22:57:50.646867, cost_time=0:00:07.902511 2021-04-14 22:57:40,167 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.51ms, fps=2616 images/s, loss=0.3268, top1-acc=88.78%, top5-acc=99.70%, remaining_time=0:00:10.460292, arrival_time=2021-04-14 22:57:50.627441, cost_time=0:00:08.881377 2021-04-14 22:57:41,142 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.77ms, fps=2625 images/s, loss=0.3249, top1-acc=88.82%, top5-acc=99.68%, remaining_time=0:00:09.462720, arrival_time=2021-04-14 22:57:50.605497, cost_time=0:00:09.856965 2021-04-14 22:57:42,110 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.39ms, fps=2646 images/s, loss=0.3273, top1-acc=88.73%, top5-acc=99.68%, remaining_time=0:00:08.463174, arrival_time=2021-04-14 22:57:50.573955, cost_time=0:00:10.825029 2021-04-14 22:57:43,083 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.49ms, fps=2632 images/s, loss=0.3299, top1-acc=88.63%, top5-acc=99.66%, remaining_time=0:00:07.472016, arrival_time=2021-04-14 22:57:50.555722, cost_time=0:00:11.797939 2021-04-14 22:57:44,049 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.48ms, fps=2652 images/s, loss=0.3321, top1-acc=88.60%, top5-acc=99.65%, remaining_time=0:00:06.479946, arrival_time=2021-04-14 22:57:50.529200, cost_time=0:00:12.763479 2021-04-14 22:57:45,017 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.49ms, fps=2645 images/s, loss=0.3340, top1-acc=88.57%, top5-acc=99.66%, remaining_time=0:00:05.492704, arrival_time=2021-04-14 22:57:50.510276, cost_time=0:00:13.731809 2021-04-14 22:57:45,980 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.30ms, fps=2659 images/s, loss=0.3340, top1-acc=88.56%, top5-acc=99.66%, remaining_time=0:00:04.506436, arrival_time=2021-04-14 22:57:50.487114, cost_time=0:00:14.694924 2021-04-14 22:57:46,946 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.84ms, fps=2653 images/s, loss=0.3351, top1-acc=88.52%, top5-acc=99.65%, remaining_time=0:00:03.523536, arrival_time=2021-04-14 22:57:50.469576, cost_time=0:00:15.660240 2021-04-14 22:57:47,915 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.48ms, fps=2643 images/s, loss=0.3361, top1-acc=88.46%, top5-acc=99.65%, remaining_time=0:00:02.543320, arrival_time=2021-04-14 22:57:50.458443, cost_time=0:00:16.629362 2021-04-14 22:57:48,882 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.33ms, fps=2646 images/s, loss=0.3360, top1-acc=88.44%, top5-acc=99.65%, remaining_time=0:00:01.564192, arrival_time=2021-04-14 22:57:50.447125, cost_time=0:00:17.597129 2021-04-14 22:57:49,856 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.28ms, fps=2630 images/s, loss=0.3373, top1-acc=88.36%, top5-acc=99.65%, remaining_time=0:00:00.586452, arrival_time=2021-04-14 22:57:50.443198, cost_time=0:00:18.570912 2021-04-14 22:57:50,402 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.26ms, fps=2494 images/s, loss=0.3366, top1-acc=88.38%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:50.402599, cost_time=0:00:19.116851 2021-04-14 22:57:50,905 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=0.20ms, fps=5112 images/s, loss=0.5169, top1-acc=81.91%, top5-acc=99.30%, remaining_time=0:00:01.502430, arrival_time=2021-04-14 22:57:52.407576, cost_time=0:00:00.500814 2021-04-14 22:57:51,239 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=5.68ms, fps=7655 images/s, loss=0.5259, top1-acc=81.76%, top5-acc=99.36%, remaining_time=0:00:00.835600, arrival_time=2021-04-14 22:57:52.075507, cost_time=0:00:00.835598 2021-04-14 22:57:51,565 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=0.21ms, fps=7873 images/s, loss=0.5227, top1-acc=81.78%, top5-acc=99.32%, remaining_time=0:00:00.387020, arrival_time=2021-04-14 22:57:51.952398, cost_time=0:00:01.161066 2021-04-14 22:57:51,869 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.05ms, fps=7641 images/s, loss=0.5244, top1-acc=81.61%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:51.869314, cost_time=0:00:01.465023 2021-04-14 22:57:51,989 INFO : Epoch=0052 complete, best val top1-acc=83.52%, top5-acc=99.42% (epoch=46), remaining_time=0:51:14.407848, arrival_time=2021-04-14 23:49:06.397102, cost_time=0:18:00.197332 2021-04-14 22:57:51,990 INFO : Train start, epoch=0053, lr=0.084227 2021-04-14 22:57:53,155 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=0.21ms, fps=2197 images/s, loss=0.2999, top1-acc=89.80%, top5-acc=99.57%, remaining_time=0:00:21.671418, arrival_time=2021-04-14 22:58:14.827160, cost_time=0:00:01.165128 2021-04-14 22:57:54,119 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.31ms, fps=2657 images/s, loss=0.3177, top1-acc=89.10%, top5-acc=99.59%, remaining_time=0:00:18.735552, arrival_time=2021-04-14 22:58:12.855214, cost_time=0:00:02.129044 2021-04-14 22:57:55,092 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=2.04ms, fps=2632 images/s, loss=0.3168, top1-acc=89.01%, top5-acc=99.65%, remaining_time=0:00:17.163736, arrival_time=2021-04-14 22:58:12.256235, cost_time=0:00:03.101882 2021-04-14 22:57:56,065 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.36ms, fps=2633 images/s, loss=0.3140, top1-acc=89.13%, top5-acc=99.70%, remaining_time=0:00:15.890004, arrival_time=2021-04-14 22:58:11.955147, cost_time=0:00:04.074369 2021-04-14 22:57:57,030 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.32ms, fps=2653 images/s, loss=0.3198, top1-acc=88.99%, top5-acc=99.68%, remaining_time=0:00:14.716946, arrival_time=2021-04-14 22:58:11.747602, cost_time=0:00:05.040028 2021-04-14 22:57:57,996 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=2.02ms, fps=2653 images/s, loss=0.3205, top1-acc=88.95%, top5-acc=99.69%, remaining_time=0:00:13.611832, arrival_time=2021-04-14 22:58:11.607787, cost_time=0:00:06.005238 2021-04-14 22:57:58,958 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.36ms, fps=2662 images/s, loss=0.3243, top1-acc=88.75%, top5-acc=99.71%, remaining_time=0:00:12.541536, arrival_time=2021-04-14 22:58:11.499677, cost_time=0:00:06.967516 2021-04-14 22:57:59,925 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.54ms, fps=2647 images/s, loss=0.3263, top1-acc=88.75%, top5-acc=99.70%, remaining_time=0:00:11.506040, arrival_time=2021-04-14 22:58:11.431830, cost_time=0:00:07.935162 2021-04-14 22:58:00,892 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.35ms, fps=2650 images/s, loss=0.3277, top1-acc=88.75%, top5-acc=99.69%, remaining_time=0:00:10.484142, arrival_time=2021-04-14 22:58:11.376564, cost_time=0:00:08.901664 2021-04-14 22:58:01,866 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.94ms, fps=2630 images/s, loss=0.3277, top1-acc=88.82%, top5-acc=99.70%, remaining_time=0:00:09.480768, arrival_time=2021-04-14 22:58:11.347252, cost_time=0:00:09.875768 2021-04-14 22:58:02,828 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.34ms, fps=2664 images/s, loss=0.3287, top1-acc=88.73%, top5-acc=99.72%, remaining_time=0:00:08.472978, arrival_time=2021-04-14 22:58:11.301078, cost_time=0:00:10.837478 2021-04-14 22:58:03,790 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.47ms, fps=2661 images/s, loss=0.3302, top1-acc=88.65%, top5-acc=99.71%, remaining_time=0:00:07.473156, arrival_time=2021-04-14 22:58:11.263501, cost_time=0:00:11.799735 2021-04-14 22:58:04,751 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.35ms, fps=2666 images/s, loss=0.3293, top1-acc=88.68%, top5-acc=99.71%, remaining_time=0:00:06.478362, arrival_time=2021-04-14 22:58:11.229454, cost_time=0:00:12.760473 2021-04-14 22:58:05,717 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.81ms, fps=2649 images/s, loss=0.3302, top1-acc=88.65%, top5-acc=99.72%, remaining_time=0:00:05.490856, arrival_time=2021-04-14 22:58:11.208549, cost_time=0:00:13.727080 2021-04-14 22:58:06,687 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.36ms, fps=2641 images/s, loss=0.3312, top1-acc=88.62%, top5-acc=99.72%, remaining_time=0:00:04.506988, arrival_time=2021-04-14 22:58:11.194289, cost_time=0:00:14.696680 2021-04-14 22:58:07,654 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.50ms, fps=2649 images/s, loss=0.3315, top1-acc=88.58%, top5-acc=99.72%, remaining_time=0:00:03.524256, arrival_time=2021-04-14 22:58:11.178285, cost_time=0:00:15.663367 2021-04-14 22:58:08,626 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.35ms, fps=2635 images/s, loss=0.3307, top1-acc=88.60%, top5-acc=99.71%, remaining_time=0:00:02.544230, arrival_time=2021-04-14 22:58:11.170273, cost_time=0:00:16.635340 2021-04-14 22:58:09,590 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.42ms, fps=2654 images/s, loss=0.3314, top1-acc=88.56%, top5-acc=99.72%, remaining_time=0:00:01.564480, arrival_time=2021-04-14 22:58:11.155410, cost_time=0:00:17.600320 2021-04-14 22:58:10,558 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.29ms, fps=2647 images/s, loss=0.3307, top1-acc=88.59%, top5-acc=99.71%, remaining_time=0:00:00.586344, arrival_time=2021-04-14 22:58:11.144597, cost_time=0:00:18.567627 2021-04-14 22:58:11,100 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.22ms, fps=2508 images/s, loss=0.3314, top1-acc=88.55%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:11.100826, cost_time=0:00:19.110222 2021-04-14 22:58:11,559 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=2.41ms, fps=5596 images/s, loss=0.5117, top1-acc=81.80%, top5-acc=99.10%, remaining_time=0:00:01.372350, arrival_time=2021-04-14 22:58:12.932225, cost_time=0:00:00.457450 2021-04-14 22:58:11,893 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.78ms, fps=7677 images/s, loss=0.5272, top1-acc=81.95%, top5-acc=99.12%, remaining_time=0:00:00.791280, arrival_time=2021-04-14 22:58:12.685020, cost_time=0:00:00.791287 2021-04-14 22:58:12,224 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=4.02ms, fps=7757 images/s, loss=0.5314, top1-acc=81.69%, top5-acc=99.08%, remaining_time=0:00:00.373910, arrival_time=2021-04-14 22:58:12.598108, cost_time=0:00:01.121742 2021-04-14 22:58:12,527 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.05ms, fps=7656 images/s, loss=0.5305, top1-acc=81.80%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:12.527670, cost_time=0:00:01.425264 2021-04-14 22:58:12,638 INFO : Epoch=0053 complete, best val top1-acc=83.52%, top5-acc=99.42% (epoch=46), remaining_time=0:50:53.290254, arrival_time=2021-04-14 23:49:05.928344, cost_time=0:18:20.846169 2021-04-14 22:58:12,639 INFO : Train start, epoch=0054, lr=0.083651 2021-04-14 22:58:13,792 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=1.36ms, fps=2221 images/s, loss=0.3437, top1-acc=87.54%, top5-acc=99.57%, remaining_time=0:00:21.434826, arrival_time=2021-04-14 22:58:35.227204, cost_time=0:00:01.152406 2021-04-14 22:58:14,761 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.47ms, fps=2642 images/s, loss=0.3408, top1-acc=87.97%, top5-acc=99.67%, remaining_time=0:00:18.670608, arrival_time=2021-04-14 22:58:33.432335, cost_time=0:00:02.121665 2021-04-14 22:58:15,732 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=2.15ms, fps=2639 images/s, loss=0.3275, top1-acc=88.46%, top5-acc=99.65%, remaining_time=0:00:17.110782, arrival_time=2021-04-14 22:58:32.843070, cost_time=0:00:03.092321 2021-04-14 22:58:16,703 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.41ms, fps=2639 images/s, loss=0.3249, top1-acc=88.62%, top5-acc=99.65%, remaining_time=0:00:15.845388, arrival_time=2021-04-14 22:58:32.548396, cost_time=0:00:04.062923 2021-04-14 22:58:17,677 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.41ms, fps=2629 images/s, loss=0.3220, top1-acc=88.78%, top5-acc=99.63%, remaining_time=0:00:14.709208, arrival_time=2021-04-14 22:58:32.386604, cost_time=0:00:05.037424 2021-04-14 22:58:18,641 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.45ms, fps=2657 images/s, loss=0.3237, top1-acc=88.70%, top5-acc=99.64%, remaining_time=0:00:13.602856, arrival_time=2021-04-14 22:58:32.244111, cost_time=0:00:06.001275 2021-04-14 22:58:19,609 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.37ms, fps=2644 images/s, loss=0.3230, top1-acc=88.75%, top5-acc=99.67%, remaining_time=0:00:12.545694, arrival_time=2021-04-14 22:58:32.155508, cost_time=0:00:06.969840 2021-04-14 22:58:20,573 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.31ms, fps=2657 images/s, loss=0.3247, top1-acc=88.63%, top5-acc=99.70%, remaining_time=0:00:11.504068, arrival_time=2021-04-14 22:58:32.077966, cost_time=0:00:07.933849 2021-04-14 22:58:21,540 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.37ms, fps=2649 images/s, loss=0.3280, top1-acc=88.51%, top5-acc=99.70%, remaining_time=0:00:10.483082, arrival_time=2021-04-14 22:58:32.023801, cost_time=0:00:08.900740 2021-04-14 22:58:22,511 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.73ms, fps=2639 images/s, loss=0.3307, top1-acc=88.42%, top5-acc=99.69%, remaining_time=0:00:09.476448, arrival_time=2021-04-14 22:58:31.987818, cost_time=0:00:09.871301 2021-04-14 22:58:23,471 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.26ms, fps=2668 images/s, loss=0.3290, top1-acc=88.51%, top5-acc=99.66%, remaining_time=0:00:08.468248, arrival_time=2021-04-14 22:58:31.939739, cost_time=0:00:10.831475 2021-04-14 22:58:24,436 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.41ms, fps=2654 images/s, loss=0.3302, top1-acc=88.44%, top5-acc=99.65%, remaining_time=0:00:07.471180, arrival_time=2021-04-14 22:58:31.907880, cost_time=0:00:11.796575 2021-04-14 22:58:25,405 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.29ms, fps=2644 images/s, loss=0.3309, top1-acc=88.40%, top5-acc=99.64%, remaining_time=0:00:06.481068, arrival_time=2021-04-14 22:58:31.886757, cost_time=0:00:12.765715 2021-04-14 22:58:26,366 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.41ms, fps=2664 images/s, loss=0.3312, top1-acc=88.42%, top5-acc=99.62%, remaining_time=0:00:05.490800, arrival_time=2021-04-14 22:58:31.857749, cost_time=0:00:13.726969 2021-04-14 22:58:27,328 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.38ms, fps=2663 images/s, loss=0.3320, top1-acc=88.40%, top5-acc=99.62%, remaining_time=0:00:04.504550, arrival_time=2021-04-14 22:58:31.833331, cost_time=0:00:14.688815 2021-04-14 22:58:28,297 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.45ms, fps=2645 images/s, loss=0.3328, top1-acc=88.41%, top5-acc=99.61%, remaining_time=0:00:03.522852, arrival_time=2021-04-14 22:58:31.820012, cost_time=0:00:15.657191 2021-04-14 22:58:29,265 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.52ms, fps=2645 images/s, loss=0.3317, top1-acc=88.42%, top5-acc=99.62%, remaining_time=0:00:02.542696, arrival_time=2021-04-14 22:58:31.808038, cost_time=0:00:16.625276 2021-04-14 22:58:30,235 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.38ms, fps=2642 images/s, loss=0.3320, top1-acc=88.40%, top5-acc=99.63%, remaining_time=0:00:01.564000, arrival_time=2021-04-14 22:58:31.798959, cost_time=0:00:17.594940 2021-04-14 22:58:31,199 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.34ms, fps=2656 images/s, loss=0.3317, top1-acc=88.44%, top5-acc=99.64%, remaining_time=0:00:00.586086, arrival_time=2021-04-14 22:58:31.785495, cost_time=0:00:18.559437 2021-04-14 22:58:31,746 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.37ms, fps=2490 images/s, loss=0.3329, top1-acc=88.38%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:31.746022, cost_time=0:00:19.106063 2021-04-14 22:58:32,252 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=2.02ms, fps=5075 images/s, loss=0.4592, top1-acc=84.06%, top5-acc=99.61%, remaining_time=0:00:01.513290, arrival_time=2021-04-14 22:58:33.765451, cost_time=0:00:00.504427 2021-04-14 22:58:32,586 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=0.20ms, fps=7655 images/s, loss=0.4811, top1-acc=83.40%, top5-acc=99.49%, remaining_time=0:00:00.839160, arrival_time=2021-04-14 22:58:33.426090, cost_time=0:00:00.839162 2021-04-14 22:58:32,918 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.35ms, fps=7732 images/s, loss=0.4847, top1-acc=83.62%, top5-acc=99.30%, remaining_time=0:00:00.390240, arrival_time=2021-04-14 22:58:33.308713, cost_time=0:00:01.170731 2021-04-14 22:58:33,223 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.05ms, fps=7627 images/s, loss=0.4830, top1-acc=83.77%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:33.222999, cost_time=0:00:01.475285 2021-04-14 22:58:33,399 INFO : Epoch=0054 complete, best val top1-acc=83.77%, top5-acc=99.31% (epoch=54), remaining_time=0:50:32.493146, arrival_time=2021-04-14 23:49:05.892110, cost_time=0:18:41.607032 2021-04-14 22:58:33,400 INFO : Train start, epoch=0055, lr=0.083066 2021-04-14 22:58:34,543 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=0.23ms, fps=2240 images/s, loss=0.3179, top1-acc=89.53%, top5-acc=99.73%, remaining_time=0:00:21.261288, arrival_time=2021-04-14 22:58:55.804850, cost_time=0:00:01.143076 2021-04-14 22:58:35,511 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.30ms, fps=2646 images/s, loss=0.3255, top1-acc=89.12%, top5-acc=99.67%, remaining_time=0:00:18.578736, arrival_time=2021-04-14 22:58:54.090336, cost_time=0:00:02.111211 2021-04-14 22:58:36,480 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.31ms, fps=2645 images/s, loss=0.3229, top1-acc=89.14%, top5-acc=99.67%, remaining_time=0:00:17.040564, arrival_time=2021-04-14 22:58:53.520620, cost_time=0:00:03.079631 2021-04-14 22:58:37,440 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.27ms, fps=2666 images/s, loss=0.3261, top1-acc=89.02%, top5-acc=99.64%, remaining_time=0:00:15.757872, arrival_time=2021-04-14 22:58:53.198671, cost_time=0:00:04.040460 2021-04-14 22:58:38,401 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.40ms, fps=2665 images/s, loss=0.3286, top1-acc=88.81%, top5-acc=99.65%, remaining_time=0:00:14.604234, arrival_time=2021-04-14 22:58:53.006020, cost_time=0:00:05.001450 2021-04-14 22:58:39,371 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=2.23ms, fps=2640 images/s, loss=0.3277, top1-acc=88.82%, top5-acc=99.66%, remaining_time=0:00:13.535400, arrival_time=2021-04-14 22:58:52.907281, cost_time=0:00:05.971474 2021-04-14 22:58:40,335 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.38ms, fps=2658 images/s, loss=0.3241, top1-acc=89.01%, top5-acc=99.68%, remaining_time=0:00:12.483576, arrival_time=2021-04-14 22:58:52.819243, cost_time=0:00:06.935329 2021-04-14 22:58:41,297 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.33ms, fps=2663 images/s, loss=0.3227, top1-acc=88.98%, top5-acc=99.69%, remaining_time=0:00:11.450592, arrival_time=2021-04-14 22:58:52.747861, cost_time=0:00:07.896927 2021-04-14 22:58:42,265 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.63ms, fps=2646 images/s, loss=0.3245, top1-acc=88.87%, top5-acc=99.69%, remaining_time=0:00:10.440682, arrival_time=2021-04-14 22:58:52.705730, cost_time=0:00:08.864703 2021-04-14 22:58:43,236 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.34ms, fps=2636 images/s, loss=0.3244, top1-acc=88.96%, top5-acc=99.69%, remaining_time=0:00:09.442944, arrival_time=2021-04-14 22:58:52.679651, cost_time=0:00:09.836380 2021-04-14 22:58:44,225 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.90ms, fps=2591 images/s, loss=0.3275, top1-acc=88.87%, top5-acc=99.66%, remaining_time=0:00:08.463174, arrival_time=2021-04-14 22:58:52.688449, cost_time=0:00:10.824947 2021-04-14 22:58:45,194 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.47ms, fps=2643 images/s, loss=0.3262, top1-acc=88.91%, top5-acc=99.66%, remaining_time=0:00:07.469432, arrival_time=2021-04-14 22:58:52.663670, cost_time=0:00:11.793900 2021-04-14 22:58:46,183 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.32ms, fps=2589 images/s, loss=0.3264, top1-acc=88.89%, top5-acc=99.65%, remaining_time=0:00:06.489846, arrival_time=2021-04-14 22:58:52.673159, cost_time=0:00:12.782972 2021-04-14 22:58:47,151 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.23ms, fps=2647 images/s, loss=0.3263, top1-acc=88.83%, top5-acc=99.65%, remaining_time=0:00:05.500264, arrival_time=2021-04-14 22:58:52.651326, cost_time=0:00:13.750647 2021-04-14 22:58:48,129 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=2.00ms, fps=2618 images/s, loss=0.3276, top1-acc=88.76%, top5-acc=99.66%, remaining_time=0:00:04.516878, arrival_time=2021-04-14 22:58:52.646250, cost_time=0:00:14.728984 2021-04-14 22:58:49,105 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.93ms, fps=2625 images/s, loss=0.3274, top1-acc=88.77%, top5-acc=99.65%, remaining_time=0:00:03.533580, arrival_time=2021-04-14 22:58:52.638768, cost_time=0:00:15.704784 2021-04-14 22:58:50,077 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.34ms, fps=2636 images/s, loss=0.3293, top1-acc=88.66%, top5-acc=99.66%, remaining_time=0:00:02.550548, arrival_time=2021-04-14 22:58:52.627538, cost_time=0:00:16.676642 2021-04-14 22:58:51,041 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.34ms, fps=2657 images/s, loss=0.3302, top1-acc=88.64%, top5-acc=99.65%, remaining_time=0:00:01.568064, arrival_time=2021-04-14 22:58:52.609211, cost_time=0:00:17.640722 2021-04-14 22:58:52,009 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.26ms, fps=2644 images/s, loss=0.3301, top1-acc=88.61%, top5-acc=99.66%, remaining_time=0:00:00.587664, arrival_time=2021-04-14 22:58:52.597451, cost_time=0:00:18.609443 2021-04-14 22:58:52,552 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.03ms, fps=2508 images/s, loss=0.3309, top1-acc=88.62%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:52.552407, cost_time=0:00:19.152079 2021-04-14 22:58:53,007 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.33ms, fps=5650 images/s, loss=0.5608, top1-acc=81.56%, top5-acc=98.91%, remaining_time=0:00:01.359300, arrival_time=2021-04-14 22:58:54.366603, cost_time=0:00:00.453101 2021-04-14 22:58:53,342 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=0.29ms, fps=7659 images/s, loss=0.5500, top1-acc=81.82%, top5-acc=98.98%, remaining_time=0:00:00.787940, arrival_time=2021-04-14 22:58:54.130007, cost_time=0:00:00.787931 2021-04-14 22:58:53,673 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=0.36ms, fps=7724 images/s, loss=0.5437, top1-acc=82.10%, top5-acc=99.04%, remaining_time=0:00:00.373260, arrival_time=2021-04-14 22:58:54.047156, cost_time=0:00:01.119773 2021-04-14 22:58:53,980 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.06ms, fps=7572 images/s, loss=0.5512, top1-acc=82.04%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:53.980614, cost_time=0:00:01.426514 2021-04-14 22:58:54,074 INFO : Epoch=0055 complete, best val top1-acc=83.77%, top5-acc=99.31% (epoch=54), remaining_time=0:50:11.472230, arrival_time=2021-04-14 23:49:05.546718, cost_time=0:19:02.282566 2021-04-14 22:58:54,075 INFO : Train start, epoch=0056, lr=0.082472 2021-04-14 22:58:55,218 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.67ms, fps=2240 images/s, loss=0.3334, top1-acc=88.79%, top5-acc=99.65%, remaining_time=0:00:21.255522, arrival_time=2021-04-14 22:59:16.474132, cost_time=0:00:01.142772 2021-04-14 22:58:56,190 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.50ms, fps=2636 images/s, loss=0.3208, top1-acc=88.75%, top5-acc=99.65%, remaining_time=0:00:18.608480, arrival_time=2021-04-14 22:59:14.798816, cost_time=0:00:02.114598 2021-04-14 22:58:57,162 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.33ms, fps=2634 images/s, loss=0.3248, top1-acc=88.53%, top5-acc=99.60%, remaining_time=0:00:17.081400, arrival_time=2021-04-14 22:59:14.244254, cost_time=0:00:03.087007 2021-04-14 22:58:58,125 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.40ms, fps=2661 images/s, loss=0.3260, top1-acc=88.51%, top5-acc=99.65%, remaining_time=0:00:15.793440, arrival_time=2021-04-14 22:59:13.918784, cost_time=0:00:04.049597 2021-04-14 22:58:59,090 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.34ms, fps=2655 images/s, loss=0.3268, top1-acc=88.49%, top5-acc=99.63%, remaining_time=0:00:14.641464, arrival_time=2021-04-14 22:59:13.731426, cost_time=0:00:05.014221 2021-04-14 22:59:00,051 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.35ms, fps=2663 images/s, loss=0.3255, top1-acc=88.57%, top5-acc=99.65%, remaining_time=0:00:13.544920, arrival_time=2021-04-14 22:59:13.596477, cost_time=0:00:05.975720 2021-04-14 22:59:01,018 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.24ms, fps=2649 images/s, loss=0.3283, top1-acc=88.49%, top5-acc=99.67%, remaining_time=0:00:12.496554, arrival_time=2021-04-14 22:59:13.514855, cost_time=0:00:06.942550 2021-04-14 22:59:01,982 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.39ms, fps=2657 images/s, loss=0.3278, top1-acc=88.57%, top5-acc=99.66%, remaining_time=0:00:11.464048, arrival_time=2021-04-14 22:59:13.446082, cost_time=0:00:07.906241 2021-04-14 22:59:02,953 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.41ms, fps=2637 images/s, loss=0.3292, top1-acc=88.58%, top5-acc=99.67%, remaining_time=0:00:10.455946, arrival_time=2021-04-14 22:59:13.409365, cost_time=0:00:08.877673 2021-04-14 22:59:03,924 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.36ms, fps=2638 images/s, loss=0.3289, top1-acc=88.56%, top5-acc=99.67%, remaining_time=0:00:09.454464, arrival_time=2021-04-14 22:59:13.378620, cost_time=0:00:09.848406 2021-04-14 22:59:04,892 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.48ms, fps=2646 images/s, loss=0.3274, top1-acc=88.67%, top5-acc=99.68%, remaining_time=0:00:08.456380, arrival_time=2021-04-14 22:59:13.348421, cost_time=0:00:10.816295 2021-04-14 22:59:05,852 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.36ms, fps=2667 images/s, loss=0.3262, top1-acc=88.71%, top5-acc=99.68%, remaining_time=0:00:07.458564, arrival_time=2021-04-14 22:59:13.310946, cost_time=0:00:11.776636 2021-04-14 22:59:06,817 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.29ms, fps=2656 images/s, loss=0.3257, top1-acc=88.68%, top5-acc=99.69%, remaining_time=0:00:06.468528, arrival_time=2021-04-14 22:59:13.285485, cost_time=0:00:12.741026 2021-04-14 22:59:07,788 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.39ms, fps=2638 images/s, loss=0.3245, top1-acc=88.68%, top5-acc=99.70%, remaining_time=0:00:05.484920, arrival_time=2021-04-14 22:59:13.272933, cost_time=0:00:13.712272 2021-04-14 22:59:08,749 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.37ms, fps=2663 images/s, loss=0.3264, top1-acc=88.62%, top5-acc=99.69%, remaining_time=0:00:04.500042, arrival_time=2021-04-14 22:59:13.249849, cost_time=0:00:14.674021 2021-04-14 22:59:09,711 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.54ms, fps=2664 images/s, loss=0.3267, top1-acc=88.63%, top5-acc=99.69%, remaining_time=0:00:03.518028, arrival_time=2021-04-14 22:59:13.229422, cost_time=0:00:15.635641 2021-04-14 22:59:10,680 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.33ms, fps=2643 images/s, loss=0.3245, top1-acc=88.74%, top5-acc=99.69%, remaining_time=0:00:02.539550, arrival_time=2021-04-14 22:59:13.220046, cost_time=0:00:16.604692 2021-04-14 22:59:11,644 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.36ms, fps=2657 images/s, loss=0.3254, top1-acc=88.73%, top5-acc=99.70%, remaining_time=0:00:01.561664, arrival_time=2021-04-14 22:59:13.206147, cost_time=0:00:17.568725 2021-04-14 22:59:12,609 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.10ms, fps=2653 images/s, loss=0.3282, top1-acc=88.63%, top5-acc=99.69%, remaining_time=0:00:00.585288, arrival_time=2021-04-14 22:59:13.195139, cost_time=0:00:18.534104 2021-04-14 22:59:13,150 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.10ms, fps=2517 images/s, loss=0.3283, top1-acc=88.61%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:13.150568, cost_time=0:00:19.074830 2021-04-14 22:59:13,640 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=1.83ms, fps=5238 images/s, loss=0.5439, top1-acc=81.45%, top5-acc=99.26%, remaining_time=0:00:01.466040, arrival_time=2021-04-14 22:59:15.106942, cost_time=0:00:00.488685 2021-04-14 22:59:14,016 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=0.16ms, fps=6816 images/s, loss=0.5279, top1-acc=81.89%, top5-acc=99.30%, remaining_time=0:00:00.864620, arrival_time=2021-04-14 22:59:14.881445, cost_time=0:00:00.864622 2021-04-14 22:59:14,349 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.26ms, fps=7694 images/s, loss=0.5240, top1-acc=81.95%, top5-acc=99.34%, remaining_time=0:00:00.399240, arrival_time=2021-04-14 22:59:14.749145, cost_time=0:00:01.197709 2021-04-14 22:59:14,656 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.05ms, fps=7572 images/s, loss=0.5207, top1-acc=81.99%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:14.656610, cost_time=0:00:01.504424 2021-04-14 22:59:14,794 INFO : Epoch=0056 complete, best val top1-acc=83.77%, top5-acc=99.31% (epoch=54), remaining_time=0:49:50.577024, arrival_time=2021-04-14 23:49:05.371127, cost_time=0:19:23.002182 2021-04-14 22:59:14,795 INFO : Train start, epoch=0057, lr=0.081871 2021-04-14 22:59:15,941 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=0.19ms, fps=2233 images/s, loss=0.3187, top1-acc=88.98%, top5-acc=99.80%, remaining_time=0:00:21.323412, arrival_time=2021-04-14 22:59:37.265229, cost_time=0:00:01.146418 2021-04-14 22:59:16,908 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.40ms, fps=2650 images/s, loss=0.3035, top1-acc=89.36%, top5-acc=99.84%, remaining_time=0:00:18.591408, arrival_time=2021-04-14 22:59:35.499525, cost_time=0:00:02.112662 2021-04-14 22:59:17,872 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.47ms, fps=2656 images/s, loss=0.3083, top1-acc=88.96%, top5-acc=99.82%, remaining_time=0:00:17.026952, arrival_time=2021-04-14 22:59:34.899502, cost_time=0:00:03.077151 2021-04-14 22:59:18,838 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.48ms, fps=2650 images/s, loss=0.3080, top1-acc=89.00%, top5-acc=99.80%, remaining_time=0:00:15.769728, arrival_time=2021-04-14 22:59:34.608625, cost_time=0:00:04.043506 2021-04-14 22:59:19,806 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.43ms, fps=2646 images/s, loss=0.3116, top1-acc=88.91%, top5-acc=99.76%, remaining_time=0:00:14.633288, arrival_time=2021-04-14 22:59:34.440077, cost_time=0:00:05.011394 2021-04-14 22:59:20,778 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.32ms, fps=2637 images/s, loss=0.3112, top1-acc=89.05%, top5-acc=99.77%, remaining_time=0:00:13.560968, arrival_time=2021-04-14 22:59:34.339116, cost_time=0:00:05.982759 2021-04-14 22:59:21,741 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.28ms, fps=2659 images/s, loss=0.3121, top1-acc=88.98%, top5-acc=99.73%, remaining_time=0:00:12.502728, arrival_time=2021-04-14 22:59:34.244111, cost_time=0:00:06.945967 2021-04-14 22:59:22,705 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.35ms, fps=2658 images/s, loss=0.3125, top1-acc=88.91%, top5-acc=99.74%, remaining_time=0:00:11.469036, arrival_time=2021-04-14 22:59:34.174133, cost_time=0:00:07.909709 2021-04-14 22:59:23,666 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.42ms, fps=2665 images/s, loss=0.3130, top1-acc=88.97%, top5-acc=99.74%, remaining_time=0:00:10.447890, arrival_time=2021-04-14 22:59:34.114193, cost_time=0:00:08.870830 2021-04-14 22:59:24,640 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.43ms, fps=2630 images/s, loss=0.3155, top1-acc=88.88%, top5-acc=99.72%, remaining_time=0:00:09.451200, arrival_time=2021-04-14 22:59:34.091558, cost_time=0:00:09.844968 2021-04-14 22:59:25,615 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.48ms, fps=2627 images/s, loss=0.3163, top1-acc=88.86%, top5-acc=99.71%, remaining_time=0:00:08.459132, arrival_time=2021-04-14 22:59:34.074371, cost_time=0:00:10.819848 2021-04-14 22:59:26,581 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.96ms, fps=2652 images/s, loss=0.3181, top1-acc=88.81%, top5-acc=99.70%, remaining_time=0:00:07.464188, arrival_time=2021-04-14 22:59:34.045147, cost_time=0:00:11.785558 2021-04-14 22:59:27,554 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.51ms, fps=2630 images/s, loss=0.3188, top1-acc=88.82%, top5-acc=99.71%, remaining_time=0:00:06.477768, arrival_time=2021-04-14 22:59:34.032370, cost_time=0:00:12.759206 2021-04-14 22:59:28,533 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.49ms, fps=2615 images/s, loss=0.3184, top1-acc=88.84%, top5-acc=99.70%, remaining_time=0:00:05.495336, arrival_time=2021-04-14 22:59:34.029099, cost_time=0:00:13.738376 2021-04-14 22:59:29,496 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.49ms, fps=2660 images/s, loss=0.3186, top1-acc=88.86%, top5-acc=99.69%, remaining_time=0:00:04.508322, arrival_time=2021-04-14 22:59:34.004785, cost_time=0:00:14.701084 2021-04-14 22:59:30,466 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.34ms, fps=2640 images/s, loss=0.3195, top1-acc=88.84%, top5-acc=99.69%, remaining_time=0:00:03.525984, arrival_time=2021-04-14 22:59:33.992367, cost_time=0:00:15.670989 2021-04-14 22:59:31,429 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.45ms, fps=2661 images/s, loss=0.3218, top1-acc=88.77%, top5-acc=99.69%, remaining_time=0:00:02.543944, arrival_time=2021-04-14 22:59:33.972907, cost_time=0:00:16.633534 2021-04-14 22:59:32,404 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.48ms, fps=2626 images/s, loss=0.3226, top1-acc=88.76%, top5-acc=99.69%, remaining_time=0:00:01.565232, arrival_time=2021-04-14 22:59:33.969456, cost_time=0:00:17.608788 2021-04-14 22:59:33,382 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.23ms, fps=2617 images/s, loss=0.3238, top1-acc=88.76%, top5-acc=99.68%, remaining_time=0:00:00.586974, arrival_time=2021-04-14 22:59:33.969779, cost_time=0:00:18.587420 2021-04-14 22:59:33,931 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.18ms, fps=2481 images/s, loss=0.3231, top1-acc=88.79%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:33.931353, cost_time=0:00:19.135970 2021-04-14 22:59:34,414 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=4.77ms, fps=5320 images/s, loss=0.4952, top1-acc=83.63%, top5-acc=99.14%, remaining_time=0:00:01.443600, arrival_time=2021-04-14 22:59:35.857905, cost_time=0:00:00.481200 2021-04-14 22:59:34,772 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=23.91ms, fps=7164 images/s, loss=0.5204, top1-acc=82.58%, top5-acc=99.14%, remaining_time=0:00:00.839200, arrival_time=2021-04-14 22:59:35.611484, cost_time=0:00:00.839196 2021-04-14 22:59:35,126 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=0.21ms, fps=7243 images/s, loss=0.5237, top1-acc=82.42%, top5-acc=99.26%, remaining_time=0:00:00.397700, arrival_time=2021-04-14 22:59:35.523855, cost_time=0:00:01.193096 2021-04-14 22:59:35,438 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.06ms, fps=7435 images/s, loss=0.5214, top1-acc=82.56%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:35.438527, cost_time=0:00:01.505495 2021-04-14 22:59:35,583 INFO : Epoch=0057 complete, best val top1-acc=83.77%, top5-acc=99.31% (epoch=54), remaining_time=0:49:29.863468, arrival_time=2021-04-14 23:49:05.447113, cost_time=0:19:43.791714 2021-04-14 22:59:35,585 INFO : Train start, epoch=0058, lr=0.081262 2021-04-14 22:59:36,748 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=0.23ms, fps=2200 images/s, loss=0.3044, top1-acc=89.57%, top5-acc=99.80%, remaining_time=0:00:21.639054, arrival_time=2021-04-14 22:59:58.387588, cost_time=0:00:01.163386 2021-04-14 22:59:37,713 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.41ms, fps=2654 images/s, loss=0.3124, top1-acc=89.02%, top5-acc=99.79%, remaining_time=0:00:18.728512, arrival_time=2021-04-14 22:59:56.441900, cost_time=0:00:02.128238 2021-04-14 22:59:38,681 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.55ms, fps=2646 images/s, loss=0.3106, top1-acc=89.13%, top5-acc=99.79%, remaining_time=0:00:17.132196, arrival_time=2021-04-14 22:59:55.813527, cost_time=0:00:03.096175 2021-04-14 22:59:39,645 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.32ms, fps=2657 images/s, loss=0.3114, top1-acc=89.11%, top5-acc=99.78%, remaining_time=0:00:15.834780, arrival_time=2021-04-14 22:59:55.480129, cost_time=0:00:04.060199 2021-04-14 22:59:40,612 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.44ms, fps=2648 images/s, loss=0.3114, top1-acc=89.05%, top5-acc=99.79%, remaining_time=0:00:14.679862, arrival_time=2021-04-14 22:59:55.292374, cost_time=0:00:05.027353 2021-04-14 22:59:41,573 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.63ms, fps=2665 images/s, loss=0.3165, top1-acc=89.01%, top5-acc=99.79%, remaining_time=0:00:13.573888, arrival_time=2021-04-14 22:59:55.147545, cost_time=0:00:05.988510 2021-04-14 22:59:42,540 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=2.13ms, fps=2650 images/s, loss=0.3165, top1-acc=88.97%, top5-acc=99.77%, remaining_time=0:00:12.518730, arrival_time=2021-04-14 22:59:55.058807, cost_time=0:00:06.954877 2021-04-14 22:59:43,519 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.34ms, fps=2617 images/s, loss=0.3169, top1-acc=88.98%, top5-acc=99.75%, remaining_time=0:00:11.504184, arrival_time=2021-04-14 22:59:55.023252, cost_time=0:00:07.933915 2021-04-14 22:59:44,482 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.32ms, fps=2659 images/s, loss=0.3177, top1-acc=88.97%, top5-acc=99.73%, remaining_time=0:00:10.478948, arrival_time=2021-04-14 22:59:54.961281, cost_time=0:00:08.897177 2021-04-14 22:59:45,451 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.46ms, fps=2643 images/s, loss=0.3153, top1-acc=89.02%, top5-acc=99.74%, remaining_time=0:00:09.471552, arrival_time=2021-04-14 22:59:54.922953, cost_time=0:00:09.866244 2021-04-14 22:59:46,412 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.38ms, fps=2666 images/s, loss=0.3162, top1-acc=89.02%, top5-acc=99.72%, remaining_time=0:00:08.464550, arrival_time=2021-04-14 22:59:54.876524, cost_time=0:00:10.826772 2021-04-14 22:59:47,385 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.27ms, fps=2632 images/s, loss=0.3160, top1-acc=89.06%, top5-acc=99.72%, remaining_time=0:00:07.473384, arrival_time=2021-04-14 22:59:54.858599, cost_time=0:00:11.800069 2021-04-14 22:59:48,350 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.31ms, fps=2653 images/s, loss=0.3173, top1-acc=89.02%, top5-acc=99.70%, remaining_time=0:00:06.480936, arrival_time=2021-04-14 22:59:54.831613, cost_time=0:00:12.765490 2021-04-14 22:59:49,336 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.41ms, fps=2599 images/s, loss=0.3178, top1-acc=89.01%, top5-acc=99.71%, remaining_time=0:00:05.500320, arrival_time=2021-04-14 22:59:54.836314, cost_time=0:00:13.750851 2021-04-14 22:59:50,309 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=3.05ms, fps=2630 images/s, loss=0.3176, top1-acc=89.00%, top5-acc=99.72%, remaining_time=0:00:04.515498, arrival_time=2021-04-14 22:59:54.825133, cost_time=0:00:14.724427 2021-04-14 22:59:51,280 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.38ms, fps=2638 images/s, loss=0.3175, top1-acc=89.01%, top5-acc=99.72%, remaining_time=0:00:03.531420, arrival_time=2021-04-14 22:59:54.811809, cost_time=0:00:15.695230 2021-04-14 22:59:52,247 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.74ms, fps=2648 images/s, loss=0.3172, top1-acc=89.04%, top5-acc=99.71%, remaining_time=0:00:02.548338, arrival_time=2021-04-14 22:59:54.795729, cost_time=0:00:16.662235 2021-04-14 22:59:53,221 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.45ms, fps=2630 images/s, loss=0.3160, top1-acc=89.07%, top5-acc=99.71%, remaining_time=0:00:01.567664, arrival_time=2021-04-14 22:59:54.788972, cost_time=0:00:17.636166 2021-04-14 22:59:54,190 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.58ms, fps=2644 images/s, loss=0.3161, top1-acc=89.08%, top5-acc=99.71%, remaining_time=0:00:00.587520, arrival_time=2021-04-14 22:59:54.777544, cost_time=0:00:18.604873 2021-04-14 22:59:54,734 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.20ms, fps=2500 images/s, loss=0.3178, top1-acc=89.06%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:54.734338, cost_time=0:00:19.149184 2021-04-14 22:59:55,183 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=0.21ms, fps=5726 images/s, loss=0.6153, top1-acc=79.49%, top5-acc=98.71%, remaining_time=0:00:01.341120, arrival_time=2021-04-14 22:59:56.524275, cost_time=0:00:00.447044 2021-04-14 22:59:55,517 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=2.58ms, fps=7666 images/s, loss=0.6137, top1-acc=79.45%, top5-acc=98.85%, remaining_time=0:00:00.781520, arrival_time=2021-04-14 22:59:56.299138, cost_time=0:00:00.781524 2021-04-14 22:59:55,854 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=0.28ms, fps=7613 images/s, loss=0.6105, top1-acc=79.70%, top5-acc=98.88%, remaining_time=0:00:00.372770, arrival_time=2021-04-14 22:59:56.227127, cost_time=0:00:01.118316 2021-04-14 22:59:56,161 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.06ms, fps=7553 images/s, loss=0.6138, top1-acc=79.65%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:56.161822, cost_time=0:00:01.425805 2021-04-14 22:59:56,275 INFO : Epoch=0058 complete, best val top1-acc=83.77%, top5-acc=99.31% (epoch=54), remaining_time=0:49:08.907610, arrival_time=2021-04-14 23:49:05.182957, cost_time=0:20:04.483418 2021-04-14 22:59:56,276 INFO : Train start, epoch=0059, lr=0.080645 2021-04-14 22:59:57,433 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=0.23ms, fps=2213 images/s, loss=0.3340, top1-acc=88.16%, top5-acc=99.77%, remaining_time=0:00:21.516852, arrival_time=2021-04-14 23:00:18.950419, cost_time=0:00:01.156816 2021-04-14 22:59:58,405 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.28ms, fps=2634 images/s, loss=0.3193, top1-acc=88.73%, top5-acc=99.71%, remaining_time=0:00:18.735024, arrival_time=2021-04-14 23:00:17.140766, cost_time=0:00:02.128989 2021-04-14 22:59:59,379 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.38ms, fps=2631 images/s, loss=0.3176, top1-acc=88.71%, top5-acc=99.71%, remaining_time=0:00:17.167388, arrival_time=2021-04-14 23:00:16.546682, cost_time=0:00:03.102542 2021-04-14 23:00:00,339 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.41ms, fps=2668 images/s, loss=0.3181, top1-acc=88.79%, top5-acc=99.68%, remaining_time=0:00:15.843672, arrival_time=2021-04-14 23:00:16.182900, cost_time=0:00:04.062475 2021-04-14 23:00:01,306 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.47ms, fps=2648 images/s, loss=0.3201, top1-acc=88.77%, top5-acc=99.70%, remaining_time=0:00:14.686578, arrival_time=2021-04-14 23:00:15.993112, cost_time=0:00:05.029641 2021-04-14 23:00:02,277 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.41ms, fps=2638 images/s, loss=0.3237, top1-acc=88.64%, top5-acc=99.67%, remaining_time=0:00:13.602040, arrival_time=2021-04-14 23:00:15.879699, cost_time=0:00:06.000906 2021-04-14 23:00:03,256 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=2.28ms, fps=2616 images/s, loss=0.3195, top1-acc=88.77%, top5-acc=99.70%, remaining_time=0:00:12.563964, arrival_time=2021-04-14 23:00:15.820799, cost_time=0:00:06.979988 2021-04-14 23:00:04,219 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.31ms, fps=2661 images/s, loss=0.3169, top1-acc=88.87%, top5-acc=99.72%, remaining_time=0:00:11.516712, arrival_time=2021-04-14 23:00:15.736016, cost_time=0:00:07.942538 2021-04-14 23:00:05,183 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.42ms, fps=2657 images/s, loss=0.3164, top1-acc=88.91%, top5-acc=99.71%, remaining_time=0:00:10.489654, arrival_time=2021-04-14 23:00:15.672691, cost_time=0:00:08.906297 2021-04-14 23:00:06,147 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.73ms, fps=2656 images/s, loss=0.3160, top1-acc=88.86%, top5-acc=99.71%, remaining_time=0:00:09.475776, arrival_time=2021-04-14 23:00:15.623337, cost_time=0:00:09.870627 2021-04-14 23:00:07,118 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=2.21ms, fps=2639 images/s, loss=0.3188, top1-acc=88.76%, top5-acc=99.71%, remaining_time=0:00:08.475902, arrival_time=2021-04-14 23:00:15.593965, cost_time=0:00:10.841267 2021-04-14 23:00:08,091 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.46ms, fps=2631 images/s, loss=0.3182, top1-acc=88.79%, top5-acc=99.70%, remaining_time=0:00:07.482808, arrival_time=2021-04-14 23:00:15.574525, cost_time=0:00:11.814921 2021-04-14 23:00:09,067 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.42ms, fps=2625 images/s, loss=0.3209, top1-acc=88.70%, top5-acc=99.70%, remaining_time=0:00:06.493806, arrival_time=2021-04-14 23:00:15.561335, cost_time=0:00:12.790785 2021-04-14 23:00:10,037 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.34ms, fps=2640 images/s, loss=0.3218, top1-acc=88.68%, top5-acc=99.70%, remaining_time=0:00:05.504240, arrival_time=2021-04-14 23:00:15.541670, cost_time=0:00:13.760659 2021-04-14 23:00:10,999 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.41ms, fps=2662 images/s, loss=0.3227, top1-acc=88.65%, top5-acc=99.69%, remaining_time=0:00:04.515038, arrival_time=2021-04-14 23:00:15.514683, cost_time=0:00:14.722894 2021-04-14 23:00:11,961 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.55ms, fps=2663 images/s, loss=0.3229, top1-acc=88.70%, top5-acc=99.68%, remaining_time=0:00:03.529044, arrival_time=2021-04-14 23:00:15.490472, cost_time=0:00:15.684675 2021-04-14 23:00:12,931 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.49ms, fps=2641 images/s, loss=0.3225, top1-acc=88.75%, top5-acc=99.69%, remaining_time=0:00:02.547116, arrival_time=2021-04-14 23:00:15.478143, cost_time=0:00:16.654278 2021-04-14 23:00:13,905 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.50ms, fps=2628 images/s, loss=0.3215, top1-acc=88.80%, top5-acc=99.69%, remaining_time=0:00:01.566992, arrival_time=2021-04-14 23:00:15.472530, cost_time=0:00:17.628602 2021-04-14 23:00:14,876 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.33ms, fps=2638 images/s, loss=0.3216, top1-acc=88.80%, top5-acc=99.69%, remaining_time=0:00:00.587370, arrival_time=2021-04-14 23:00:15.464112, cost_time=0:00:18.599993 2021-04-14 23:00:15,424 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.37ms, fps=2482 images/s, loss=0.3232, top1-acc=88.77%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:15.424942, cost_time=0:00:19.148182 2021-04-14 23:00:15,879 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=6.91ms, fps=5649 images/s, loss=0.5667, top1-acc=81.99%, top5-acc=99.10%, remaining_time=0:00:01.359510, arrival_time=2021-04-14 23:00:17.239466, cost_time=0:00:00.453169 2021-04-14 23:00:16,209 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=2.24ms, fps=7783 images/s, loss=0.5668, top1-acc=81.45%, top5-acc=99.20%, remaining_time=0:00:00.782380, arrival_time=2021-04-14 23:00:16.991563, cost_time=0:00:00.782389 2021-04-14 23:00:16,548 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=0.41ms, fps=7546 images/s, loss=0.5731, top1-acc=81.47%, top5-acc=99.18%, remaining_time=0:00:00.373980, arrival_time=2021-04-14 23:00:16.922770, cost_time=0:00:01.121943 2021-04-14 23:00:16,856 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.05ms, fps=7544 images/s, loss=0.5710, top1-acc=81.57%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:16.856746, cost_time=0:00:01.429972 2021-04-14 23:00:16,957 INFO : Epoch=0059 complete, best val top1-acc=83.77%, top5-acc=99.31% (epoch=54), remaining_time=0:48:47.937333, arrival_time=2021-04-14 23:49:04.894531, cost_time=0:20:25.165272 2021-04-14 23:00:16,958 INFO : Train start, epoch=0060, lr=0.080021 2021-04-14 23:00:18,129 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=0.25ms, fps=2187 images/s, loss=0.3069, top1-acc=89.30%, top5-acc=99.84%, remaining_time=0:00:21.772044, arrival_time=2021-04-14 23:00:39.901205, cost_time=0:00:01.170542 2021-04-14 23:00:19,104 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.37ms, fps=2626 images/s, loss=0.3240, top1-acc=88.87%, top5-acc=99.79%, remaining_time=0:00:18.884096, arrival_time=2021-04-14 23:00:37.988549, cost_time=0:00:02.145915 2021-04-14 23:00:20,079 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.32ms, fps=2626 images/s, loss=0.3195, top1-acc=88.95%, top5-acc=99.75%, remaining_time=0:00:17.270972, arrival_time=2021-04-14 23:00:37.350864, cost_time=0:00:03.121273 2021-04-14 23:00:21,056 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.53ms, fps=2624 images/s, loss=0.3195, top1-acc=89.02%, top5-acc=99.70%, remaining_time=0:00:15.980484, arrival_time=2021-04-14 23:00:37.036660, cost_time=0:00:04.097571 2021-04-14 23:00:22,030 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.48ms, fps=2630 images/s, loss=0.3203, top1-acc=88.87%, top5-acc=99.72%, remaining_time=0:00:14.809072, arrival_time=2021-04-14 23:00:36.839208, cost_time=0:00:05.071615 2021-04-14 23:00:22,991 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.37ms, fps=2664 images/s, loss=0.3181, top1-acc=88.99%, top5-acc=99.71%, remaining_time=0:00:13.674800, arrival_time=2021-04-14 23:00:36.666311, cost_time=0:00:06.032978 2021-04-14 23:00:23,957 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.55ms, fps=2653 images/s, loss=0.3172, top1-acc=89.07%, top5-acc=99.70%, remaining_time=0:00:12.597102, arrival_time=2021-04-14 23:00:36.554117, cost_time=0:00:06.998402 2021-04-14 23:00:24,922 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.71ms, fps=2652 images/s, loss=0.3147, top1-acc=89.19%, top5-acc=99.71%, remaining_time=0:00:11.548148, arrival_time=2021-04-14 23:00:36.470907, cost_time=0:00:07.964224 2021-04-14 23:00:25,883 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.28ms, fps=2665 images/s, loss=0.3136, top1-acc=89.23%, top5-acc=99.73%, remaining_time=0:00:10.511702, arrival_time=2021-04-14 23:00:36.395271, cost_time=0:00:08.925043 2021-04-14 23:00:26,848 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.40ms, fps=2655 images/s, loss=0.3137, top1-acc=89.24%, top5-acc=99.70%, remaining_time=0:00:09.493824, arrival_time=2021-04-14 23:00:36.341802, cost_time=0:00:09.889445 2021-04-14 23:00:27,810 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.57ms, fps=2660 images/s, loss=0.3133, top1-acc=89.30%, top5-acc=99.71%, remaining_time=0:00:08.484416, arrival_time=2021-04-14 23:00:36.295135, cost_time=0:00:10.852188 2021-04-14 23:00:28,771 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.47ms, fps=2666 images/s, loss=0.3138, top1-acc=89.28%, top5-acc=99.70%, remaining_time=0:00:07.481440, arrival_time=2021-04-14 23:00:36.252777, cost_time=0:00:11.812810 2021-04-14 23:00:29,733 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.46ms, fps=2661 images/s, loss=0.3164, top1-acc=89.16%, top5-acc=99.70%, remaining_time=0:00:06.485952, arrival_time=2021-04-14 23:00:36.219817, cost_time=0:00:12.775333 2021-04-14 23:00:30,699 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.43ms, fps=2654 images/s, loss=0.3151, top1-acc=89.16%, top5-acc=99.71%, remaining_time=0:00:05.496120, arrival_time=2021-04-14 23:00:36.195106, cost_time=0:00:13.740365 2021-04-14 23:00:31,660 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.39ms, fps=2664 images/s, loss=0.3168, top1-acc=89.09%, top5-acc=99.70%, remaining_time=0:00:04.508552, arrival_time=2021-04-14 23:00:36.168903, cost_time=0:00:14.701823 2021-04-14 23:00:32,621 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.52ms, fps=2666 images/s, loss=0.3173, top1-acc=89.11%, top5-acc=99.69%, remaining_time=0:00:03.524076, arrival_time=2021-04-14 23:00:36.145222, cost_time=0:00:15.662608 2021-04-14 23:00:33,588 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.78ms, fps=2649 images/s, loss=0.3187, top1-acc=89.06%, top5-acc=99.69%, remaining_time=0:00:02.543346, arrival_time=2021-04-14 23:00:36.131423, cost_time=0:00:16.629545 2021-04-14 23:00:34,548 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.51ms, fps=2665 images/s, loss=0.3193, top1-acc=89.05%, top5-acc=99.69%, remaining_time=0:00:01.563600, arrival_time=2021-04-14 23:00:36.112534, cost_time=0:00:17.590415 2021-04-14 23:00:35,511 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.28ms, fps=2661 images/s, loss=0.3193, top1-acc=89.04%, top5-acc=99.67%, remaining_time=0:00:00.585876, arrival_time=2021-04-14 23:00:36.097151, cost_time=0:00:18.552760 2021-04-14 23:00:36,052 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.17ms, fps=2513 images/s, loss=0.3198, top1-acc=89.04%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:36.052815, cost_time=0:00:19.094298 2021-04-14 23:00:36,553 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=2.27ms, fps=5132 images/s, loss=0.4722, top1-acc=84.22%, top5-acc=99.30%, remaining_time=0:00:01.496340, arrival_time=2021-04-14 23:00:38.049541, cost_time=0:00:00.498775 2021-04-14 23:00:36,891 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=0.26ms, fps=7585 images/s, loss=0.4709, top1-acc=83.91%, top5-acc=99.41%, remaining_time=0:00:00.836700, arrival_time=2021-04-14 23:00:37.727840, cost_time=0:00:00.836697 2021-04-14 23:00:37,226 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.92ms, fps=7636 images/s, loss=0.4831, top1-acc=83.59%, top5-acc=99.40%, remaining_time=0:00:00.390810, arrival_time=2021-04-14 23:00:37.617643, cost_time=0:00:01.172423 2021-04-14 23:00:37,531 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.05ms, fps=7613 images/s, loss=0.4784, top1-acc=83.89%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:37.531903, cost_time=0:00:01.477526 2021-04-14 23:00:37,766 INFO : Epoch=0060 complete, best val top1-acc=83.89%, top5-acc=99.39% (epoch=60), remaining_time=0:48:27.274160, arrival_time=2021-04-14 23:49:05.040747, cost_time=0:20:45.974658 2021-04-14 23:00:37,767 INFO : Train start, epoch=0061, lr=0.079389 2021-04-14 23:00:38,916 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=1.26ms, fps=2229 images/s, loss=0.3134, top1-acc=89.37%, top5-acc=99.61%, remaining_time=0:00:21.364890, arrival_time=2021-04-14 23:01:00.281452, cost_time=0:00:01.148647 2021-04-14 23:00:39,882 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.51ms, fps=2652 images/s, loss=0.3193, top1-acc=89.08%, top5-acc=99.69%, remaining_time=0:00:18.606016, arrival_time=2021-04-14 23:00:58.488229, cost_time=0:00:02.114321 2021-04-14 23:00:40,841 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.31ms, fps=2669 images/s, loss=0.3128, top1-acc=89.36%, top5-acc=99.74%, remaining_time=0:00:17.008028, arrival_time=2021-04-14 23:00:57.849711, cost_time=0:00:03.073755 2021-04-14 23:00:41,806 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.27ms, fps=2654 images/s, loss=0.3067, top1-acc=89.47%, top5-acc=99.78%, remaining_time=0:00:15.751320, arrival_time=2021-04-14 23:00:57.557992, cost_time=0:00:04.038786 2021-04-14 23:00:42,766 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.27ms, fps=2668 images/s, loss=0.3102, top1-acc=89.31%, top5-acc=99.75%, remaining_time=0:00:14.596496, arrival_time=2021-04-14 23:00:57.363180, cost_time=0:00:04.998801 2021-04-14 23:00:43,725 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.42ms, fps=2672 images/s, loss=0.3113, top1-acc=89.23%, top5-acc=99.74%, remaining_time=0:00:13.503304, arrival_time=2021-04-14 23:00:57.228565, cost_time=0:00:05.957368 2021-04-14 23:00:44,695 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.47ms, fps=2639 images/s, loss=0.3115, top1-acc=89.19%, top5-acc=99.74%, remaining_time=0:00:12.469968, arrival_time=2021-04-14 23:00:57.165626, cost_time=0:00:06.927749 2021-04-14 23:00:45,659 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.39ms, fps=2657 images/s, loss=0.3124, top1-acc=89.20%, top5-acc=99.75%, remaining_time=0:00:11.443052, arrival_time=2021-04-14 23:00:57.102687, cost_time=0:00:07.891738 2021-04-14 23:00:46,641 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.32ms, fps=2609 images/s, loss=0.3120, top1-acc=89.23%, top5-acc=99.74%, remaining_time=0:00:10.450752, arrival_time=2021-04-14 23:00:57.091990, cost_time=0:00:08.873272 2021-04-14 23:00:47,608 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.31ms, fps=2647 images/s, loss=0.3126, top1-acc=89.23%, top5-acc=99.73%, remaining_time=0:00:09.447360, arrival_time=2021-04-14 23:00:57.056278, cost_time=0:00:09.841025 2021-04-14 23:00:48,576 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.42ms, fps=2646 images/s, loss=0.3104, top1-acc=89.31%, top5-acc=99.74%, remaining_time=0:00:08.450532, arrival_time=2021-04-14 23:00:57.027238, cost_time=0:00:10.808789 2021-04-14 23:00:49,562 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.34ms, fps=2598 images/s, loss=0.3106, top1-acc=89.29%, top5-acc=99.75%, remaining_time=0:00:07.469888, arrival_time=2021-04-14 23:00:57.032373, cost_time=0:00:11.794592 2021-04-14 23:00:50,526 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.34ms, fps=2658 images/s, loss=0.3133, top1-acc=89.17%, top5-acc=99.75%, remaining_time=0:00:06.477240, arrival_time=2021-04-14 23:00:57.003374, cost_time=0:00:12.758227 2021-04-14 23:00:51,487 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.46ms, fps=2665 images/s, loss=0.3155, top1-acc=89.08%, top5-acc=99.74%, remaining_time=0:00:05.487664, arrival_time=2021-04-14 23:00:56.974749, cost_time=0:00:13.719195 2021-04-14 23:00:52,448 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.52ms, fps=2663 images/s, loss=0.3158, top1-acc=89.05%, top5-acc=99.73%, remaining_time=0:00:04.502112, arrival_time=2021-04-14 23:00:56.950781, cost_time=0:00:14.680774 2021-04-14 23:00:53,408 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.47ms, fps=2669 images/s, loss=0.3165, top1-acc=89.04%, top5-acc=99.73%, remaining_time=0:00:03.519108, arrival_time=2021-04-14 23:00:56.927408, cost_time=0:00:15.640421 2021-04-14 23:00:54,382 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.53ms, fps=2630 images/s, loss=0.3170, top1-acc=89.04%, top5-acc=99.72%, remaining_time=0:00:02.540954, arrival_time=2021-04-14 23:00:56.922889, cost_time=0:00:16.613988 2021-04-14 23:00:55,354 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.27ms, fps=2634 images/s, loss=0.3184, top1-acc=88.98%, top5-acc=99.72%, remaining_time=0:00:01.563248, arrival_time=2021-04-14 23:00:56.917697, cost_time=0:00:17.586544 2021-04-14 23:00:56,331 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.28ms, fps=2621 images/s, loss=0.3202, top1-acc=88.89%, top5-acc=99.73%, remaining_time=0:00:00.586218, arrival_time=2021-04-14 23:00:56.917749, cost_time=0:00:18.563629 2021-04-14 23:00:56,874 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.09ms, fps=2509 images/s, loss=0.3208, top1-acc=88.88%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:56.874029, cost_time=0:00:19.106142 2021-04-14 23:00:57,421 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=0.20ms, fps=4694 images/s, loss=0.5107, top1-acc=82.77%, top5-acc=98.98%, remaining_time=0:00:01.636200, arrival_time=2021-04-14 23:00:59.057299, cost_time=0:00:00.545399 2021-04-14 23:00:57,779 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.81ms, fps=7154 images/s, loss=0.5028, top1-acc=82.81%, top5-acc=99.02%, remaining_time=0:00:00.903600, arrival_time=2021-04-14 23:00:58.682934, cost_time=0:00:00.903591 2021-04-14 23:00:58,116 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=3.81ms, fps=7615 images/s, loss=0.5146, top1-acc=82.47%, top5-acc=99.15%, remaining_time=0:00:00.413420, arrival_time=2021-04-14 23:00:58.529528, cost_time=0:00:01.240269 2021-04-14 23:00:58,424 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.06ms, fps=7531 images/s, loss=0.5155, top1-acc=82.40%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:58.424774, cost_time=0:00:01.549096 2021-04-14 23:00:58,613 INFO : Epoch=0061 complete, best val top1-acc=83.89%, top5-acc=99.39% (epoch=60), remaining_time=0:48:06.691813, arrival_time=2021-04-14 23:49:05.305304, cost_time=0:21:06.821570 2021-04-14 23:00:58,614 INFO : Train start, epoch=0062, lr=0.078750 2021-04-14 23:00:59,801 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=0.22ms, fps=2158 images/s, loss=0.3449, top1-acc=88.32%, top5-acc=99.57%, remaining_time=0:00:22.067412, arrival_time=2021-04-14 23:01:21.868704, cost_time=0:00:01.186423 2021-04-14 23:01:00,780 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.37ms, fps=2616 images/s, loss=0.3331, top1-acc=88.54%, top5-acc=99.67%, remaining_time=0:00:19.055872, arrival_time=2021-04-14 23:01:19.836271, cost_time=0:00:02.165440 2021-04-14 23:01:01,752 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.50ms, fps=2635 images/s, loss=0.3246, top1-acc=88.83%, top5-acc=99.64%, remaining_time=0:00:17.360612, arrival_time=2021-04-14 23:01:19.112961, cost_time=0:00:03.137466 2021-04-14 23:01:02,718 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.40ms, fps=2651 images/s, loss=0.3209, top1-acc=88.78%, top5-acc=99.65%, remaining_time=0:00:16.003728, arrival_time=2021-04-14 23:01:18.722124, cost_time=0:00:04.103507 2021-04-14 23:01:03,682 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.33ms, fps=2655 images/s, loss=0.3103, top1-acc=89.00%, top5-acc=99.70%, remaining_time=0:00:14.798706, arrival_time=2021-04-14 23:01:18.481625, cost_time=0:00:05.068045 2021-04-14 23:01:04,655 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.87ms, fps=2634 images/s, loss=0.3108, top1-acc=88.98%, top5-acc=99.70%, remaining_time=0:00:13.691664, arrival_time=2021-04-14 23:01:18.347168, cost_time=0:00:06.040456 2021-04-14 23:01:05,635 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.50ms, fps=2614 images/s, loss=0.3096, top1-acc=89.06%, top5-acc=99.69%, remaining_time=0:00:12.637296, arrival_time=2021-04-14 23:01:18.272871, cost_time=0:00:07.020690 2021-04-14 23:01:06,609 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.52ms, fps=2630 images/s, loss=0.3086, top1-acc=89.22%, top5-acc=99.70%, remaining_time=0:00:11.591880, arrival_time=2021-04-14 23:01:18.201135, cost_time=0:00:07.994382 2021-04-14 23:01:07,583 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.32ms, fps=2629 images/s, loss=0.3109, top1-acc=89.16%, top5-acc=99.71%, remaining_time=0:00:10.562900, arrival_time=2021-04-14 23:01:18.146220, cost_time=0:00:08.968457 2021-04-14 23:01:08,556 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.45ms, fps=2630 images/s, loss=0.3116, top1-acc=89.07%, top5-acc=99.71%, remaining_time=0:00:09.544416, arrival_time=2021-04-14 23:01:18.101361, cost_time=0:00:09.942057 2021-04-14 23:01:09,521 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.30ms, fps=2655 images/s, loss=0.3108, top1-acc=89.11%, top5-acc=99.72%, remaining_time=0:00:08.527072, arrival_time=2021-04-14 23:01:18.048663, cost_time=0:00:10.906731 2021-04-14 23:01:10,489 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.31ms, fps=2646 images/s, loss=0.3131, top1-acc=89.06%, top5-acc=99.73%, remaining_time=0:00:07.520428, arrival_time=2021-04-14 23:01:18.009698, cost_time=0:00:11.874396 2021-04-14 23:01:11,454 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.52ms, fps=2654 images/s, loss=0.3120, top1-acc=89.09%, top5-acc=99.73%, remaining_time=0:00:06.518358, arrival_time=2021-04-14 23:01:17.972505, cost_time=0:00:12.839197 2021-04-14 23:01:12,418 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.34ms, fps=2656 images/s, loss=0.3110, top1-acc=89.13%, top5-acc=99.73%, remaining_time=0:00:05.521432, arrival_time=2021-04-14 23:01:17.939913, cost_time=0:00:13.803536 2021-04-14 23:01:13,384 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.30ms, fps=2653 images/s, loss=0.3112, top1-acc=89.16%, top5-acc=99.73%, remaining_time=0:00:04.529206, arrival_time=2021-04-14 23:01:17.913219, cost_time=0:00:14.769132 2021-04-14 23:01:14,354 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=2.05ms, fps=2640 images/s, loss=0.3107, top1-acc=89.18%, top5-acc=99.74%, remaining_time=0:00:03.541320, arrival_time=2021-04-14 23:01:17.895420, cost_time=0:00:15.739228 2021-04-14 23:01:15,321 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.36ms, fps=2646 images/s, loss=0.3100, top1-acc=89.19%, top5-acc=99.74%, remaining_time=0:00:02.555202, arrival_time=2021-04-14 23:01:17.877098, cost_time=0:00:16.707030 2021-04-14 23:01:16,286 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.29ms, fps=2656 images/s, loss=0.3110, top1-acc=89.14%, top5-acc=99.73%, remaining_time=0:00:01.570784, arrival_time=2021-04-14 23:01:17.857041, cost_time=0:00:17.671392 2021-04-14 23:01:17,257 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.07ms, fps=2637 images/s, loss=0.3121, top1-acc=89.09%, top5-acc=99.73%, remaining_time=0:00:00.588708, arrival_time=2021-04-14 23:01:17.846065, cost_time=0:00:18.642500 2021-04-14 23:01:17,799 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=0.08ms, fps=2510 images/s, loss=0.3128, top1-acc=89.06%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:17.799549, cost_time=0:00:19.184698 2021-04-14 23:01:18,263 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=1.54ms, fps=5548 images/s, loss=0.4764, top1-acc=83.52%, top5-acc=99.41%, remaining_time=0:00:01.384260, arrival_time=2021-04-14 23:01:19.647220, cost_time=0:00:00.461418 2021-04-14 23:01:18,594 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=0.19ms, fps=7722 images/s, loss=0.4715, top1-acc=84.06%, top5-acc=99.37%, remaining_time=0:00:00.793280, arrival_time=2021-04-14 23:01:19.388080, cost_time=0:00:00.793278 2021-04-14 23:01:18,940 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=0.34ms, fps=7425 images/s, loss=0.4777, top1-acc=83.84%, top5-acc=99.32%, remaining_time=0:00:00.379460, arrival_time=2021-04-14 23:01:19.319448, cost_time=0:00:01.138384 2021-04-14 23:01:19,247 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.06ms, fps=7551 images/s, loss=0.4943, top1-acc=83.46%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:19.247710, cost_time=0:00:01.446201 2021-04-14 23:01:19,389 INFO : Epoch=0062 complete, best val top1-acc=83.89%, top5-acc=99.39% (epoch=60), remaining_time=0:47:45.943980, arrival_time=2021-04-14 23:49:05.333925, cost_time=0:21:27.598020 2021-04-14 23:01:19,391 INFO : Train start, epoch=0063, lr=0.078104 2021-04-14 23:01:20,586 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=0.32ms, fps=2142 images/s, loss=0.3216, top1-acc=88.48%, top5-acc=99.77%, remaining_time=0:00:22.227000, arrival_time=2021-04-14 23:01:42.813302, cost_time=0:00:01.194996 2021-04-14 23:01:21,565 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.38ms, fps=2616 images/s, loss=0.3203, top1-acc=88.57%, top5-acc=99.67%, remaining_time=0:00:19.131728, arrival_time=2021-04-14 23:01:40.697159, cost_time=0:00:02.174066 2021-04-14 23:01:22,536 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.41ms, fps=2637 images/s, loss=0.3141, top1-acc=89.01%, top5-acc=99.71%, remaining_time=0:00:17.405598, arrival_time=2021-04-14 23:01:39.942461, cost_time=0:00:03.145600 2021-04-14 23:01:23,502 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.46ms, fps=2653 images/s, loss=0.3127, top1-acc=89.10%, top5-acc=99.76%, remaining_time=0:00:16.031808, arrival_time=2021-04-14 23:01:39.533868, cost_time=0:00:04.110705 2021-04-14 23:01:24,477 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.23ms, fps=2626 images/s, loss=0.3133, top1-acc=88.99%, top5-acc=99.72%, remaining_time=0:00:14.851704, arrival_time=2021-04-14 23:01:39.329185, cost_time=0:00:05.086208 2021-04-14 23:01:25,443 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.67ms, fps=2651 images/s, loss=0.3068, top1-acc=89.25%, top5-acc=99.73%, remaining_time=0:00:13.718184, arrival_time=2021-04-14 23:01:39.161622, cost_time=0:00:06.052163 2021-04-14 23:01:26,407 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=2.12ms, fps=2656 images/s, loss=0.3024, top1-acc=89.39%, top5-acc=99.73%, remaining_time=0:00:12.629358, arrival_time=2021-04-14 23:01:39.037030, cost_time=0:00:07.016318 2021-04-14 23:01:27,369 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.78ms, fps=2662 images/s, loss=0.3012, top1-acc=89.43%, top5-acc=99.74%, remaining_time=0:00:11.569028, arrival_time=2021-04-14 23:01:38.938922, cost_time=0:00:07.978612 2021-04-14 23:01:28,338 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.40ms, fps=2643 images/s, loss=0.3000, top1-acc=89.42%, top5-acc=99.75%, remaining_time=0:00:10.538202, arrival_time=2021-04-14 23:01:38.876976, cost_time=0:00:08.947512 2021-04-14 23:01:29,300 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.55ms, fps=2662 images/s, loss=0.3010, top1-acc=89.44%, top5-acc=99.76%, remaining_time=0:00:09.513024, arrival_time=2021-04-14 23:01:38.813706, cost_time=0:00:09.909415 2021-04-14 23:01:30,264 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.38ms, fps=2656 images/s, loss=0.3032, top1-acc=89.43%, top5-acc=99.74%, remaining_time=0:00:08.501100, arrival_time=2021-04-14 23:01:38.765889, cost_time=0:00:10.873515 2021-04-14 23:01:31,229 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.38ms, fps=2655 images/s, loss=0.3042, top1-acc=89.45%, top5-acc=99.72%, remaining_time=0:00:07.497552, arrival_time=2021-04-14 23:01:38.727051, cost_time=0:00:11.838231 2021-04-14 23:01:32,189 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.27ms, fps=2669 images/s, loss=0.3047, top1-acc=89.44%, top5-acc=99.71%, remaining_time=0:00:06.497370, arrival_time=2021-04-14 23:01:38.686429, cost_time=0:00:12.797786 2021-04-14 23:01:33,150 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.29ms, fps=2665 images/s, loss=0.3061, top1-acc=89.45%, top5-acc=99.70%, remaining_time=0:00:05.503512, arrival_time=2021-04-14 23:01:38.653793, cost_time=0:00:13.758793 2021-04-14 23:01:34,113 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.36ms, fps=2660 images/s, loss=0.3081, top1-acc=89.37%, top5-acc=99.70%, remaining_time=0:00:04.514762, arrival_time=2021-04-14 23:01:38.628073, cost_time=0:00:14.721995 2021-04-14 23:01:35,089 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=2.05ms, fps=2624 images/s, loss=0.3088, top1-acc=89.37%, top5-acc=99.70%, remaining_time=0:00:03.532032, arrival_time=2021-04-14 23:01:38.621348, cost_time=0:00:15.697936 2021-04-14 23:01:36,051 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.44ms, fps=2662 images/s, loss=0.3086, top1-acc=89.39%, top5-acc=99.71%, remaining_time=0:00:02.548026, arrival_time=2021-04-14 23:01:38.599506, cost_time=0:00:16.660211 2021-04-14 23:01:37,013 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.40ms, fps=2662 images/s, loss=0.3085, top1-acc=89.37%, top5-acc=99.72%, remaining_time=0:00:01.566416, arrival_time=2021-04-14 23:01:38.579891, cost_time=0:00:17.622205 2021-04-14 23:01:37,973 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.10ms, fps=2668 images/s, loss=0.3092, top1-acc=89.33%, top5-acc=99.72%, remaining_time=0:00:00.586806, arrival_time=2021-04-14 23:01:38.560282, cost_time=0:00:18.582222 2021-04-14 23:01:38,516 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.22ms, fps=2508 images/s, loss=0.3101, top1-acc=89.31%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:38.516038, cost_time=0:00:19.124777 2021-04-14 23:01:38,970 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=1.97ms, fps=5663 images/s, loss=0.4981, top1-acc=83.83%, top5-acc=99.26%, remaining_time=0:00:01.356090, arrival_time=2021-04-14 23:01:40.326511, cost_time=0:00:00.452032 2021-04-14 23:01:39,308 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=0.30ms, fps=7571 images/s, loss=0.4989, top1-acc=83.11%, top5-acc=99.28%, remaining_time=0:00:00.790600, arrival_time=2021-04-14 23:01:40.099550, cost_time=0:00:00.790606 2021-04-14 23:01:39,638 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=0.19ms, fps=7773 images/s, loss=0.4929, top1-acc=83.57%, top5-acc=99.26%, remaining_time=0:00:00.373420, arrival_time=2021-04-14 23:01:40.012031, cost_time=0:00:01.120266 2021-04-14 23:01:39,944 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.06ms, fps=7585 images/s, loss=0.4809, top1-acc=83.58%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:39.944775, cost_time=0:00:01.426448 2021-04-14 23:01:40,067 INFO : Epoch=0063 complete, best val top1-acc=83.89%, top5-acc=99.39% (epoch=60), remaining_time=0:47:24.978990, arrival_time=2021-04-14 23:49:05.045954, cost_time=0:21:48.275038 2021-04-14 23:01:40,068 INFO : Train start, epoch=0064, lr=0.077451 2021-04-14 23:01:41,200 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=0.20ms, fps=2261 images/s, loss=0.3006, top1-acc=89.73%, top5-acc=99.77%, remaining_time=0:00:21.061338, arrival_time=2021-04-14 23:02:02.262102, cost_time=0:00:01.132333 2021-04-14 23:01:42,175 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.54ms, fps=2628 images/s, loss=0.2941, top1-acc=90.18%, top5-acc=99.73%, remaining_time=0:00:18.542128, arrival_time=2021-04-14 23:02:00.717493, cost_time=0:00:02.107069 2021-04-14 23:01:43,149 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.78ms, fps=2630 images/s, loss=0.3014, top1-acc=89.65%, top5-acc=99.73%, remaining_time=0:00:17.047536, arrival_time=2021-04-14 23:02:00.196782, cost_time=0:00:03.080874 2021-04-14 23:01:44,114 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.85ms, fps=2653 images/s, loss=0.3088, top1-acc=89.41%, top5-acc=99.71%, remaining_time=0:00:15.781116, arrival_time=2021-04-14 23:01:59.895861, cost_time=0:00:04.046452 2021-04-14 23:01:45,086 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.50ms, fps=2636 images/s, loss=0.3145, top1-acc=89.19%, top5-acc=99.72%, remaining_time=0:00:14.652852, arrival_time=2021-04-14 23:01:59.739247, cost_time=0:00:05.018111 2021-04-14 23:01:46,048 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.40ms, fps=2663 images/s, loss=0.3154, top1-acc=89.21%, top5-acc=99.73%, remaining_time=0:00:13.553896, arrival_time=2021-04-14 23:01:59.601859, cost_time=0:00:05.979674 2021-04-14 23:01:47,016 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.32ms, fps=2645 images/s, loss=0.3161, top1-acc=89.19%, top5-acc=99.74%, remaining_time=0:00:12.506508, arrival_time=2021-04-14 23:01:59.522971, cost_time=0:00:06.948093 2021-04-14 23:01:47,988 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.99ms, fps=2635 images/s, loss=0.3186, top1-acc=89.10%, top5-acc=99.74%, remaining_time=0:00:11.484116, arrival_time=2021-04-14 23:01:59.472500, cost_time=0:00:07.920046 2021-04-14 23:01:48,955 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.39ms, fps=2650 images/s, loss=0.3165, top1-acc=89.18%, top5-acc=99.73%, remaining_time=0:00:10.466652, arrival_time=2021-04-14 23:01:59.421705, cost_time=0:00:08.886766 2021-04-14 23:01:49,926 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.31ms, fps=2638 images/s, loss=0.3171, top1-acc=89.14%, top5-acc=99.71%, remaining_time=0:00:09.463392, arrival_time=2021-04-14 23:01:59.389426, cost_time=0:00:09.857708 2021-04-14 23:01:50,905 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.37ms, fps=2616 images/s, loss=0.3154, top1-acc=89.23%, top5-acc=99.72%, remaining_time=0:00:08.472462, arrival_time=2021-04-14 23:01:59.377581, cost_time=0:00:10.836832 2021-04-14 23:01:51,890 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.45ms, fps=2598 images/s, loss=0.3135, top1-acc=89.34%, top5-acc=99.73%, remaining_time=0:00:07.487596, arrival_time=2021-04-14 23:01:59.378422, cost_time=0:00:11.822548 2021-04-14 23:01:52,863 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.40ms, fps=2632 images/s, loss=0.3131, top1-acc=89.34%, top5-acc=99.73%, remaining_time=0:00:06.496248, arrival_time=2021-04-14 23:01:59.360123, cost_time=0:00:12.795589 2021-04-14 23:01:53,846 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=2.09ms, fps=2606 images/s, loss=0.3130, top1-acc=89.37%, top5-acc=99.72%, remaining_time=0:00:05.511408, arrival_time=2021-04-14 23:01:59.358239, cost_time=0:00:13.778469 2021-04-14 23:01:54,811 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.39ms, fps=2655 images/s, loss=0.3146, top1-acc=89.33%, top5-acc=99.73%, remaining_time=0:00:04.521202, arrival_time=2021-04-14 23:01:59.332594, cost_time=0:00:14.743109 2021-04-14 23:01:55,775 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.33ms, fps=2657 images/s, loss=0.3153, top1-acc=89.33%, top5-acc=99.72%, remaining_time=0:00:03.534048, arrival_time=2021-04-14 23:01:59.309316, cost_time=0:00:15.706849 2021-04-14 23:01:56,735 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.50ms, fps=2667 images/s, loss=0.3154, top1-acc=89.29%, top5-acc=99.72%, remaining_time=0:00:02.549118, arrival_time=2021-04-14 23:01:59.284671, cost_time=0:00:16.667278 2021-04-14 23:01:57,696 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.53ms, fps=2665 images/s, loss=0.3161, top1-acc=89.26%, top5-acc=99.72%, remaining_time=0:00:01.566960, arrival_time=2021-04-14 23:01:59.263508, cost_time=0:00:17.628256 2021-04-14 23:01:58,662 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.17ms, fps=2651 images/s, loss=0.3155, top1-acc=89.31%, top5-acc=99.72%, remaining_time=0:00:00.587190, arrival_time=2021-04-14 23:01:59.249862, cost_time=0:00:18.594386 2021-04-14 23:01:59,203 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.29ms, fps=2515 images/s, loss=0.3150, top1-acc=89.30%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:59.203856, cost_time=0:00:19.135578 2021-04-14 23:01:59,699 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=0.45ms, fps=5230 images/s, loss=0.4812, top1-acc=83.24%, top5-acc=99.41%, remaining_time=0:00:01.468440, arrival_time=2021-04-14 23:02:01.167490, cost_time=0:00:00.489480 2021-04-14 23:02:00,025 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=0.21ms, fps=7853 images/s, loss=0.4745, top1-acc=83.95%, top5-acc=99.43%, remaining_time=0:00:00.815960, arrival_time=2021-04-14 23:02:00.841445, cost_time=0:00:00.815968 2021-04-14 23:02:00,361 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=0.20ms, fps=7625 images/s, loss=0.4708, top1-acc=84.31%, top5-acc=99.51%, remaining_time=0:00:00.384020, arrival_time=2021-04-14 23:02:00.745620, cost_time=0:00:01.152067 2021-04-14 23:02:00,668 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.05ms, fps=7566 images/s, loss=0.4814, top1-acc=84.11%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-14 23:02:00.668572, cost_time=0:00:01.459063 2021-04-14 23:02:00,897 INFO : Epoch=0064 complete, best val top1-acc=84.11%, top5-acc=99.48% (epoch=64), remaining_time=0:47:04.348992, arrival_time=2021-04-14 23:49:05.246332, cost_time=0:22:09.105404 2021-04-14 23:02:00,898 INFO : Train start, epoch=0065, lr=0.076791 2021-04-14 23:02:02,036 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.59ms, fps=2251 images/s, loss=0.3334, top1-acc=88.67%, top5-acc=99.61%, remaining_time=0:00:21.157872, arrival_time=2021-04-14 23:02:23.194121, cost_time=0:00:01.137515 2021-04-14 23:02:03,009 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.50ms, fps=2631 images/s, loss=0.3135, top1-acc=89.22%, top5-acc=99.63%, remaining_time=0:00:18.576800, arrival_time=2021-04-14 23:02:21.586610, cost_time=0:00:02.111005 2021-04-14 23:02:03,985 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.96ms, fps=2625 images/s, loss=0.3021, top1-acc=89.58%, top5-acc=99.65%, remaining_time=0:00:17.080736, arrival_time=2021-04-14 23:02:21.066353, cost_time=0:00:03.086870 2021-04-14 23:02:04,958 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.36ms, fps=2632 images/s, loss=0.3041, top1-acc=89.56%, top5-acc=99.69%, remaining_time=0:00:15.834468, arrival_time=2021-04-14 23:02:20.793271, cost_time=0:00:04.060138 2021-04-14 23:02:05,936 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.53ms, fps=2621 images/s, loss=0.3030, top1-acc=89.52%, top5-acc=99.71%, remaining_time=0:00:14.708332, arrival_time=2021-04-14 23:02:20.644297, cost_time=0:00:05.037106 2021-04-14 23:02:06,913 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.92ms, fps=2621 images/s, loss=0.3032, top1-acc=89.55%, top5-acc=99.71%, remaining_time=0:00:13.633728, arrival_time=2021-04-14 23:02:20.547262, cost_time=0:00:06.014871 2021-04-14 23:02:07,878 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.45ms, fps=2654 images/s, loss=0.3036, top1-acc=89.53%, top5-acc=99.73%, remaining_time=0:00:12.563838, arrival_time=2021-04-14 23:02:20.442406, cost_time=0:00:06.979898 2021-04-14 23:02:08,843 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.47ms, fps=2653 images/s, loss=0.3043, top1-acc=89.48%, top5-acc=99.72%, remaining_time=0:00:11.520656, arrival_time=2021-04-14 23:02:20.364601, cost_time=0:00:07.945268 2021-04-14 23:02:09,813 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.30ms, fps=2643 images/s, loss=0.3052, top1-acc=89.44%, top5-acc=99.72%, remaining_time=0:00:10.499194, arrival_time=2021-04-14 23:02:20.312320, cost_time=0:00:08.914371 2021-04-14 23:02:10,786 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.41ms, fps=2633 images/s, loss=0.3071, top1-acc=89.40%, top5-acc=99.73%, remaining_time=0:00:09.491712, arrival_time=2021-04-14 23:02:20.277657, cost_time=0:00:09.887219 2021-04-14 23:02:11,756 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.90ms, fps=2639 images/s, loss=0.3104, top1-acc=89.33%, top5-acc=99.73%, remaining_time=0:00:08.488716, arrival_time=2021-04-14 23:02:20.245029, cost_time=0:00:10.857645 2021-04-14 23:02:12,728 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.34ms, fps=2633 images/s, loss=0.3102, top1-acc=89.33%, top5-acc=99.73%, remaining_time=0:00:07.492460, arrival_time=2021-04-14 23:02:20.221297, cost_time=0:00:11.830173 2021-04-14 23:02:13,694 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.78ms, fps=2652 images/s, loss=0.3109, top1-acc=89.29%, top5-acc=99.74%, remaining_time=0:00:06.496314, arrival_time=2021-04-14 23:02:20.190777, cost_time=0:00:12.795755 2021-04-14 23:02:14,665 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.21ms, fps=2639 images/s, loss=0.3092, top1-acc=89.34%, top5-acc=99.74%, remaining_time=0:00:05.506536, arrival_time=2021-04-14 23:02:20.171568, cost_time=0:00:13.766364 2021-04-14 23:02:15,624 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.38ms, fps=2668 images/s, loss=0.3092, top1-acc=89.30%, top5-acc=99.74%, remaining_time=0:00:04.516004, arrival_time=2021-04-14 23:02:20.140738, cost_time=0:00:14.726066 2021-04-14 23:02:16,585 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.27ms, fps=2667 images/s, loss=0.3079, top1-acc=89.36%, top5-acc=99.74%, remaining_time=0:00:03.529404, arrival_time=2021-04-14 23:02:20.114406, cost_time=0:00:15.686254 2021-04-14 23:02:17,548 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.37ms, fps=2660 images/s, loss=0.3088, top1-acc=89.32%, top5-acc=99.73%, remaining_time=0:00:02.546362, arrival_time=2021-04-14 23:02:20.094388, cost_time=0:00:16.649356 2021-04-14 23:02:18,508 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.28ms, fps=2666 images/s, loss=0.3092, top1-acc=89.32%, top5-acc=99.72%, remaining_time=0:00:01.565328, arrival_time=2021-04-14 23:02:20.073975, cost_time=0:00:17.609969 2021-04-14 23:02:19,470 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.33ms, fps=2663 images/s, loss=0.3097, top1-acc=89.31%, top5-acc=99.71%, remaining_time=0:00:00.586470, arrival_time=2021-04-14 23:02:20.056712, cost_time=0:00:18.571573 2021-04-14 23:02:20,012 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.13ms, fps=2511 images/s, loss=0.3099, top1-acc=89.30%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-14 23:02:20.012179, cost_time=0:00:19.113512 2021-04-14 23:02:20,509 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=1.73ms, fps=5167 images/s, loss=0.4532, top1-acc=84.18%, top5-acc=99.06%, remaining_time=0:00:01.486260, arrival_time=2021-04-14 23:02:21.995678, cost_time=0:00:00.495421 2021-04-14 23:02:20,846 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=2.08ms, fps=7614 images/s, loss=0.4491, top1-acc=84.61%, top5-acc=99.20%, remaining_time=0:00:00.832020, arrival_time=2021-04-14 23:02:21.678025, cost_time=0:00:00.832014 2021-04-14 23:02:21,176 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.62ms, fps=7749 images/s, loss=0.4441, top1-acc=84.95%, top5-acc=99.26%, remaining_time=0:00:00.387580, arrival_time=2021-04-14 23:02:21.564344, cost_time=0:00:01.162739 2021-04-14 23:02:21,496 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.06ms, fps=7274 images/s, loss=0.4496, top1-acc=85.06%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-14 23:02:21.496095, cost_time=0:00:01.482140 2021-04-14 23:02:21,714 INFO : Epoch=0065 complete, best val top1-acc=85.06%, top5-acc=99.28% (epoch=65), remaining_time=0:46:43.684590, arrival_time=2021-04-14 23:49:05.398710, cost_time=0:22:29.922188 2021-04-14 23:02:21,715 INFO : Train start, epoch=0066, lr=0.076125 2021-04-14 23:02:22,852 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=2.11ms, fps=2251 images/s, loss=0.2865, top1-acc=90.27%, top5-acc=99.77%, remaining_time=0:00:21.151176, arrival_time=2021-04-14 23:02:44.003793, cost_time=0:00:01.137155 2021-04-14 23:02:23,824 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.31ms, fps=2634 images/s, loss=0.3032, top1-acc=89.37%, top5-acc=99.75%, remaining_time=0:00:18.563600, arrival_time=2021-04-14 23:02:42.388550, cost_time=0:00:02.109504 2021-04-14 23:02:24,788 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.35ms, fps=2659 images/s, loss=0.3095, top1-acc=89.15%, top5-acc=99.78%, remaining_time=0:00:17.002550, arrival_time=2021-04-14 23:02:41.790753, cost_time=0:00:03.072750 2021-04-14 23:02:25,754 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.32ms, fps=2650 images/s, loss=0.3096, top1-acc=89.35%, top5-acc=99.76%, remaining_time=0:00:15.752568, arrival_time=2021-04-14 23:02:41.507137, cost_time=0:00:04.039113 2021-04-14 23:02:26,719 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.26ms, fps=2654 images/s, loss=0.3099, top1-acc=89.35%, top5-acc=99.77%, remaining_time=0:00:14.611972, arrival_time=2021-04-14 23:02:41.331559, cost_time=0:00:05.004122 2021-04-14 23:02:27,689 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.33ms, fps=2640 images/s, loss=0.3139, top1-acc=89.14%, top5-acc=99.76%, remaining_time=0:00:13.541520, arrival_time=2021-04-14 23:02:41.231235, cost_time=0:00:05.974207 2021-04-14 23:02:28,658 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.50ms, fps=2643 images/s, loss=0.3116, top1-acc=89.17%, top5-acc=99.75%, remaining_time=0:00:12.498066, arrival_time=2021-04-14 23:02:41.156897, cost_time=0:00:06.943375 2021-04-14 23:02:29,630 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.31ms, fps=2635 images/s, loss=0.3103, top1-acc=89.18%, top5-acc=99.77%, remaining_time=0:00:11.477272, arrival_time=2021-04-14 23:02:41.108181, cost_time=0:00:07.915380 2021-04-14 23:02:30,607 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.39ms, fps=2623 images/s, loss=0.3088, top1-acc=89.18%, top5-acc=99.78%, remaining_time=0:00:10.473012, arrival_time=2021-04-14 23:02:41.080633, cost_time=0:00:08.892163 2021-04-14 23:02:31,584 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.45ms, fps=2621 images/s, loss=0.3093, top1-acc=89.21%, top5-acc=99.78%, remaining_time=0:00:09.474624, arrival_time=2021-04-14 23:02:41.059482, cost_time=0:00:09.869394 2021-04-14 23:02:32,554 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.38ms, fps=2643 images/s, loss=0.3091, top1-acc=89.20%, top5-acc=99.78%, remaining_time=0:00:08.473752, arrival_time=2021-04-14 23:02:41.027816, cost_time=0:00:10.838528 2021-04-14 23:02:33,516 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.50ms, fps=2662 images/s, loss=0.3099, top1-acc=89.14%, top5-acc=99.78%, remaining_time=0:00:07.473764, arrival_time=2021-04-14 23:02:40.989848, cost_time=0:00:11.800621 2021-04-14 23:02:34,477 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.35ms, fps=2663 images/s, loss=0.3084, top1-acc=89.22%, top5-acc=99.79%, remaining_time=0:00:06.479418, arrival_time=2021-04-14 23:02:40.957361, cost_time=0:00:12.762484 2021-04-14 23:02:35,442 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.46ms, fps=2656 images/s, loss=0.3089, top1-acc=89.22%, top5-acc=99.79%, remaining_time=0:00:05.490688, arrival_time=2021-04-14 23:02:40.932815, cost_time=0:00:13.726674 2021-04-14 23:02:36,407 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.32ms, fps=2654 images/s, loss=0.3084, top1-acc=89.26%, top5-acc=99.78%, remaining_time=0:00:04.505424, arrival_time=2021-04-14 23:02:40.912496, cost_time=0:00:14.691605 2021-04-14 23:02:37,373 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.36ms, fps=2649 images/s, loss=0.3092, top1-acc=89.25%, top5-acc=99.77%, remaining_time=0:00:03.523140, arrival_time=2021-04-14 23:02:40.897076, cost_time=0:00:15.658472 2021-04-14 23:02:38,346 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.54ms, fps=2634 images/s, loss=0.3103, top1-acc=89.22%, top5-acc=99.76%, remaining_time=0:00:02.543502, arrival_time=2021-04-14 23:02:40.889622, cost_time=0:00:16.630661 2021-04-14 23:02:39,318 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.79ms, fps=2633 images/s, loss=0.3112, top1-acc=89.17%, top5-acc=99.75%, remaining_time=0:00:01.564736, arrival_time=2021-04-14 23:02:40.883419, cost_time=0:00:17.603214 2021-04-14 23:02:40,287 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.39ms, fps=2643 images/s, loss=0.3102, top1-acc=89.20%, top5-acc=99.75%, remaining_time=0:00:00.586488, arrival_time=2021-04-14 23:02:40.874147, cost_time=0:00:18.572203 2021-04-14 23:02:40,839 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.44ms, fps=2468 images/s, loss=0.3115, top1-acc=89.18%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:02:40.839115, cost_time=0:00:19.123669 2021-04-14 23:02:41,374 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=0.31ms, fps=4794 images/s, loss=0.5213, top1-acc=82.23%, top5-acc=98.98%, remaining_time=0:00:01.602090, arrival_time=2021-04-14 23:02:42.976904, cost_time=0:00:00.534028 2021-04-14 23:02:41,707 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.85ms, fps=7696 images/s, loss=0.4949, top1-acc=82.87%, top5-acc=99.04%, remaining_time=0:00:00.867040, arrival_time=2021-04-14 23:02:42.574843, cost_time=0:00:00.867031 2021-04-14 23:02:42,051 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=0.35ms, fps=7460 images/s, loss=0.4956, top1-acc=83.33%, top5-acc=99.02%, remaining_time=0:00:00.403510, arrival_time=2021-04-14 23:02:42.454860, cost_time=0:00:01.210518 2021-04-14 23:02:42,356 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.05ms, fps=7621 images/s, loss=0.4839, top1-acc=83.70%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-14 23:02:42.356207, cost_time=0:00:01.515457 2021-04-14 23:02:42,498 INFO : Epoch=0066 complete, best val top1-acc=85.06%, top5-acc=99.28% (epoch=65), remaining_time=0:46:22.950592, arrival_time=2021-04-14 23:49:05.449507, cost_time=0:22:50.706989 2021-04-14 23:02:42,500 INFO : Train start, epoch=0067, lr=0.075452 2021-04-14 23:02:43,663 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=0.19ms, fps=2201 images/s, loss=0.3115, top1-acc=89.22%, top5-acc=99.80%, remaining_time=0:00:21.636264, arrival_time=2021-04-14 23:03:05.299911, cost_time=0:00:01.163245 2021-04-14 23:02:44,638 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.68ms, fps=2628 images/s, loss=0.2932, top1-acc=89.94%, top5-acc=99.77%, remaining_time=0:00:18.817040, arrival_time=2021-04-14 23:03:03.455578, cost_time=0:00:02.138299 2021-04-14 23:02:45,614 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=2.05ms, fps=2625 images/s, loss=0.3007, top1-acc=89.75%, top5-acc=99.71%, remaining_time=0:00:17.231132, arrival_time=2021-04-14 23:03:02.845487, cost_time=0:00:03.114052 2021-04-14 23:02:46,582 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.34ms, fps=2645 images/s, loss=0.2997, top1-acc=89.81%, top5-acc=99.75%, remaining_time=0:00:15.921984, arrival_time=2021-04-14 23:03:02.504801, cost_time=0:00:04.082578 2021-04-14 23:02:47,549 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.31ms, fps=2649 images/s, loss=0.2990, top1-acc=89.91%, top5-acc=99.73%, remaining_time=0:00:14.743956, arrival_time=2021-04-14 23:03:02.293466, cost_time=0:00:05.049293 2021-04-14 23:02:48,515 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.39ms, fps=2650 images/s, loss=0.3002, top1-acc=89.79%, top5-acc=99.76%, remaining_time=0:00:13.635496, arrival_time=2021-04-14 23:03:02.151378, cost_time=0:00:06.015666 2021-04-14 23:02:49,484 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.50ms, fps=2646 images/s, loss=0.3014, top1-acc=89.77%, top5-acc=99.75%, remaining_time=0:00:12.570642, arrival_time=2021-04-14 23:03:02.054669, cost_time=0:00:06.983670 2021-04-14 23:02:50,449 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.40ms, fps=2654 images/s, loss=0.3047, top1-acc=89.67%, top5-acc=99.72%, remaining_time=0:00:11.525876, arrival_time=2021-04-14 23:03:01.974967, cost_time=0:00:07.948870 2021-04-14 23:02:51,421 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.27ms, fps=2634 images/s, loss=0.3083, top1-acc=89.56%, top5-acc=99.72%, remaining_time=0:00:10.507356, arrival_time=2021-04-14 23:03:01.928896, cost_time=0:00:08.921322 2021-04-14 23:02:52,383 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.39ms, fps=2662 images/s, loss=0.3062, top1-acc=89.65%, top5-acc=99.71%, remaining_time=0:00:09.488160, arrival_time=2021-04-14 23:03:01.871892, cost_time=0:00:09.883521 2021-04-14 23:02:53,345 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.40ms, fps=2662 images/s, loss=0.3084, top1-acc=89.52%, top5-acc=99.72%, remaining_time=0:00:08.479170, arrival_time=2021-04-14 23:03:01.824925, cost_time=0:00:10.845495 2021-04-14 23:02:54,312 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.42ms, fps=2650 images/s, loss=0.3069, top1-acc=89.56%, top5-acc=99.72%, remaining_time=0:00:07.480908, arrival_time=2021-04-14 23:03:01.793061, cost_time=0:00:11.811934 2021-04-14 23:02:55,281 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.40ms, fps=2643 images/s, loss=0.3070, top1-acc=89.52%, top5-acc=99.70%, remaining_time=0:00:06.488724, arrival_time=2021-04-14 23:03:01.769716, cost_time=0:00:12.780777 2021-04-14 23:02:56,247 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.39ms, fps=2649 images/s, loss=0.3089, top1-acc=89.45%, top5-acc=99.72%, remaining_time=0:00:05.498976, arrival_time=2021-04-14 23:03:01.746688, cost_time=0:00:13.747413 2021-04-14 23:02:57,208 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.20ms, fps=2667 images/s, loss=0.3085, top1-acc=89.49%, top5-acc=99.72%, remaining_time=0:00:04.510438, arrival_time=2021-04-14 23:03:01.718589, cost_time=0:00:14.707932 2021-04-14 23:02:58,171 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.30ms, fps=2658 images/s, loss=0.3090, top1-acc=89.43%, top5-acc=99.72%, remaining_time=0:00:03.526092, arrival_time=2021-04-14 23:03:01.697758, cost_time=0:00:15.671445 2021-04-14 23:02:59,142 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.42ms, fps=2638 images/s, loss=0.3098, top1-acc=89.39%, top5-acc=99.72%, remaining_time=0:00:02.545322, arrival_time=2021-04-14 23:03:01.687967, cost_time=0:00:16.642424 2021-04-14 23:03:00,111 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.51ms, fps=2643 images/s, loss=0.3099, top1-acc=89.42%, top5-acc=99.71%, remaining_time=0:00:01.565440, arrival_time=2021-04-14 23:03:01.676898, cost_time=0:00:17.611237 2021-04-14 23:03:01,077 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.42ms, fps=2652 images/s, loss=0.3121, top1-acc=89.37%, top5-acc=99.70%, remaining_time=0:00:00.586644, arrival_time=2021-04-14 23:03:01.663862, cost_time=0:00:18.577005 2021-04-14 23:03:01,618 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.01ms, fps=2516 images/s, loss=0.3115, top1-acc=89.39%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:01.618177, cost_time=0:00:19.117970 2021-04-14 23:03:02,120 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=0.19ms, fps=5114 images/s, loss=0.4568, top1-acc=84.77%, top5-acc=99.30%, remaining_time=0:00:01.501740, arrival_time=2021-04-14 23:03:03.622199, cost_time=0:00:00.500576 2021-04-14 23:03:02,445 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.36ms, fps=7878 images/s, loss=0.4519, top1-acc=84.79%, top5-acc=99.28%, remaining_time=0:00:00.825880, arrival_time=2021-04-14 23:03:03.271640, cost_time=0:00:00.825889 2021-04-14 23:03:02,772 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=0.29ms, fps=7835 images/s, loss=0.4506, top1-acc=84.80%, top5-acc=99.31%, remaining_time=0:00:00.384320, arrival_time=2021-04-14 23:03:03.157141, cost_time=0:00:01.152954 2021-04-14 23:03:03,078 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.05ms, fps=7599 images/s, loss=0.4562, top1-acc=84.90%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:03.078429, cost_time=0:00:01.458572 2021-04-14 23:03:03,177 INFO : Epoch=0067 complete, best val top1-acc=85.06%, top5-acc=99.28% (epoch=65), remaining_time=0:46:02.004084, arrival_time=2021-04-14 23:49:05.181483, cost_time=0:23:11.385484 2021-04-14 23:03:03,178 INFO : Train start, epoch=0068, lr=0.074773 2021-04-14 23:03:04,354 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=0.24ms, fps=2177 images/s, loss=0.2854, top1-acc=90.16%, top5-acc=99.73%, remaining_time=0:00:21.869322, arrival_time=2021-04-14 23:03:26.224028, cost_time=0:00:01.175767 2021-04-14 23:03:05,334 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.37ms, fps=2616 images/s, loss=0.2862, top1-acc=90.10%, top5-acc=99.80%, remaining_time=0:00:18.965760, arrival_time=2021-04-14 23:03:24.299736, cost_time=0:00:02.155200 2021-04-14 23:03:06,297 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.50ms, fps=2658 images/s, loss=0.2871, top1-acc=90.21%, top5-acc=99.74%, remaining_time=0:00:17.256862, arrival_time=2021-04-14 23:03:23.554489, cost_time=0:00:03.118715 2021-04-14 23:03:07,261 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.44ms, fps=2658 images/s, loss=0.2867, top1-acc=90.23%, top5-acc=99.76%, remaining_time=0:00:15.921984, arrival_time=2021-04-14 23:03:23.183279, cost_time=0:00:04.082541 2021-04-14 23:03:08,244 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.35ms, fps=2604 images/s, loss=0.2900, top1-acc=90.03%, top5-acc=99.77%, remaining_time=0:00:14.793012, arrival_time=2021-04-14 23:03:23.037860, cost_time=0:00:05.066084 2021-04-14 23:03:09,207 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.38ms, fps=2662 images/s, loss=0.2977, top1-acc=89.73%, top5-acc=99.78%, remaining_time=0:00:13.663920, arrival_time=2021-04-14 23:03:22.870900, cost_time=0:00:06.028223 2021-04-14 23:03:10,174 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.35ms, fps=2647 images/s, loss=0.3005, top1-acc=89.61%, top5-acc=99.76%, remaining_time=0:00:12.592566, arrival_time=2021-04-14 23:03:22.767294, cost_time=0:00:06.995886 2021-04-14 23:03:11,140 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.97ms, fps=2653 images/s, loss=0.3025, top1-acc=89.54%, top5-acc=99.76%, remaining_time=0:00:11.543856, arrival_time=2021-04-14 23:03:22.683924, cost_time=0:00:07.961302 2021-04-14 23:03:12,104 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.33ms, fps=2657 images/s, loss=0.3046, top1-acc=89.41%, top5-acc=99.74%, remaining_time=0:00:10.512020, arrival_time=2021-04-14 23:03:22.616110, cost_time=0:00:08.925341 2021-04-14 23:03:13,070 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.83ms, fps=2650 images/s, loss=0.3051, top1-acc=89.38%, top5-acc=99.76%, remaining_time=0:00:09.496032, arrival_time=2021-04-14 23:03:22.566452, cost_time=0:00:09.891674 2021-04-14 23:03:14,036 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.84ms, fps=2650 images/s, loss=0.3053, top1-acc=89.39%, top5-acc=99.76%, remaining_time=0:00:08.489060, arrival_time=2021-04-14 23:03:22.525894, cost_time=0:00:10.858092 2021-04-14 23:03:15,014 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.50ms, fps=2619 images/s, loss=0.3064, top1-acc=89.37%, top5-acc=99.76%, remaining_time=0:00:07.496032, arrival_time=2021-04-14 23:03:22.510641, cost_time=0:00:11.835859 2021-04-14 23:03:15,986 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.90ms, fps=2635 images/s, loss=0.3072, top1-acc=89.37%, top5-acc=99.77%, remaining_time=0:00:06.502452, arrival_time=2021-04-14 23:03:22.489162, cost_time=0:00:12.807918 2021-04-14 23:03:16,960 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.47ms, fps=2631 images/s, loss=0.3086, top1-acc=89.34%, top5-acc=99.76%, remaining_time=0:00:05.512584, arrival_time=2021-04-14 23:03:22.472841, cost_time=0:00:13.781419 2021-04-14 23:03:17,929 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.35ms, fps=2642 images/s, loss=0.3078, top1-acc=89.41%, top5-acc=99.75%, remaining_time=0:00:04.523594, arrival_time=2021-04-14 23:03:22.453204, cost_time=0:00:14.750855 2021-04-14 23:03:18,894 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.35ms, fps=2655 images/s, loss=0.3082, top1-acc=89.42%, top5-acc=99.75%, remaining_time=0:00:03.535992, arrival_time=2021-04-14 23:03:22.430267, cost_time=0:00:15.715518 2021-04-14 23:03:19,859 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.59ms, fps=2654 images/s, loss=0.3074, top1-acc=89.45%, top5-acc=99.75%, remaining_time=0:00:02.551146, arrival_time=2021-04-14 23:03:22.410456, cost_time=0:00:16.680558 2021-04-14 23:03:20,823 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.36ms, fps=2657 images/s, loss=0.3060, top1-acc=89.49%, top5-acc=99.75%, remaining_time=0:00:01.568400, arrival_time=2021-04-14 23:03:22.391723, cost_time=0:00:17.644579 2021-04-14 23:03:21,785 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.15ms, fps=2663 images/s, loss=0.3061, top1-acc=89.48%, top5-acc=99.74%, remaining_time=0:00:00.587568, arrival_time=2021-04-14 23:03:22.372666, cost_time=0:00:18.606358 2021-04-14 23:03:22,326 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.38ms, fps=2515 images/s, loss=0.3075, top1-acc=89.43%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:22.326179, cost_time=0:00:19.147435 2021-04-14 23:03:22,801 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.40ms, fps=5403 images/s, loss=0.4329, top1-acc=85.35%, top5-acc=99.45%, remaining_time=0:00:01.421370, arrival_time=2021-04-14 23:03:24.223029, cost_time=0:00:00.473786 2021-04-14 23:03:23,184 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=3.69ms, fps=6700 images/s, loss=0.4524, top1-acc=84.59%, top5-acc=99.39%, remaining_time=0:00:00.856420, arrival_time=2021-04-14 23:03:24.040712, cost_time=0:00:00.856425 2021-04-14 23:03:23,521 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=0.38ms, fps=7594 images/s, loss=0.4435, top1-acc=84.66%, top5-acc=99.49%, remaining_time=0:00:00.398020, arrival_time=2021-04-14 23:03:23.919893, cost_time=0:00:01.194069 2021-04-14 23:03:23,827 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.06ms, fps=7594 images/s, loss=0.4598, top1-acc=84.61%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:23.827705, cost_time=0:00:01.499929 2021-04-14 23:03:23,940 INFO : Epoch=0068 complete, best val top1-acc=85.06%, top5-acc=99.28% (epoch=65), remaining_time=0:45:41.229612, arrival_time=2021-04-14 23:49:05.170124, cost_time=0:23:32.148570 2021-04-14 23:03:23,941 INFO : Train start, epoch=0069, lr=0.074088 2021-04-14 23:03:25,121 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.32ms, fps=2170 images/s, loss=0.3188, top1-acc=88.75%, top5-acc=99.77%, remaining_time=0:00:21.947070, arrival_time=2021-04-14 23:03:47.068825, cost_time=0:00:01.179951 2021-04-14 23:03:26,096 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.93ms, fps=2628 images/s, loss=0.3068, top1-acc=89.24%, top5-acc=99.79%, remaining_time=0:00:18.959248, arrival_time=2021-04-14 23:03:45.055510, cost_time=0:00:02.154458 2021-04-14 23:03:27,066 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.29ms, fps=2639 images/s, loss=0.2925, top1-acc=89.73%, top5-acc=99.77%, remaining_time=0:00:17.291390, arrival_time=2021-04-14 23:03:44.358134, cost_time=0:00:03.124944 2021-04-14 23:03:28,030 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.37ms, fps=2658 images/s, loss=0.2898, top1-acc=89.84%, top5-acc=99.75%, remaining_time=0:00:15.945384, arrival_time=2021-04-14 23:03:43.975816, cost_time=0:00:04.088548 2021-04-14 23:03:29,002 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.29ms, fps=2634 images/s, loss=0.2868, top1-acc=90.02%, top5-acc=99.73%, remaining_time=0:00:14.778412, arrival_time=2021-04-14 23:03:43.781302, cost_time=0:00:05.061077 2021-04-14 23:03:29,964 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.35ms, fps=2663 images/s, loss=0.2860, top1-acc=90.03%, top5-acc=99.77%, remaining_time=0:00:13.651952, arrival_time=2021-04-14 23:03:43.616691, cost_time=0:00:06.022930 2021-04-14 23:03:30,928 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.33ms, fps=2658 images/s, loss=0.2882, top1-acc=90.08%, top5-acc=99.75%, remaining_time=0:00:12.575682, arrival_time=2021-04-14 23:03:43.504056, cost_time=0:00:06.986490 2021-04-14 23:03:31,897 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.38ms, fps=2642 images/s, loss=0.2909, top1-acc=89.94%, top5-acc=99.73%, remaining_time=0:00:11.536316, arrival_time=2021-04-14 23:03:43.434174, cost_time=0:00:07.956052 2021-04-14 23:03:32,869 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.45ms, fps=2637 images/s, loss=0.2891, top1-acc=89.97%, top5-acc=99.74%, remaining_time=0:00:10.514246, arrival_time=2021-04-14 23:03:43.383235, cost_time=0:00:08.927174 2021-04-14 23:03:33,843 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=2.05ms, fps=2627 images/s, loss=0.2900, top1-acc=89.93%, top5-acc=99.74%, remaining_time=0:00:09.505920, arrival_time=2021-04-14 23:03:43.349798, cost_time=0:00:09.902035 2021-04-14 23:03:34,814 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.35ms, fps=2638 images/s, loss=0.2942, top1-acc=89.76%, top5-acc=99.73%, remaining_time=0:00:08.500584, arrival_time=2021-04-14 23:03:43.315284, cost_time=0:00:10.872874 2021-04-14 23:03:35,776 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.36ms, fps=2663 images/s, loss=0.2959, top1-acc=89.72%, top5-acc=99.74%, remaining_time=0:00:07.495196, arrival_time=2021-04-14 23:03:43.271525, cost_time=0:00:11.834529 2021-04-14 23:03:36,742 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.31ms, fps=2651 images/s, loss=0.2981, top1-acc=89.66%, top5-acc=99.74%, remaining_time=0:00:06.498690, arrival_time=2021-04-14 23:03:43.241001, cost_time=0:00:12.800503 2021-04-14 23:03:37,703 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.41ms, fps=2665 images/s, loss=0.2993, top1-acc=89.67%, top5-acc=99.74%, remaining_time=0:00:05.504632, arrival_time=2021-04-14 23:03:43.208008, cost_time=0:00:13.761574 2021-04-14 23:03:38,666 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.27ms, fps=2660 images/s, loss=0.2987, top1-acc=89.68%, top5-acc=99.74%, remaining_time=0:00:04.515452, arrival_time=2021-04-14 23:03:43.181598, cost_time=0:00:14.724342 2021-04-14 23:03:39,626 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.37ms, fps=2668 images/s, loss=0.2983, top1-acc=89.72%, top5-acc=99.73%, remaining_time=0:00:03.528936, arrival_time=2021-04-14 23:03:43.154918, cost_time=0:00:15.684171 2021-04-14 23:03:40,589 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.88ms, fps=2658 images/s, loss=0.2989, top1-acc=89.69%, top5-acc=99.73%, remaining_time=0:00:02.546128, arrival_time=2021-04-14 23:03:43.135648, cost_time=0:00:16.647678 2021-04-14 23:03:41,556 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.45ms, fps=2648 images/s, loss=0.2988, top1-acc=89.69%, top5-acc=99.73%, remaining_time=0:00:01.565776, arrival_time=2021-04-14 23:03:43.122561, cost_time=0:00:17.614978 2021-04-14 23:03:42,525 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.39ms, fps=2645 images/s, loss=0.3005, top1-acc=89.63%, top5-acc=99.73%, remaining_time=0:00:00.586842, arrival_time=2021-04-14 23:03:43.111983, cost_time=0:00:18.583336 2021-04-14 23:03:43,073 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.16ms, fps=2480 images/s, loss=0.3014, top1-acc=89.61%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:43.073838, cost_time=0:00:19.132046 2021-04-14 23:03:43,528 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.36ms, fps=5653 images/s, loss=0.5942, top1-acc=81.80%, top5-acc=99.18%, remaining_time=0:00:01.358460, arrival_time=2021-04-14 23:03:44.886856, cost_time=0:00:00.452822 2021-04-14 23:03:43,900 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=0.18ms, fps=6890 images/s, loss=0.5573, top1-acc=82.42%, top5-acc=99.36%, remaining_time=0:00:00.824900, arrival_time=2021-04-14 23:03:44.725325, cost_time=0:00:00.824900 2021-04-14 23:03:44,282 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=0.29ms, fps=6706 images/s, loss=0.5669, top1-acc=82.11%, top5-acc=99.26%, remaining_time=0:00:00.402340, arrival_time=2021-04-14 23:03:44.684934, cost_time=0:00:01.207035 2021-04-14 23:03:44,599 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.08ms, fps=7338 images/s, loss=0.5567, top1-acc=82.23%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:44.599250, cost_time=0:00:01.523764 2021-04-14 23:03:44,698 INFO : Epoch=0069 complete, best val top1-acc=85.06%, top5-acc=99.28% (epoch=65), remaining_time=0:45:20.445560, arrival_time=2021-04-14 23:49:05.143929, cost_time=0:23:52.906446 2021-04-14 23:03:44,699 INFO : Train start, epoch=0070, lr=0.073396 2021-04-14 23:03:45,836 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.33ms, fps=2252 images/s, loss=0.2920, top1-acc=89.41%, top5-acc=99.65%, remaining_time=0:00:21.145410, arrival_time=2021-04-14 23:04:06.981934, cost_time=0:00:01.136853 2021-04-14 23:03:46,802 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.45ms, fps=2651 images/s, loss=0.2993, top1-acc=89.77%, top5-acc=99.73%, remaining_time=0:00:18.506752, arrival_time=2021-04-14 23:04:05.309556, cost_time=0:00:02.103050 2021-04-14 23:03:47,766 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.47ms, fps=2659 images/s, loss=0.2886, top1-acc=90.22%, top5-acc=99.74%, remaining_time=0:00:16.967690, arrival_time=2021-04-14 23:04:04.733881, cost_time=0:00:03.066441 2021-04-14 23:03:48,730 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.35ms, fps=2656 images/s, loss=0.2849, top1-acc=90.22%, top5-acc=99.76%, remaining_time=0:00:15.720900, arrival_time=2021-04-14 23:04:04.451562, cost_time=0:00:04.030994 2021-04-14 23:03:49,693 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.51ms, fps=2660 images/s, loss=0.2883, top1-acc=90.15%, top5-acc=99.77%, remaining_time=0:00:14.581750, arrival_time=2021-04-14 23:04:04.275249, cost_time=0:00:04.993759 2021-04-14 23:03:50,666 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.40ms, fps=2631 images/s, loss=0.2873, top1-acc=90.21%, top5-acc=99.77%, remaining_time=0:00:13.525744, arrival_time=2021-04-14 23:04:04.192617, cost_time=0:00:05.967213 2021-04-14 23:03:51,634 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.54ms, fps=2646 images/s, loss=0.2880, top1-acc=90.12%, top5-acc=99.79%, remaining_time=0:00:12.483072, arrival_time=2021-04-14 23:04:04.117771, cost_time=0:00:06.935042 2021-04-14 23:03:52,601 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.85ms, fps=2649 images/s, loss=0.2903, top1-acc=90.05%, top5-acc=99.78%, remaining_time=0:00:11.457784, arrival_time=2021-04-14 23:04:04.059436, cost_time=0:00:07.901906 2021-04-14 23:03:53,564 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.55ms, fps=2661 images/s, loss=0.2909, top1-acc=89.99%, top5-acc=99.77%, remaining_time=0:00:10.440576, arrival_time=2021-04-14 23:04:04.004935, cost_time=0:00:08.864631 2021-04-14 23:03:54,547 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.89ms, fps=2605 images/s, loss=0.2922, top1-acc=89.93%, top5-acc=99.76%, remaining_time=0:00:09.453888, arrival_time=2021-04-14 23:04:04.001330, cost_time=0:00:09.847789 2021-04-14 23:03:55,527 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.80ms, fps=2613 images/s, loss=0.2928, top1-acc=89.87%, top5-acc=99.75%, remaining_time=0:00:08.465324, arrival_time=2021-04-14 23:04:03.992694, cost_time=0:00:10.827704 2021-04-14 23:03:56,490 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.36ms, fps=2660 images/s, loss=0.2927, top1-acc=89.88%, top5-acc=99.75%, remaining_time=0:00:07.467304, arrival_time=2021-04-14 23:04:03.957423, cost_time=0:00:11.790455 2021-04-14 23:03:57,457 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.34ms, fps=2649 images/s, loss=0.2949, top1-acc=89.82%, top5-acc=99.75%, remaining_time=0:00:06.476778, arrival_time=2021-04-14 23:04:03.933771, cost_time=0:00:12.757342 2021-04-14 23:03:58,420 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.61ms, fps=2658 images/s, loss=0.2959, top1-acc=89.75%, top5-acc=99.75%, remaining_time=0:00:05.488280, arrival_time=2021-04-14 23:04:03.908627, cost_time=0:00:13.720689 2021-04-14 23:03:59,387 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.77ms, fps=2647 images/s, loss=0.2972, top1-acc=89.72%, top5-acc=99.76%, remaining_time=0:00:04.504366, arrival_time=2021-04-14 23:04:03.892151, cost_time=0:00:14.688124 2021-04-14 23:04:00,349 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.55ms, fps=2663 images/s, loss=0.2973, top1-acc=89.71%, top5-acc=99.76%, remaining_time=0:00:03.521196, arrival_time=2021-04-14 23:04:03.870671, cost_time=0:00:15.649737 2021-04-14 23:04:01,311 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.32ms, fps=2664 images/s, loss=0.2977, top1-acc=89.70%, top5-acc=99.75%, remaining_time=0:00:02.540564, arrival_time=2021-04-14 23:04:03.851585, cost_time=0:00:16.611356 2021-04-14 23:04:02,286 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.34ms, fps=2624 images/s, loss=0.3002, top1-acc=89.60%, top5-acc=99.75%, remaining_time=0:00:01.563312, arrival_time=2021-04-14 23:04:03.850233, cost_time=0:00:17.587252 2021-04-14 23:04:03,251 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.07ms, fps=2655 images/s, loss=0.2998, top1-acc=89.61%, top5-acc=99.75%, remaining_time=0:00:00.585852, arrival_time=2021-04-14 23:04:03.837392, cost_time=0:00:18.551886 2021-04-14 23:04:03,793 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.21ms, fps=2509 images/s, loss=0.3009, top1-acc=89.60%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:03.793918, cost_time=0:00:19.094274 2021-04-14 23:04:04,333 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=2.45ms, fps=4760 images/s, loss=0.4952, top1-acc=83.87%, top5-acc=99.53%, remaining_time=0:00:01.613550, arrival_time=2021-04-14 23:04:05.947056, cost_time=0:00:00.537847 2021-04-14 23:04:04,668 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=0.20ms, fps=7657 images/s, loss=0.4951, top1-acc=83.93%, top5-acc=99.39%, remaining_time=0:00:00.872660, arrival_time=2021-04-14 23:04:05.540956, cost_time=0:00:00.872661 2021-04-14 23:04:05,002 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=0.19ms, fps=7673 images/s, loss=0.4948, top1-acc=83.80%, top5-acc=99.37%, remaining_time=0:00:00.402200, arrival_time=2021-04-14 23:04:05.404441, cost_time=0:00:01.206596 2021-04-14 23:04:05,309 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.05ms, fps=7557 images/s, loss=0.4820, top1-acc=84.14%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:05.309545, cost_time=0:00:01.513917 2021-04-14 23:04:05,443 INFO : Epoch=0070 complete, best val top1-acc=85.06%, top5-acc=99.28% (epoch=65), remaining_time=0:44:59.639280, arrival_time=2021-04-14 23:49:05.083139, cost_time=0:24:13.651932 2021-04-14 23:04:05,445 INFO : Train start, epoch=0071, lr=0.072700 2021-04-14 23:04:06,568 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=0.22ms, fps=2280 images/s, loss=0.3038, top1-acc=89.61%, top5-acc=99.73%, remaining_time=0:00:20.886870, arrival_time=2021-04-14 23:04:27.455048, cost_time=0:00:01.122946 2021-04-14 23:04:07,540 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=2.07ms, fps=2635 images/s, loss=0.3004, top1-acc=89.49%, top5-acc=99.65%, remaining_time=0:00:18.437232, arrival_time=2021-04-14 23:04:25.977566, cost_time=0:00:02.095136 2021-04-14 23:04:08,507 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.45ms, fps=2648 images/s, loss=0.2918, top1-acc=89.90%, top5-acc=99.71%, remaining_time=0:00:16.945280, arrival_time=2021-04-14 23:04:25.453029, cost_time=0:00:03.062406 2021-04-14 23:04:09,488 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.43ms, fps=2613 images/s, loss=0.2847, top1-acc=90.13%, top5-acc=99.73%, remaining_time=0:00:15.766608, arrival_time=2021-04-14 23:04:25.254774, cost_time=0:00:04.042721 2021-04-14 23:04:10,467 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.50ms, fps=2616 images/s, loss=0.2885, top1-acc=89.97%, top5-acc=99.70%, remaining_time=0:00:14.664824, arrival_time=2021-04-14 23:04:25.132244, cost_time=0:00:05.022215 2021-04-14 23:04:11,437 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.32ms, fps=2640 images/s, loss=0.2869, top1-acc=90.05%, top5-acc=99.69%, remaining_time=0:00:13.583000, arrival_time=2021-04-14 23:04:25.020676, cost_time=0:00:05.992480 2021-04-14 23:04:12,409 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.43ms, fps=2634 images/s, loss=0.2882, top1-acc=89.96%, top5-acc=99.68%, remaining_time=0:00:12.536496, arrival_time=2021-04-14 23:04:24.946437, cost_time=0:00:06.964735 2021-04-14 23:04:13,375 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.40ms, fps=2654 images/s, loss=0.2867, top1-acc=90.00%, top5-acc=99.69%, remaining_time=0:00:11.498036, arrival_time=2021-04-14 23:04:24.873012, cost_time=0:00:07.929692 2021-04-14 23:04:14,357 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.72ms, fps=2607 images/s, loss=0.2872, top1-acc=89.99%, top5-acc=99.70%, remaining_time=0:00:10.496544, arrival_time=2021-04-14 23:04:24.853948, cost_time=0:00:08.912200 2021-04-14 23:04:15,322 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.35ms, fps=2653 images/s, loss=0.2889, top1-acc=89.89%, top5-acc=99.71%, remaining_time=0:00:09.482496, arrival_time=2021-04-14 23:04:24.805314, cost_time=0:00:09.877623 2021-04-14 23:04:16,286 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.42ms, fps=2658 images/s, loss=0.2921, top1-acc=89.72%, top5-acc=99.69%, remaining_time=0:00:08.475730, arrival_time=2021-04-14 23:04:24.762007, cost_time=0:00:10.841091 2021-04-14 23:04:17,260 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.30ms, fps=2630 images/s, loss=0.2944, top1-acc=89.65%, top5-acc=99.70%, remaining_time=0:00:07.482656, arrival_time=2021-04-14 23:04:24.742615, cost_time=0:00:11.814760 2021-04-14 23:04:18,227 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.43ms, fps=2648 images/s, loss=0.2955, top1-acc=89.64%, top5-acc=99.68%, remaining_time=0:00:06.489252, arrival_time=2021-04-14 23:04:24.716246, cost_time=0:00:12.781805 2021-04-14 23:04:19,189 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.37ms, fps=2662 images/s, loss=0.2975, top1-acc=89.59%, top5-acc=99.67%, remaining_time=0:00:05.497520, arrival_time=2021-04-14 23:04:24.686571, cost_time=0:00:13.743862 2021-04-14 23:04:20,155 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.35ms, fps=2650 images/s, loss=0.2976, top1-acc=89.61%, top5-acc=99.66%, remaining_time=0:00:04.511174, arrival_time=2021-04-14 23:04:24.666753, cost_time=0:00:14.710391 2021-04-14 23:04:21,128 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.22ms, fps=2631 images/s, loss=0.2954, top1-acc=89.69%, top5-acc=99.67%, remaining_time=0:00:03.528792, arrival_time=2021-04-14 23:04:24.657641, cost_time=0:00:15.683579 2021-04-14 23:04:22,089 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.41ms, fps=2667 images/s, loss=0.2958, top1-acc=89.69%, top5-acc=99.67%, remaining_time=0:00:02.545556, arrival_time=2021-04-14 23:04:24.634784, cost_time=0:00:16.644025 2021-04-14 23:04:23,063 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.32ms, fps=2629 images/s, loss=0.2982, top1-acc=89.55%, top5-acc=99.68%, remaining_time=0:00:01.566048, arrival_time=2021-04-14 23:04:24.629357, cost_time=0:00:17.618109 2021-04-14 23:04:24,026 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.18ms, fps=2658 images/s, loss=0.2983, top1-acc=89.58%, top5-acc=99.68%, remaining_time=0:00:00.586788, arrival_time=2021-04-14 23:04:24.613543, cost_time=0:00:18.581562 2021-04-14 23:04:24,568 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.21ms, fps=2511 images/s, loss=0.2992, top1-acc=89.55%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:24.568756, cost_time=0:00:19.123567 2021-04-14 23:04:25,063 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=0.29ms, fps=5189 images/s, loss=0.4131, top1-acc=86.09%, top5-acc=99.02%, remaining_time=0:00:01.480020, arrival_time=2021-04-14 23:04:26.543904, cost_time=0:00:00.493339 2021-04-14 23:04:25,413 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=0.20ms, fps=7329 images/s, loss=0.4307, top1-acc=85.35%, top5-acc=99.14%, remaining_time=0:00:00.843120, arrival_time=2021-04-14 23:04:26.256750, cost_time=0:00:00.843124 2021-04-14 23:04:25,750 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=0.42ms, fps=7603 images/s, loss=0.4256, top1-acc=85.59%, top5-acc=99.26%, remaining_time=0:00:00.393380, arrival_time=2021-04-14 23:04:26.144095, cost_time=0:00:01.180142 2021-04-14 23:04:26,066 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.07ms, fps=7363 images/s, loss=0.4230, top1-acc=85.43%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:26.066325, cost_time=0:00:01.495781 2021-04-14 23:04:26,329 INFO : Epoch=0071 complete, best val top1-acc=85.43%, top5-acc=99.26% (epoch=71), remaining_time=0:44:39.089802, arrival_time=2021-04-14 23:49:05.419577, cost_time=0:24:34.537823 2021-04-14 23:04:26,331 INFO : Train start, epoch=0072, lr=0.071997 2021-04-14 23:04:27,482 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=0.20ms, fps=2225 images/s, loss=0.2823, top1-acc=90.78%, top5-acc=99.84%, remaining_time=0:00:21.400416, arrival_time=2021-04-14 23:04:48.882653, cost_time=0:00:01.150558 2021-04-14 23:04:28,452 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.93ms, fps=2640 images/s, loss=0.2878, top1-acc=90.16%, top5-acc=99.73%, remaining_time=0:00:18.660224, arrival_time=2021-04-14 23:04:47.112475, cost_time=0:00:02.120473 2021-04-14 23:04:29,424 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.75ms, fps=2642 images/s, loss=0.2839, top1-acc=90.18%, top5-acc=99.75%, remaining_time=0:00:17.115596, arrival_time=2021-04-14 23:04:46.540482, cost_time=0:00:03.093187 2021-04-14 23:04:30,390 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.33ms, fps=2653 images/s, loss=0.2895, top1-acc=90.03%, top5-acc=99.74%, remaining_time=0:00:15.828384, arrival_time=2021-04-14 23:04:46.218777, cost_time=0:00:04.058556 2021-04-14 23:04:31,366 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.44ms, fps=2626 images/s, loss=0.2869, top1-acc=90.10%, top5-acc=99.73%, remaining_time=0:00:14.700302, arrival_time=2021-04-14 23:04:46.066338, cost_time=0:00:05.034332 2021-04-14 23:04:32,329 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.29ms, fps=2659 images/s, loss=0.2885, top1-acc=90.05%, top5-acc=99.74%, remaining_time=0:00:13.594696, arrival_time=2021-04-14 23:04:45.924013, cost_time=0:00:05.997635 2021-04-14 23:04:33,292 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.30ms, fps=2660 images/s, loss=0.2855, top1-acc=90.30%, top5-acc=99.75%, remaining_time=0:00:12.528684, arrival_time=2021-04-14 23:04:45.820733, cost_time=0:00:06.960364 2021-04-14 23:04:34,253 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.53ms, fps=2663 images/s, loss=0.2855, top1-acc=90.24%, top5-acc=99.73%, remaining_time=0:00:11.487132, arrival_time=2021-04-14 23:04:45.741024, cost_time=0:00:07.922134 2021-04-14 23:04:35,215 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.48ms, fps=2664 images/s, loss=0.2853, top1-acc=90.22%, top5-acc=99.74%, remaining_time=0:00:10.462942, arrival_time=2021-04-14 23:04:45.678280, cost_time=0:00:08.883647 2021-04-14 23:04:36,187 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.34ms, fps=2633 images/s, loss=0.2862, top1-acc=90.21%, top5-acc=99.74%, remaining_time=0:00:09.461952, arrival_time=2021-04-14 23:04:45.649825, cost_time=0:00:09.856200 2021-04-14 23:04:37,151 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.37ms, fps=2658 images/s, loss=0.2874, top1-acc=90.12%, top5-acc=99.74%, remaining_time=0:00:08.458960, arrival_time=2021-04-14 23:04:45.610245, cost_time=0:00:10.819582 2021-04-14 23:04:38,123 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.35ms, fps=2634 images/s, loss=0.2897, top1-acc=90.01%, top5-acc=99.73%, remaining_time=0:00:07.468292, arrival_time=2021-04-14 23:04:45.592022, cost_time=0:00:11.792038 2021-04-14 23:04:39,088 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.48ms, fps=2654 images/s, loss=0.2921, top1-acc=89.93%, top5-acc=99.73%, remaining_time=0:00:06.476580, arrival_time=2021-04-14 23:04:45.565196, cost_time=0:00:12.756914 2021-04-14 23:04:40,059 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.44ms, fps=2639 images/s, loss=0.2944, top1-acc=89.82%, top5-acc=99.74%, remaining_time=0:00:05.490968, arrival_time=2021-04-14 23:04:45.550102, cost_time=0:00:13.727404 2021-04-14 23:04:41,026 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.26ms, fps=2648 images/s, loss=0.2944, top1-acc=89.83%, top5-acc=99.74%, remaining_time=0:00:04.506390, arrival_time=2021-04-14 23:04:45.532797, cost_time=0:00:14.694724 2021-04-14 23:04:41,998 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.35ms, fps=2635 images/s, loss=0.2956, top1-acc=89.78%, top5-acc=99.74%, remaining_time=0:00:03.524976, arrival_time=2021-04-14 23:04:45.523253, cost_time=0:00:15.666547 2021-04-14 23:04:42,959 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.55ms, fps=2663 images/s, loss=0.2952, top1-acc=89.82%, top5-acc=99.73%, remaining_time=0:00:02.543138, arrival_time=2021-04-14 23:04:45.503070, cost_time=0:00:16.628235 2021-04-14 23:04:43,926 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.71ms, fps=2650 images/s, loss=0.2980, top1-acc=89.74%, top5-acc=99.73%, remaining_time=0:00:01.563968, arrival_time=2021-04-14 23:04:45.490334, cost_time=0:00:17.594683 2021-04-14 23:04:44,904 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.20ms, fps=2618 images/s, loss=0.2985, top1-acc=89.70%, top5-acc=99.72%, remaining_time=0:00:00.586518, arrival_time=2021-04-14 23:04:45.491266, cost_time=0:00:18.572986 2021-04-14 23:04:45,449 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.31ms, fps=2500 images/s, loss=0.2980, top1-acc=89.71%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:45.449167, cost_time=0:00:19.117484 2021-04-14 23:04:45,922 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=0.17ms, fps=5425 images/s, loss=0.5368, top1-acc=82.07%, top5-acc=99.06%, remaining_time=0:00:01.415700, arrival_time=2021-04-14 23:04:47.338380, cost_time=0:00:00.471901 2021-04-14 23:04:46,259 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=3.58ms, fps=7617 images/s, loss=0.5005, top1-acc=82.73%, top5-acc=99.22%, remaining_time=0:00:00.808340, arrival_time=2021-04-14 23:04:47.067452, cost_time=0:00:00.808340 2021-04-14 23:04:46,584 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=0.24ms, fps=7865 images/s, loss=0.5052, top1-acc=82.60%, top5-acc=99.22%, remaining_time=0:00:00.378060, arrival_time=2021-04-14 23:04:46.962998, cost_time=0:00:01.134172 2021-04-14 23:04:46,891 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.06ms, fps=7571 images/s, loss=0.5101, top1-acc=82.51%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:46.891749, cost_time=0:00:01.440977 2021-04-14 23:04:47,012 INFO : Epoch=0072 complete, best val top1-acc=85.43%, top5-acc=99.26% (epoch=71), remaining_time=0:44:18.169984, arrival_time=2021-04-14 23:49:05.182533, cost_time=0:24:55.220609 2021-04-14 23:04:47,013 INFO : Train start, epoch=0073, lr=0.071289 2021-04-14 23:04:48,157 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.26ms, fps=2239 images/s, loss=0.2913, top1-acc=90.20%, top5-acc=99.77%, remaining_time=0:00:21.268170, arrival_time=2021-04-14 23:05:09.425501, cost_time=0:00:01.143446 2021-04-14 23:04:49,118 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.25ms, fps=2665 images/s, loss=0.2806, top1-acc=90.21%, top5-acc=99.73%, remaining_time=0:00:18.519424, arrival_time=2021-04-14 23:05:07.637741, cost_time=0:00:02.104477 2021-04-14 23:04:50,082 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.51ms, fps=2655 images/s, loss=0.2762, top1-acc=90.48%, top5-acc=99.77%, remaining_time=0:00:16.982298, arrival_time=2021-04-14 23:05:07.065197, cost_time=0:00:03.069077 2021-04-14 23:04:51,047 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.24ms, fps=2656 images/s, loss=0.2740, top1-acc=90.47%, top5-acc=99.80%, remaining_time=0:00:15.729324, arrival_time=2021-04-14 23:05:06.776344, cost_time=0:00:04.033178 2021-04-14 23:04:52,009 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.24ms, fps=2661 images/s, loss=0.2754, top1-acc=90.42%, top5-acc=99.80%, remaining_time=0:00:14.586860, arrival_time=2021-04-14 23:05:06.596210, cost_time=0:00:04.995510 2021-04-14 23:04:52,970 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.48ms, fps=2666 images/s, loss=0.2768, top1-acc=90.46%, top5-acc=99.80%, remaining_time=0:00:13.500720, arrival_time=2021-04-14 23:05:06.470740, cost_time=0:00:05.956188 2021-04-14 23:04:53,930 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.51ms, fps=2667 images/s, loss=0.2831, top1-acc=90.23%, top5-acc=99.79%, remaining_time=0:00:12.449682, arrival_time=2021-04-14 23:05:06.380006, cost_time=0:00:06.916484 2021-04-14 23:04:54,893 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.25ms, fps=2658 images/s, loss=0.2887, top1-acc=89.97%, top5-acc=99.79%, remaining_time=0:00:11.426116, arrival_time=2021-04-14 23:05:06.320046, cost_time=0:00:07.880101 2021-04-14 23:04:55,860 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.80ms, fps=2650 images/s, loss=0.2899, top1-acc=89.92%, top5-acc=99.80%, remaining_time=0:00:10.419376, arrival_time=2021-04-14 23:05:06.279870, cost_time=0:00:08.846600 2021-04-14 23:04:56,832 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.30ms, fps=2636 images/s, loss=0.2931, top1-acc=89.86%, top5-acc=99.79%, remaining_time=0:00:09.425664, arrival_time=2021-04-14 23:05:06.257889, cost_time=0:00:09.818389 2021-04-14 23:04:57,807 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.31ms, fps=2625 images/s, loss=0.2930, top1-acc=89.89%, top5-acc=99.80%, remaining_time=0:00:08.438836, arrival_time=2021-04-14 23:05:06.246571, cost_time=0:00:10.793892 2021-04-14 23:04:58,780 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.93ms, fps=2632 images/s, loss=0.2923, top1-acc=89.93%, top5-acc=99.80%, remaining_time=0:00:07.452332, arrival_time=2021-04-14 23:05:06.233010, cost_time=0:00:11.766826 2021-04-14 23:04:59,741 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.72ms, fps=2664 images/s, loss=0.2930, top1-acc=89.91%, top5-acc=99.79%, remaining_time=0:00:06.461928, arrival_time=2021-04-14 23:05:06.203782, cost_time=0:00:12.728010 2021-04-14 23:05:00,711 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=4.72ms, fps=2643 images/s, loss=0.2924, top1-acc=89.91%, top5-acc=99.79%, remaining_time=0:00:05.478816, arrival_time=2021-04-14 23:05:06.189744, cost_time=0:00:13.696993 2021-04-14 23:05:01,675 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.55ms, fps=2655 images/s, loss=0.2943, top1-acc=89.84%, top5-acc=99.78%, remaining_time=0:00:04.496316, arrival_time=2021-04-14 23:05:06.172100, cost_time=0:00:14.661943 2021-04-14 23:05:02,641 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.30ms, fps=2652 images/s, loss=0.2937, top1-acc=89.86%, top5-acc=99.78%, remaining_time=0:00:03.516192, arrival_time=2021-04-14 23:05:06.157493, cost_time=0:00:15.627465 2021-04-14 23:05:03,605 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.48ms, fps=2656 images/s, loss=0.2941, top1-acc=89.87%, top5-acc=99.78%, remaining_time=0:00:02.537548, arrival_time=2021-04-14 23:05:06.143033, cost_time=0:00:16.591643 2021-04-14 23:05:04,566 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.40ms, fps=2664 images/s, loss=0.2959, top1-acc=89.81%, top5-acc=99.77%, remaining_time=0:00:01.560256, arrival_time=2021-04-14 23:05:06.126970, cost_time=0:00:17.552820 2021-04-14 23:05:05,537 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.31ms, fps=2639 images/s, loss=0.2967, top1-acc=89.76%, top5-acc=99.77%, remaining_time=0:00:00.584952, arrival_time=2021-04-14 23:05:06.122297, cost_time=0:00:18.523500 2021-04-14 23:05:06,080 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.13ms, fps=2508 images/s, loss=0.2982, top1-acc=89.73%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-14 23:05:06.079965, cost_time=0:00:19.066127 2021-04-14 23:05:06,576 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=2.01ms, fps=5171 images/s, loss=0.5009, top1-acc=82.70%, top5-acc=99.14%, remaining_time=0:00:01.485060, arrival_time=2021-04-14 23:05:08.061888, cost_time=0:00:00.495018 2021-04-14 23:05:06,917 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=4.83ms, fps=7535 images/s, loss=0.4907, top1-acc=83.42%, top5-acc=99.26%, remaining_time=0:00:00.835260, arrival_time=2021-04-14 23:05:07.752271, cost_time=0:00:00.835252 2021-04-14 23:05:07,242 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=0.17ms, fps=7865 images/s, loss=0.4881, top1-acc=83.48%, top5-acc=99.27%, remaining_time=0:00:00.387030, arrival_time=2021-04-14 23:05:07.629857, cost_time=0:00:01.161076 2021-04-14 23:05:07,545 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.05ms, fps=7675 images/s, loss=0.4884, top1-acc=83.40%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-14 23:05:07.545436, cost_time=0:00:01.463701 2021-04-14 23:05:07,669 INFO : Epoch=0073 complete, best val top1-acc=85.43%, top5-acc=99.26% (epoch=71), remaining_time=0:43:57.212150, arrival_time=2021-04-14 23:49:04.881977, cost_time=0:25:15.877873 2021-04-14 23:05:07,672 INFO : Train start, epoch=0074, lr=0.070576 2021-04-14 23:05:08,873 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=14.40ms, fps=2132 images/s, loss=0.2850, top1-acc=90.12%, top5-acc=99.84%, remaining_time=0:00:22.338972, arrival_time=2021-04-14 23:05:31.212261, cost_time=0:00:01.201016 2021-04-14 23:05:09,838 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.30ms, fps=2654 images/s, loss=0.2772, top1-acc=90.31%, top5-acc=99.90%, remaining_time=0:00:19.060800, arrival_time=2021-04-14 23:05:28.899144, cost_time=0:00:02.166002 2021-04-14 23:05:10,805 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.48ms, fps=2648 images/s, loss=0.2805, top1-acc=90.14%, top5-acc=99.86%, remaining_time=0:00:17.338700, arrival_time=2021-04-14 23:05:28.144458, cost_time=0:00:03.133493 2021-04-14 23:05:11,771 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.31ms, fps=2653 images/s, loss=0.2885, top1-acc=89.94%, top5-acc=99.80%, remaining_time=0:00:15.984852, arrival_time=2021-04-14 23:05:27.755884, cost_time=0:00:04.098688 2021-04-14 23:05:12,733 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.33ms, fps=2660 images/s, loss=0.2901, top1-acc=89.80%, top5-acc=99.79%, remaining_time=0:00:14.779580, arrival_time=2021-04-14 23:05:27.513343, cost_time=0:00:05.061505 2021-04-14 23:05:13,696 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.35ms, fps=2661 images/s, loss=0.2871, top1-acc=89.87%, top5-acc=99.77%, remaining_time=0:00:13.653992, arrival_time=2021-04-14 23:05:27.350076, cost_time=0:00:06.023796 2021-04-14 23:05:14,666 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.98ms, fps=2640 images/s, loss=0.2889, top1-acc=89.84%, top5-acc=99.76%, remaining_time=0:00:12.589164, arrival_time=2021-04-14 23:05:27.255520, cost_time=0:00:06.994000 2021-04-14 23:05:15,641 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.86ms, fps=2627 images/s, loss=0.2895, top1-acc=89.85%, top5-acc=99.75%, remaining_time=0:00:11.555224, arrival_time=2021-04-14 23:05:27.196640, cost_time=0:00:07.969155 2021-04-14 23:05:16,604 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.47ms, fps=2660 images/s, loss=0.2904, top1-acc=89.80%, top5-acc=99.75%, remaining_time=0:00:10.519758, arrival_time=2021-04-14 23:05:27.123886, cost_time=0:00:08.931868 2021-04-14 23:05:17,572 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.36ms, fps=2645 images/s, loss=0.2879, top1-acc=89.91%, top5-acc=99.76%, remaining_time=0:00:09.504000, arrival_time=2021-04-14 23:05:27.076276, cost_time=0:00:09.900017 2021-04-14 23:05:18,538 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=2.52ms, fps=2650 images/s, loss=0.2874, top1-acc=89.94%, top5-acc=99.78%, remaining_time=0:00:08.495424, arrival_time=2021-04-14 23:05:27.034018, cost_time=0:00:10.866287 2021-04-14 23:05:19,508 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.34ms, fps=2641 images/s, loss=0.2859, top1-acc=89.97%, top5-acc=99.79%, remaining_time=0:00:07.496260, arrival_time=2021-04-14 23:05:27.004770, cost_time=0:00:11.836241 2021-04-14 23:05:20,475 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.37ms, fps=2648 images/s, loss=0.2866, top1-acc=89.96%, top5-acc=99.78%, remaining_time=0:00:06.500208, arrival_time=2021-04-14 23:05:26.975985, cost_time=0:00:12.803486 2021-04-14 23:05:21,439 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=2.00ms, fps=2658 images/s, loss=0.2867, top1-acc=89.97%, top5-acc=99.79%, remaining_time=0:00:05.506872, arrival_time=2021-04-14 23:05:26.946361, cost_time=0:00:13.767145 2021-04-14 23:05:22,401 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.28ms, fps=2662 images/s, loss=0.2873, top1-acc=89.97%, top5-acc=99.78%, remaining_time=0:00:04.517062, arrival_time=2021-04-14 23:05:26.918835, cost_time=0:00:14.729507 2021-04-14 23:05:23,368 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.81ms, fps=2649 images/s, loss=0.2883, top1-acc=89.96%, top5-acc=99.78%, remaining_time=0:00:03.531708, arrival_time=2021-04-14 23:05:26.900440, cost_time=0:00:15.696435 2021-04-14 23:05:24,329 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.59ms, fps=2667 images/s, loss=0.2904, top1-acc=89.90%, top5-acc=99.77%, remaining_time=0:00:02.547506, arrival_time=2021-04-14 23:05:26.876617, cost_time=0:00:16.656844 2021-04-14 23:05:25,294 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.31ms, fps=2653 images/s, loss=0.2922, top1-acc=89.87%, top5-acc=99.76%, remaining_time=0:00:01.566416, arrival_time=2021-04-14 23:05:26.860902, cost_time=0:00:17.622226 2021-04-14 23:05:26,257 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.15ms, fps=2661 images/s, loss=0.2929, top1-acc=89.85%, top5-acc=99.76%, remaining_time=0:00:00.586884, arrival_time=2021-04-14 23:05:26.843841, cost_time=0:00:18.584661 2021-04-14 23:05:26,805 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.27ms, fps=2481 images/s, loss=0.2931, top1-acc=89.83%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-14 23:05:26.805567, cost_time=0:00:19.133309 2021-04-14 23:05:27,267 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=2.19ms, fps=5559 images/s, loss=0.4626, top1-acc=85.47%, top5-acc=99.14%, remaining_time=0:00:01.381500, arrival_time=2021-04-14 23:05:28.649310, cost_time=0:00:00.460502 2021-04-14 23:05:27,602 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=0.27ms, fps=7652 images/s, loss=0.4643, top1-acc=85.00%, top5-acc=99.24%, remaining_time=0:00:00.795540, arrival_time=2021-04-14 23:05:28.398328, cost_time=0:00:00.795534 2021-04-14 23:05:27,929 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=0.30ms, fps=7843 images/s, loss=0.4572, top1-acc=84.95%, top5-acc=99.32%, remaining_time=0:00:00.374090, arrival_time=2021-04-14 23:05:28.303608, cost_time=0:00:01.122266 2021-04-14 23:05:28,235 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.05ms, fps=7595 images/s, loss=0.4524, top1-acc=84.99%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-14 23:05:28.235300, cost_time=0:00:01.428059 2021-04-14 23:05:28,350 INFO : Epoch=0074 complete, best val top1-acc=85.43%, top5-acc=99.26% (epoch=71), remaining_time=0:43:36.302808, arrival_time=2021-04-14 23:49:04.653512, cost_time=0:25:36.558782 2021-04-14 23:05:28,351 INFO : Train start, epoch=0075, lr=0.069857 2021-04-14 23:05:29,508 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=0.22ms, fps=2215 images/s, loss=0.3168, top1-acc=89.18%, top5-acc=99.57%, remaining_time=0:00:21.500670, arrival_time=2021-04-14 23:05:51.008627, cost_time=0:00:01.155949 2021-04-14 23:05:30,486 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.40ms, fps=2619 images/s, loss=0.2925, top1-acc=90.08%, top5-acc=99.59%, remaining_time=0:00:18.779200, arrival_time=2021-04-14 23:05:49.265213, cost_time=0:00:02.134004 2021-04-14 23:05:31,452 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.58ms, fps=2650 images/s, loss=0.2888, top1-acc=90.16%, top5-acc=99.66%, remaining_time=0:00:17.156100, arrival_time=2021-04-14 23:05:48.608603, cost_time=0:00:03.100485 2021-04-14 23:05:32,417 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.32ms, fps=2655 images/s, loss=0.2881, top1-acc=90.10%, top5-acc=99.70%, remaining_time=0:00:15.854124, arrival_time=2021-04-14 23:05:48.271293, cost_time=0:00:04.065170 2021-04-14 23:05:33,394 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.78ms, fps=2621 images/s, loss=0.2911, top1-acc=89.91%, top5-acc=99.70%, remaining_time=0:00:14.723078, arrival_time=2021-04-14 23:05:48.117244, cost_time=0:00:05.042165 2021-04-14 23:05:34,354 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.34ms, fps=2667 images/s, loss=0.2852, top1-acc=90.10%, top5-acc=99.71%, remaining_time=0:00:13.605984, arrival_time=2021-04-14 23:05:47.960591, cost_time=0:00:06.002610 2021-04-14 23:05:35,316 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.45ms, fps=2661 images/s, loss=0.2843, top1-acc=90.15%, top5-acc=99.71%, remaining_time=0:00:12.536748, arrival_time=2021-04-14 23:05:47.853620, cost_time=0:00:06.964882 2021-04-14 23:05:36,281 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.76ms, fps=2656 images/s, loss=0.2813, top1-acc=90.23%, top5-acc=99.72%, remaining_time=0:00:11.497108, arrival_time=2021-04-14 23:05:47.778194, cost_time=0:00:07.929071 2021-04-14 23:05:37,261 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.28ms, fps=2611 images/s, loss=0.2837, top1-acc=90.21%, top5-acc=99.74%, remaining_time=0:00:10.493788, arrival_time=2021-04-14 23:05:47.755647, cost_time=0:00:08.909857 2021-04-14 23:05:38,225 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.49ms, fps=2659 images/s, loss=0.2826, top1-acc=90.26%, top5-acc=99.75%, remaining_time=0:00:09.478080, arrival_time=2021-04-14 23:05:47.703138, cost_time=0:00:09.872976 2021-04-14 23:05:39,190 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.41ms, fps=2652 images/s, loss=0.2835, top1-acc=90.19%, top5-acc=99.76%, remaining_time=0:00:08.474096, arrival_time=2021-04-14 23:05:47.665028, cost_time=0:00:10.838943 2021-04-14 23:05:40,157 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.49ms, fps=2648 images/s, loss=0.2873, top1-acc=90.09%, top5-acc=99.76%, remaining_time=0:00:07.477108, arrival_time=2021-04-14 23:05:47.635035, cost_time=0:00:11.805930 2021-04-14 23:05:41,122 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.34ms, fps=2656 images/s, loss=0.2891, top1-acc=90.05%, top5-acc=99.77%, remaining_time=0:00:06.483378, arrival_time=2021-04-14 23:05:47.605680, cost_time=0:00:12.770298 2021-04-14 23:05:42,086 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.36ms, fps=2657 images/s, loss=0.2902, top1-acc=89.98%, top5-acc=99.76%, remaining_time=0:00:05.493656, arrival_time=2021-04-14 23:05:47.579811, cost_time=0:00:13.734149 2021-04-14 23:05:43,056 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.51ms, fps=2640 images/s, loss=0.2935, top1-acc=89.89%, top5-acc=99.76%, remaining_time=0:00:04.509242, arrival_time=2021-04-14 23:05:47.565324, cost_time=0:00:14.704084 2021-04-14 23:05:44,022 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.33ms, fps=2649 images/s, loss=0.2960, top1-acc=89.79%, top5-acc=99.74%, remaining_time=0:00:03.525912, arrival_time=2021-04-14 23:05:47.548627, cost_time=0:00:15.670718 2021-04-14 23:05:44,993 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=2.06ms, fps=2639 images/s, loss=0.2967, top1-acc=89.78%, top5-acc=99.74%, remaining_time=0:00:02.545140, arrival_time=2021-04-14 23:05:47.538410, cost_time=0:00:16.641264 2021-04-14 23:05:45,962 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.34ms, fps=2643 images/s, loss=0.2965, top1-acc=89.79%, top5-acc=99.75%, remaining_time=0:00:01.565344, arrival_time=2021-04-14 23:05:47.527492, cost_time=0:00:17.610118 2021-04-14 23:05:46,932 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.36ms, fps=2641 images/s, loss=0.2959, top1-acc=89.82%, top5-acc=99.75%, remaining_time=0:00:00.586740, arrival_time=2021-04-14 23:05:47.518780, cost_time=0:00:18.580049 2021-04-14 23:05:47,474 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.02ms, fps=2511 images/s, loss=0.2964, top1-acc=89.81%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:05:47.474058, cost_time=0:00:19.122065 2021-04-14 23:05:47,966 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=0.40ms, fps=5215 images/s, loss=0.4105, top1-acc=86.29%, top5-acc=99.34%, remaining_time=0:00:01.472580, arrival_time=2021-04-14 23:05:49.439247, cost_time=0:00:00.490863 2021-04-14 23:05:48,298 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=0.41ms, fps=7731 images/s, loss=0.4149, top1-acc=85.80%, top5-acc=99.37%, remaining_time=0:00:00.822360, arrival_time=2021-04-14 23:05:49.120592, cost_time=0:00:00.822357 2021-04-14 23:05:48,644 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=0.19ms, fps=7404 images/s, loss=0.4168, top1-acc=85.51%, top5-acc=99.39%, remaining_time=0:00:00.389570, arrival_time=2021-04-14 23:05:49.034062, cost_time=0:00:01.168699 2021-04-14 23:05:48,950 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.06ms, fps=7581 images/s, loss=0.4221, top1-acc=85.54%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-14 23:05:48.950820, cost_time=0:00:01.475046 2021-04-14 23:05:49,202 INFO : Epoch=0075 complete, best val top1-acc=85.54%, top5-acc=99.40% (epoch=75), remaining_time=0:43:15.683875, arrival_time=2021-04-14 23:49:04.886154, cost_time=0:25:57.410343 2021-04-14 23:05:49,203 INFO : Train start, epoch=0076, lr=0.069134 2021-04-14 23:05:50,347 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.42ms, fps=2238 images/s, loss=0.2888, top1-acc=89.80%, top5-acc=99.77%, remaining_time=0:00:21.277284, arrival_time=2021-04-14 23:06:11.624987, cost_time=0:00:01.143942 2021-04-14 23:05:51,316 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.36ms, fps=2644 images/s, loss=0.2790, top1-acc=90.00%, top5-acc=99.71%, remaining_time=0:00:18.590176, arrival_time=2021-04-14 23:06:09.906456, cost_time=0:00:02.112522 2021-04-14 23:05:52,289 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.25ms, fps=2630 images/s, loss=0.2777, top1-acc=90.18%, top5-acc=99.73%, remaining_time=0:00:17.076918, arrival_time=2021-04-14 23:06:09.366865, cost_time=0:00:03.086190 2021-04-14 23:05:53,252 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.33ms, fps=2660 images/s, loss=0.2782, top1-acc=90.31%, top5-acc=99.71%, remaining_time=0:00:15.790944, arrival_time=2021-04-14 23:06:09.043743, cost_time=0:00:04.048956 2021-04-14 23:05:54,213 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.40ms, fps=2665 images/s, loss=0.2780, top1-acc=90.30%, top5-acc=99.73%, remaining_time=0:00:14.629638, arrival_time=2021-04-14 23:06:08.843531, cost_time=0:00:05.010138 2021-04-14 23:05:55,186 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.66ms, fps=2635 images/s, loss=0.2772, top1-acc=90.30%, top5-acc=99.76%, remaining_time=0:00:13.559472, arrival_time=2021-04-14 23:06:08.745496, cost_time=0:00:05.982126 2021-04-14 23:05:56,143 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.32ms, fps=2674 images/s, loss=0.2796, top1-acc=90.28%, top5-acc=99.74%, remaining_time=0:00:12.492270, arrival_time=2021-04-14 23:06:08.636185, cost_time=0:00:06.940159 2021-04-14 23:05:57,106 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.27ms, fps=2662 images/s, loss=0.2767, top1-acc=90.33%, top5-acc=99.76%, remaining_time=0:00:11.458364, arrival_time=2021-04-14 23:06:08.564429, cost_time=0:00:07.902313 2021-04-14 23:05:58,069 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.67ms, fps=2658 images/s, loss=0.2793, top1-acc=90.22%, top5-acc=99.76%, remaining_time=0:00:10.441848, arrival_time=2021-04-14 23:06:08.511309, cost_time=0:00:08.865708 2021-04-14 23:05:59,029 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.26ms, fps=2668 images/s, loss=0.2790, top1-acc=90.24%, top5-acc=99.77%, remaining_time=0:00:09.432768, arrival_time=2021-04-14 23:06:08.462387, cost_time=0:00:09.825784 2021-04-14 23:05:59,995 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.42ms, fps=2651 images/s, loss=0.2800, top1-acc=90.27%, top5-acc=99.74%, remaining_time=0:00:08.437288, arrival_time=2021-04-14 23:06:08.433014, cost_time=0:00:10.791933 2021-04-14 23:06:00,973 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.55ms, fps=2620 images/s, loss=0.2800, top1-acc=90.25%, top5-acc=99.74%, remaining_time=0:00:07.454004, arrival_time=2021-04-14 23:06:08.427330, cost_time=0:00:11.769538 2021-04-14 23:06:01,945 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.48ms, fps=2633 images/s, loss=0.2799, top1-acc=90.21%, top5-acc=99.74%, remaining_time=0:00:06.469056, arrival_time=2021-04-14 23:06:08.414854, cost_time=0:00:12.742029 2021-04-14 23:06:02,907 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.58ms, fps=2662 images/s, loss=0.2807, top1-acc=90.17%, top5-acc=99.74%, remaining_time=0:00:05.481672, arrival_time=2021-04-14 23:06:08.389563, cost_time=0:00:13.704140 2021-04-14 23:06:03,869 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.29ms, fps=2662 images/s, loss=0.2831, top1-acc=90.12%, top5-acc=99.73%, remaining_time=0:00:04.497604, arrival_time=2021-04-14 23:06:08.367531, cost_time=0:00:14.666168 2021-04-14 23:06:04,833 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.42ms, fps=2659 images/s, loss=0.2844, top1-acc=90.08%, top5-acc=99.73%, remaining_time=0:00:03.516624, arrival_time=2021-04-14 23:06:08.349787, cost_time=0:00:15.629405 2021-04-14 23:06:05,797 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.34ms, fps=2655 images/s, loss=0.2847, top1-acc=90.11%, top5-acc=99.73%, remaining_time=0:00:02.537912, arrival_time=2021-04-14 23:06:08.335801, cost_time=0:00:16.594045 2021-04-14 23:06:06,765 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.46ms, fps=2646 images/s, loss=0.2842, top1-acc=90.14%, top5-acc=99.73%, remaining_time=0:00:01.561088, arrival_time=2021-04-14 23:06:08.327006, cost_time=0:00:17.562161 2021-04-14 23:06:07,727 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.15ms, fps=2662 images/s, loss=0.2843, top1-acc=90.15%, top5-acc=99.74%, remaining_time=0:00:00.584970, arrival_time=2021-04-14 23:06:08.312802, cost_time=0:00:18.524056 2021-04-14 23:06:08,270 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.14ms, fps=2510 images/s, loss=0.2855, top1-acc=90.09%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:08.270048, cost_time=0:00:19.066305 2021-04-14 23:06:08,792 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=0.17ms, fps=4918 images/s, loss=0.4777, top1-acc=84.41%, top5-acc=99.14%, remaining_time=0:00:01.561740, arrival_time=2021-04-14 23:06:10.354041, cost_time=0:00:00.520576 2021-04-14 23:06:09,118 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=0.20ms, fps=7852 images/s, loss=0.4899, top1-acc=83.77%, top5-acc=99.30%, remaining_time=0:00:00.846960, arrival_time=2021-04-14 23:06:09.965648, cost_time=0:00:00.846968 2021-04-14 23:06:09,452 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=0.17ms, fps=7679 images/s, loss=0.4865, top1-acc=83.74%, top5-acc=99.35%, remaining_time=0:00:00.393570, arrival_time=2021-04-14 23:06:09.845971, cost_time=0:00:01.180698 2021-04-14 23:06:09,786 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.06ms, fps=6961 images/s, loss=0.4960, top1-acc=83.64%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:09.785999, cost_time=0:00:01.514311 2021-04-14 23:06:09,892 INFO : Epoch=0076 complete, best val top1-acc=85.54%, top5-acc=99.40% (epoch=75), remaining_time=0:42:54.796016, arrival_time=2021-04-14 23:49:04.688758, cost_time=0:26:18.100817 2021-04-14 23:06:09,893 INFO : Train start, epoch=0077, lr=0.068406 2021-04-14 23:06:11,095 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=0.17ms, fps=2131 images/s, loss=0.3135, top1-acc=89.26%, top5-acc=99.77%, remaining_time=0:00:22.349016, arrival_time=2021-04-14 23:06:33.444611, cost_time=0:00:01.201557 2021-04-14 23:06:12,058 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.48ms, fps=2660 images/s, loss=0.2896, top1-acc=90.10%, top5-acc=99.82%, remaining_time=0:00:19.045312, arrival_time=2021-04-14 23:06:31.103646, cost_time=0:00:02.164245 2021-04-14 23:06:13,034 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.46ms, fps=2623 images/s, loss=0.2861, top1-acc=89.97%, top5-acc=99.82%, remaining_time=0:00:17.378706, arrival_time=2021-04-14 23:06:30.413468, cost_time=0:00:03.140718 2021-04-14 23:06:14,000 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.85ms, fps=2651 images/s, loss=0.2734, top1-acc=90.52%, top5-acc=99.81%, remaining_time=0:00:16.016208, arrival_time=2021-04-14 23:06:30.016985, cost_time=0:00:04.106738 2021-04-14 23:06:14,965 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.85ms, fps=2654 images/s, loss=0.2750, top1-acc=90.44%, top5-acc=99.80%, remaining_time=0:00:14.809510, arrival_time=2021-04-14 23:06:29.775324, cost_time=0:00:05.071768 2021-04-14 23:06:15,926 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.31ms, fps=2665 images/s, loss=0.2769, top1-acc=90.43%, top5-acc=99.79%, remaining_time=0:00:13.674256, arrival_time=2021-04-14 23:06:29.601027, cost_time=0:00:06.032753 2021-04-14 23:06:16,890 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.34ms, fps=2657 images/s, loss=0.2786, top1-acc=90.38%, top5-acc=99.79%, remaining_time=0:00:12.594078, arrival_time=2021-04-14 23:06:29.484810, cost_time=0:00:06.996695 2021-04-14 23:06:17,852 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.20ms, fps=2662 images/s, loss=0.2824, top1-acc=90.28%, top5-acc=99.79%, remaining_time=0:00:11.540028, arrival_time=2021-04-14 23:06:29.392705, cost_time=0:00:07.958639 2021-04-14 23:06:18,841 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=4.47ms, fps=2590 images/s, loss=0.2819, top1-acc=90.27%, top5-acc=99.79%, remaining_time=0:00:10.537990, arrival_time=2021-04-14 23:06:29.379412, cost_time=0:00:08.947347 2021-04-14 23:06:19,817 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.46ms, fps=2623 images/s, loss=0.2840, top1-acc=90.21%, top5-acc=99.77%, remaining_time=0:00:09.526848, arrival_time=2021-04-14 23:06:29.344689, cost_time=0:00:09.923779 2021-04-14 23:06:20,797 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.36ms, fps=2614 images/s, loss=0.2817, top1-acc=90.24%, top5-acc=99.78%, remaining_time=0:00:08.524664, arrival_time=2021-04-14 23:06:29.322351, cost_time=0:00:10.903645 2021-04-14 23:06:21,781 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=2.01ms, fps=2605 images/s, loss=0.2819, top1-acc=90.19%, top5-acc=99.79%, remaining_time=0:00:07.528332, arrival_time=2021-04-14 23:06:29.309327, cost_time=0:00:11.886869 2021-04-14 23:06:22,761 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.47ms, fps=2613 images/s, loss=0.2829, top1-acc=90.12%, top5-acc=99.79%, remaining_time=0:00:06.532614, arrival_time=2021-04-14 23:06:29.293887, cost_time=0:00:12.867247 2021-04-14 23:06:23,746 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.74ms, fps=2601 images/s, loss=0.2841, top1-acc=90.08%, top5-acc=99.79%, remaining_time=0:00:05.540808, arrival_time=2021-04-14 23:06:29.286822, cost_time=0:00:13.851961 2021-04-14 23:06:24,715 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.47ms, fps=2641 images/s, loss=0.2853, top1-acc=90.05%, top5-acc=99.78%, remaining_time=0:00:04.545352, arrival_time=2021-04-14 23:06:29.261273, cost_time=0:00:14.821823 2021-04-14 23:06:25,682 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.37ms, fps=2649 images/s, loss=0.2857, top1-acc=90.08%, top5-acc=99.78%, remaining_time=0:00:03.552444, arrival_time=2021-04-14 23:06:29.235153, cost_time=0:00:15.788583 2021-04-14 23:06:26,658 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.36ms, fps=2625 images/s, loss=0.2853, top1-acc=90.07%, top5-acc=99.78%, remaining_time=0:00:02.563990, arrival_time=2021-04-14 23:06:29.222495, cost_time=0:00:16.764491 2021-04-14 23:06:27,619 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.70ms, fps=2665 images/s, loss=0.2860, top1-acc=90.06%, top5-acc=99.77%, remaining_time=0:00:01.575600, arrival_time=2021-04-14 23:06:29.195256, cost_time=0:00:17.725466 2021-04-14 23:06:28,587 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.33ms, fps=2646 images/s, loss=0.2867, top1-acc=90.05%, top5-acc=99.76%, remaining_time=0:00:00.590334, arrival_time=2021-04-14 23:06:29.178274, cost_time=0:00:18.693898 2021-04-14 23:06:29,133 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.15ms, fps=2496 images/s, loss=0.2878, top1-acc=90.02%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:29.133222, cost_time=0:00:19.239188 2021-04-14 23:06:29,611 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.32ms, fps=5378 images/s, loss=0.4317, top1-acc=85.00%, top5-acc=99.49%, remaining_time=0:00:01.427910, arrival_time=2021-04-14 23:06:31.038854, cost_time=0:00:00.475971 2021-04-14 23:06:29,955 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=0.32ms, fps=7448 images/s, loss=0.4331, top1-acc=85.08%, top5-acc=99.41%, remaining_time=0:00:00.820200, arrival_time=2021-04-14 23:06:30.775387, cost_time=0:00:00.820207 2021-04-14 23:06:30,346 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=0.26ms, fps=6559 images/s, loss=0.4281, top1-acc=85.27%, top5-acc=99.44%, remaining_time=0:00:00.403680, arrival_time=2021-04-14 23:06:30.749651, cost_time=0:00:01.211051 2021-04-14 23:06:30,652 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.08ms, fps=7579 images/s, loss=0.4494, top1-acc=85.00%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:30.652517, cost_time=0:00:01.517505 2021-04-14 23:06:30,747 INFO : Epoch=0077 complete, best val top1-acc=85.54%, top5-acc=99.40% (epoch=75), remaining_time=0:42:34.175073, arrival_time=2021-04-14 23:49:04.922103, cost_time=0:26:38.955103 2021-04-14 23:06:30,748 INFO : Train start, epoch=0078, lr=0.067674 2021-04-14 23:06:31,919 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=0.36ms, fps=2186 images/s, loss=0.2995, top1-acc=89.57%, top5-acc=99.92%, remaining_time=0:00:21.784878, arrival_time=2021-04-14 23:06:53.704540, cost_time=0:00:01.171226 2021-04-14 23:06:32,887 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.23ms, fps=2648 images/s, loss=0.2899, top1-acc=89.80%, top5-acc=99.82%, remaining_time=0:00:18.818096, arrival_time=2021-04-14 23:06:51.705019, cost_time=0:00:02.138418 2021-04-14 23:06:33,862 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.39ms, fps=2626 images/s, loss=0.2873, top1-acc=90.10%, top5-acc=99.79%, remaining_time=0:00:17.230302, arrival_time=2021-04-14 23:06:51.092647, cost_time=0:00:03.113923 2021-04-14 23:06:34,832 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.46ms, fps=2641 images/s, loss=0.2903, top1-acc=89.97%, top5-acc=99.79%, remaining_time=0:00:15.926196, arrival_time=2021-04-14 23:06:50.758355, cost_time=0:00:04.083631 2021-04-14 23:06:35,794 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.41ms, fps=2662 images/s, loss=0.2866, top1-acc=90.04%, top5-acc=99.80%, remaining_time=0:00:14.733590, arrival_time=2021-04-14 23:06:50.527786, cost_time=0:00:05.045773 2021-04-14 23:06:36,763 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.69ms, fps=2642 images/s, loss=0.2776, top1-acc=90.37%, top5-acc=99.80%, remaining_time=0:00:13.634000, arrival_time=2021-04-14 23:06:50.397404, cost_time=0:00:06.014973 2021-04-14 23:06:37,732 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=5.30ms, fps=2643 images/s, loss=0.2762, top1-acc=90.44%, top5-acc=99.79%, remaining_time=0:00:12.571272, arrival_time=2021-04-14 23:06:50.303837, cost_time=0:00:06.984031 2021-04-14 23:06:38,693 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.46ms, fps=2665 images/s, loss=0.2776, top1-acc=90.34%, top5-acc=99.81%, remaining_time=0:00:11.520656, arrival_time=2021-04-14 23:06:50.214369, cost_time=0:00:07.945263 2021-04-14 23:06:39,656 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.30ms, fps=2659 images/s, loss=0.2765, top1-acc=90.34%, top5-acc=99.80%, remaining_time=0:00:10.492092, arrival_time=2021-04-14 23:06:50.148894, cost_time=0:00:08.908381 2021-04-14 23:06:40,619 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.52ms, fps=2661 images/s, loss=0.2788, top1-acc=90.30%, top5-acc=99.79%, remaining_time=0:00:09.475968, arrival_time=2021-04-14 23:06:50.095198, cost_time=0:00:09.870806 2021-04-14 23:06:41,584 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.64ms, fps=2654 images/s, loss=0.2806, top1-acc=90.22%, top5-acc=99.78%, remaining_time=0:00:08.471688, arrival_time=2021-04-14 23:06:50.055968, cost_time=0:00:10.835850 2021-04-14 23:06:42,545 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.40ms, fps=2665 images/s, loss=0.2823, top1-acc=90.11%, top5-acc=99.78%, remaining_time=0:00:07.471332, arrival_time=2021-04-14 23:06:50.016549, cost_time=0:00:11.796795 2021-04-14 23:06:43,512 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.68ms, fps=2649 images/s, loss=0.2828, top1-acc=90.07%, top5-acc=99.79%, remaining_time=0:00:06.480012, arrival_time=2021-04-14 23:06:49.992049, cost_time=0:00:12.763613 2021-04-14 23:06:44,473 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.45ms, fps=2664 images/s, loss=0.2831, top1-acc=90.04%, top5-acc=99.79%, remaining_time=0:00:05.489904, arrival_time=2021-04-14 23:06:49.963073, cost_time=0:00:13.724747 2021-04-14 23:06:45,435 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.52ms, fps=2661 images/s, loss=0.2825, top1-acc=90.05%, top5-acc=99.79%, remaining_time=0:00:04.504044, arrival_time=2021-04-14 23:06:49.939619, cost_time=0:00:14.687060 2021-04-14 23:06:46,408 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=2.02ms, fps=2633 images/s, loss=0.2810, top1-acc=90.12%, top5-acc=99.79%, remaining_time=0:00:03.523500, arrival_time=2021-04-14 23:06:49.931903, cost_time=0:00:15.659979 2021-04-14 23:06:47,370 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.34ms, fps=2661 images/s, loss=0.2808, top1-acc=90.14%, top5-acc=99.79%, remaining_time=0:00:02.542254, arrival_time=2021-04-14 23:06:49.913144, cost_time=0:00:16.622455 2021-04-14 23:06:48,342 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.27ms, fps=2637 images/s, loss=0.2807, top1-acc=90.14%, top5-acc=99.79%, remaining_time=0:00:01.563888, arrival_time=2021-04-14 23:06:49.906056, cost_time=0:00:17.593739 2021-04-14 23:06:49,317 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.20ms, fps=2625 images/s, loss=0.2802, top1-acc=90.15%, top5-acc=99.79%, remaining_time=0:00:00.586404, arrival_time=2021-04-14 23:06:49.904287, cost_time=0:00:18.569471 2021-04-14 23:06:49,860 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.23ms, fps=2510 images/s, loss=0.2801, top1-acc=90.14%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:49.860057, cost_time=0:00:19.111631 2021-04-14 23:06:50,386 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=2.18ms, fps=4884 images/s, loss=0.5021, top1-acc=83.12%, top5-acc=99.45%, remaining_time=0:00:01.572390, arrival_time=2021-04-14 23:06:51.958372, cost_time=0:00:00.524127 2021-04-14 23:06:50,716 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=0.42ms, fps=7768 images/s, loss=0.5104, top1-acc=82.87%, top5-acc=99.37%, remaining_time=0:00:00.854120, arrival_time=2021-04-14 23:06:51.570079, cost_time=0:00:00.854116 2021-04-14 23:06:51,054 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=3.42ms, fps=7568 images/s, loss=0.5065, top1-acc=82.96%, top5-acc=99.18%, remaining_time=0:00:00.397620, arrival_time=2021-04-14 23:06:51.452305, cost_time=0:00:01.192856 2021-04-14 23:06:51,356 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.05ms, fps=7691 images/s, loss=0.5146, top1-acc=83.11%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:51.356687, cost_time=0:00:01.494894 2021-04-14 23:06:51,476 INFO : Epoch=0078 complete, best val top1-acc=85.54%, top5-acc=99.40% (epoch=75), remaining_time=0:42:13.352448, arrival_time=2021-04-14 23:49:04.828790, cost_time=0:26:59.684386 2021-04-14 23:06:51,477 INFO : Train start, epoch=0079, lr=0.066937 2021-04-14 23:06:52,627 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=0.22ms, fps=2227 images/s, loss=0.2451, top1-acc=91.80%, top5-acc=99.84%, remaining_time=0:00:21.382932, arrival_time=2021-04-14 23:07:14.010362, cost_time=0:00:01.149617 2021-04-14 23:06:53,595 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.76ms, fps=2645 images/s, loss=0.2636, top1-acc=90.92%, top5-acc=99.80%, remaining_time=0:00:18.635760, arrival_time=2021-04-14 23:07:12.231262, cost_time=0:00:02.117692 2021-04-14 23:06:54,570 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.30ms, fps=2627 images/s, loss=0.2649, top1-acc=91.12%, top5-acc=99.77%, remaining_time=0:00:17.112110, arrival_time=2021-04-14 23:07:11.682474, cost_time=0:00:03.092554 2021-04-14 23:06:55,540 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.39ms, fps=2640 images/s, loss=0.2645, top1-acc=90.96%, top5-acc=99.79%, remaining_time=0:00:15.843672, arrival_time=2021-04-14 23:07:11.383980, cost_time=0:00:04.062491 2021-04-14 23:06:56,516 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.33ms, fps=2624 images/s, loss=0.2661, top1-acc=90.91%, top5-acc=99.80%, remaining_time=0:00:14.712128, arrival_time=2021-04-14 23:07:11.228357, cost_time=0:00:05.038418 2021-04-14 23:06:57,482 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.44ms, fps=2651 images/s, loss=0.2679, top1-acc=90.81%, top5-acc=99.79%, remaining_time=0:00:13.609792, arrival_time=2021-04-14 23:07:11.091914, cost_time=0:00:06.004308 2021-04-14 23:06:58,450 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.62ms, fps=2644 images/s, loss=0.2661, top1-acc=90.88%, top5-acc=99.80%, remaining_time=0:00:12.550986, arrival_time=2021-04-14 23:07:11.001601, cost_time=0:00:06.972794 2021-04-14 23:06:59,440 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.86ms, fps=2588 images/s, loss=0.2702, top1-acc=90.70%, top5-acc=99.78%, remaining_time=0:00:11.545248, arrival_time=2021-04-14 23:07:10.985279, cost_time=0:00:07.962220 2021-04-14 23:07:00,407 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.57ms, fps=2646 images/s, loss=0.2731, top1-acc=90.61%, top5-acc=99.77%, remaining_time=0:00:10.517532, arrival_time=2021-04-14 23:07:10.925409, cost_time=0:00:08.929964 2021-04-14 23:07:01,370 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.47ms, fps=2662 images/s, loss=0.2739, top1-acc=90.54%, top5-acc=99.77%, remaining_time=0:00:09.496512, arrival_time=2021-04-14 23:07:10.866559, cost_time=0:00:09.892205 2021-04-14 23:07:02,337 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.70ms, fps=2647 images/s, loss=0.2747, top1-acc=90.51%, top5-acc=99.77%, remaining_time=0:00:08.490436, arrival_time=2021-04-14 23:07:10.828137, cost_time=0:00:10.859888 2021-04-14 23:07:03,302 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.31ms, fps=2654 images/s, loss=0.2768, top1-acc=90.45%, top5-acc=99.77%, remaining_time=0:00:07.488964, arrival_time=2021-04-14 23:07:10.791519, cost_time=0:00:11.824737 2021-04-14 23:07:04,268 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.38ms, fps=2650 images/s, loss=0.2780, top1-acc=90.42%, top5-acc=99.77%, remaining_time=0:00:06.493938, arrival_time=2021-04-14 23:07:10.762789, cost_time=0:00:12.791042 2021-04-14 23:07:05,239 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.46ms, fps=2639 images/s, loss=0.2791, top1-acc=90.37%, top5-acc=99.77%, remaining_time=0:00:05.504576, arrival_time=2021-04-14 23:07:10.743777, cost_time=0:00:13.761374 2021-04-14 23:07:06,204 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.37ms, fps=2652 images/s, loss=0.2795, top1-acc=90.37%, top5-acc=99.77%, remaining_time=0:00:04.516326, arrival_time=2021-04-14 23:07:10.721223, cost_time=0:00:14.727084 2021-04-14 23:07:07,170 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.43ms, fps=2653 images/s, loss=0.2803, top1-acc=90.35%, top5-acc=99.77%, remaining_time=0:00:03.530808, arrival_time=2021-04-14 23:07:10.701025, cost_time=0:00:15.692402 2021-04-14 23:07:08,133 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.39ms, fps=2659 images/s, loss=0.2828, top1-acc=90.23%, top5-acc=99.77%, remaining_time=0:00:02.547298, arrival_time=2021-04-14 23:07:10.680555, cost_time=0:00:16.655395 2021-04-14 23:07:09,098 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.71ms, fps=2652 images/s, loss=0.2852, top1-acc=90.12%, top5-acc=99.78%, remaining_time=0:00:01.566320, arrival_time=2021-04-14 23:07:10.665221, cost_time=0:00:17.621084 2021-04-14 23:07:10,066 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.18ms, fps=2646 images/s, loss=0.2851, top1-acc=90.11%, top5-acc=99.77%, remaining_time=0:00:00.587022, arrival_time=2021-04-14 23:07:10.653896, cost_time=0:00:18.589074 2021-04-14 23:07:10,610 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.17ms, fps=2503 images/s, loss=0.2846, top1-acc=90.11%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:10.610595, cost_time=0:00:19.132788 2021-04-14 23:07:11,094 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=1.95ms, fps=5304 images/s, loss=0.4057, top1-acc=86.09%, top5-acc=99.41%, remaining_time=0:00:01.448070, arrival_time=2021-04-14 23:07:12.542944, cost_time=0:00:00.482687 2021-04-14 23:07:11,422 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=0.20ms, fps=7827 images/s, loss=0.4163, top1-acc=86.00%, top5-acc=99.53%, remaining_time=0:00:00.810080, arrival_time=2021-04-14 23:07:12.232381, cost_time=0:00:00.810083 2021-04-14 23:07:11,753 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=0.17ms, fps=7743 images/s, loss=0.4101, top1-acc=85.92%, top5-acc=99.44%, remaining_time=0:00:00.380380, arrival_time=2021-04-14 23:07:12.133725, cost_time=0:00:01.141152 2021-04-14 23:07:12,058 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.05ms, fps=7601 images/s, loss=0.4019, top1-acc=86.18%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:12.058892, cost_time=0:00:01.446731 2021-04-14 23:07:12,236 INFO : Epoch=0079 complete, best val top1-acc=86.18%, top5-acc=99.47% (epoch=79), remaining_time=0:41:52.579641, arrival_time=2021-04-14 23:49:04.816215, cost_time=0:27:20.444580 2021-04-14 23:07:12,238 INFO : Train start, epoch=0080, lr=0.066196 2021-04-14 23:07:13,411 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.77ms, fps=2184 images/s, loss=0.2746, top1-acc=90.35%, top5-acc=99.96%, remaining_time=0:00:21.800502, arrival_time=2021-04-14 23:07:35.211410, cost_time=0:00:01.172068 2021-04-14 23:07:14,381 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.34ms, fps=2639 images/s, loss=0.2797, top1-acc=90.35%, top5-acc=99.82%, remaining_time=0:00:18.854880, arrival_time=2021-04-14 23:07:33.236226, cost_time=0:00:02.142605 2021-04-14 23:07:15,350 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.33ms, fps=2642 images/s, loss=0.2798, top1-acc=90.39%, top5-acc=99.84%, remaining_time=0:00:17.219180, arrival_time=2021-04-14 23:07:32.569971, cost_time=0:00:03.111909 2021-04-14 23:07:16,320 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.46ms, fps=2641 images/s, loss=0.2807, top1-acc=90.41%, top5-acc=99.81%, remaining_time=0:00:15.919020, arrival_time=2021-04-14 23:07:32.239621, cost_time=0:00:04.081803 2021-04-14 23:07:17,291 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.33ms, fps=2639 images/s, loss=0.2758, top1-acc=90.57%, top5-acc=99.81%, remaining_time=0:00:14.752716, arrival_time=2021-04-14 23:07:32.043760, cost_time=0:00:05.052290 2021-04-14 23:07:18,265 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.30ms, fps=2629 images/s, loss=0.2712, top1-acc=90.74%, top5-acc=99.82%, remaining_time=0:00:13.660248, arrival_time=2021-04-14 23:07:31.925599, cost_time=0:00:06.026604 2021-04-14 23:07:19,246 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=2.12ms, fps=2612 images/s, loss=0.2741, top1-acc=90.56%, top5-acc=99.83%, remaining_time=0:00:12.612978, arrival_time=2021-04-14 23:07:31.859032, cost_time=0:00:07.007207 2021-04-14 23:07:20,216 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.57ms, fps=2639 images/s, loss=0.2767, top1-acc=90.49%, top5-acc=99.81%, remaining_time=0:00:11.567984, arrival_time=2021-04-14 23:07:31.784696, cost_time=0:00:07.977960 2021-04-14 23:07:21,183 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.32ms, fps=2650 images/s, loss=0.2780, top1-acc=90.40%, top5-acc=99.79%, remaining_time=0:00:10.534492, arrival_time=2021-04-14 23:07:31.717616, cost_time=0:00:08.944363 2021-04-14 23:07:22,156 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.44ms, fps=2633 images/s, loss=0.2767, top1-acc=90.46%, top5-acc=99.79%, remaining_time=0:00:09.520512, arrival_time=2021-04-14 23:07:31.676467, cost_time=0:00:09.917204 2021-04-14 23:07:23,122 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.76ms, fps=2649 images/s, loss=0.2766, top1-acc=90.42%, top5-acc=99.80%, remaining_time=0:00:08.509442, arrival_time=2021-04-14 23:07:31.632369, cost_time=0:00:10.884137 2021-04-14 23:07:24,086 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.30ms, fps=2658 images/s, loss=0.2779, top1-acc=90.36%, top5-acc=99.80%, remaining_time=0:00:07.503556, arrival_time=2021-04-14 23:07:31.590070, cost_time=0:00:11.847772 2021-04-14 23:07:25,054 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.33ms, fps=2645 images/s, loss=0.2772, top1-acc=90.40%, top5-acc=99.80%, remaining_time=0:00:06.506544, arrival_time=2021-04-14 23:07:31.561218, cost_time=0:00:12.815918 2021-04-14 23:07:26,025 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.33ms, fps=2638 images/s, loss=0.2772, top1-acc=90.42%, top5-acc=99.80%, remaining_time=0:00:05.514712, arrival_time=2021-04-14 23:07:31.540407, cost_time=0:00:13.786832 2021-04-14 23:07:27,007 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.49ms, fps=2609 images/s, loss=0.2788, top1-acc=90.38%, top5-acc=99.79%, remaining_time=0:00:04.529114, arrival_time=2021-04-14 23:07:31.536749, cost_time=0:00:14.768878 2021-04-14 23:07:27,979 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.53ms, fps=2636 images/s, loss=0.2798, top1-acc=90.36%, top5-acc=99.79%, remaining_time=0:00:03.541572, arrival_time=2021-04-14 23:07:31.520649, cost_time=0:00:15.740323 2021-04-14 23:07:28,959 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.35ms, fps=2612 images/s, loss=0.2797, top1-acc=90.37%, top5-acc=99.79%, remaining_time=0:00:02.557282, arrival_time=2021-04-14 23:07:31.516756, cost_time=0:00:16.720720 2021-04-14 23:07:29,922 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.87ms, fps=2660 images/s, loss=0.2804, top1-acc=90.34%, top5-acc=99.78%, remaining_time=0:00:01.571872, arrival_time=2021-04-14 23:07:31.494325, cost_time=0:00:17.683575 2021-04-14 23:07:30,887 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.39ms, fps=2655 images/s, loss=0.2806, top1-acc=90.31%, top5-acc=99.78%, remaining_time=0:00:00.588900, arrival_time=2021-04-14 23:07:31.476208, cost_time=0:00:18.648550 2021-04-14 23:07:31,428 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.31ms, fps=2515 images/s, loss=0.2813, top1-acc=90.30%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:31.428352, cost_time=0:00:19.189604 2021-04-14 23:07:31,934 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.31ms, fps=5076 images/s, loss=0.4579, top1-acc=84.84%, top5-acc=99.14%, remaining_time=0:00:01.513050, arrival_time=2021-04-14 23:07:33.447571, cost_time=0:00:00.504347 2021-04-14 23:07:32,313 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=0.21ms, fps=6766 images/s, loss=0.4671, top1-acc=84.45%, top5-acc=99.20%, remaining_time=0:00:00.883260, arrival_time=2021-04-14 23:07:33.196622, cost_time=0:00:00.883255 2021-04-14 23:07:32,645 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=0.21ms, fps=7710 images/s, loss=0.4727, top1-acc=84.23%, top5-acc=99.14%, remaining_time=0:00:00.405250, arrival_time=2021-04-14 23:07:33.051070, cost_time=0:00:01.215741 2021-04-14 23:07:32,950 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.05ms, fps=7634 images/s, loss=0.4714, top1-acc=84.26%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:32.950079, cost_time=0:00:01.520042 2021-04-14 23:07:33,079 INFO : Epoch=0080 complete, best val top1-acc=86.18%, top5-acc=99.47% (epoch=79), remaining_time=0:41:31.931760, arrival_time=2021-04-14 23:49:05.011569, cost_time=0:27:41.287879 2021-04-14 23:07:33,081 INFO : Train start, epoch=0081, lr=0.065451 2021-04-14 23:07:34,220 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=2.11ms, fps=2247 images/s, loss=0.2610, top1-acc=90.35%, top5-acc=99.88%, remaining_time=0:00:21.193398, arrival_time=2021-04-14 23:07:55.414062, cost_time=0:00:01.139431 2021-04-14 23:07:35,185 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.43ms, fps=2653 images/s, loss=0.2695, top1-acc=90.45%, top5-acc=99.79%, remaining_time=0:00:18.521184, arrival_time=2021-04-14 23:07:53.707097, cost_time=0:00:02.104675 2021-04-14 23:07:36,147 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.56ms, fps=2664 images/s, loss=0.2659, top1-acc=90.68%, top5-acc=99.79%, remaining_time=0:00:16.965200, arrival_time=2021-04-14 23:07:53.112515, cost_time=0:00:03.066009 2021-04-14 23:07:37,110 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.39ms, fps=2660 images/s, loss=0.2628, top1-acc=90.77%, top5-acc=99.81%, remaining_time=0:00:15.712632, arrival_time=2021-04-14 23:07:52.822747, cost_time=0:00:04.028871 2021-04-14 23:07:38,071 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.38ms, fps=2664 images/s, loss=0.2679, top1-acc=90.70%, top5-acc=99.78%, remaining_time=0:00:14.571384, arrival_time=2021-04-14 23:07:52.642814, cost_time=0:00:04.990190 2021-04-14 23:07:39,044 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.35ms, fps=2633 images/s, loss=0.2718, top1-acc=90.58%, top5-acc=99.76%, remaining_time=0:00:13.515408, arrival_time=2021-04-14 23:07:52.559372, cost_time=0:00:05.962667 2021-04-14 23:07:40,010 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.39ms, fps=2650 images/s, loss=0.2699, top1-acc=90.65%, top5-acc=99.77%, remaining_time=0:00:12.472866, arrival_time=2021-04-14 23:07:52.483502, cost_time=0:00:06.929396 2021-04-14 23:07:40,978 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.33ms, fps=2645 images/s, loss=0.2725, top1-acc=90.57%, top5-acc=99.78%, remaining_time=0:00:11.451520, arrival_time=2021-04-14 23:07:52.430391, cost_time=0:00:07.897578 2021-04-14 23:07:41,949 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.56ms, fps=2640 images/s, loss=0.2734, top1-acc=90.51%, top5-acc=99.78%, remaining_time=0:00:10.444286, arrival_time=2021-04-14 23:07:52.393298, cost_time=0:00:08.867781 2021-04-14 23:07:42,914 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.46ms, fps=2653 images/s, loss=0.2747, top1-acc=90.43%, top5-acc=99.79%, remaining_time=0:00:09.439776, arrival_time=2021-04-14 23:07:52.354202, cost_time=0:00:09.833099 2021-04-14 23:07:43,916 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=2.07ms, fps=2557 images/s, loss=0.2757, top1-acc=90.41%, top5-acc=99.79%, remaining_time=0:00:08.470828, arrival_time=2021-04-14 23:07:52.386848, cost_time=0:00:10.834747 2021-04-14 23:07:44,883 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.30ms, fps=2649 images/s, loss=0.2769, top1-acc=90.37%, top5-acc=99.79%, remaining_time=0:00:07.474448, arrival_time=2021-04-14 23:07:52.357779, cost_time=0:00:11.801809 2021-04-14 23:07:45,861 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.45ms, fps=2619 images/s, loss=0.2756, top1-acc=90.45%, top5-acc=99.78%, remaining_time=0:00:06.488460, arrival_time=2021-04-14 23:07:52.350052, cost_time=0:00:12.780345 2021-04-14 23:07:46,831 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.49ms, fps=2642 images/s, loss=0.2747, top1-acc=90.51%, top5-acc=99.79%, remaining_time=0:00:05.499816, arrival_time=2021-04-14 23:07:52.330807, cost_time=0:00:13.749566 2021-04-14 23:07:47,796 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.23ms, fps=2655 images/s, loss=0.2748, top1-acc=90.54%, top5-acc=99.79%, remaining_time=0:00:04.512508, arrival_time=2021-04-14 23:07:52.308522, cost_time=0:00:14.714773 2021-04-14 23:07:48,771 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.91ms, fps=2625 images/s, loss=0.2761, top1-acc=90.50%, top5-acc=99.80%, remaining_time=0:00:03.530376, arrival_time=2021-04-14 23:07:52.302200, cost_time=0:00:15.690537 2021-04-14 23:07:49,743 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.64ms, fps=2635 images/s, loss=0.2771, top1-acc=90.46%, top5-acc=99.79%, remaining_time=0:00:02.548390, arrival_time=2021-04-14 23:07:52.292252, cost_time=0:00:16.662630 2021-04-14 23:07:50,712 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.74ms, fps=2643 images/s, loss=0.2783, top1-acc=90.40%, top5-acc=99.79%, remaining_time=0:00:01.567248, arrival_time=2021-04-14 23:07:52.280123, cost_time=0:00:17.631551 2021-04-14 23:07:51,675 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.47ms, fps=2661 images/s, loss=0.2786, top1-acc=90.38%, top5-acc=99.80%, remaining_time=0:00:00.587184, arrival_time=2021-04-14 23:07:52.262650, cost_time=0:00:18.594232 2021-04-14 23:07:52,226 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.31ms, fps=2468 images/s, loss=0.2800, top1-acc=90.33%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:52.226874, cost_time=0:00:19.145616 2021-04-14 23:07:52,673 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=0.19ms, fps=5759 images/s, loss=0.5082, top1-acc=82.93%, top5-acc=99.18%, remaining_time=0:00:01.333440, arrival_time=2021-04-14 23:07:54.006615, cost_time=0:00:00.444475 2021-04-14 23:07:53,071 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=4.36ms, fps=6435 images/s, loss=0.5257, top1-acc=82.60%, top5-acc=99.06%, remaining_time=0:00:00.842660, arrival_time=2021-04-14 23:07:53.914056, cost_time=0:00:00.842668 2021-04-14 23:07:53,410 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=0.19ms, fps=7556 images/s, loss=0.5131, top1-acc=83.05%, top5-acc=99.11%, remaining_time=0:00:00.393980, arrival_time=2021-04-14 23:07:53.804616, cost_time=0:00:01.181953 2021-04-14 23:07:53,714 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.05ms, fps=7655 images/s, loss=0.5032, top1-acc=83.30%, top5-acc=99.13%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:53.714041, cost_time=0:00:01.485378 2021-04-14 23:07:53,852 INFO : Epoch=0081 complete, best val top1-acc=86.18%, top5-acc=99.47% (epoch=79), remaining_time=0:41:11.175658, arrival_time=2021-04-14 23:49:05.028356, cost_time=0:28:02.060774 2021-04-14 23:07:53,853 INFO : Train start, epoch=0082, lr=0.064702 2021-04-14 23:07:55,021 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=0.17ms, fps=2192 images/s, loss=0.2782, top1-acc=90.86%, top5-acc=99.80%, remaining_time=0:00:21.723126, arrival_time=2021-04-14 23:08:16.745058, cost_time=0:00:01.167909 2021-04-14 23:07:55,985 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.37ms, fps=2657 images/s, loss=0.2805, top1-acc=90.66%, top5-acc=99.73%, remaining_time=0:00:18.760544, arrival_time=2021-04-14 23:08:14.746447, cost_time=0:00:02.131871 2021-04-14 23:07:56,957 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.37ms, fps=2635 images/s, loss=0.2755, top1-acc=90.85%, top5-acc=99.80%, remaining_time=0:00:17.173530, arrival_time=2021-04-14 23:08:14.131198, cost_time=0:00:03.103637 2021-04-14 23:07:57,923 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.35ms, fps=2651 images/s, loss=0.2759, top1-acc=90.62%, top5-acc=99.80%, remaining_time=0:00:15.870972, arrival_time=2021-04-14 23:08:13.794578, cost_time=0:00:04.069499 2021-04-14 23:07:58,890 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.33ms, fps=2649 images/s, loss=0.2737, top1-acc=90.60%, top5-acc=99.82%, remaining_time=0:00:14.706434, arrival_time=2021-04-14 23:08:13.596967, cost_time=0:00:05.036452 2021-04-14 23:07:59,857 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.34ms, fps=2649 images/s, loss=0.2730, top1-acc=90.50%, top5-acc=99.82%, remaining_time=0:00:13.607888, arrival_time=2021-04-14 23:08:13.465403, cost_time=0:00:06.003474 2021-04-14 23:08:00,821 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.90ms, fps=2657 images/s, loss=0.2757, top1-acc=90.44%, top5-acc=99.77%, remaining_time=0:00:12.541032, arrival_time=2021-04-14 23:08:13.362269, cost_time=0:00:06.967213 2021-04-14 23:08:01,790 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.32ms, fps=2643 images/s, loss=0.2744, top1-acc=90.46%, top5-acc=99.78%, remaining_time=0:00:11.507432, arrival_time=2021-04-14 23:08:13.297642, cost_time=0:00:07.936179 2021-04-14 23:08:02,763 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.30ms, fps=2631 images/s, loss=0.2772, top1-acc=90.37%, top5-acc=99.76%, remaining_time=0:00:10.493364, arrival_time=2021-04-14 23:08:13.256831, cost_time=0:00:08.909435 2021-04-14 23:08:03,731 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.45ms, fps=2647 images/s, loss=0.2751, top1-acc=90.47%, top5-acc=99.77%, remaining_time=0:00:09.481920, arrival_time=2021-04-14 23:08:13.212968, cost_time=0:00:09.877019 2021-04-14 23:08:04,713 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.58ms, fps=2608 images/s, loss=0.2748, top1-acc=90.46%, top5-acc=99.77%, remaining_time=0:00:08.489748, arrival_time=2021-04-14 23:08:13.202729, cost_time=0:00:10.858949 2021-04-14 23:08:05,685 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.38ms, fps=2634 images/s, loss=0.2759, top1-acc=90.42%, top5-acc=99.77%, remaining_time=0:00:07.493068, arrival_time=2021-04-14 23:08:13.178240, cost_time=0:00:11.831149 2021-04-14 23:08:06,648 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.39ms, fps=2657 images/s, loss=0.2762, top1-acc=90.46%, top5-acc=99.78%, remaining_time=0:00:06.495852, arrival_time=2021-04-14 23:08:13.144753, cost_time=0:00:12.794876 2021-04-14 23:08:07,617 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.38ms, fps=2645 images/s, loss=0.2761, top1-acc=90.50%, top5-acc=99.78%, remaining_time=0:00:05.505304, arrival_time=2021-04-14 23:08:13.122537, cost_time=0:00:13.763208 2021-04-14 23:08:08,589 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.30ms, fps=2634 images/s, loss=0.2756, top1-acc=90.54%, top5-acc=99.79%, remaining_time=0:00:04.518856, arrival_time=2021-04-14 23:08:13.108222, cost_time=0:00:14.735331 2021-04-14 23:08:09,551 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.46ms, fps=2663 images/s, loss=0.2765, top1-acc=90.50%, top5-acc=99.78%, remaining_time=0:00:03.531816, arrival_time=2021-04-14 23:08:13.082878, cost_time=0:00:15.696949 2021-04-14 23:08:10,516 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.51ms, fps=2654 images/s, loss=0.2771, top1-acc=90.48%, top5-acc=99.78%, remaining_time=0:00:02.548312, arrival_time=2021-04-14 23:08:13.064410, cost_time=0:00:16.662065 2021-04-14 23:08:11,480 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.45ms, fps=2656 images/s, loss=0.2783, top1-acc=90.43%, top5-acc=99.77%, remaining_time=0:00:01.566768, arrival_time=2021-04-14 23:08:13.046990, cost_time=0:00:17.626199 2021-04-14 23:08:12,449 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.15ms, fps=2642 images/s, loss=0.2786, top1-acc=90.40%, top5-acc=99.76%, remaining_time=0:00:00.587220, arrival_time=2021-04-14 23:08:13.036593, cost_time=0:00:18.595343 2021-04-14 23:08:12,993 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.28ms, fps=2501 images/s, loss=0.2781, top1-acc=90.42%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:12.993509, cost_time=0:00:19.139479 2021-04-14 23:08:13,490 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=0.19ms, fps=5172 images/s, loss=0.4419, top1-acc=85.20%, top5-acc=99.30%, remaining_time=0:00:01.484850, arrival_time=2021-04-14 23:08:14.975010, cost_time=0:00:00.494948 2021-04-14 23:08:13,820 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=2.34ms, fps=7767 images/s, loss=0.4734, top1-acc=83.85%, top5-acc=99.28%, remaining_time=0:00:00.824940, arrival_time=2021-04-14 23:08:14.645131, cost_time=0:00:00.824937 2021-04-14 23:08:14,147 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.38ms, fps=7824 images/s, loss=0.4709, top1-acc=84.01%, top5-acc=99.32%, remaining_time=0:00:00.384210, arrival_time=2021-04-14 23:08:14.532039, cost_time=0:00:01.152638 2021-04-14 23:08:14,455 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.06ms, fps=7560 images/s, loss=0.4722, top1-acc=83.92%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:14.455001, cost_time=0:00:01.459824 2021-04-14 23:08:14,593 INFO : Epoch=0082 complete, best val top1-acc=86.18%, top5-acc=99.47% (epoch=79), remaining_time=0:40:50.373250, arrival_time=2021-04-14 23:49:04.966941, cost_time=0:28:22.801762 2021-04-14 23:08:14,594 INFO : Train start, epoch=0083, lr=0.063950 2021-04-14 23:08:15,716 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=0.29ms, fps=2282 images/s, loss=0.2818, top1-acc=90.08%, top5-acc=99.77%, remaining_time=0:00:20.863062, arrival_time=2021-04-14 23:08:36.579773, cost_time=0:00:01.121668 2021-04-14 23:08:16,684 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.41ms, fps=2647 images/s, loss=0.2842, top1-acc=90.12%, top5-acc=99.79%, remaining_time=0:00:18.386192, arrival_time=2021-04-14 23:08:35.070513, cost_time=0:00:02.089333 2021-04-14 23:08:17,658 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.55ms, fps=2628 images/s, loss=0.2688, top1-acc=90.74%, top5-acc=99.83%, remaining_time=0:00:16.953082, arrival_time=2021-04-14 23:08:34.611964, cost_time=0:00:03.063803 2021-04-14 23:08:18,620 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.41ms, fps=2663 images/s, loss=0.2662, top1-acc=90.74%, top5-acc=99.82%, remaining_time=0:00:15.700620, arrival_time=2021-04-14 23:08:34.321390, cost_time=0:00:04.025782 2021-04-14 23:08:19,582 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.47ms, fps=2663 images/s, loss=0.2627, top1-acc=90.84%, top5-acc=99.84%, remaining_time=0:00:14.563646, arrival_time=2021-04-14 23:08:34.146259, cost_time=0:00:04.987535 2021-04-14 23:08:20,542 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.50ms, fps=2668 images/s, loss=0.2639, top1-acc=90.77%, top5-acc=99.84%, remaining_time=0:00:13.481544, arrival_time=2021-04-14 23:08:34.024261, cost_time=0:00:05.947739 2021-04-14 23:08:21,506 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.35ms, fps=2659 images/s, loss=0.2607, top1-acc=90.93%, top5-acc=99.82%, remaining_time=0:00:12.439728, arrival_time=2021-04-14 23:08:33.945705, cost_time=0:00:06.910984 2021-04-14 23:08:22,473 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.85ms, fps=2646 images/s, loss=0.2629, top1-acc=90.84%, top5-acc=99.82%, remaining_time=0:00:11.424260, arrival_time=2021-04-14 23:08:33.898107, cost_time=0:00:07.878773 2021-04-14 23:08:23,438 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.38ms, fps=2654 images/s, loss=0.2664, top1-acc=90.74%, top5-acc=99.80%, remaining_time=0:00:10.416090, arrival_time=2021-04-14 23:08:33.854938, cost_time=0:00:08.843850 2021-04-14 23:08:24,403 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.73ms, fps=2655 images/s, loss=0.2672, top1-acc=90.74%, top5-acc=99.80%, remaining_time=0:00:09.416064, arrival_time=2021-04-14 23:08:33.819456, cost_time=0:00:09.808414 2021-04-14 23:08:25,362 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.31ms, fps=2670 images/s, loss=0.2668, top1-acc=90.74%, top5-acc=99.81%, remaining_time=0:00:08.418196, arrival_time=2021-04-14 23:08:33.780628, cost_time=0:00:10.767442 2021-04-14 23:08:26,326 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.35ms, fps=2657 images/s, loss=0.2691, top1-acc=90.67%, top5-acc=99.80%, remaining_time=0:00:07.429760, arrival_time=2021-04-14 23:08:33.755926, cost_time=0:00:11.731174 2021-04-14 23:08:27,292 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.37ms, fps=2651 images/s, loss=0.2703, top1-acc=90.62%, top5-acc=99.80%, remaining_time=0:00:06.446352, arrival_time=2021-04-14 23:08:33.738664, cost_time=0:00:12.697319 2021-04-14 23:08:28,253 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.46ms, fps=2664 images/s, loss=0.2710, top1-acc=90.58%, top5-acc=99.80%, remaining_time=0:00:05.463472, arrival_time=2021-04-14 23:08:33.717196, cost_time=0:00:13.658730 2021-04-14 23:08:29,219 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.52ms, fps=2653 images/s, loss=0.2723, top1-acc=90.58%, top5-acc=99.80%, remaining_time=0:00:04.484724, arrival_time=2021-04-14 23:08:33.703870, cost_time=0:00:14.624148 2021-04-14 23:08:30,181 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.34ms, fps=2661 images/s, loss=0.2740, top1-acc=90.54%, top5-acc=99.80%, remaining_time=0:00:03.507012, arrival_time=2021-04-14 23:08:33.688718, cost_time=0:00:15.586643 2021-04-14 23:08:31,150 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=2.02ms, fps=2644 images/s, loss=0.2762, top1-acc=90.47%, top5-acc=99.80%, remaining_time=0:00:02.532010, arrival_time=2021-04-14 23:08:33.682545, cost_time=0:00:16.555513 2021-04-14 23:08:32,121 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.36ms, fps=2637 images/s, loss=0.2752, top1-acc=90.52%, top5-acc=99.80%, remaining_time=0:00:01.557936, arrival_time=2021-04-14 23:08:33.679639, cost_time=0:00:17.526708 2021-04-14 23:08:33,085 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.23ms, fps=2656 images/s, loss=0.2756, top1-acc=90.50%, top5-acc=99.79%, remaining_time=0:00:00.583920, arrival_time=2021-04-14 23:08:33.669722, cost_time=0:00:18.490817 2021-04-14 23:08:33,649 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.42ms, fps=2412 images/s, loss=0.2772, top1-acc=90.48%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:33.649951, cost_time=0:00:19.054972 2021-04-14 23:08:34,108 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=2.08ms, fps=5601 images/s, loss=0.4534, top1-acc=84.30%, top5-acc=99.61%, remaining_time=0:00:01.371120, arrival_time=2021-04-14 23:08:35.479884, cost_time=0:00:00.457035 2021-04-14 23:08:34,437 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=0.20ms, fps=7806 images/s, loss=0.4712, top1-acc=84.24%, top5-acc=99.55%, remaining_time=0:00:00.785320, arrival_time=2021-04-14 23:08:35.222360, cost_time=0:00:00.785314 2021-04-14 23:08:34,769 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=0.34ms, fps=7700 images/s, loss=0.4713, top1-acc=84.28%, top5-acc=99.51%, remaining_time=0:00:00.372700, arrival_time=2021-04-14 23:08:35.142571, cost_time=0:00:01.118086 2021-04-14 23:08:35,079 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.09ms, fps=7496 images/s, loss=0.4613, top1-acc=84.33%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:35.079821, cost_time=0:00:01.428112 2021-04-14 23:08:35,207 INFO : Epoch=0083 complete, best val top1-acc=86.18%, top5-acc=99.47% (epoch=79), remaining_time=0:40:29.392797, arrival_time=2021-04-14 23:49:04.600116, cost_time=0:28:43.415389 2021-04-14 23:08:35,210 INFO : Train start, epoch=0084, lr=0.063194 2021-04-14 23:08:36,360 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.50ms, fps=2225 images/s, loss=0.2610, top1-acc=91.52%, top5-acc=99.65%, remaining_time=0:00:21.401160, arrival_time=2021-04-14 23:08:57.762018, cost_time=0:00:01.150603 2021-04-14 23:08:37,331 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.49ms, fps=2639 images/s, loss=0.2522, top1-acc=91.60%, top5-acc=99.73%, remaining_time=0:00:18.664272, arrival_time=2021-04-14 23:08:55.995499, cost_time=0:00:02.120932 2021-04-14 23:08:38,303 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.33ms, fps=2633 images/s, loss=0.2588, top1-acc=91.45%, top5-acc=99.75%, remaining_time=0:00:17.117754, arrival_time=2021-04-14 23:08:55.421564, cost_time=0:00:03.093559 2021-04-14 23:08:39,267 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.38ms, fps=2657 images/s, loss=0.2559, top1-acc=91.49%, top5-acc=99.76%, remaining_time=0:00:15.823548, arrival_time=2021-04-14 23:08:55.091109, cost_time=0:00:04.057304 2021-04-14 23:08:40,232 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.52ms, fps=2653 images/s, loss=0.2527, top1-acc=91.50%, top5-acc=99.79%, remaining_time=0:00:14.665992, arrival_time=2021-04-14 23:08:54.898841, cost_time=0:00:05.022605 2021-04-14 23:08:41,201 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.65ms, fps=2643 images/s, loss=0.2529, top1-acc=91.46%, top5-acc=99.80%, remaining_time=0:00:13.580824, arrival_time=2021-04-14 23:08:54.782643, cost_time=0:00:05.991517 2021-04-14 23:08:42,164 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.41ms, fps=2662 images/s, loss=0.2529, top1-acc=91.47%, top5-acc=99.79%, remaining_time=0:00:12.516714, arrival_time=2021-04-14 23:08:54.680698, cost_time=0:00:06.953733 2021-04-14 23:08:43,124 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.37ms, fps=2665 images/s, loss=0.2527, top1-acc=91.43%, top5-acc=99.79%, remaining_time=0:00:11.475996, arrival_time=2021-04-14 23:08:54.600765, cost_time=0:00:07.914513 2021-04-14 23:08:44,086 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.48ms, fps=2662 images/s, loss=0.2571, top1-acc=91.27%, top5-acc=99.78%, remaining_time=0:00:10.454568, arrival_time=2021-04-14 23:08:54.541355, cost_time=0:00:08.876514 2021-04-14 23:08:45,046 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.29ms, fps=2668 images/s, loss=0.2598, top1-acc=91.14%, top5-acc=99.79%, remaining_time=0:00:09.443040, arrival_time=2021-04-14 23:08:54.489748, cost_time=0:00:09.836453 2021-04-14 23:08:46,028 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.39ms, fps=2609 images/s, loss=0.2617, top1-acc=91.09%, top5-acc=99.77%, remaining_time=0:00:08.457670, arrival_time=2021-04-14 23:08:54.485920, cost_time=0:00:10.817910 2021-04-14 23:08:46,990 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.46ms, fps=2661 images/s, loss=0.2641, top1-acc=90.99%, top5-acc=99.76%, remaining_time=0:00:07.460996, arrival_time=2021-04-14 23:08:54.451715, cost_time=0:00:11.780465 2021-04-14 23:08:47,965 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.34ms, fps=2628 images/s, loss=0.2654, top1-acc=90.92%, top5-acc=99.76%, remaining_time=0:00:06.475722, arrival_time=2021-04-14 23:08:54.441230, cost_time=0:00:12.755161 2021-04-14 23:08:48,935 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.49ms, fps=2640 images/s, loss=0.2669, top1-acc=90.86%, top5-acc=99.77%, remaining_time=0:00:05.490184, arrival_time=2021-04-14 23:08:54.425838, cost_time=0:00:13.725405 2021-04-14 23:08:49,919 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.63ms, fps=2603 images/s, loss=0.2681, top1-acc=90.78%, top5-acc=99.78%, remaining_time=0:00:04.510806, arrival_time=2021-04-14 23:08:54.430257, cost_time=0:00:14.709194 2021-04-14 23:08:50,888 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.38ms, fps=2644 images/s, loss=0.2700, top1-acc=90.71%, top5-acc=99.78%, remaining_time=0:00:03.527496, arrival_time=2021-04-14 23:08:54.415684, cost_time=0:00:15.677820 2021-04-14 23:08:51,849 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.27ms, fps=2664 images/s, loss=0.2710, top1-acc=90.71%, top5-acc=99.77%, remaining_time=0:00:02.544828, arrival_time=2021-04-14 23:08:54.394344, cost_time=0:00:16.639246 2021-04-14 23:08:52,814 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.65ms, fps=2653 images/s, loss=0.2714, top1-acc=90.72%, top5-acc=99.77%, remaining_time=0:00:01.564832, arrival_time=2021-04-14 23:08:54.379519, cost_time=0:00:17.604429 2021-04-14 23:08:53,775 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.46ms, fps=2666 images/s, loss=0.2713, top1-acc=90.72%, top5-acc=99.76%, remaining_time=0:00:00.586272, arrival_time=2021-04-14 23:08:54.361733, cost_time=0:00:18.565210 2021-04-14 23:08:54,321 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.12ms, fps=2491 images/s, loss=0.2712, top1-acc=90.73%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:54.321657, cost_time=0:00:19.111409 2021-04-14 23:08:54,816 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=0.38ms, fps=5191 images/s, loss=0.4797, top1-acc=85.00%, top5-acc=99.30%, remaining_time=0:00:01.479570, arrival_time=2021-04-14 23:08:56.296168, cost_time=0:00:00.493187 2021-04-14 23:08:55,144 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=2.60ms, fps=7827 images/s, loss=0.4809, top1-acc=84.69%, top5-acc=99.28%, remaining_time=0:00:00.820740, arrival_time=2021-04-14 23:08:55.964824, cost_time=0:00:00.820740 2021-04-14 23:08:55,476 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=3.29ms, fps=7719 images/s, loss=0.4779, top1-acc=84.35%, top5-acc=99.30%, remaining_time=0:00:00.384230, arrival_time=2021-04-14 23:08:55.860340, cost_time=0:00:01.152695 2021-04-14 23:08:55,778 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.05ms, fps=7675 images/s, loss=0.4804, top1-acc=83.84%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:55.778845, cost_time=0:00:01.455493 2021-04-14 23:08:55,878 INFO : Epoch=0084 complete, best val top1-acc=86.18%, top5-acc=99.47% (epoch=79), remaining_time=0:40:08.500344, arrival_time=2021-04-14 23:49:04.378761, cost_time=0:29:04.086489 2021-04-14 23:08:55,879 INFO : Train start, epoch=0085, lr=0.062434 2021-04-14 23:08:57,050 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=0.22ms, fps=2188 images/s, loss=0.2779, top1-acc=90.51%, top5-acc=99.80%, remaining_time=0:00:21.766464, arrival_time=2021-04-14 23:09:18.816520, cost_time=0:00:01.170236 2021-04-14 23:08:58,018 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.53ms, fps=2646 images/s, loss=0.2576, top1-acc=91.04%, top5-acc=99.80%, remaining_time=0:00:18.817040, arrival_time=2021-04-14 23:09:16.835076, cost_time=0:00:02.138301 2021-04-14 23:08:58,995 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.48ms, fps=2621 images/s, loss=0.2564, top1-acc=91.18%, top5-acc=99.79%, remaining_time=0:00:17.239266, arrival_time=2021-04-14 23:09:16.234624, cost_time=0:00:03.115521 2021-04-14 23:08:59,969 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.42ms, fps=2629 images/s, loss=0.2601, top1-acc=91.13%, top5-acc=99.81%, remaining_time=0:00:15.950844, arrival_time=2021-04-14 23:09:15.920540, cost_time=0:00:04.089967 2021-04-14 23:09:00,938 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.45ms, fps=2645 images/s, loss=0.2636, top1-acc=90.93%, top5-acc=99.80%, remaining_time=0:00:14.769944, arrival_time=2021-04-14 23:09:15.707934, cost_time=0:00:05.058220 2021-04-14 23:09:01,906 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.50ms, fps=2646 images/s, loss=0.2695, top1-acc=90.76%, top5-acc=99.79%, remaining_time=0:00:13.659160, arrival_time=2021-04-14 23:09:15.565095, cost_time=0:00:06.026098 2021-04-14 23:09:02,875 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.32ms, fps=2642 images/s, loss=0.2713, top1-acc=90.70%, top5-acc=99.80%, remaining_time=0:00:12.591936, arrival_time=2021-04-14 23:09:15.467234, cost_time=0:00:06.995531 2021-04-14 23:09:03,840 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.48ms, fps=2652 images/s, loss=0.2691, top1-acc=90.78%, top5-acc=99.79%, remaining_time=0:00:11.543624, arrival_time=2021-04-14 23:09:15.384496, cost_time=0:00:07.961154 2021-04-14 23:09:04,801 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.52ms, fps=2665 images/s, loss=0.2673, top1-acc=90.83%, top5-acc=99.80%, remaining_time=0:00:10.508098, arrival_time=2021-04-14 23:09:15.309829, cost_time=0:00:08.921998 2021-04-14 23:09:05,768 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.28ms, fps=2650 images/s, loss=0.2675, top1-acc=90.80%, top5-acc=99.80%, remaining_time=0:00:09.492960, arrival_time=2021-04-14 23:09:15.261287, cost_time=0:00:09.888507 2021-04-14 23:09:06,731 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.53ms, fps=2660 images/s, loss=0.2678, top1-acc=90.76%, top5-acc=99.79%, remaining_time=0:00:08.483728, arrival_time=2021-04-14 23:09:15.214721, cost_time=0:00:10.851257 2021-04-14 23:09:07,692 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.53ms, fps=2663 images/s, loss=0.2701, top1-acc=90.65%, top5-acc=99.79%, remaining_time=0:00:07.481592, arrival_time=2021-04-14 23:09:15.174389, cost_time=0:00:11.813065 2021-04-14 23:09:08,659 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.89ms, fps=2650 images/s, loss=0.2697, top1-acc=90.67%, top5-acc=99.79%, remaining_time=0:00:06.488064, arrival_time=2021-04-14 23:09:15.147428, cost_time=0:00:12.779542 2021-04-14 23:09:09,619 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.48ms, fps=2668 images/s, loss=0.2704, top1-acc=90.66%, top5-acc=99.80%, remaining_time=0:00:05.495896, arrival_time=2021-04-14 23:09:15.115379, cost_time=0:00:13.739753 2021-04-14 23:09:10,582 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.53ms, fps=2658 images/s, loss=0.2718, top1-acc=90.63%, top5-acc=99.78%, remaining_time=0:00:04.508966, arrival_time=2021-04-14 23:09:15.091903, cost_time=0:00:14.703197 2021-04-14 23:09:11,546 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.43ms, fps=2658 images/s, loss=0.2713, top1-acc=90.62%, top5-acc=99.79%, remaining_time=0:00:03.525012, arrival_time=2021-04-14 23:09:15.071447, cost_time=0:00:15.666702 2021-04-14 23:09:12,513 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.28ms, fps=2649 images/s, loss=0.2715, top1-acc=90.60%, top5-acc=99.79%, remaining_time=0:00:02.543944, arrival_time=2021-04-14 23:09:15.057250, cost_time=0:00:16.633565 2021-04-14 23:09:13,479 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.47ms, fps=2652 images/s, loss=0.2705, top1-acc=90.63%, top5-acc=99.79%, remaining_time=0:00:01.564384, arrival_time=2021-04-14 23:09:15.043347, cost_time=0:00:17.599235 2021-04-14 23:09:14,446 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.14ms, fps=2647 images/s, loss=0.2713, top1-acc=90.61%, top5-acc=99.78%, remaining_time=0:00:00.586314, arrival_time=2021-04-14 23:09:15.032672, cost_time=0:00:18.566620 2021-04-14 23:09:14,991 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.19ms, fps=2498 images/s, loss=0.2708, top1-acc=90.62%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-14 23:09:14.991161, cost_time=0:00:19.111440 2021-04-14 23:09:15,474 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=5.30ms, fps=5315 images/s, loss=0.4317, top1-acc=85.43%, top5-acc=99.49%, remaining_time=0:00:01.444980, arrival_time=2021-04-14 23:09:16.919512, cost_time=0:00:00.481665 2021-04-14 23:09:15,802 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=0.19ms, fps=7819 images/s, loss=0.4369, top1-acc=85.21%, top5-acc=99.57%, remaining_time=0:00:00.809540, arrival_time=2021-04-14 23:09:16.611906, cost_time=0:00:00.809549 2021-04-14 23:09:16,131 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.44ms, fps=7779 images/s, loss=0.4355, top1-acc=85.16%, top5-acc=99.51%, remaining_time=0:00:00.379650, arrival_time=2021-04-14 23:09:16.511420, cost_time=0:00:01.138944 2021-04-14 23:09:16,438 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.07ms, fps=7568 images/s, loss=0.4456, top1-acc=85.08%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-14 23:09:16.438665, cost_time=0:00:01.445859 2021-04-14 23:09:16,539 INFO : Epoch=0085 complete, best val top1-acc=86.18%, top5-acc=99.47% (epoch=79), remaining_time=0:39:47.600215, arrival_time=2021-04-14 23:49:04.140099, cost_time=0:29:24.747953 2021-04-14 23:09:16,541 INFO : Train start, epoch=0086, lr=0.061672 2021-04-14 23:09:17,676 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=0.31ms, fps=2256 images/s, loss=0.2604, top1-acc=91.05%, top5-acc=99.92%, remaining_time=0:00:21.108768, arrival_time=2021-04-14 23:09:38.785000, cost_time=0:00:01.134884 2021-04-14 23:09:18,644 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.41ms, fps=2645 images/s, loss=0.2542, top1-acc=90.94%, top5-acc=99.88%, remaining_time=0:00:18.509568, arrival_time=2021-04-14 23:09:37.154319, cost_time=0:00:02.103361 2021-04-14 23:09:19,613 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.49ms, fps=2644 images/s, loss=0.2555, top1-acc=91.11%, top5-acc=99.90%, remaining_time=0:00:16.999064, arrival_time=2021-04-14 23:09:36.612482, cost_time=0:00:03.072109 2021-04-14 23:09:20,583 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.52ms, fps=2640 images/s, loss=0.2632, top1-acc=90.84%, top5-acc=99.80%, remaining_time=0:00:15.764424, arrival_time=2021-04-14 23:09:36.347980, cost_time=0:00:04.042157 2021-04-14 23:09:21,564 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=4.97ms, fps=2610 images/s, loss=0.2571, top1-acc=91.14%, top5-acc=99.82%, remaining_time=0:00:14.668766, arrival_time=2021-04-14 23:09:36.233696, cost_time=0:00:05.023569 2021-04-14 23:09:22,538 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.43ms, fps=2632 images/s, loss=0.2567, top1-acc=91.17%, top5-acc=99.81%, remaining_time=0:00:13.592792, arrival_time=2021-04-14 23:09:36.130922, cost_time=0:00:05.996813 2021-04-14 23:09:23,501 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.94ms, fps=2659 images/s, loss=0.2542, top1-acc=91.26%, top5-acc=99.82%, remaining_time=0:00:12.528054, arrival_time=2021-04-14 23:09:36.029511, cost_time=0:00:06.960060 2021-04-14 23:09:24,464 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.48ms, fps=2659 images/s, loss=0.2579, top1-acc=91.12%, top5-acc=99.81%, remaining_time=0:00:11.488872, arrival_time=2021-04-14 23:09:35.953526, cost_time=0:00:07.923341 2021-04-14 23:09:25,426 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.55ms, fps=2664 images/s, loss=0.2597, top1-acc=91.06%, top5-acc=99.81%, remaining_time=0:00:10.464320, arrival_time=2021-04-14 23:09:35.890396, cost_time=0:00:08.884759 2021-04-14 23:09:26,390 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.82ms, fps=2655 images/s, loss=0.2600, top1-acc=91.02%, top5-acc=99.82%, remaining_time=0:00:09.455328, arrival_time=2021-04-14 23:09:35.845927, cost_time=0:00:09.849282 2021-04-14 23:09:27,354 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.42ms, fps=2657 images/s, loss=0.2583, top1-acc=91.04%, top5-acc=99.82%, remaining_time=0:00:08.453886, arrival_time=2021-04-14 23:09:35.808308, cost_time=0:00:10.813104 2021-04-14 23:09:28,314 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.33ms, fps=2668 images/s, loss=0.2582, top1-acc=91.02%, top5-acc=99.81%, remaining_time=0:00:07.456132, arrival_time=2021-04-14 23:09:35.770330, cost_time=0:00:11.772888 2021-04-14 23:09:29,274 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.29ms, fps=2668 images/s, loss=0.2587, top1-acc=90.99%, top5-acc=99.82%, remaining_time=0:00:06.464370, arrival_time=2021-04-14 23:09:35.738478, cost_time=0:00:12.732798 2021-04-14 23:09:30,234 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.37ms, fps=2668 images/s, loss=0.2600, top1-acc=90.94%, top5-acc=99.81%, remaining_time=0:00:05.477024, arrival_time=2021-04-14 23:09:35.711066, cost_time=0:00:13.692548 2021-04-14 23:09:31,198 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.38ms, fps=2656 images/s, loss=0.2605, top1-acc=90.90%, top5-acc=99.81%, remaining_time=0:00:04.494890, arrival_time=2021-04-14 23:09:35.693504, cost_time=0:00:14.657253 2021-04-14 23:09:32,172 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.34ms, fps=2629 images/s, loss=0.2630, top1-acc=90.83%, top5-acc=99.79%, remaining_time=0:00:03.517092, arrival_time=2021-04-14 23:09:35.690008, cost_time=0:00:15.631582 2021-04-14 23:09:33,133 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.37ms, fps=2665 images/s, loss=0.2628, top1-acc=90.81%, top5-acc=99.81%, remaining_time=0:00:02.537704, arrival_time=2021-04-14 23:09:35.671616, cost_time=0:00:16.592611 2021-04-14 23:09:34,101 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.30ms, fps=2647 images/s, loss=0.2643, top1-acc=90.74%, top5-acc=99.80%, remaining_time=0:00:01.560896, arrival_time=2021-04-14 23:09:35.662399, cost_time=0:00:17.560158 2021-04-14 23:09:35,090 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.43ms, fps=2589 images/s, loss=0.2651, top1-acc=90.71%, top5-acc=99.81%, remaining_time=0:00:00.585780, arrival_time=2021-04-14 23:09:35.676714, cost_time=0:00:18.549614 2021-04-14 23:09:35,642 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.61ms, fps=2470 images/s, loss=0.2653, top1-acc=90.71%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-14 23:09:35.641978, cost_time=0:00:19.100674 2021-04-14 23:09:36,154 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=0.30ms, fps=5014 images/s, loss=0.4891, top1-acc=83.52%, top5-acc=99.37%, remaining_time=0:00:01.531650, arrival_time=2021-04-14 23:09:37.685972, cost_time=0:00:00.510546 2021-04-14 23:09:36,489 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=0.44ms, fps=7644 images/s, loss=0.4581, top1-acc=84.59%, top5-acc=99.28%, remaining_time=0:00:00.845920, arrival_time=2021-04-14 23:09:37.335597, cost_time=0:00:00.845910 2021-04-14 23:09:36,827 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=0.19ms, fps=7600 images/s, loss=0.4634, top1-acc=84.51%, top5-acc=99.27%, remaining_time=0:00:00.394420, arrival_time=2021-04-14 23:09:37.221450, cost_time=0:00:01.183248 2021-04-14 23:09:37,156 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.08ms, fps=7051 images/s, loss=0.4709, top1-acc=84.60%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-14 23:09:37.156514, cost_time=0:00:01.512792 2021-04-14 23:09:37,299 INFO : Epoch=0086 complete, best val top1-acc=86.18%, top5-acc=99.47% (epoch=79), remaining_time=0:39:26.835510, arrival_time=2021-04-14 23:49:04.134962, cost_time=0:29:45.507528 2021-04-14 23:09:37,300 INFO : Train start, epoch=0087, lr=0.060907 2021-04-14 23:09:38,461 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=0.31ms, fps=2206 images/s, loss=0.2441, top1-acc=91.48%, top5-acc=99.84%, remaining_time=0:00:21.581022, arrival_time=2021-04-14 23:10:00.042400, cost_time=0:00:01.160273 2021-04-14 23:09:39,438 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.82ms, fps=2621 images/s, loss=0.2389, top1-acc=91.58%, top5-acc=99.86%, remaining_time=0:00:18.811936, arrival_time=2021-04-14 23:09:58.250664, cost_time=0:00:02.137726 2021-04-14 23:09:40,407 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.53ms, fps=2645 images/s, loss=0.2377, top1-acc=91.91%, top5-acc=99.88%, remaining_time=0:00:17.187142, arrival_time=2021-04-14 23:09:57.594349, cost_time=0:00:03.106110 2021-04-14 23:09:41,368 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.63ms, fps=2666 images/s, loss=0.2446, top1-acc=91.75%, top5-acc=99.89%, remaining_time=0:00:15.861768, arrival_time=2021-04-14 23:09:57.229892, cost_time=0:00:04.067131 2021-04-14 23:09:42,329 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.52ms, fps=2664 images/s, loss=0.2501, top1-acc=91.46%, top5-acc=99.87%, remaining_time=0:00:14.683950, arrival_time=2021-04-14 23:09:57.013622, cost_time=0:00:05.028727 2021-04-14 23:09:43,299 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.51ms, fps=2641 images/s, loss=0.2517, top1-acc=91.32%, top5-acc=99.86%, remaining_time=0:00:13.596328, arrival_time=2021-04-14 23:09:56.895620, cost_time=0:00:05.998357 2021-04-14 23:09:44,266 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.52ms, fps=2649 images/s, loss=0.2539, top1-acc=91.24%, top5-acc=99.84%, remaining_time=0:00:12.537126, arrival_time=2021-04-14 23:09:56.803248, cost_time=0:00:06.965102 2021-04-14 23:09:45,231 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.97ms, fps=2654 images/s, loss=0.2572, top1-acc=91.08%, top5-acc=99.84%, remaining_time=0:00:11.498732, arrival_time=2021-04-14 23:09:56.729829, cost_time=0:00:07.930145 2021-04-14 23:09:46,194 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.54ms, fps=2658 images/s, loss=0.2586, top1-acc=91.04%, top5-acc=99.84%, remaining_time=0:00:10.474814, arrival_time=2021-04-14 23:09:56.669502, cost_time=0:00:08.893722 2021-04-14 23:09:47,177 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.53ms, fps=2607 images/s, loss=0.2611, top1-acc=90.93%, top5-acc=99.84%, remaining_time=0:00:09.481056, arrival_time=2021-04-14 23:09:56.658168, cost_time=0:00:09.876120 2021-04-14 23:09:48,146 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.55ms, fps=2643 images/s, loss=0.2603, top1-acc=90.97%, top5-acc=99.84%, remaining_time=0:00:08.478912, arrival_time=2021-04-14 23:09:56.624981, cost_time=0:00:10.845128 2021-04-14 23:09:49,114 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.37ms, fps=2645 images/s, loss=0.2605, top1-acc=90.97%, top5-acc=99.83%, remaining_time=0:00:07.481668, arrival_time=2021-04-14 23:09:56.595821, cost_time=0:00:11.813218 2021-04-14 23:09:50,079 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.51ms, fps=2654 images/s, loss=0.2588, top1-acc=91.02%, top5-acc=99.83%, remaining_time=0:00:06.487272, arrival_time=2021-04-14 23:09:56.566249, cost_time=0:00:12.778019 2021-04-14 23:09:51,047 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.38ms, fps=2646 images/s, loss=0.2598, top1-acc=90.97%, top5-acc=99.82%, remaining_time=0:00:05.498416, arrival_time=2021-04-14 23:09:56.545438, cost_time=0:00:13.745995 2021-04-14 23:09:52,013 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.28ms, fps=2649 images/s, loss=0.2623, top1-acc=90.90%, top5-acc=99.80%, remaining_time=0:00:04.511910, arrival_time=2021-04-14 23:09:56.525622, cost_time=0:00:14.712777 2021-04-14 23:09:52,975 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.52ms, fps=2663 images/s, loss=0.2638, top1-acc=90.79%, top5-acc=99.80%, remaining_time=0:00:03.526776, arrival_time=2021-04-14 23:09:56.502322, cost_time=0:00:15.674596 2021-04-14 23:09:53,939 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.42ms, fps=2658 images/s, loss=0.2657, top1-acc=90.74%, top5-acc=99.79%, remaining_time=0:00:02.544672, arrival_time=2021-04-14 23:09:56.483781, cost_time=0:00:16.638163 2021-04-14 23:09:54,903 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.55ms, fps=2657 images/s, loss=0.2681, top1-acc=90.65%, top5-acc=99.78%, remaining_time=0:00:01.564624, arrival_time=2021-04-14 23:09:56.467679, cost_time=0:00:17.602094 2021-04-14 23:09:55,868 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.44ms, fps=2653 images/s, loss=0.2689, top1-acc=90.61%, top5-acc=99.78%, remaining_time=0:00:00.586338, arrival_time=2021-04-14 23:09:56.454718, cost_time=0:00:18.567443 2021-04-14 23:09:56,413 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.24ms, fps=2499 images/s, loss=0.2698, top1-acc=90.58%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-14 23:09:56.413026, cost_time=0:00:19.112090 2021-04-14 23:09:56,905 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=0.29ms, fps=5221 images/s, loss=0.5063, top1-acc=83.75%, top5-acc=98.95%, remaining_time=0:00:01.470900, arrival_time=2021-04-14 23:09:58.375994, cost_time=0:00:00.490300 2021-04-14 23:09:57,261 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.74ms, fps=7184 images/s, loss=0.4935, top1-acc=84.02%, top5-acc=98.98%, remaining_time=0:00:00.847000, arrival_time=2021-04-14 23:09:58.108789, cost_time=0:00:00.847000 2021-04-14 23:09:57,596 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=0.40ms, fps=7656 images/s, loss=0.4953, top1-acc=83.72%, top5-acc=99.17%, remaining_time=0:00:00.393900, arrival_time=2021-04-14 23:09:57.990406, cost_time=0:00:01.181693 2021-04-14 23:09:57,906 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.06ms, fps=7494 images/s, loss=0.5078, top1-acc=83.64%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-14 23:09:57.906439, cost_time=0:00:01.491657 2021-04-14 23:09:58,047 INFO : Epoch=0087 complete, best val top1-acc=86.18%, top5-acc=99.47% (epoch=79), remaining_time=0:39:06.055941, arrival_time=2021-04-14 23:49:04.103341, cost_time=0:30:06.255469 2021-04-14 23:09:58,048 INFO : Train start, epoch=0088, lr=0.060139 2021-04-14 23:09:59,176 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=0.22ms, fps=2270 images/s, loss=0.2616, top1-acc=90.47%, top5-acc=99.77%, remaining_time=0:00:20.972244, arrival_time=2021-04-14 23:10:20.148685, cost_time=0:00:01.127537 2021-04-14 23:10:00,154 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.55ms, fps=2618 images/s, loss=0.2593, top1-acc=90.92%, top5-acc=99.80%, remaining_time=0:00:18.533328, arrival_time=2021-04-14 23:10:18.688172, cost_time=0:00:02.106062 2021-04-14 23:10:01,131 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.36ms, fps=2623 images/s, loss=0.2656, top1-acc=90.69%, top5-acc=99.78%, remaining_time=0:00:17.057662, arrival_time=2021-04-14 23:10:18.189219, cost_time=0:00:03.082715 2021-04-14 23:10:02,098 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.39ms, fps=2650 images/s, loss=0.2605, top1-acc=90.89%, top5-acc=99.81%, remaining_time=0:00:15.792660, arrival_time=2021-04-14 23:10:17.890805, cost_time=0:00:04.049411 2021-04-14 23:10:03,064 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.50ms, fps=2652 images/s, loss=0.2631, top1-acc=90.81%, top5-acc=99.80%, remaining_time=0:00:14.644384, arrival_time=2021-04-14 23:10:17.708343, cost_time=0:00:05.015224 2021-04-14 23:10:04,032 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.51ms, fps=2644 images/s, loss=0.2632, top1-acc=90.71%, top5-acc=99.82%, remaining_time=0:00:13.563144, arrival_time=2021-04-14 23:10:17.595805, cost_time=0:00:05.983752 2021-04-14 23:10:05,005 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.35ms, fps=2633 images/s, loss=0.2635, top1-acc=90.74%, top5-acc=99.82%, remaining_time=0:00:12.522258, arrival_time=2021-04-14 23:10:17.527818, cost_time=0:00:06.956816 2021-04-14 23:10:05,966 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.31ms, fps=2665 images/s, loss=0.2613, top1-acc=90.82%, top5-acc=99.83%, remaining_time=0:00:11.480636, arrival_time=2021-04-14 23:10:17.447069, cost_time=0:00:07.917682 2021-04-14 23:10:06,931 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.29ms, fps=2653 images/s, loss=0.2625, top1-acc=90.83%, top5-acc=99.84%, remaining_time=0:00:10.462306, arrival_time=2021-04-14 23:10:17.394165, cost_time=0:00:08.883117 2021-04-14 23:10:07,900 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.53ms, fps=2644 images/s, loss=0.2627, top1-acc=90.84%, top5-acc=99.84%, remaining_time=0:00:09.457536, arrival_time=2021-04-14 23:10:17.357896, cost_time=0:00:09.851618 2021-04-14 23:10:08,869 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.45ms, fps=2644 images/s, loss=0.2632, top1-acc=90.80%, top5-acc=99.84%, remaining_time=0:00:08.459476, arrival_time=2021-04-14 23:10:17.328566, cost_time=0:00:10.820302 2021-04-14 23:10:09,837 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.47ms, fps=2646 images/s, loss=0.2650, top1-acc=90.73%, top5-acc=99.84%, remaining_time=0:00:07.465936, arrival_time=2021-04-14 23:10:17.302986, cost_time=0:00:11.788316 2021-04-14 23:10:10,798 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.38ms, fps=2664 images/s, loss=0.2652, top1-acc=90.77%, top5-acc=99.81%, remaining_time=0:00:06.472884, arrival_time=2021-04-14 23:10:17.271283, cost_time=0:00:12.749654 2021-04-14 23:10:11,763 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.71ms, fps=2654 images/s, loss=0.2671, top1-acc=90.72%, top5-acc=99.81%, remaining_time=0:00:05.485928, arrival_time=2021-04-14 23:10:17.249547, cost_time=0:00:13.714795 2021-04-14 23:10:12,728 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.46ms, fps=2654 images/s, loss=0.2688, top1-acc=90.63%, top5-acc=99.81%, remaining_time=0:00:04.501836, arrival_time=2021-04-14 23:10:17.230523, cost_time=0:00:14.679949 2021-04-14 23:10:13,692 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.44ms, fps=2657 images/s, loss=0.2689, top1-acc=90.63%, top5-acc=99.80%, remaining_time=0:00:03.519900, arrival_time=2021-04-14 23:10:17.212622, cost_time=0:00:15.643973 2021-04-14 23:10:14,653 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.33ms, fps=2665 images/s, loss=0.2688, top1-acc=90.63%, top5-acc=99.80%, remaining_time=0:00:02.539602, arrival_time=2021-04-14 23:10:17.193353, cost_time=0:00:16.605016 2021-04-14 23:10:15,618 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.48ms, fps=2656 images/s, loss=0.2682, top1-acc=90.63%, top5-acc=99.80%, remaining_time=0:00:01.561728, arrival_time=2021-04-14 23:10:17.179824, cost_time=0:00:17.569367 2021-04-14 23:10:16,580 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.21ms, fps=2661 images/s, loss=0.2664, top1-acc=90.68%, top5-acc=99.80%, remaining_time=0:00:00.585216, arrival_time=2021-04-14 23:10:17.165808, cost_time=0:00:18.531851 2021-04-14 23:10:17,123 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.24ms, fps=2507 images/s, loss=0.2665, top1-acc=90.68%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:17.123352, cost_time=0:00:19.074622 2021-04-14 23:10:17,584 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=0.45ms, fps=5576 images/s, loss=0.3800, top1-acc=87.50%, top5-acc=99.84%, remaining_time=0:00:01.377330, arrival_time=2021-04-14 23:10:18.961657, cost_time=0:00:00.459106 2021-04-14 23:10:17,921 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=0.30ms, fps=7604 images/s, loss=0.3911, top1-acc=86.74%, top5-acc=99.65%, remaining_time=0:00:00.796260, arrival_time=2021-04-14 23:10:18.717729, cost_time=0:00:00.796269 2021-04-14 23:10:18,268 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=0.25ms, fps=7383 images/s, loss=0.3842, top1-acc=87.17%, top5-acc=99.61%, remaining_time=0:00:00.381160, arrival_time=2021-04-14 23:10:18.649836, cost_time=0:00:01.143477 2021-04-14 23:10:18,622 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.05ms, fps=6572 images/s, loss=0.3871, top1-acc=86.67%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:18.622064, cost_time=0:00:01.496927 2021-04-14 23:10:18,801 INFO : Epoch=0088 complete, best val top1-acc=86.67%, top5-acc=99.54% (epoch=88), remaining_time=0:38:45.285312, arrival_time=2021-04-14 23:49:04.087120, cost_time=0:30:27.009873 2021-04-14 23:10:18,802 INFO : Train start, epoch=0089, lr=0.059369 2021-04-14 23:10:19,959 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=0.22ms, fps=2214 images/s, loss=0.2442, top1-acc=91.37%, top5-acc=100.00%, remaining_time=0:00:21.509784, arrival_time=2021-04-14 23:10:41.469440, cost_time=0:00:01.156441 2021-04-14 23:10:20,927 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.60ms, fps=2648 images/s, loss=0.2479, top1-acc=91.29%, top5-acc=99.88%, remaining_time=0:00:18.691200, arrival_time=2021-04-14 23:10:39.618340, cost_time=0:00:02.123994 2021-04-14 23:10:21,940 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=2.74ms, fps=2527 images/s, loss=0.2461, top1-acc=91.35%, top5-acc=99.88%, remaining_time=0:00:17.361110, arrival_time=2021-04-14 23:10:39.301945, cost_time=0:00:03.137544 2021-04-14 23:10:22,930 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.97ms, fps=2591 images/s, loss=0.2430, top1-acc=91.45%, top5-acc=99.83%, remaining_time=0:00:16.093896, arrival_time=2021-04-14 23:10:39.023822, cost_time=0:00:04.126626 2021-04-14 23:10:23,901 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.86ms, fps=2637 images/s, loss=0.2446, top1-acc=91.41%, top5-acc=99.84%, remaining_time=0:00:14.887182, arrival_time=2021-04-14 23:10:38.788614, cost_time=0:00:05.098336 2021-04-14 23:10:24,862 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.72ms, fps=2664 images/s, loss=0.2444, top1-acc=91.38%, top5-acc=99.84%, remaining_time=0:00:13.734912, arrival_time=2021-04-14 23:10:38.597593, cost_time=0:00:06.059512 2021-04-14 23:10:25,828 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.32ms, fps=2651 images/s, loss=0.2457, top1-acc=91.29%, top5-acc=99.84%, remaining_time=0:00:12.646368, arrival_time=2021-04-14 23:10:38.475226, cost_time=0:00:07.025728 2021-04-14 23:10:26,793 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.33ms, fps=2656 images/s, loss=0.2459, top1-acc=91.33%, top5-acc=99.83%, remaining_time=0:00:11.585384, arrival_time=2021-04-14 23:10:38.378365, cost_time=0:00:07.989890 2021-04-14 23:10:27,752 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.51ms, fps=2669 images/s, loss=0.2466, top1-acc=91.30%, top5-acc=99.85%, remaining_time=0:00:10.540534, arrival_time=2021-04-14 23:10:38.293096, cost_time=0:00:08.949468 2021-04-14 23:10:28,715 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.42ms, fps=2661 images/s, loss=0.2470, top1-acc=91.25%, top5-acc=99.84%, remaining_time=0:00:09.515520, arrival_time=2021-04-14 23:10:38.230809, cost_time=0:00:09.912009 2021-04-14 23:10:29,689 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.45ms, fps=2630 images/s, loss=0.2489, top1-acc=91.21%, top5-acc=99.83%, remaining_time=0:00:08.511162, arrival_time=2021-04-14 23:10:38.200592, cost_time=0:00:10.886337 2021-04-14 23:10:30,654 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.91ms, fps=2653 images/s, loss=0.2490, top1-acc=91.26%, top5-acc=99.82%, remaining_time=0:00:07.506140, arrival_time=2021-04-14 23:10:38.161050, cost_time=0:00:11.851816 2021-04-14 23:10:31,623 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.48ms, fps=2645 images/s, loss=0.2516, top1-acc=91.19%, top5-acc=99.82%, remaining_time=0:00:06.508722, arrival_time=2021-04-14 23:10:38.132026, cost_time=0:00:12.820224 2021-04-14 23:10:32,592 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.63ms, fps=2644 images/s, loss=0.2532, top1-acc=91.13%, top5-acc=99.83%, remaining_time=0:00:05.515608, arrival_time=2021-04-14 23:10:38.107660, cost_time=0:00:13.788962 2021-04-14 23:10:33,559 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.49ms, fps=2646 images/s, loss=0.2542, top1-acc=91.08%, top5-acc=99.83%, remaining_time=0:00:04.525388, arrival_time=2021-04-14 23:10:38.085136, cost_time=0:00:14.756670 2021-04-14 23:10:34,524 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.43ms, fps=2656 images/s, loss=0.2544, top1-acc=91.07%, top5-acc=99.82%, remaining_time=0:00:03.537216, arrival_time=2021-04-14 23:10:38.061207, cost_time=0:00:15.720908 2021-04-14 23:10:35,492 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.35ms, fps=2645 images/s, loss=0.2556, top1-acc=91.02%, top5-acc=99.82%, remaining_time=0:00:02.552472, arrival_time=2021-04-14 23:10:38.044932, cost_time=0:00:16.689298 2021-04-14 23:10:36,459 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.47ms, fps=2648 images/s, loss=0.2562, top1-acc=91.00%, top5-acc=99.82%, remaining_time=0:00:01.569488, arrival_time=2021-04-14 23:10:38.029357, cost_time=0:00:17.656744 2021-04-14 23:10:37,428 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.08ms, fps=2643 images/s, loss=0.2578, top1-acc=90.95%, top5-acc=99.82%, remaining_time=0:00:00.588180, arrival_time=2021-04-14 23:10:38.017052, cost_time=0:00:18.625793 2021-04-14 23:10:37,970 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=0.05ms, fps=2512 images/s, loss=0.2600, top1-acc=90.89%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:37.970646, cost_time=0:00:19.167563 2021-04-14 23:10:38,468 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=0.36ms, fps=5171 images/s, loss=0.4345, top1-acc=84.61%, top5-acc=99.06%, remaining_time=0:00:01.485090, arrival_time=2021-04-14 23:10:39.953080, cost_time=0:00:00.495027 2021-04-14 23:10:38,824 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=0.19ms, fps=7187 images/s, loss=0.4264, top1-acc=85.06%, top5-acc=99.32%, remaining_time=0:00:00.851720, arrival_time=2021-04-14 23:10:39.676334, cost_time=0:00:00.851713 2021-04-14 23:10:39,161 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=0.21ms, fps=7599 images/s, loss=0.4273, top1-acc=85.09%, top5-acc=99.36%, remaining_time=0:00:00.396320, arrival_time=2021-04-14 23:10:39.558216, cost_time=0:00:01.188949 2021-04-14 23:10:39,472 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.06ms, fps=7476 images/s, loss=0.4275, top1-acc=85.17%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:39.472676, cost_time=0:00:01.499775 2021-04-14 23:10:39,587 INFO : Epoch=0089 complete, best val top1-acc=86.67%, top5-acc=99.54% (epoch=88), remaining_time=0:38:24.553917, arrival_time=2021-04-14 23:49:04.141351, cost_time=0:30:47.795470 2021-04-14 23:10:39,589 INFO : Train start, epoch=0090, lr=0.058596 2021-04-14 23:10:40,725 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=0.19ms, fps=2254 images/s, loss=0.2728, top1-acc=90.74%, top5-acc=99.88%, remaining_time=0:00:21.124950, arrival_time=2021-04-14 23:11:01.850119, cost_time=0:00:01.135753 2021-04-14 23:10:41,688 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.53ms, fps=2660 images/s, loss=0.2595, top1-acc=91.21%, top5-acc=99.82%, remaining_time=0:00:18.467680, arrival_time=2021-04-14 23:11:00.155687, cost_time=0:00:02.098599 2021-04-14 23:10:42,667 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.38ms, fps=2615 images/s, loss=0.2568, top1-acc=91.32%, top5-acc=99.78%, remaining_time=0:00:17.030272, arrival_time=2021-04-14 23:10:59.697536, cost_time=0:00:03.077746 2021-04-14 23:10:43,647 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.82ms, fps=2613 images/s, loss=0.2521, top1-acc=91.42%, top5-acc=99.79%, remaining_time=0:00:15.826200, arrival_time=2021-04-14 23:10:59.473600, cost_time=0:00:04.057982 2021-04-14 23:10:44,617 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.39ms, fps=2640 images/s, loss=0.2532, top1-acc=91.45%, top5-acc=99.80%, remaining_time=0:00:14.681614, arrival_time=2021-04-14 23:10:59.299072, cost_time=0:00:05.027949 2021-04-14 23:10:45,581 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.39ms, fps=2657 images/s, loss=0.2561, top1-acc=91.32%, top5-acc=99.79%, remaining_time=0:00:13.581640, arrival_time=2021-04-14 23:10:59.162935, cost_time=0:00:05.991875 2021-04-14 23:10:46,545 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.89ms, fps=2657 images/s, loss=0.2601, top1-acc=91.12%, top5-acc=99.79%, remaining_time=0:00:12.520242, arrival_time=2021-04-14 23:10:59.065375, cost_time=0:00:06.955719 2021-04-14 23:10:47,518 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=2.19ms, fps=2633 images/s, loss=0.2591, top1-acc=91.06%, top5-acc=99.79%, remaining_time=0:00:11.496296, arrival_time=2021-04-14 23:10:59.014269, cost_time=0:00:07.928469 2021-04-14 23:10:48,490 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.52ms, fps=2632 images/s, loss=0.2584, top1-acc=91.05%, top5-acc=99.78%, remaining_time=0:00:10.483930, arrival_time=2021-04-14 23:10:58.974865, cost_time=0:00:08.901493 2021-04-14 23:10:49,455 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.49ms, fps=2655 images/s, loss=0.2588, top1-acc=91.07%, top5-acc=99.79%, remaining_time=0:00:09.471456, arrival_time=2021-04-14 23:10:58.927027, cost_time=0:00:09.866118 2021-04-14 23:10:50,439 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.34ms, fps=2602 images/s, loss=0.2593, top1-acc=91.02%, top5-acc=99.81%, remaining_time=0:00:08.482954, arrival_time=2021-04-14 23:10:58.922688, cost_time=0:00:10.850325 2021-04-14 23:10:51,423 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.74ms, fps=2602 images/s, loss=0.2596, top1-acc=91.01%, top5-acc=99.80%, remaining_time=0:00:07.495196, arrival_time=2021-04-14 23:10:58.919074, cost_time=0:00:11.834463 2021-04-14 23:10:52,399 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.38ms, fps=2625 images/s, loss=0.2597, top1-acc=90.96%, top5-acc=99.81%, remaining_time=0:00:06.503508, arrival_time=2021-04-14 23:10:58.902985, cost_time=0:00:12.810005 2021-04-14 23:10:53,375 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.35ms, fps=2623 images/s, loss=0.2590, top1-acc=90.99%, top5-acc=99.81%, remaining_time=0:00:05.514600, arrival_time=2021-04-14 23:10:58.890479, cost_time=0:00:13.786456 2021-04-14 23:10:54,345 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=2.04ms, fps=2641 images/s, loss=0.2599, top1-acc=90.96%, top5-acc=99.82%, remaining_time=0:00:04.525250, arrival_time=2021-04-14 23:10:58.870996, cost_time=0:00:14.756318 2021-04-14 23:10:55,312 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.51ms, fps=2650 images/s, loss=0.2599, top1-acc=90.96%, top5-acc=99.82%, remaining_time=0:00:03.537648, arrival_time=2021-04-14 23:10:58.849985, cost_time=0:00:15.722834 2021-04-14 23:10:56,276 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.35ms, fps=2656 images/s, loss=0.2614, top1-acc=90.88%, top5-acc=99.82%, remaining_time=0:00:02.552160, arrival_time=2021-04-14 23:10:58.828736, cost_time=0:00:16.687146 2021-04-14 23:10:57,245 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.44ms, fps=2644 images/s, loss=0.2630, top1-acc=90.82%, top5-acc=99.81%, remaining_time=0:00:01.569392, arrival_time=2021-04-14 23:10:58.814407, cost_time=0:00:17.655575 2021-04-14 23:10:58,210 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.10ms, fps=2653 images/s, loss=0.2624, top1-acc=90.86%, top5-acc=99.81%, remaining_time=0:00:00.588036, arrival_time=2021-04-14 23:10:58.798555, cost_time=0:00:18.621072 2021-04-14 23:10:58,757 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.19ms, fps=2488 images/s, loss=0.2626, top1-acc=90.85%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:58.757667, cost_time=0:00:19.168181 2021-04-14 23:10:59,251 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=5.36ms, fps=5222 images/s, loss=0.4435, top1-acc=85.35%, top5-acc=99.41%, remaining_time=0:00:01.470600, arrival_time=2021-04-14 23:11:00.721741, cost_time=0:00:00.490200 2021-04-14 23:10:59,579 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=2.15ms, fps=7803 images/s, loss=0.4185, top1-acc=86.11%, top5-acc=99.45%, remaining_time=0:00:00.818640, arrival_time=2021-04-14 23:11:00.398220, cost_time=0:00:00.818634 2021-04-14 23:10:59,914 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=0.43ms, fps=7660 images/s, loss=0.4084, top1-acc=86.25%, top5-acc=99.53%, remaining_time=0:00:00.384400, arrival_time=2021-04-14 23:11:00.298574, cost_time=0:00:01.153195 2021-04-14 23:11:00,222 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.07ms, fps=7525 images/s, loss=0.4133, top1-acc=86.27%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:00.222883, cost_time=0:00:01.461969 2021-04-14 23:11:00,382 INFO : Epoch=0090 complete, best val top1-acc=86.67%, top5-acc=99.54% (epoch=88), remaining_time=0:38:03.833090, arrival_time=2021-04-14 23:49:04.215752, cost_time=0:31:08.590730 2021-04-14 23:11:00,383 INFO : Train start, epoch=0091, lr=0.057822 2021-04-14 23:11:01,523 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=0.35ms, fps=2247 images/s, loss=0.2402, top1-acc=92.03%, top5-acc=99.88%, remaining_time=0:00:21.187818, arrival_time=2021-04-14 23:11:22.710912, cost_time=0:00:01.139126 2021-04-14 23:11:02,483 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.30ms, fps=2668 images/s, loss=0.2401, top1-acc=92.17%, top5-acc=99.88%, remaining_time=0:00:18.472432, arrival_time=2021-04-14 23:11:20.955541, cost_time=0:00:02.099140 2021-04-14 23:11:03,445 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.53ms, fps=2662 images/s, loss=0.2344, top1-acc=92.17%, top5-acc=99.88%, remaining_time=0:00:16.938308, arrival_time=2021-04-14 23:11:20.383417, cost_time=0:00:03.061131 2021-04-14 23:11:04,417 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.55ms, fps=2635 images/s, loss=0.2332, top1-acc=92.05%, top5-acc=99.86%, remaining_time=0:00:15.729168, arrival_time=2021-04-14 23:11:20.146269, cost_time=0:00:04.033123 2021-04-14 23:11:05,381 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.24ms, fps=2656 images/s, loss=0.2358, top1-acc=91.93%, top5-acc=99.84%, remaining_time=0:00:14.592262, arrival_time=2021-04-14 23:11:19.973607, cost_time=0:00:04.997372 2021-04-14 23:11:06,343 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.29ms, fps=2663 images/s, loss=0.2361, top1-acc=91.87%, top5-acc=99.84%, remaining_time=0:00:13.507384, arrival_time=2021-04-14 23:11:19.850539, cost_time=0:00:05.959131 2021-04-14 23:11:07,313 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.43ms, fps=2641 images/s, loss=0.2390, top1-acc=91.74%, top5-acc=99.84%, remaining_time=0:00:12.472236, arrival_time=2021-04-14 23:11:19.785310, cost_time=0:00:06.929050 2021-04-14 23:11:08,286 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.50ms, fps=2631 images/s, loss=0.2405, top1-acc=91.60%, top5-acc=99.84%, remaining_time=0:00:11.458480, arrival_time=2021-04-14 23:11:19.744917, cost_time=0:00:07.902415 2021-04-14 23:11:09,257 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.60ms, fps=2638 images/s, loss=0.2408, top1-acc=91.58%, top5-acc=99.85%, remaining_time=0:00:10.450752, arrival_time=2021-04-14 23:11:19.708005, cost_time=0:00:08.873260 2021-04-14 23:11:10,221 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.37ms, fps=2655 images/s, loss=0.2435, top1-acc=91.52%, top5-acc=99.83%, remaining_time=0:00:09.444192, arrival_time=2021-04-14 23:11:19.665873, cost_time=0:00:09.837701 2021-04-14 23:11:11,187 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.61ms, fps=2651 images/s, loss=0.2460, top1-acc=91.43%, top5-acc=99.83%, remaining_time=0:00:08.446404, arrival_time=2021-04-14 23:11:19.634027, cost_time=0:00:10.803574 2021-04-14 23:11:12,147 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.39ms, fps=2669 images/s, loss=0.2466, top1-acc=91.38%, top5-acc=99.82%, remaining_time=0:00:07.450052, arrival_time=2021-04-14 23:11:19.597245, cost_time=0:00:11.763221 2021-04-14 23:11:13,116 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.61ms, fps=2643 images/s, loss=0.2473, top1-acc=91.35%, top5-acc=99.82%, remaining_time=0:00:06.463908, arrival_time=2021-04-14 23:11:19.579890, cost_time=0:00:12.732000 2021-04-14 23:11:14,077 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.44ms, fps=2663 images/s, loss=0.2479, top1-acc=91.37%, top5-acc=99.82%, remaining_time=0:00:05.477528, arrival_time=2021-04-14 23:11:19.555280, cost_time=0:00:13.693754 2021-04-14 23:11:15,036 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.30ms, fps=2670 images/s, loss=0.2485, top1-acc=91.36%, top5-acc=99.83%, remaining_time=0:00:04.493556, arrival_time=2021-04-14 23:11:19.530483, cost_time=0:00:14.652954 2021-04-14 23:11:16,007 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.43ms, fps=2638 images/s, loss=0.2484, top1-acc=91.37%, top5-acc=99.82%, remaining_time=0:00:03.515328, arrival_time=2021-04-14 23:11:19.523115, cost_time=0:00:15.623757 2021-04-14 23:11:16,979 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.48ms, fps=2637 images/s, loss=0.2495, top1-acc=91.34%, top5-acc=99.80%, remaining_time=0:00:02.538068, arrival_time=2021-04-14 23:11:19.517056, cost_time=0:00:16.595011 2021-04-14 23:11:17,942 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.38ms, fps=2657 images/s, loss=0.2507, top1-acc=91.29%, top5-acc=99.81%, remaining_time=0:00:01.560784, arrival_time=2021-04-14 23:11:19.503546, cost_time=0:00:17.558732 2021-04-14 23:11:18,909 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.21ms, fps=2650 images/s, loss=0.2510, top1-acc=91.29%, top5-acc=99.81%, remaining_time=0:00:00.585012, arrival_time=2021-04-14 23:11:19.494412, cost_time=0:00:18.525438 2021-04-14 23:11:19,455 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.23ms, fps=2493 images/s, loss=0.2528, top1-acc=91.26%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:19.455294, cost_time=0:00:19.071325 2021-04-14 23:11:19,928 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=2.69ms, fps=5436 images/s, loss=0.4128, top1-acc=86.29%, top5-acc=99.37%, remaining_time=0:00:01.412820, arrival_time=2021-04-14 23:11:21.340821, cost_time=0:00:00.470936 2021-04-14 23:11:20,258 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=2.21ms, fps=7750 images/s, loss=0.4187, top1-acc=86.45%, top5-acc=99.45%, remaining_time=0:00:00.801740, arrival_time=2021-04-14 23:11:21.060486, cost_time=0:00:00.801743 2021-04-14 23:11:20,594 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.52ms, fps=7638 images/s, loss=0.4340, top1-acc=85.81%, top5-acc=99.30%, remaining_time=0:00:00.379070, arrival_time=2021-04-14 23:11:20.973282, cost_time=0:00:01.137221 2021-04-14 23:11:20,899 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.05ms, fps=7619 images/s, loss=0.4482, top1-acc=85.77%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:20.899006, cost_time=0:00:01.442019 2021-04-14 23:11:21,002 INFO : Epoch=0091 complete, best val top1-acc=86.67%, top5-acc=99.54% (epoch=88), remaining_time=0:37:42.900931, arrival_time=2021-04-14 23:49:03.903725, cost_time=0:31:29.210867 2021-04-14 23:11:21,003 INFO : Train start, epoch=0092, lr=0.057045 2021-04-14 23:11:22,155 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.36ms, fps=2223 images/s, loss=0.2469, top1-acc=91.52%, top5-acc=99.84%, remaining_time=0:00:21.418830, arrival_time=2021-04-14 23:11:43.574486, cost_time=0:00:01.151551 2021-04-14 23:11:23,125 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.40ms, fps=2643 images/s, loss=0.2459, top1-acc=91.45%, top5-acc=99.82%, remaining_time=0:00:18.662512, arrival_time=2021-04-14 23:11:41.787417, cost_time=0:00:02.120732 2021-04-14 23:11:24,089 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.35ms, fps=2657 images/s, loss=0.2417, top1-acc=91.64%, top5-acc=99.83%, remaining_time=0:00:17.068784, arrival_time=2021-04-14 23:11:41.157939, cost_time=0:00:03.084708 2021-04-14 23:11:25,058 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.38ms, fps=2644 images/s, loss=0.2438, top1-acc=91.51%, top5-acc=99.82%, remaining_time=0:00:15.810912, arrival_time=2021-04-14 23:11:40.869100, cost_time=0:00:04.054085 2021-04-14 23:11:26,025 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.57ms, fps=2648 images/s, loss=0.2457, top1-acc=91.45%, top5-acc=99.82%, remaining_time=0:00:14.662196, arrival_time=2021-04-14 23:11:40.687565, cost_time=0:00:05.021284 2021-04-14 23:11:26,992 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.35ms, fps=2647 images/s, loss=0.2468, top1-acc=91.35%, top5-acc=99.84%, remaining_time=0:00:13.574296, arrival_time=2021-04-14 23:11:40.567034, cost_time=0:00:05.988648 2021-04-14 23:11:27,960 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.99ms, fps=2647 images/s, loss=0.2474, top1-acc=91.29%, top5-acc=99.84%, remaining_time=0:00:12.520998, arrival_time=2021-04-14 23:11:40.481297, cost_time=0:00:06.956133 2021-04-14 23:11:28,925 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=2.02ms, fps=2653 images/s, loss=0.2463, top1-acc=91.31%, top5-acc=99.85%, remaining_time=0:00:11.486204, arrival_time=2021-04-14 23:11:40.411815, cost_time=0:00:07.921517 2021-04-14 23:11:29,897 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.35ms, fps=2634 images/s, loss=0.2485, top1-acc=91.22%, top5-acc=99.84%, remaining_time=0:00:10.474920, arrival_time=2021-04-14 23:11:40.372824, cost_time=0:00:08.893765 2021-04-14 23:11:30,861 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.32ms, fps=2658 images/s, loss=0.2519, top1-acc=91.14%, top5-acc=99.84%, remaining_time=0:00:09.463104, arrival_time=2021-04-14 23:11:40.324586, cost_time=0:00:09.857402 2021-04-14 23:11:31,823 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.34ms, fps=2663 images/s, loss=0.2512, top1-acc=91.15%, top5-acc=99.85%, remaining_time=0:00:08.458616, arrival_time=2021-04-14 23:11:40.281890, cost_time=0:00:10.819181 2021-04-14 23:11:32,788 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.31ms, fps=2654 images/s, loss=0.2509, top1-acc=91.18%, top5-acc=99.83%, remaining_time=0:00:07.463352, arrival_time=2021-04-14 23:11:40.251700, cost_time=0:00:11.784211 2021-04-14 23:11:33,753 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.34ms, fps=2655 images/s, loss=0.2532, top1-acc=91.14%, top5-acc=99.83%, remaining_time=0:00:06.472554, arrival_time=2021-04-14 23:11:40.225628, cost_time=0:00:12.748978 2021-04-14 23:11:34,714 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.35ms, fps=2666 images/s, loss=0.2541, top1-acc=91.08%, top5-acc=99.83%, remaining_time=0:00:05.483912, arrival_time=2021-04-14 23:11:40.197937, cost_time=0:00:13.709738 2021-04-14 23:11:35,686 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.41ms, fps=2634 images/s, loss=0.2542, top1-acc=91.05%, top5-acc=99.84%, remaining_time=0:00:04.502618, arrival_time=2021-04-14 23:11:40.189102, cost_time=0:00:14.682393 2021-04-14 23:11:36,661 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.39ms, fps=2627 images/s, loss=0.2547, top1-acc=91.05%, top5-acc=99.84%, remaining_time=0:00:03.522924, arrival_time=2021-04-14 23:11:40.184428, cost_time=0:00:15.657407 2021-04-14 23:11:37,630 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.37ms, fps=2642 images/s, loss=0.2549, top1-acc=91.04%, top5-acc=99.84%, remaining_time=0:00:02.542904, arrival_time=2021-04-14 23:11:40.173695, cost_time=0:00:16.626681 2021-04-14 23:11:38,610 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.44ms, fps=2614 images/s, loss=0.2551, top1-acc=91.04%, top5-acc=99.83%, remaining_time=0:00:01.565008, arrival_time=2021-04-14 23:11:40.175400, cost_time=0:00:17.606302 2021-04-14 23:11:39,573 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.13ms, fps=2660 images/s, loss=0.2554, top1-acc=91.02%, top5-acc=99.82%, remaining_time=0:00:00.586398, arrival_time=2021-04-14 23:11:40.159675, cost_time=0:00:18.569187 2021-04-14 23:11:40,114 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.25ms, fps=2513 images/s, loss=0.2552, top1-acc=91.05%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:40.114823, cost_time=0:00:19.110758 2021-04-14 23:11:40,587 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=0.35ms, fps=5430 images/s, loss=0.4302, top1-acc=85.74%, top5-acc=99.26%, remaining_time=0:00:01.414470, arrival_time=2021-04-14 23:11:42.002341, cost_time=0:00:00.471490 2021-04-14 23:11:40,920 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=2.04ms, fps=7707 images/s, loss=0.4121, top1-acc=86.25%, top5-acc=99.39%, remaining_time=0:00:00.803940, arrival_time=2021-04-14 23:11:41.724341, cost_time=0:00:00.803943 2021-04-14 23:11:41,258 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=0.30ms, fps=7577 images/s, loss=0.4088, top1-acc=86.25%, top5-acc=99.43%, remaining_time=0:00:00.380770, arrival_time=2021-04-14 23:11:41.639513, cost_time=0:00:01.142314 2021-04-14 23:11:41,561 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.06ms, fps=7667 images/s, loss=0.4058, top1-acc=86.37%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:41.561724, cost_time=0:00:01.445348 2021-04-14 23:11:41,737 INFO : Epoch=0092 complete, best val top1-acc=86.67%, top5-acc=99.54% (epoch=88), remaining_time=0:37:22.110456, arrival_time=2021-04-14 23:49:03.848348, cost_time=0:31:49.945962 2021-04-14 23:11:41,739 INFO : Train start, epoch=0093, lr=0.056267 2021-04-14 23:11:42,922 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=0.21ms, fps=2165 images/s, loss=0.2564, top1-acc=91.25%, top5-acc=99.65%, remaining_time=0:00:21.997476, arrival_time=2021-04-14 23:12:04.919996, cost_time=0:00:01.182663 2021-04-14 23:11:43,881 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.38ms, fps=2670 images/s, loss=0.2533, top1-acc=91.31%, top5-acc=99.77%, remaining_time=0:00:18.848720, arrival_time=2021-04-14 23:12:02.730473, cost_time=0:00:02.141892 2021-04-14 23:11:44,867 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.85ms, fps=2599 images/s, loss=0.2522, top1-acc=91.20%, top5-acc=99.75%, remaining_time=0:00:17.304006, arrival_time=2021-04-14 23:12:02.171104, cost_time=0:00:03.127234 2021-04-14 23:11:45,836 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=2.00ms, fps=2641 images/s, loss=0.2498, top1-acc=91.20%, top5-acc=99.80%, remaining_time=0:00:15.978144, arrival_time=2021-04-14 23:12:01.814962, cost_time=0:00:04.096961 2021-04-14 23:11:46,797 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.40ms, fps=2665 images/s, loss=0.2505, top1-acc=91.22%, top5-acc=99.80%, remaining_time=0:00:14.768776, arrival_time=2021-04-14 23:12:01.566418, cost_time=0:00:05.057782 2021-04-14 23:11:47,768 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.25ms, fps=2638 images/s, loss=0.2484, top1-acc=91.32%, top5-acc=99.82%, remaining_time=0:00:13.664600, arrival_time=2021-04-14 23:12:01.432930, cost_time=0:00:06.028478 2021-04-14 23:11:48,739 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.37ms, fps=2637 images/s, loss=0.2470, top1-acc=91.34%, top5-acc=99.83%, remaining_time=0:00:12.599118, arrival_time=2021-04-14 23:12:01.338570, cost_time=0:00:06.999523 2021-04-14 23:11:49,710 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.36ms, fps=2637 images/s, loss=0.2470, top1-acc=91.39%, top5-acc=99.82%, remaining_time=0:00:11.557776, arrival_time=2021-04-14 23:12:01.268487, cost_time=0:00:07.970848 2021-04-14 23:11:50,691 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.59ms, fps=2611 images/s, loss=0.2443, top1-acc=91.45%, top5-acc=99.84%, remaining_time=0:00:10.543184, arrival_time=2021-04-14 23:12:01.234911, cost_time=0:00:08.951730 2021-04-14 23:11:51,658 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.28ms, fps=2650 images/s, loss=0.2435, top1-acc=91.52%, top5-acc=99.85%, remaining_time=0:00:09.521664, arrival_time=2021-04-14 23:12:01.179956, cost_time=0:00:09.918441 2021-04-14 23:11:52,622 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.53ms, fps=2655 images/s, loss=0.2460, top1-acc=91.41%, top5-acc=99.84%, remaining_time=0:00:08.508582, arrival_time=2021-04-14 23:12:01.131523, cost_time=0:00:10.883084 2021-04-14 23:11:53,595 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.67ms, fps=2634 images/s, loss=0.2473, top1-acc=91.37%, top5-acc=99.82%, remaining_time=0:00:07.508420, arrival_time=2021-04-14 23:12:01.103723, cost_time=0:00:11.855439 2021-04-14 23:11:54,562 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.51ms, fps=2649 images/s, loss=0.2469, top1-acc=91.40%, top5-acc=99.83%, remaining_time=0:00:06.509778, arrival_time=2021-04-14 23:12:01.072019, cost_time=0:00:12.822351 2021-04-14 23:11:55,530 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.70ms, fps=2644 images/s, loss=0.2480, top1-acc=91.32%, top5-acc=99.83%, remaining_time=0:00:05.516392, arrival_time=2021-04-14 23:12:01.047274, cost_time=0:00:13.791014 2021-04-14 23:11:56,510 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.33ms, fps=2615 images/s, loss=0.2492, top1-acc=91.29%, top5-acc=99.83%, remaining_time=0:00:04.529574, arrival_time=2021-04-14 23:12:01.039831, cost_time=0:00:14.770394 2021-04-14 23:11:57,482 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.30ms, fps=2634 images/s, loss=0.2490, top1-acc=91.30%, top5-acc=99.83%, remaining_time=0:00:03.542112, arrival_time=2021-04-14 23:12:01.024707, cost_time=0:00:15.742738 2021-04-14 23:11:58,449 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.30ms, fps=2650 images/s, loss=0.2488, top1-acc=91.26%, top5-acc=99.83%, remaining_time=0:00:02.555514, arrival_time=2021-04-14 23:12:01.004555, cost_time=0:00:16.709175 2021-04-14 23:11:59,416 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.32ms, fps=2647 images/s, loss=0.2485, top1-acc=91.26%, top5-acc=99.83%, remaining_time=0:00:01.571280, arrival_time=2021-04-14 23:12:00.987969, cost_time=0:00:17.676827 2021-04-14 23:12:00,380 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.11ms, fps=2657 images/s, loss=0.2498, top1-acc=91.21%, top5-acc=99.83%, remaining_time=0:00:00.588648, arrival_time=2021-04-14 23:12:00.969008, cost_time=0:00:18.640502 2021-04-14 23:12:00,925 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.13ms, fps=2494 images/s, loss=0.2508, top1-acc=91.20%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-14 23:12:00.925941, cost_time=0:00:19.186084 2021-04-14 23:12:01,392 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=2.35ms, fps=5507 images/s, loss=0.4181, top1-acc=85.86%, top5-acc=99.49%, remaining_time=0:00:01.394580, arrival_time=2021-04-14 23:12:02.787121, cost_time=0:00:00.464863 2021-04-14 23:12:01,729 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=0.17ms, fps=7610 images/s, loss=0.4279, top1-acc=85.64%, top5-acc=99.53%, remaining_time=0:00:00.801600, arrival_time=2021-04-14 23:12:02.530906, cost_time=0:00:00.801610 2021-04-14 23:12:02,072 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=0.20ms, fps=7460 images/s, loss=0.4235, top1-acc=86.05%, top5-acc=99.51%, remaining_time=0:00:00.381740, arrival_time=2021-04-14 23:12:02.454618, cost_time=0:00:01.145210 2021-04-14 23:12:02,386 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.09ms, fps=7410 images/s, loss=0.4127, top1-acc=86.39%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-14 23:12:02.386303, cost_time=0:00:01.458653 2021-04-14 23:12:02,482 INFO : Epoch=0093 complete, best val top1-acc=86.67%, top5-acc=99.54% (epoch=88), remaining_time=0:37:01.332091, arrival_time=2021-04-14 23:49:03.814529, cost_time=0:32:10.690508 2021-04-14 23:12:02,483 INFO : Train start, epoch=0094, lr=0.055487 2021-04-14 23:12:03,633 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.76ms, fps=2226 images/s, loss=0.2353, top1-acc=91.52%, top5-acc=99.92%, remaining_time=0:00:21.387954, arrival_time=2021-04-14 23:12:25.021635, cost_time=0:00:01.149893 2021-04-14 23:12:04,598 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.83ms, fps=2655 images/s, loss=0.2434, top1-acc=91.64%, top5-acc=99.86%, remaining_time=0:00:18.606544, arrival_time=2021-04-14 23:12:23.204712, cost_time=0:00:02.114389 2021-04-14 23:12:05,563 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.74ms, fps=2654 images/s, loss=0.2500, top1-acc=90.94%, top5-acc=99.88%, remaining_time=0:00:17.038572, arrival_time=2021-04-14 23:12:22.601632, cost_time=0:00:03.079273 2021-04-14 23:12:06,527 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.42ms, fps=2657 images/s, loss=0.2421, top1-acc=91.27%, top5-acc=99.90%, remaining_time=0:00:15.767856, arrival_time=2021-04-14 23:12:22.294875, cost_time=0:00:04.043036 2021-04-14 23:12:07,493 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.48ms, fps=2650 images/s, loss=0.2414, top1-acc=91.29%, top5-acc=99.90%, remaining_time=0:00:14.629054, arrival_time=2021-04-14 23:12:22.122797, cost_time=0:00:05.009964 2021-04-14 23:12:08,460 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.40ms, fps=2650 images/s, loss=0.2371, top1-acc=91.59%, top5-acc=99.88%, remaining_time=0:00:13.546416, arrival_time=2021-04-14 23:12:22.006662, cost_time=0:00:05.976380 2021-04-14 23:12:09,422 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.35ms, fps=2661 images/s, loss=0.2372, top1-acc=91.62%, top5-acc=99.87%, remaining_time=0:00:12.490380, arrival_time=2021-04-14 23:12:21.913275, cost_time=0:00:06.939097 2021-04-14 23:12:10,390 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.36ms, fps=2648 images/s, loss=0.2375, top1-acc=91.59%, top5-acc=99.86%, remaining_time=0:00:11.464048, arrival_time=2021-04-14 23:12:21.854082, cost_time=0:00:07.906258 2021-04-14 23:12:11,361 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.52ms, fps=2636 images/s, loss=0.2402, top1-acc=91.52%, top5-acc=99.85%, remaining_time=0:00:10.455840, arrival_time=2021-04-14 23:12:21.817208, cost_time=0:00:08.877586 2021-04-14 23:12:12,331 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.43ms, fps=2641 images/s, loss=0.2429, top1-acc=91.48%, top5-acc=99.86%, remaining_time=0:00:09.453216, arrival_time=2021-04-14 23:12:21.784201, cost_time=0:00:09.847116 2021-04-14 23:12:13,300 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.40ms, fps=2643 images/s, loss=0.2445, top1-acc=91.47%, top5-acc=99.86%, remaining_time=0:00:08.456552, arrival_time=2021-04-14 23:12:21.756806, cost_time=0:00:10.816468 2021-04-14 23:12:14,271 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.56ms, fps=2637 images/s, loss=0.2465, top1-acc=91.40%, top5-acc=99.86%, remaining_time=0:00:07.465632, arrival_time=2021-04-14 23:12:21.737203, cost_time=0:00:11.787782 2021-04-14 23:12:15,236 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.51ms, fps=2655 images/s, loss=0.2471, top1-acc=91.36%, top5-acc=99.86%, remaining_time=0:00:06.474204, arrival_time=2021-04-14 23:12:21.710256, cost_time=0:00:12.752273 2021-04-14 23:12:16,197 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.49ms, fps=2663 images/s, loss=0.2487, top1-acc=91.33%, top5-acc=99.85%, remaining_time=0:00:05.485536, arrival_time=2021-04-14 23:12:21.683165, cost_time=0:00:13.713846 2021-04-14 23:12:17,160 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.29ms, fps=2659 images/s, loss=0.2491, top1-acc=91.30%, top5-acc=99.84%, remaining_time=0:00:04.500870, arrival_time=2021-04-14 23:12:21.661465, cost_time=0:00:14.676803 2021-04-14 23:12:18,127 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.36ms, fps=2649 images/s, loss=0.2493, top1-acc=91.30%, top5-acc=99.84%, remaining_time=0:00:03.519792, arrival_time=2021-04-14 23:12:21.647030, cost_time=0:00:15.643456 2021-04-14 23:12:19,092 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.33ms, fps=2653 images/s, loss=0.2503, top1-acc=91.25%, top5-acc=99.84%, remaining_time=0:00:02.540148, arrival_time=2021-04-14 23:12:21.632674, cost_time=0:00:16.608651 2021-04-14 23:12:20,059 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.45ms, fps=2649 images/s, loss=0.2510, top1-acc=91.23%, top5-acc=99.83%, remaining_time=0:00:01.562288, arrival_time=2021-04-14 23:12:21.621853, cost_time=0:00:17.575783 2021-04-14 23:12:21,033 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.16ms, fps=2630 images/s, loss=0.2505, top1-acc=91.25%, top5-acc=99.83%, remaining_time=0:00:00.585774, arrival_time=2021-04-14 23:12:21.619107, cost_time=0:00:18.549513 2021-04-14 23:12:21,575 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=0.06ms, fps=2510 images/s, loss=0.2509, top1-acc=91.24%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-14 23:12:21.575574, cost_time=0:00:19.091776 2021-04-14 23:12:22,112 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.29ms, fps=4791 images/s, loss=0.3847, top1-acc=87.27%, top5-acc=99.49%, remaining_time=0:00:01.602900, arrival_time=2021-04-14 23:12:23.715215, cost_time=0:00:00.534299 2021-04-14 23:12:22,445 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.76ms, fps=7703 images/s, loss=0.3833, top1-acc=87.07%, top5-acc=99.45%, remaining_time=0:00:00.867140, arrival_time=2021-04-14 23:12:23.312233, cost_time=0:00:00.867141 2021-04-14 23:12:22,785 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=0.36ms, fps=7533 images/s, loss=0.3853, top1-acc=86.91%, top5-acc=99.47%, remaining_time=0:00:00.402430, arrival_time=2021-04-14 23:12:23.187688, cost_time=0:00:01.207304 2021-04-14 23:12:23,093 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=1.03ms, fps=7533 images/s, loss=0.3878, top1-acc=86.74%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-14 23:12:23.093530, cost_time=0:00:01.515594 2021-04-14 23:12:23,297 INFO : Epoch=0094 complete, best val top1-acc=86.74%, top5-acc=99.51% (epoch=94), remaining_time=0:36:40.633670, arrival_time=2021-04-14 23:49:03.930926, cost_time=0:32:31.505327 2021-04-14 23:12:23,298 INFO : Train start, epoch=0095, lr=0.054705 2021-04-14 23:12:24,429 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=2.19ms, fps=2263 images/s, loss=0.2345, top1-acc=91.52%, top5-acc=99.77%, remaining_time=0:00:21.044040, arrival_time=2021-04-14 23:12:45.473961, cost_time=0:00:01.131398 2021-04-14 23:12:25,391 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.36ms, fps=2665 images/s, loss=0.2436, top1-acc=91.31%, top5-acc=99.80%, remaining_time=0:00:18.413472, arrival_time=2021-04-14 23:12:43.804441, cost_time=0:00:02.092443 2021-04-14 23:12:26,352 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.37ms, fps=2663 images/s, loss=0.2432, top1-acc=91.43%, top5-acc=99.83%, remaining_time=0:00:16.898468, arrival_time=2021-04-14 23:12:43.250950, cost_time=0:00:03.053938 2021-04-14 23:12:27,318 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.26ms, fps=2651 images/s, loss=0.2429, top1-acc=91.47%, top5-acc=99.82%, remaining_time=0:00:15.677688, arrival_time=2021-04-14 23:12:42.996149, cost_time=0:00:04.019927 2021-04-14 23:12:28,277 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.26ms, fps=2669 images/s, loss=0.2372, top1-acc=91.73%, top5-acc=99.84%, remaining_time=0:00:14.539556, arrival_time=2021-04-14 23:12:42.817373, cost_time=0:00:04.979289 2021-04-14 23:12:29,240 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.28ms, fps=2659 images/s, loss=0.2343, top1-acc=91.74%, top5-acc=99.86%, remaining_time=0:00:13.469440, arrival_time=2021-04-14 23:12:42.710369, cost_time=0:00:05.942408 2021-04-14 23:12:30,204 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.73ms, fps=2657 images/s, loss=0.2363, top1-acc=91.66%, top5-acc=99.86%, remaining_time=0:00:12.431412, arrival_time=2021-04-14 23:12:42.636281, cost_time=0:00:06.906344 2021-04-14 23:12:31,165 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.35ms, fps=2666 images/s, loss=0.2387, top1-acc=91.66%, top5-acc=99.84%, remaining_time=0:00:11.407092, arrival_time=2021-04-14 23:12:42.572595, cost_time=0:00:07.866976 2021-04-14 23:12:32,126 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.32ms, fps=2666 images/s, loss=0.2382, top1-acc=91.69%, top5-acc=99.84%, remaining_time=0:00:10.396798, arrival_time=2021-04-14 23:12:42.522760, cost_time=0:00:08.827438 2021-04-14 23:12:33,086 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.24ms, fps=2666 images/s, loss=0.2419, top1-acc=91.52%, top5-acc=99.84%, remaining_time=0:00:09.396384, arrival_time=2021-04-14 23:12:42.482809, cost_time=0:00:09.787885 2021-04-14 23:12:34,045 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.48ms, fps=2671 images/s, loss=0.2433, top1-acc=91.50%, top5-acc=99.84%, remaining_time=0:00:08.401942, arrival_time=2021-04-14 23:12:42.447166, cost_time=0:00:10.746691 2021-04-14 23:12:35,018 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.46ms, fps=2632 images/s, loss=0.2454, top1-acc=91.39%, top5-acc=99.83%, remaining_time=0:00:07.422388, arrival_time=2021-04-14 23:12:42.440556, cost_time=0:00:11.719556 2021-04-14 23:12:35,985 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.36ms, fps=2649 images/s, loss=0.2456, top1-acc=91.40%, top5-acc=99.84%, remaining_time=0:00:06.440808, arrival_time=2021-04-14 23:12:42.425804, cost_time=0:00:12.686470 2021-04-14 23:12:36,946 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.39ms, fps=2664 images/s, loss=0.2476, top1-acc=91.31%, top5-acc=99.83%, remaining_time=0:00:05.459048, arrival_time=2021-04-14 23:12:42.405266, cost_time=0:00:13.647688 2021-04-14 23:12:37,906 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.37ms, fps=2666 images/s, loss=0.2497, top1-acc=91.29%, top5-acc=99.84%, remaining_time=0:00:04.479894, arrival_time=2021-04-14 23:12:42.386769, cost_time=0:00:14.608345 2021-04-14 23:12:38,872 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.82ms, fps=2651 images/s, loss=0.2502, top1-acc=91.25%, top5-acc=99.84%, remaining_time=0:00:03.504204, arrival_time=2021-04-14 23:12:42.377021, cost_time=0:00:15.574274 2021-04-14 23:12:39,840 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.32ms, fps=2647 images/s, loss=0.2509, top1-acc=91.25%, top5-acc=99.82%, remaining_time=0:00:02.529930, arrival_time=2021-04-14 23:12:42.370240, cost_time=0:00:16.541776 2021-04-14 23:12:40,809 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.48ms, fps=2643 images/s, loss=0.2497, top1-acc=91.25%, top5-acc=99.83%, remaining_time=0:00:01.556512, arrival_time=2021-04-14 23:12:42.365787, cost_time=0:00:17.510742 2021-04-14 23:12:41,776 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.46ms, fps=2647 images/s, loss=0.2504, top1-acc=91.24%, top5-acc=99.82%, remaining_time=0:00:00.583518, arrival_time=2021-04-14 23:12:42.360201, cost_time=0:00:18.478114 2021-04-14 23:12:42,320 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=0.06ms, fps=2502 images/s, loss=0.2509, top1-acc=91.22%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-14 23:12:42.320656, cost_time=0:00:19.022135 2021-04-14 23:12:42,824 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=2.34ms, fps=5098 images/s, loss=0.4099, top1-acc=87.27%, top5-acc=99.45%, remaining_time=0:00:01.506390, arrival_time=2021-04-14 23:12:44.330955, cost_time=0:00:00.502128 2021-04-14 23:12:43,167 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=5.13ms, fps=7471 images/s, loss=0.3985, top1-acc=86.87%, top5-acc=99.55%, remaining_time=0:00:00.845400, arrival_time=2021-04-14 23:12:44.013088, cost_time=0:00:00.845396 2021-04-14 23:12:43,499 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=0.17ms, fps=7717 images/s, loss=0.3886, top1-acc=86.99%, top5-acc=99.60%, remaining_time=0:00:00.392540, arrival_time=2021-04-14 23:12:43.892405, cost_time=0:00:01.177608 2021-04-14 23:12:43,804 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.05ms, fps=7614 images/s, loss=0.3904, top1-acc=86.73%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-14 23:12:43.804910, cost_time=0:00:01.482677 2021-04-14 23:12:43,910 INFO : Epoch=0095 complete, best val top1-acc=86.74%, top5-acc=99.51% (epoch=94), remaining_time=0:36:19.710330, arrival_time=2021-04-14 23:49:03.621106, cost_time=0:32:52.118855 2021-04-14 23:12:43,911 INFO : Train start, epoch=0096, lr=0.053923 2021-04-14 23:12:45,054 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=0.31ms, fps=2242 images/s, loss=0.2267, top1-acc=92.07%, top5-acc=99.84%, remaining_time=0:00:21.239340, arrival_time=2021-04-14 23:13:06.293307, cost_time=0:00:01.141898 2021-04-14 23:12:46,017 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.57ms, fps=2657 images/s, loss=0.2364, top1-acc=91.70%, top5-acc=99.80%, remaining_time=0:00:18.530336, arrival_time=2021-04-14 23:13:04.548123, cost_time=0:00:02.105720 2021-04-14 23:12:46,979 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.35ms, fps=2663 images/s, loss=0.2309, top1-acc=92.02%, top5-acc=99.79%, remaining_time=0:00:16.973832, arrival_time=2021-04-14 23:13:03.953448, cost_time=0:00:03.067552 2021-04-14 23:12:47,938 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.29ms, fps=2671 images/s, loss=0.2318, top1-acc=91.92%, top5-acc=99.79%, remaining_time=0:00:15.702648, arrival_time=2021-04-14 23:13:03.641032, cost_time=0:00:04.026319 2021-04-14 23:12:48,901 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.55ms, fps=2659 images/s, loss=0.2325, top1-acc=91.84%, top5-acc=99.80%, remaining_time=0:00:14.569048, arrival_time=2021-04-14 23:13:03.470554, cost_time=0:00:04.989395 2021-04-14 23:12:49,874 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.33ms, fps=2634 images/s, loss=0.2337, top1-acc=91.80%, top5-acc=99.83%, remaining_time=0:00:13.513912, arrival_time=2021-04-14 23:13:03.387991, cost_time=0:00:05.962003 2021-04-14 23:12:50,836 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.78ms, fps=2660 images/s, loss=0.2331, top1-acc=91.81%, top5-acc=99.84%, remaining_time=0:00:12.464550, arrival_time=2021-04-14 23:13:03.301384, cost_time=0:00:06.924774 2021-04-14 23:12:51,812 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.79ms, fps=2626 images/s, loss=0.2339, top1-acc=91.71%, top5-acc=99.85%, remaining_time=0:00:11.455000, arrival_time=2021-04-14 23:13:03.267066, cost_time=0:00:07.900003 2021-04-14 23:12:52,779 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.48ms, fps=2646 images/s, loss=0.2344, top1-acc=91.70%, top5-acc=99.85%, remaining_time=0:00:10.444286, arrival_time=2021-04-14 23:13:03.224168, cost_time=0:00:08.867818 2021-04-14 23:12:53,750 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.47ms, fps=2640 images/s, loss=0.2369, top1-acc=91.58%, top5-acc=99.83%, remaining_time=0:00:09.444480, arrival_time=2021-04-14 23:13:03.194557, cost_time=0:00:09.838016 2021-04-14 23:12:54,714 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.51ms, fps=2655 images/s, loss=0.2370, top1-acc=91.57%, top5-acc=99.83%, remaining_time=0:00:08.445802, arrival_time=2021-04-14 23:13:03.160615, cost_time=0:00:10.802746 2021-04-14 23:12:55,680 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.60ms, fps=2651 images/s, loss=0.2371, top1-acc=91.54%, top5-acc=99.83%, remaining_time=0:00:07.453548, arrival_time=2021-04-14 23:13:03.134330, cost_time=0:00:11.768724 2021-04-14 23:12:56,646 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.34ms, fps=2651 images/s, loss=0.2371, top1-acc=91.52%, top5-acc=99.83%, remaining_time=0:00:06.465228, arrival_time=2021-04-14 23:13:03.111873, cost_time=0:00:12.734587 2021-04-14 23:12:57,616 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.44ms, fps=2640 images/s, loss=0.2398, top1-acc=91.44%, top5-acc=99.84%, remaining_time=0:00:05.481840, arrival_time=2021-04-14 23:13:03.098443, cost_time=0:00:13.704541 2021-04-14 23:12:58,582 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.93ms, fps=2652 images/s, loss=0.2407, top1-acc=91.42%, top5-acc=99.83%, remaining_time=0:00:04.498892, arrival_time=2021-04-14 23:13:03.081214, cost_time=0:00:14.670257 2021-04-14 23:12:59,545 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.29ms, fps=2660 images/s, loss=0.2424, top1-acc=91.38%, top5-acc=99.82%, remaining_time=0:00:03.517416, arrival_time=2021-04-14 23:13:03.062407, cost_time=0:00:15.632943 2021-04-14 23:13:00,510 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.65ms, fps=2652 images/s, loss=0.2427, top1-acc=91.40%, top5-acc=99.83%, remaining_time=0:00:02.538588, arrival_time=2021-04-14 23:13:03.049077, cost_time=0:00:16.598428 2021-04-14 23:13:01,488 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.35ms, fps=2619 images/s, loss=0.2429, top1-acc=91.41%, top5-acc=99.83%, remaining_time=0:00:01.562336, arrival_time=2021-04-14 23:13:03.050730, cost_time=0:00:17.576326 2021-04-14 23:13:02,455 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.11ms, fps=2647 images/s, loss=0.2434, top1-acc=91.43%, top5-acc=99.83%, remaining_time=0:00:00.585594, arrival_time=2021-04-14 23:13:03.041473, cost_time=0:00:18.543742 2021-04-14 23:13:02,999 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.21ms, fps=2503 images/s, loss=0.2420, top1-acc=91.47%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:02.999820, cost_time=0:00:19.087757 2021-04-14 23:13:03,493 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=0.27ms, fps=5208 images/s, loss=0.3986, top1-acc=87.15%, top5-acc=99.37%, remaining_time=0:00:01.474620, arrival_time=2021-04-14 23:13:04.967877, cost_time=0:00:00.491539 2021-04-14 23:13:03,822 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.27ms, fps=7798 images/s, loss=0.3835, top1-acc=87.64%, top5-acc=99.51%, remaining_time=0:00:00.820580, arrival_time=2021-04-14 23:13:04.642678, cost_time=0:00:00.820576 2021-04-14 23:13:04,156 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=5.16ms, fps=7675 images/s, loss=0.3835, top1-acc=87.47%, top5-acc=99.48%, remaining_time=0:00:00.384820, arrival_time=2021-04-14 23:13:04.540798, cost_time=0:00:01.154449 2021-04-14 23:13:04,460 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.05ms, fps=7620 images/s, loss=0.3866, top1-acc=87.25%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:04.460777, cost_time=0:00:01.459270 2021-04-14 23:13:04,691 INFO : Epoch=0096 complete, best val top1-acc=87.25%, top5-acc=99.49% (epoch=96), remaining_time=0:35:58.974896, arrival_time=2021-04-14 23:49:03.666761, cost_time=0:33:12.899941 2021-04-14 23:13:04,693 INFO : Train start, epoch=0097, lr=0.053140 2021-04-14 23:13:05,849 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.46ms, fps=2215 images/s, loss=0.2100, top1-acc=93.16%, top5-acc=99.92%, remaining_time=0:00:21.495648, arrival_time=2021-04-14 23:13:27.344745, cost_time=0:00:01.155684 2021-04-14 23:13:06,829 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.82ms, fps=2613 images/s, loss=0.2117, top1-acc=92.75%, top5-acc=99.82%, remaining_time=0:00:18.798560, arrival_time=2021-04-14 23:13:25.628008, cost_time=0:00:02.136201 2021-04-14 23:13:07,798 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.75ms, fps=2644 images/s, loss=0.2176, top1-acc=92.42%, top5-acc=99.83%, remaining_time=0:00:17.180170, arrival_time=2021-04-14 23:13:24.978347, cost_time=0:00:03.104841 2021-04-14 23:13:08,776 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.51ms, fps=2618 images/s, loss=0.2205, top1-acc=92.29%, top5-acc=99.85%, remaining_time=0:00:15.925104, arrival_time=2021-04-14 23:13:24.701716, cost_time=0:00:04.083353 2021-04-14 23:13:09,750 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.32ms, fps=2630 images/s, loss=0.2206, top1-acc=92.23%, top5-acc=99.87%, remaining_time=0:00:14.766586, arrival_time=2021-04-14 23:13:24.516892, cost_time=0:00:05.057074 2021-04-14 23:13:10,717 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.32ms, fps=2647 images/s, loss=0.2200, top1-acc=92.32%, top5-acc=99.85%, remaining_time=0:00:13.655352, arrival_time=2021-04-14 23:13:24.373065, cost_time=0:00:06.024435 2021-04-14 23:13:11,690 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.36ms, fps=2634 images/s, loss=0.2216, top1-acc=92.22%, top5-acc=99.87%, remaining_time=0:00:12.594582, arrival_time=2021-04-14 23:13:24.284886, cost_time=0:00:06.996982 2021-04-14 23:13:12,654 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.36ms, fps=2657 images/s, loss=0.2211, top1-acc=92.27%, top5-acc=99.86%, remaining_time=0:00:11.543624, arrival_time=2021-04-14 23:13:24.198042, cost_time=0:00:07.961100 2021-04-14 23:13:13,619 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.56ms, fps=2654 images/s, loss=0.2240, top1-acc=92.18%, top5-acc=99.84%, remaining_time=0:00:10.513186, arrival_time=2021-04-14 23:13:24.132703, cost_time=0:00:08.926271 2021-04-14 23:13:14,579 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.38ms, fps=2667 images/s, loss=0.2245, top1-acc=92.18%, top5-acc=99.84%, remaining_time=0:00:09.490848, arrival_time=2021-04-14 23:13:24.070431, cost_time=0:00:09.886338 2021-04-14 23:13:15,548 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.41ms, fps=2643 images/s, loss=0.2261, top1-acc=92.09%, top5-acc=99.84%, remaining_time=0:00:08.486824, arrival_time=2021-04-14 23:13:24.035285, cost_time=0:00:10.855222 2021-04-14 23:13:16,567 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.36ms, fps=2667 images/s, loss=0.2302, top1-acc=91.92%, top5-acc=99.84%, remaining_time=0:00:07.520428, arrival_time=2021-04-14 23:13:24.088026, cost_time=0:00:11.874318 2021-04-14 23:13:17,536 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.43ms, fps=2643 images/s, loss=0.2318, top1-acc=91.83%, top5-acc=99.84%, remaining_time=0:00:06.520602, arrival_time=2021-04-14 23:13:24.057439, cost_time=0:00:12.843593 2021-04-14 23:13:18,501 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.35ms, fps=2657 images/s, loss=0.2335, top1-acc=91.79%, top5-acc=99.83%, remaining_time=0:00:05.523056, arrival_time=2021-04-14 23:13:24.024006, cost_time=0:00:13.807629 2021-04-14 23:13:19,465 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=2.06ms, fps=2655 images/s, loss=0.2348, top1-acc=91.74%, top5-acc=99.82%, remaining_time=0:00:04.530172, arrival_time=2021-04-14 23:13:23.995668, cost_time=0:00:14.772246 2021-04-14 23:13:20,429 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.36ms, fps=2657 images/s, loss=0.2377, top1-acc=91.64%, top5-acc=99.82%, remaining_time=0:00:03.540636, arrival_time=2021-04-14 23:13:23.970077, cost_time=0:00:15.736192 2021-04-14 23:13:21,396 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=2.04ms, fps=2649 images/s, loss=0.2387, top1-acc=91.63%, top5-acc=99.81%, remaining_time=0:00:02.554604, arrival_time=2021-04-14 23:13:23.950955, cost_time=0:00:16.703101 2021-04-14 23:13:22,363 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.58ms, fps=2648 images/s, loss=0.2390, top1-acc=91.57%, top5-acc=99.81%, remaining_time=0:00:01.570704, arrival_time=2021-04-14 23:13:23.934310, cost_time=0:00:17.670366 2021-04-14 23:13:23,331 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.22ms, fps=2646 images/s, loss=0.2398, top1-acc=91.55%, top5-acc=99.82%, remaining_time=0:00:00.588576, arrival_time=2021-04-14 23:13:23.920122, cost_time=0:00:18.638307 2021-04-14 23:13:23,882 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.58ms, fps=2471 images/s, loss=0.2400, top1-acc=91.55%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:23.882236, cost_time=0:00:19.188989 2021-04-14 23:13:24,342 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.30ms, fps=5582 images/s, loss=0.4302, top1-acc=86.13%, top5-acc=99.37%, remaining_time=0:00:01.375890, arrival_time=2021-04-14 23:13:25.718625, cost_time=0:00:00.458627 2021-04-14 23:13:24,719 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=0.30ms, fps=6801 images/s, loss=0.4297, top1-acc=85.88%, top5-acc=99.43%, remaining_time=0:00:00.835460, arrival_time=2021-04-14 23:13:25.555049, cost_time=0:00:00.835453 2021-04-14 23:13:25,056 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=0.20ms, fps=7614 images/s, loss=0.4170, top1-acc=86.32%, top5-acc=99.44%, remaining_time=0:00:00.390720, arrival_time=2021-04-14 23:13:25.447017, cost_time=0:00:01.172175 2021-04-14 23:13:25,370 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.07ms, fps=7406 images/s, loss=0.4395, top1-acc=86.26%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:25.370007, cost_time=0:00:01.485936 2021-04-14 23:13:25,496 INFO : Epoch=0097 complete, best val top1-acc=87.25%, top5-acc=99.49% (epoch=96), remaining_time=0:35:38.263932, arrival_time=2021-04-14 23:49:03.760751, cost_time=0:33:33.704894 2021-04-14 23:13:25,498 INFO : Train start, epoch=0098, lr=0.052355 2021-04-14 23:13:26,644 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.38ms, fps=2233 images/s, loss=0.2298, top1-acc=92.19%, top5-acc=99.77%, remaining_time=0:00:21.327318, arrival_time=2021-04-14 23:13:47.972062, cost_time=0:00:01.146630 2021-04-14 23:13:27,614 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.46ms, fps=2640 images/s, loss=0.2322, top1-acc=92.01%, top5-acc=99.82%, remaining_time=0:00:18.627136, arrival_time=2021-04-14 23:13:46.241957, cost_time=0:00:02.116710 2021-04-14 23:13:28,583 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=2.14ms, fps=2643 images/s, loss=0.2249, top1-acc=92.23%, top5-acc=99.86%, remaining_time=0:00:17.073100, arrival_time=2021-04-14 23:13:45.656713, cost_time=0:00:03.085497 2021-04-14 23:13:29,545 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.49ms, fps=2662 images/s, loss=0.2236, top1-acc=92.27%, top5-acc=99.88%, remaining_time=0:00:15.784704, arrival_time=2021-04-14 23:13:45.330192, cost_time=0:00:04.047375 2021-04-14 23:13:30,509 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.40ms, fps=2656 images/s, loss=0.2220, top1-acc=92.34%, top5-acc=99.89%, remaining_time=0:00:14.633288, arrival_time=2021-04-14 23:13:45.142884, cost_time=0:00:05.011400 2021-04-14 23:13:31,474 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.34ms, fps=2655 images/s, loss=0.2295, top1-acc=92.13%, top5-acc=99.84%, remaining_time=0:00:13.546416, arrival_time=2021-04-14 23:13:45.020899, cost_time=0:00:05.976342 2021-04-14 23:13:32,441 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.39ms, fps=2649 images/s, loss=0.2289, top1-acc=92.13%, top5-acc=99.85%, remaining_time=0:00:12.497940, arrival_time=2021-04-14 23:13:44.939312, cost_time=0:00:06.943276 2021-04-14 23:13:33,403 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.47ms, fps=2663 images/s, loss=0.2283, top1-acc=92.17%, top5-acc=99.86%, remaining_time=0:00:11.462076, arrival_time=2021-04-14 23:13:44.865036, cost_time=0:00:07.904853 2021-04-14 23:13:34,373 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.31ms, fps=2640 images/s, loss=0.2262, top1-acc=92.24%, top5-acc=99.86%, remaining_time=0:00:10.452766, arrival_time=2021-04-14 23:13:44.825887, cost_time=0:00:08.874992 2021-04-14 23:13:35,334 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.29ms, fps=2663 images/s, loss=0.2257, top1-acc=92.21%, top5-acc=99.87%, remaining_time=0:00:09.443136, arrival_time=2021-04-14 23:13:44.777871, cost_time=0:00:09.836621 2021-04-14 23:13:36,296 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.28ms, fps=2663 images/s, loss=0.2278, top1-acc=92.08%, top5-acc=99.87%, remaining_time=0:00:08.442276, arrival_time=2021-04-14 23:13:44.738644, cost_time=0:00:10.798258 2021-04-14 23:13:37,257 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.64ms, fps=2665 images/s, loss=0.2303, top1-acc=92.01%, top5-acc=99.86%, remaining_time=0:00:07.447544, arrival_time=2021-04-14 23:13:44.704964, cost_time=0:00:11.759310 2021-04-14 23:13:38,221 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.55ms, fps=2657 images/s, loss=0.2308, top1-acc=91.97%, top5-acc=99.85%, remaining_time=0:00:06.459486, arrival_time=2021-04-14 23:13:44.680760, cost_time=0:00:12.723167 2021-04-14 23:13:39,186 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.65ms, fps=2654 images/s, loss=0.2314, top1-acc=91.94%, top5-acc=99.85%, remaining_time=0:00:05.475176, arrival_time=2021-04-14 23:13:44.661197, cost_time=0:00:13.687911 2021-04-14 23:13:40,153 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.49ms, fps=2648 images/s, loss=0.2328, top1-acc=91.89%, top5-acc=99.84%, remaining_time=0:00:04.494154, arrival_time=2021-04-14 23:13:44.647179, cost_time=0:00:14.654909 2021-04-14 23:13:41,118 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.34ms, fps=2654 images/s, loss=0.2332, top1-acc=91.85%, top5-acc=99.85%, remaining_time=0:00:03.514464, arrival_time=2021-04-14 23:13:44.632423, cost_time=0:00:15.619845 2021-04-14 23:13:42,085 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.43ms, fps=2647 images/s, loss=0.2338, top1-acc=91.82%, top5-acc=99.85%, remaining_time=0:00:02.536898, arrival_time=2021-04-14 23:13:44.622358, cost_time=0:00:16.587346 2021-04-14 23:13:43,046 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.35ms, fps=2665 images/s, loss=0.2342, top1-acc=91.84%, top5-acc=99.85%, remaining_time=0:00:01.559840, arrival_time=2021-04-14 23:13:44.606142, cost_time=0:00:17.548195 2021-04-14 23:13:44,007 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.10ms, fps=2664 images/s, loss=0.2356, top1-acc=91.80%, top5-acc=99.85%, remaining_time=0:00:00.584514, arrival_time=2021-04-14 23:13:44.592141, cost_time=0:00:18.509530 2021-04-14 23:13:44,550 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.19ms, fps=2506 images/s, loss=0.2358, top1-acc=91.80%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:44.550568, cost_time=0:00:19.052474 2021-04-14 23:13:45,015 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=2.28ms, fps=5526 images/s, loss=0.3985, top1-acc=86.25%, top5-acc=99.57%, remaining_time=0:00:01.389690, arrival_time=2021-04-14 23:13:46.405236, cost_time=0:00:00.463229 2021-04-14 23:13:45,344 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.84ms, fps=7796 images/s, loss=0.4162, top1-acc=86.07%, top5-acc=99.55%, remaining_time=0:00:00.792120, arrival_time=2021-04-14 23:13:46.136503, cost_time=0:00:00.792118 2021-04-14 23:13:45,677 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.85ms, fps=7704 images/s, loss=0.4182, top1-acc=86.12%, top5-acc=99.53%, remaining_time=0:00:00.374930, arrival_time=2021-04-14 23:13:46.052044, cost_time=0:00:01.124804 2021-04-14 23:13:45,984 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.05ms, fps=7551 images/s, loss=0.4174, top1-acc=86.15%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:45.984821, cost_time=0:00:01.432578 2021-04-14 23:13:46,090 INFO : Epoch=0098 complete, best val top1-acc=87.25%, top5-acc=99.49% (epoch=96), remaining_time=0:35:17.331198, arrival_time=2021-04-14 23:49:03.421783, cost_time=0:33:54.298650 2021-04-14 23:13:46,091 INFO : Train start, epoch=0099, lr=0.051571 2021-04-14 23:13:47,254 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.35ms, fps=2203 images/s, loss=0.2142, top1-acc=92.89%, top5-acc=99.84%, remaining_time=0:00:21.615618, arrival_time=2021-04-14 23:14:08.869715, cost_time=0:00:01.162134 2021-04-14 23:13:48,220 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.32ms, fps=2652 images/s, loss=0.2270, top1-acc=92.34%, top5-acc=99.82%, remaining_time=0:00:18.725872, arrival_time=2021-04-14 23:14:06.945816, cost_time=0:00:02.127941 2021-04-14 23:13:49,186 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.46ms, fps=2650 images/s, loss=0.2205, top1-acc=92.58%, top5-acc=99.84%, remaining_time=0:00:17.123066, arrival_time=2021-04-14 23:14:06.309573, cost_time=0:00:03.094536 2021-04-14 23:13:50,145 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.32ms, fps=2671 images/s, loss=0.2255, top1-acc=92.30%, top5-acc=99.83%, remaining_time=0:00:15.808728, arrival_time=2021-04-14 23:14:05.954176, cost_time=0:00:04.053501 2021-04-14 23:13:51,105 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.30ms, fps=2667 images/s, loss=0.2276, top1-acc=92.20%, top5-acc=99.82%, remaining_time=0:00:14.640296, arrival_time=2021-04-14 23:14:05.746055, cost_time=0:00:05.013802 2021-04-14 23:13:52,070 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.66ms, fps=2654 images/s, loss=0.2304, top1-acc=92.04%, top5-acc=99.83%, remaining_time=0:00:13.551992, arrival_time=2021-04-14 23:14:05.622800, cost_time=0:00:05.978808 2021-04-14 23:13:53,034 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.38ms, fps=2657 images/s, loss=0.2308, top1-acc=92.05%, top5-acc=99.82%, remaining_time=0:00:12.496932, arrival_time=2021-04-14 23:14:05.531595, cost_time=0:00:06.942705 2021-04-14 23:13:54,015 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.34ms, fps=2612 images/s, loss=0.2354, top1-acc=91.93%, top5-acc=99.83%, remaining_time=0:00:11.488640, arrival_time=2021-04-14 23:14:05.503821, cost_time=0:00:07.923213 2021-04-14 23:13:54,992 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.31ms, fps=2619 images/s, loss=0.2352, top1-acc=91.93%, top5-acc=99.84%, remaining_time=0:00:10.483400, arrival_time=2021-04-14 23:14:05.476346, cost_time=0:00:08.900985 2021-04-14 23:13:55,961 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.56ms, fps=2644 images/s, loss=0.2347, top1-acc=91.85%, top5-acc=99.84%, remaining_time=0:00:09.474912, arrival_time=2021-04-14 23:14:05.436525, cost_time=0:00:09.869652 2021-04-14 23:13:56,926 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.37ms, fps=2656 images/s, loss=0.2342, top1-acc=91.88%, top5-acc=99.85%, remaining_time=0:00:08.470226, arrival_time=2021-04-14 23:14:05.396240, cost_time=0:00:10.834027 2021-04-14 23:13:57,890 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.50ms, fps=2656 images/s, loss=0.2339, top1-acc=91.89%, top5-acc=99.85%, remaining_time=0:00:07.472320, arrival_time=2021-04-14 23:14:05.362658, cost_time=0:00:11.798356 2021-04-14 23:13:58,897 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.41ms, fps=2544 images/s, loss=0.2332, top1-acc=91.89%, top5-acc=99.86%, remaining_time=0:00:06.501000, arrival_time=2021-04-14 23:14:05.398016, cost_time=0:00:12.805052 2021-04-14 23:13:59,863 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.33ms, fps=2649 images/s, loss=0.2334, top1-acc=91.87%, top5-acc=99.85%, remaining_time=0:00:05.508664, arrival_time=2021-04-14 23:14:05.372353, cost_time=0:00:13.771689 2021-04-14 23:14:00,837 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.36ms, fps=2632 images/s, loss=0.2327, top1-acc=91.87%, top5-acc=99.85%, remaining_time=0:00:04.521800, arrival_time=2021-04-14 23:14:05.358882, cost_time=0:00:14.744932 2021-04-14 23:14:01,802 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.48ms, fps=2653 images/s, loss=0.2329, top1-acc=91.88%, top5-acc=99.85%, remaining_time=0:00:03.534912, arrival_time=2021-04-14 23:14:05.337679, cost_time=0:00:15.710797 2021-04-14 23:14:02,766 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.55ms, fps=2657 images/s, loss=0.2344, top1-acc=91.79%, top5-acc=99.85%, remaining_time=0:00:02.550210, arrival_time=2021-04-14 23:14:05.316826, cost_time=0:00:16.674512 2021-04-14 23:14:03,729 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.47ms, fps=2659 images/s, loss=0.2358, top1-acc=91.77%, top5-acc=99.85%, remaining_time=0:00:01.567808, arrival_time=2021-04-14 23:14:05.297705, cost_time=0:00:17.637915 2021-04-14 23:14:04,691 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.19ms, fps=2663 images/s, loss=0.2356, top1-acc=91.76%, top5-acc=99.85%, remaining_time=0:00:00.587352, arrival_time=2021-04-14 23:14:05.278809, cost_time=0:00:18.599501 2021-04-14 23:14:05,237 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.15ms, fps=2492 images/s, loss=0.2366, top1-acc=91.74%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-14 23:14:05.237489, cost_time=0:00:19.145528 2021-04-14 23:14:05,708 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=0.24ms, fps=5459 images/s, loss=0.4576, top1-acc=85.20%, top5-acc=99.45%, remaining_time=0:00:01.406850, arrival_time=2021-04-14 23:14:07.115089, cost_time=0:00:00.468946 2021-04-14 23:14:06,062 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.87ms, fps=7239 images/s, loss=0.4442, top1-acc=85.59%, top5-acc=99.57%, remaining_time=0:00:00.822960, arrival_time=2021-04-14 23:14:06.885201, cost_time=0:00:00.822963 2021-04-14 23:14:06,399 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=0.29ms, fps=7605 images/s, loss=0.4475, top1-acc=85.42%, top5-acc=99.54%, remaining_time=0:00:00.386620, arrival_time=2021-04-14 23:14:06.785918, cost_time=0:00:01.159857 2021-04-14 23:14:06,731 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.05ms, fps=6991 images/s, loss=0.4343, top1-acc=85.59%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:14:06.731762, cost_time=0:00:01.492492 2021-04-14 23:14:06,873 INFO : Epoch=0099 complete, best val top1-acc=87.25%, top5-acc=99.49% (epoch=96), remaining_time=0:34:56.598400, arrival_time=2021-04-14 23:49:03.471913, cost_time=0:34:15.081579 2021-04-14 23:14:06,874 INFO : Train start, epoch=0100, lr=0.050785 2021-04-14 23:14:08,038 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.36ms, fps=2201 images/s, loss=0.2282, top1-acc=91.99%, top5-acc=99.84%, remaining_time=0:00:21.632358, arrival_time=2021-04-14 23:14:29.670334, cost_time=0:00:01.163032 2021-04-14 23:14:09,012 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.45ms, fps=2629 images/s, loss=0.2324, top1-acc=92.03%, top5-acc=99.86%, remaining_time=0:00:18.808944, arrival_time=2021-04-14 23:14:27.821335, cost_time=0:00:02.137385 2021-04-14 23:14:09,973 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.33ms, fps=2664 images/s, loss=0.2259, top1-acc=92.17%, top5-acc=99.84%, remaining_time=0:00:17.147468, arrival_time=2021-04-14 23:14:27.121318, cost_time=0:00:03.098939 2021-04-14 23:14:10,954 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.29ms, fps=2612 images/s, loss=0.2271, top1-acc=92.11%, top5-acc=99.84%, remaining_time=0:00:15.909192, arrival_time=2021-04-14 23:14:26.863492, cost_time=0:00:04.079295 2021-04-14 23:14:11,918 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.30ms, fps=2656 images/s, loss=0.2269, top1-acc=92.12%, top5-acc=99.87%, remaining_time=0:00:14.727750, arrival_time=2021-04-14 23:14:26.646410, cost_time=0:00:05.043746 2021-04-14 23:14:12,890 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.35ms, fps=2636 images/s, loss=0.2311, top1-acc=92.02%, top5-acc=99.86%, remaining_time=0:00:13.634408, arrival_time=2021-04-14 23:14:26.524497, cost_time=0:00:06.015176 2021-04-14 23:14:13,863 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.33ms, fps=2631 images/s, loss=0.2305, top1-acc=92.01%, top5-acc=99.85%, remaining_time=0:00:12.579210, arrival_time=2021-04-14 23:14:26.442688, cost_time=0:00:06.988474 2021-04-14 23:14:14,829 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.62ms, fps=2650 images/s, loss=0.2316, top1-acc=91.98%, top5-acc=99.86%, remaining_time=0:00:11.534692, arrival_time=2021-04-14 23:14:26.364595, cost_time=0:00:07.954977 2021-04-14 23:14:15,806 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=2.05ms, fps=2621 images/s, loss=0.2326, top1-acc=92.01%, top5-acc=99.85%, remaining_time=0:00:10.519864, arrival_time=2021-04-14 23:14:26.326762, cost_time=0:00:08.931948 2021-04-14 23:14:16,791 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.98ms, fps=2602 images/s, loss=0.2328, top1-acc=91.99%, top5-acc=99.85%, remaining_time=0:00:09.519648, arrival_time=2021-04-14 23:14:26.310848, cost_time=0:00:09.916279 2021-04-14 23:14:17,753 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.35ms, fps=2661 images/s, loss=0.2302, top1-acc=92.07%, top5-acc=99.87%, remaining_time=0:00:08.505228, arrival_time=2021-04-14 23:14:26.258879, cost_time=0:00:10.878733 2021-04-14 23:14:18,721 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.50ms, fps=2646 images/s, loss=0.2300, top1-acc=92.09%, top5-acc=99.86%, remaining_time=0:00:07.502948, arrival_time=2021-04-14 23:14:26.224565, cost_time=0:00:11.846707 2021-04-14 23:14:19,686 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.36ms, fps=2655 images/s, loss=0.2319, top1-acc=91.99%, top5-acc=99.85%, remaining_time=0:00:06.504168, arrival_time=2021-04-14 23:14:26.190356, cost_time=0:00:12.811270 2021-04-14 23:14:20,654 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.56ms, fps=2646 images/s, loss=0.2337, top1-acc=91.93%, top5-acc=99.85%, remaining_time=0:00:05.511688, arrival_time=2021-04-14 23:14:26.165844, cost_time=0:00:13.779250 2021-04-14 23:14:21,614 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.31ms, fps=2666 images/s, loss=0.2342, top1-acc=91.93%, top5-acc=99.86%, remaining_time=0:00:04.520282, arrival_time=2021-04-14 23:14:26.135198, cost_time=0:00:14.739998 2021-04-14 23:14:22,574 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.45ms, fps=2668 images/s, loss=0.2357, top1-acc=91.87%, top5-acc=99.86%, remaining_time=0:00:03.532428, arrival_time=2021-04-14 23:14:26.107046, cost_time=0:00:15.699706 2021-04-14 23:14:23,542 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.81ms, fps=2645 images/s, loss=0.2364, top1-acc=91.85%, top5-acc=99.86%, remaining_time=0:00:02.549222, arrival_time=2021-04-14 23:14:26.092175, cost_time=0:00:16.668030 2021-04-14 23:14:24,504 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.41ms, fps=2664 images/s, loss=0.2376, top1-acc=91.83%, top5-acc=99.85%, remaining_time=0:00:01.567040, arrival_time=2021-04-14 23:14:26.071229, cost_time=0:00:17.629274 2021-04-14 23:14:25,471 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.83ms, fps=2649 images/s, loss=0.2369, top1-acc=91.85%, top5-acc=99.85%, remaining_time=0:00:00.587244, arrival_time=2021-04-14 23:14:26.058354, cost_time=0:00:18.596116 2021-04-14 23:14:26,014 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.16ms, fps=2505 images/s, loss=0.2367, top1-acc=91.86%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-14 23:14:26.014538, cost_time=0:00:19.139574 2021-04-14 23:14:26,465 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=2.27ms, fps=5717 images/s, loss=0.4535, top1-acc=85.66%, top5-acc=98.98%, remaining_time=0:00:01.343250, arrival_time=2021-04-14 23:14:27.808413, cost_time=0:00:00.447750 2021-04-14 23:14:26,819 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=0.39ms, fps=7231 images/s, loss=0.4227, top1-acc=85.98%, top5-acc=99.18%, remaining_time=0:00:00.802300, arrival_time=2021-04-14 23:14:27.621971, cost_time=0:00:00.802309 2021-04-14 23:14:27,146 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.38ms, fps=7847 images/s, loss=0.4234, top1-acc=86.07%, top5-acc=99.15%, remaining_time=0:00:00.376310, arrival_time=2021-04-14 23:14:27.522577, cost_time=0:00:01.128919 2021-04-14 23:14:27,452 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.05ms, fps=7595 images/s, loss=0.4343, top1-acc=85.83%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-14 23:14:27.452032, cost_time=0:00:01.434705 2021-04-14 23:14:27,546 INFO : Epoch=0100 complete, best val top1-acc=87.25%, top5-acc=99.49% (epoch=96), remaining_time=0:34:35.754100, arrival_time=2021-04-14 23:49:03.300098, cost_time=0:34:35.754081 2021-04-14 23:14:27,547 INFO : Train start, epoch=0101, lr=0.050000 2021-04-14 23:14:28,713 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=0.19ms, fps=2195 images/s, loss=0.2388, top1-acc=91.56%, top5-acc=99.80%, remaining_time=0:00:21.692622, arrival_time=2021-04-14 23:14:50.406193, cost_time=0:00:01.166274 2021-04-14 23:14:29,672 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.64ms, fps=2670 images/s, loss=0.2297, top1-acc=92.13%, top5-acc=99.86%, remaining_time=0:00:18.703520, arrival_time=2021-04-14 23:14:48.376223, cost_time=0:00:02.125407 2021-04-14 23:14:30,635 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.57ms, fps=2660 images/s, loss=0.2232, top1-acc=92.33%, top5-acc=99.86%, remaining_time=0:00:17.087874, arrival_time=2021-04-14 23:14:47.723358, cost_time=0:00:03.088183 2021-04-14 23:14:31,597 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.24ms, fps=2662 images/s, loss=0.2207, top1-acc=92.48%, top5-acc=99.88%, remaining_time=0:00:15.795624, arrival_time=2021-04-14 23:14:47.393068, cost_time=0:00:04.050141 2021-04-14 23:14:32,563 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.46ms, fps=2650 images/s, loss=0.2180, top1-acc=92.48%, top5-acc=99.90%, remaining_time=0:00:14.648180, arrival_time=2021-04-14 23:14:47.211975, cost_time=0:00:05.016486 2021-04-14 23:14:33,535 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.43ms, fps=2636 images/s, loss=0.2171, top1-acc=92.43%, top5-acc=99.90%, remaining_time=0:00:13.572936, arrival_time=2021-04-14 23:14:47.108297, cost_time=0:00:05.988052 2021-04-14 23:14:34,499 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.85ms, fps=2655 images/s, loss=0.2189, top1-acc=92.37%, top5-acc=99.89%, remaining_time=0:00:12.514698, arrival_time=2021-04-14 23:14:47.014626, cost_time=0:00:06.952620 2021-04-14 23:14:35,462 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.51ms, fps=2661 images/s, loss=0.2198, top1-acc=92.31%, top5-acc=99.89%, remaining_time=0:00:11.476924, arrival_time=2021-04-14 23:14:46.939365, cost_time=0:00:07.915139 2021-04-14 23:14:36,424 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.64ms, fps=2663 images/s, loss=0.2185, top1-acc=92.37%, top5-acc=99.88%, remaining_time=0:00:10.454886, arrival_time=2021-04-14 23:14:46.878972, cost_time=0:00:08.876789 2021-04-14 23:14:37,391 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.33ms, fps=2647 images/s, loss=0.2199, top1-acc=92.26%, top5-acc=99.88%, remaining_time=0:00:09.450624, arrival_time=2021-04-14 23:14:46.842341, cost_time=0:00:09.844420 2021-04-14 23:14:38,352 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.39ms, fps=2664 images/s, loss=0.2212, top1-acc=92.23%, top5-acc=99.86%, remaining_time=0:00:08.448038, arrival_time=2021-04-14 23:14:46.800948, cost_time=0:00:10.805604 2021-04-14 23:14:39,318 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=2.07ms, fps=2653 images/s, loss=0.2234, top1-acc=92.16%, top5-acc=99.86%, remaining_time=0:00:07.454992, arrival_time=2021-04-14 23:14:46.773385, cost_time=0:00:11.771081 2021-04-14 23:14:40,279 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.52ms, fps=2665 images/s, loss=0.2239, top1-acc=92.13%, top5-acc=99.86%, remaining_time=0:00:06.463974, arrival_time=2021-04-14 23:14:46.743401, cost_time=0:00:12.732127 2021-04-14 23:14:41,263 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=2.10ms, fps=2602 images/s, loss=0.2261, top1-acc=92.04%, top5-acc=99.86%, remaining_time=0:00:05.486488, arrival_time=2021-04-14 23:14:46.750033, cost_time=0:00:13.716164 2021-04-14 23:14:42,235 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.48ms, fps=2636 images/s, loss=0.2273, top1-acc=92.02%, top5-acc=99.85%, remaining_time=0:00:04.504320, arrival_time=2021-04-14 23:14:46.739636, cost_time=0:00:14.688009 2021-04-14 23:14:43,196 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.56ms, fps=2665 images/s, loss=0.2288, top1-acc=92.01%, top5-acc=99.85%, remaining_time=0:00:03.521016, arrival_time=2021-04-14 23:14:46.717232, cost_time=0:00:15.648910 2021-04-14 23:14:44,159 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.50ms, fps=2658 images/s, loss=0.2293, top1-acc=92.01%, top5-acc=99.85%, remaining_time=0:00:02.540694, arrival_time=2021-04-14 23:14:46.700301, cost_time=0:00:16.612299 2021-04-14 23:14:45,127 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.44ms, fps=2646 images/s, loss=0.2305, top1-acc=91.94%, top5-acc=99.86%, remaining_time=0:00:01.562672, arrival_time=2021-04-14 23:14:46.690011, cost_time=0:00:17.580030 2021-04-14 23:14:46,096 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.35ms, fps=2644 images/s, loss=0.2302, top1-acc=91.96%, top5-acc=99.86%, remaining_time=0:00:00.585750, arrival_time=2021-04-14 23:14:46.681793, cost_time=0:00:18.548746 2021-04-14 23:14:46,638 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.47ms, fps=2510 images/s, loss=0.2308, top1-acc=91.94%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-14 23:14:46.638191, cost_time=0:00:19.090885 2021-04-14 23:14:47,103 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.28ms, fps=5524 images/s, loss=0.3624, top1-acc=87.77%, top5-acc=99.45%, remaining_time=0:00:01.390200, arrival_time=2021-04-14 23:14:48.493533, cost_time=0:00:00.463397 2021-04-14 23:14:47,434 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.44ms, fps=7751 images/s, loss=0.3752, top1-acc=87.36%, top5-acc=99.49%, remaining_time=0:00:00.794140, arrival_time=2021-04-14 23:14:48.228208, cost_time=0:00:00.794144 2021-04-14 23:14:47,766 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=0.20ms, fps=7720 images/s, loss=0.3746, top1-acc=87.40%, top5-acc=99.54%, remaining_time=0:00:00.375400, arrival_time=2021-04-14 23:14:48.141477, cost_time=0:00:01.126197 2021-04-14 23:14:48,073 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.05ms, fps=7558 images/s, loss=0.3745, top1-acc=87.25%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-14 23:14:48.073363, cost_time=0:00:01.433493 2021-04-14 23:14:48,218 INFO : Epoch=0101 complete, best val top1-acc=87.25%, top5-acc=99.49% (epoch=96), remaining_time=0:34:14.913003, arrival_time=2021-04-14 23:49:03.131368, cost_time=0:34:56.426411 2021-04-14 23:14:48,220 INFO : Train start, epoch=0102, lr=0.049215 2021-04-14 23:14:49,366 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=0.19ms, fps=2234 images/s, loss=0.2172, top1-acc=92.50%, top5-acc=99.84%, remaining_time=0:00:21.315042, arrival_time=2021-04-14 23:15:10.681558, cost_time=0:00:01.145967 2021-04-14 23:14:50,334 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.40ms, fps=2647 images/s, loss=0.2121, top1-acc=92.54%, top5-acc=99.86%, remaining_time=0:00:18.598800, arrival_time=2021-04-14 23:15:08.932896, cost_time=0:00:02.113499 2021-04-14 23:14:51,305 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.32ms, fps=2636 images/s, loss=0.2071, top1-acc=92.80%, top5-acc=99.86%, remaining_time=0:00:17.070610, arrival_time=2021-04-14 23:15:08.376205, cost_time=0:00:03.085044 2021-04-14 23:14:52,276 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.98ms, fps=2638 images/s, loss=0.2092, top1-acc=92.75%, top5-acc=99.86%, remaining_time=0:00:15.818088, arrival_time=2021-04-14 23:15:08.094710, cost_time=0:00:04.055926 2021-04-14 23:14:53,249 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.36ms, fps=2632 images/s, loss=0.2150, top1-acc=92.45%, top5-acc=99.87%, remaining_time=0:00:14.685702, arrival_time=2021-04-14 23:15:07.935611, cost_time=0:00:05.029361 2021-04-14 23:14:54,214 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.32ms, fps=2656 images/s, loss=0.2181, top1-acc=92.32%, top5-acc=99.86%, remaining_time=0:00:13.585176, arrival_time=2021-04-14 23:15:07.799267, cost_time=0:00:05.993454 2021-04-14 23:14:55,189 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.28ms, fps=2627 images/s, loss=0.2171, top1-acc=92.37%, top5-acc=99.85%, remaining_time=0:00:12.543174, arrival_time=2021-04-14 23:15:07.732188, cost_time=0:00:06.968455 2021-04-14 23:14:56,159 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.24ms, fps=2638 images/s, loss=0.2211, top1-acc=92.26%, top5-acc=99.86%, remaining_time=0:00:11.512072, arrival_time=2021-04-14 23:15:07.671960, cost_time=0:00:07.939331 2021-04-14 23:14:57,125 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.21ms, fps=2653 images/s, loss=0.2222, top1-acc=92.20%, top5-acc=99.85%, remaining_time=0:00:10.487534, arrival_time=2021-04-14 23:15:07.612612, cost_time=0:00:08.904526 2021-04-14 23:14:58,087 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.40ms, fps=2662 images/s, loss=0.2226, top1-acc=92.25%, top5-acc=99.85%, remaining_time=0:00:09.471744, arrival_time=2021-04-14 23:15:07.558836, cost_time=0:00:09.866418 2021-04-14 23:14:59,061 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.35ms, fps=2630 images/s, loss=0.2227, top1-acc=92.28%, top5-acc=99.85%, remaining_time=0:00:08.475300, arrival_time=2021-04-14 23:15:07.536367, cost_time=0:00:10.840501 2021-04-14 23:15:00,032 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.38ms, fps=2638 images/s, loss=0.2213, top1-acc=92.33%, top5-acc=99.86%, remaining_time=0:00:07.480528, arrival_time=2021-04-14 23:15:07.512545, cost_time=0:00:11.811330 2021-04-14 23:15:01,020 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.82ms, fps=2591 images/s, loss=0.2232, top1-acc=92.27%, top5-acc=99.85%, remaining_time=0:00:06.498492, arrival_time=2021-04-14 23:15:07.519157, cost_time=0:00:12.800037 2021-04-14 23:15:01,991 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.49ms, fps=2639 images/s, loss=0.2248, top1-acc=92.19%, top5-acc=99.85%, remaining_time=0:00:05.508216, arrival_time=2021-04-14 23:15:07.499339, cost_time=0:00:13.770569 2021-04-14 23:15:02,957 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.28ms, fps=2651 images/s, loss=0.2265, top1-acc=92.10%, top5-acc=99.85%, remaining_time=0:00:04.519224, arrival_time=2021-04-14 23:15:07.476412, cost_time=0:00:14.736636 2021-04-14 23:15:03,929 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.49ms, fps=2634 images/s, loss=0.2280, top1-acc=92.08%, top5-acc=99.84%, remaining_time=0:00:03.534516, arrival_time=2021-04-14 23:15:07.464056, cost_time=0:00:15.708982 2021-04-14 23:15:04,901 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.41ms, fps=2635 images/s, loss=0.2277, top1-acc=92.12%, top5-acc=99.85%, remaining_time=0:00:02.551198, arrival_time=2021-04-14 23:15:07.452747, cost_time=0:00:16.680924 2021-04-14 23:15:05,867 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.48ms, fps=2650 images/s, loss=0.2272, top1-acc=92.12%, top5-acc=99.85%, remaining_time=0:00:01.568656, arrival_time=2021-04-14 23:15:07.436558, cost_time=0:00:17.647346 2021-04-14 23:15:06,832 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.14ms, fps=2656 images/s, loss=0.2269, top1-acc=92.12%, top5-acc=99.85%, remaining_time=0:00:00.587736, arrival_time=2021-04-14 23:15:07.419936, cost_time=0:00:18.611645 2021-04-14 23:15:07,373 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.23ms, fps=2512 images/s, loss=0.2278, top1-acc=92.08%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:07.373894, cost_time=0:00:19.153351 2021-04-14 23:15:07,817 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=2.24ms, fps=5794 images/s, loss=0.4084, top1-acc=86.02%, top5-acc=99.57%, remaining_time=0:00:01.325400, arrival_time=2021-04-14 23:15:09.142715, cost_time=0:00:00.441797 2021-04-14 23:15:08,148 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=0.42ms, fps=7740 images/s, loss=0.4030, top1-acc=86.41%, top5-acc=99.53%, remaining_time=0:00:00.772860, arrival_time=2021-04-14 23:15:08.921285, cost_time=0:00:00.772854 2021-04-14 23:15:08,477 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=0.17ms, fps=7794 images/s, loss=0.4075, top1-acc=86.41%, top5-acc=99.49%, remaining_time=0:00:00.367270, arrival_time=2021-04-14 23:15:08.844607, cost_time=0:00:01.101808 2021-04-14 23:15:08,781 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.05ms, fps=7629 images/s, loss=0.4045, top1-acc=86.36%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:08.781756, cost_time=0:00:01.406260 2021-04-14 23:15:08,912 INFO : Epoch=0102 complete, best val top1-acc=87.25%, top5-acc=99.49% (epoch=96), remaining_time=0:33:54.095840, arrival_time=2021-04-14 23:49:03.007941, cost_time=0:35:17.120184 2021-04-14 23:15:08,913 INFO : Train start, epoch=0103, lr=0.048429 2021-04-14 23:15:10,060 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=0.20ms, fps=2232 images/s, loss=0.2296, top1-acc=92.34%, top5-acc=99.84%, remaining_time=0:00:21.331968, arrival_time=2021-04-14 23:15:31.392235, cost_time=0:00:01.146885 2021-04-14 23:15:11,020 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.52ms, fps=2668 images/s, loss=0.2376, top1-acc=91.97%, top5-acc=99.82%, remaining_time=0:00:18.540016, arrival_time=2021-04-14 23:15:29.560220, cost_time=0:00:02.106823 2021-04-14 23:15:11,988 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.90ms, fps=2645 images/s, loss=0.2225, top1-acc=92.60%, top5-acc=99.87%, remaining_time=0:00:17.015498, arrival_time=2021-04-14 23:15:29.004041, cost_time=0:00:03.075089 2021-04-14 23:15:12,968 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.42ms, fps=2613 images/s, loss=0.2174, top1-acc=92.69%, top5-acc=99.89%, remaining_time=0:00:15.816060, arrival_time=2021-04-14 23:15:28.784852, cost_time=0:00:04.055405 2021-04-14 23:15:13,933 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.48ms, fps=2656 images/s, loss=0.2159, top1-acc=92.74%, top5-acc=99.90%, remaining_time=0:00:14.657524, arrival_time=2021-04-14 23:15:28.590579, cost_time=0:00:05.019679 2021-04-14 23:15:14,893 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.28ms, fps=2666 images/s, loss=0.2179, top1-acc=92.53%, top5-acc=99.90%, remaining_time=0:00:13.555120, arrival_time=2021-04-14 23:15:28.448753, cost_time=0:00:05.980209 2021-04-14 23:15:15,856 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.32ms, fps=2661 images/s, loss=0.2179, top1-acc=92.49%, top5-acc=99.90%, remaining_time=0:00:12.496932, arrival_time=2021-04-14 23:15:28.353023, cost_time=0:00:06.942714 2021-04-14 23:15:16,816 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.22ms, fps=2667 images/s, loss=0.2181, top1-acc=92.49%, top5-acc=99.90%, remaining_time=0:00:11.459292, arrival_time=2021-04-14 23:15:28.275610, cost_time=0:00:07.902937 2021-04-14 23:15:17,780 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.33ms, fps=2656 images/s, loss=0.2181, top1-acc=92.41%, top5-acc=99.90%, remaining_time=0:00:10.443438, arrival_time=2021-04-14 23:15:28.223951, cost_time=0:00:08.867107 2021-04-14 23:15:18,748 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.38ms, fps=2646 images/s, loss=0.2206, top1-acc=92.33%, top5-acc=99.90%, remaining_time=0:00:09.441408, arrival_time=2021-04-14 23:15:28.189662, cost_time=0:00:09.834850 2021-04-14 23:15:19,708 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.56ms, fps=2666 images/s, loss=0.2214, top1-acc=92.27%, top5-acc=99.89%, remaining_time=0:00:08.440212, arrival_time=2021-04-14 23:15:28.149165, cost_time=0:00:10.795573 2021-04-14 23:15:20,671 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.51ms, fps=2661 images/s, loss=0.2224, top1-acc=92.17%, top5-acc=99.88%, remaining_time=0:00:07.446784, arrival_time=2021-04-14 23:15:28.118339, cost_time=0:00:11.758084 2021-04-14 23:15:21,634 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.44ms, fps=2660 images/s, loss=0.2235, top1-acc=92.16%, top5-acc=99.88%, remaining_time=0:00:06.458364, arrival_time=2021-04-14 23:15:28.092822, cost_time=0:00:12.721073 2021-04-14 23:15:22,607 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.36ms, fps=2632 images/s, loss=0.2242, top1-acc=92.13%, top5-acc=99.88%, remaining_time=0:00:05.477584, arrival_time=2021-04-14 23:15:28.084989, cost_time=0:00:13.694017 2021-04-14 23:15:23,572 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.45ms, fps=2653 images/s, loss=0.2266, top1-acc=92.03%, top5-acc=99.88%, remaining_time=0:00:04.495534, arrival_time=2021-04-14 23:15:28.068299, cost_time=0:00:14.659382 2021-04-14 23:15:24,533 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.45ms, fps=2667 images/s, loss=0.2284, top1-acc=91.97%, top5-acc=99.88%, remaining_time=0:00:03.514428, arrival_time=2021-04-14 23:15:28.047455, cost_time=0:00:15.619644 2021-04-14 23:15:25,501 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.32ms, fps=2646 images/s, loss=0.2293, top1-acc=91.96%, top5-acc=99.88%, remaining_time=0:00:02.536924, arrival_time=2021-04-14 23:15:28.037955, cost_time=0:00:16.587605 2021-04-14 23:15:26,479 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.33ms, fps=2619 images/s, loss=0.2316, top1-acc=91.86%, top5-acc=99.87%, remaining_time=0:00:01.561392, arrival_time=2021-04-14 23:15:28.040473, cost_time=0:00:17.565650 2021-04-14 23:15:27,457 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.19ms, fps=2618 images/s, loss=0.2303, top1-acc=91.92%, top5-acc=99.87%, remaining_time=0:00:00.585594, arrival_time=2021-04-14 23:15:28.042863, cost_time=0:00:18.543885 2021-04-14 23:15:28,002 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.36ms, fps=2498 images/s, loss=0.2306, top1-acc=91.90%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:28.002078, cost_time=0:00:19.088625 2021-04-14 23:15:28,477 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=0.44ms, fps=5419 images/s, loss=0.4274, top1-acc=86.13%, top5-acc=99.34%, remaining_time=0:00:01.417080, arrival_time=2021-04-14 23:15:29.894539, cost_time=0:00:00.472356 2021-04-14 23:15:28,817 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=7.03ms, fps=7548 images/s, loss=0.3944, top1-acc=87.01%, top5-acc=99.45%, remaining_time=0:00:00.812020, arrival_time=2021-04-14 23:15:29.629126, cost_time=0:00:00.812016 2021-04-14 23:15:29,144 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.20ms, fps=7823 images/s, loss=0.4059, top1-acc=86.81%, top5-acc=99.48%, remaining_time=0:00:00.379910, arrival_time=2021-04-14 23:15:29.524674, cost_time=0:00:01.139729 2021-04-14 23:15:29,462 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.09ms, fps=7311 images/s, loss=0.4142, top1-acc=86.66%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:29.462437, cost_time=0:00:01.457369 2021-04-14 23:15:29,598 INFO : Epoch=0103 complete, best val top1-acc=87.25%, top5-acc=99.49% (epoch=96), remaining_time=0:33:33.273800, arrival_time=2021-04-14 23:49:02.871933, cost_time=0:35:37.806206 2021-04-14 23:15:29,599 INFO : Train start, epoch=0104, lr=0.047645 2021-04-14 23:15:30,720 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=1.24ms, fps=2284 images/s, loss=0.2233, top1-acc=91.99%, top5-acc=99.80%, remaining_time=0:00:20.844834, arrival_time=2021-04-14 23:15:51.564974, cost_time=0:00:01.120686 2021-04-14 23:15:31,684 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.51ms, fps=2655 images/s, loss=0.2207, top1-acc=92.30%, top5-acc=99.90%, remaining_time=0:00:18.351520, arrival_time=2021-04-14 23:15:50.036355, cost_time=0:00:02.085394 2021-04-14 23:15:32,688 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.37ms, fps=2645 images/s, loss=0.2140, top1-acc=92.53%, top5-acc=99.90%, remaining_time=0:00:17.089700, arrival_time=2021-04-14 23:15:49.777662, cost_time=0:00:03.088503 2021-04-14 23:15:33,650 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.54ms, fps=2662 images/s, loss=0.2181, top1-acc=92.25%, top5-acc=99.88%, remaining_time=0:00:15.797028, arrival_time=2021-04-14 23:15:49.447002, cost_time=0:00:04.050511 2021-04-14 23:15:34,626 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.54ms, fps=2623 images/s, loss=0.2200, top1-acc=92.24%, top5-acc=99.89%, remaining_time=0:00:14.678256, arrival_time=2021-04-14 23:15:49.304551, cost_time=0:00:05.026809 2021-04-14 23:15:35,594 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.80ms, fps=2646 images/s, loss=0.2218, top1-acc=92.15%, top5-acc=99.88%, remaining_time=0:00:13.587896, arrival_time=2021-04-14 23:15:49.182040, cost_time=0:00:05.994674 2021-04-14 23:15:36,562 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.44ms, fps=2645 images/s, loss=0.2218, top1-acc=92.17%, top5-acc=99.87%, remaining_time=0:00:12.533346, arrival_time=2021-04-14 23:15:49.095800, cost_time=0:00:06.963000 2021-04-14 23:15:37,533 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.50ms, fps=2637 images/s, loss=0.2211, top1-acc=92.24%, top5-acc=99.88%, remaining_time=0:00:11.504300, arrival_time=2021-04-14 23:15:49.037751, cost_time=0:00:07.933993 2021-04-14 23:15:38,494 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.42ms, fps=2666 images/s, loss=0.2208, top1-acc=92.20%, top5-acc=99.87%, remaining_time=0:00:10.476086, arrival_time=2021-04-14 23:15:48.970298, cost_time=0:00:08.894753 2021-04-14 23:15:39,459 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.35ms, fps=2652 images/s, loss=0.2217, top1-acc=92.17%, top5-acc=99.87%, remaining_time=0:00:09.465984, arrival_time=2021-04-14 23:15:48.925833, cost_time=0:00:09.860392 2021-04-14 23:15:40,418 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.38ms, fps=2671 images/s, loss=0.2224, top1-acc=92.10%, top5-acc=99.88%, remaining_time=0:00:08.458530, arrival_time=2021-04-14 23:15:48.877038, cost_time=0:00:10.819055 2021-04-14 23:15:41,379 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.28ms, fps=2665 images/s, loss=0.2261, top1-acc=92.02%, top5-acc=99.86%, remaining_time=0:00:07.460768, arrival_time=2021-04-14 23:15:48.840367, cost_time=0:00:11.780137 2021-04-14 23:15:42,340 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.47ms, fps=2665 images/s, loss=0.2261, top1-acc=92.04%, top5-acc=99.87%, remaining_time=0:00:06.468594, arrival_time=2021-04-14 23:15:48.809259, cost_time=0:00:12.741202 2021-04-14 23:15:43,304 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.45ms, fps=2657 images/s, loss=0.2265, top1-acc=92.03%, top5-acc=99.87%, remaining_time=0:00:05.481952, arrival_time=2021-04-14 23:15:48.786358, cost_time=0:00:13.704947 2021-04-14 23:15:44,275 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.38ms, fps=2637 images/s, loss=0.2286, top1-acc=91.97%, top5-acc=99.86%, remaining_time=0:00:04.500640, arrival_time=2021-04-14 23:15:48.776102, cost_time=0:00:14.676001 2021-04-14 23:15:45,247 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.37ms, fps=2634 images/s, loss=0.2290, top1-acc=91.96%, top5-acc=99.85%, remaining_time=0:00:03.520836, arrival_time=2021-04-14 23:15:48.768474, cost_time=0:00:15.648121 2021-04-14 23:15:46,218 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.36ms, fps=2639 images/s, loss=0.2289, top1-acc=92.01%, top5-acc=99.85%, remaining_time=0:00:02.541656, arrival_time=2021-04-14 23:15:48.759700, cost_time=0:00:16.618587 2021-04-14 23:15:47,181 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.40ms, fps=2658 images/s, loss=0.2286, top1-acc=92.02%, top5-acc=99.84%, remaining_time=0:00:01.562864, arrival_time=2021-04-14 23:15:48.744539, cost_time=0:00:17.582172 2021-04-14 23:15:48,151 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.37ms, fps=2642 images/s, loss=0.2295, top1-acc=92.00%, top5-acc=99.84%, remaining_time=0:00:00.585840, arrival_time=2021-04-14 23:15:48.736894, cost_time=0:00:18.551589 2021-04-14 23:15:48,698 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.12ms, fps=2485 images/s, loss=0.2306, top1-acc=91.98%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:48.698766, cost_time=0:00:19.099321 2021-04-14 23:15:49,155 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.18ms, fps=5621 images/s, loss=0.3977, top1-acc=87.46%, top5-acc=99.37%, remaining_time=0:00:01.366200, arrival_time=2021-04-14 23:15:50.521871, cost_time=0:00:00.455403 2021-04-14 23:15:49,488 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=2.50ms, fps=7702 images/s, loss=0.3871, top1-acc=87.34%, top5-acc=99.49%, remaining_time=0:00:00.788300, arrival_time=2021-04-14 23:15:50.276825, cost_time=0:00:00.788300 2021-04-14 23:15:49,825 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=4.14ms, fps=7600 images/s, loss=0.3821, top1-acc=87.45%, top5-acc=99.48%, remaining_time=0:00:00.375150, arrival_time=2021-04-14 23:15:50.200877, cost_time=0:00:01.125444 2021-04-14 23:15:50,132 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.06ms, fps=7585 images/s, loss=0.3717, top1-acc=87.75%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:50.132045, cost_time=0:00:01.431843 2021-04-14 23:15:50,349 INFO : Epoch=0104 complete, best val top1-acc=87.75%, top5-acc=99.51% (epoch=104), remaining_time=0:33:12.514368, arrival_time=2021-04-14 23:49:02.863556, cost_time=0:35:58.557268 2021-04-14 23:15:50,350 INFO : Train start, epoch=0105, lr=0.046860 2021-04-14 23:15:51,482 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=2.35ms, fps=2261 images/s, loss=0.2161, top1-acc=92.73%, top5-acc=99.92%, remaining_time=0:00:21.057618, arrival_time=2021-04-14 23:16:12.540245, cost_time=0:00:01.132128 2021-04-14 23:15:52,460 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.43ms, fps=2620 images/s, loss=0.2226, top1-acc=92.23%, top5-acc=99.92%, remaining_time=0:00:18.567120, arrival_time=2021-04-14 23:16:11.027451, cost_time=0:00:02.109900 2021-04-14 23:15:53,423 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.45ms, fps=2660 images/s, loss=0.2183, top1-acc=92.38%, top5-acc=99.91%, remaining_time=0:00:17.002716, arrival_time=2021-04-14 23:16:10.426034, cost_time=0:00:03.072765 2021-04-14 23:15:54,386 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.48ms, fps=2659 images/s, loss=0.2133, top1-acc=92.66%, top5-acc=99.92%, remaining_time=0:00:15.740712, arrival_time=2021-04-14 23:16:10.127241, cost_time=0:00:04.036086 2021-04-14 23:15:55,349 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.36ms, fps=2661 images/s, loss=0.2108, top1-acc=92.75%, top5-acc=99.92%, remaining_time=0:00:14.595912, arrival_time=2021-04-14 23:16:09.944947, cost_time=0:00:04.998601 2021-04-14 23:15:56,313 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.45ms, fps=2655 images/s, loss=0.2091, top1-acc=92.77%, top5-acc=99.92%, remaining_time=0:00:13.516496, arrival_time=2021-04-14 23:16:09.830091, cost_time=0:00:05.963168 2021-04-14 23:15:57,279 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.39ms, fps=2653 images/s, loss=0.2117, top1-acc=92.63%, top5-acc=99.92%, remaining_time=0:00:12.471102, arrival_time=2021-04-14 23:16:09.750107, cost_time=0:00:06.928386 2021-04-14 23:15:58,248 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.81ms, fps=2641 images/s, loss=0.2128, top1-acc=92.56%, top5-acc=99.93%, remaining_time=0:00:11.452796, arrival_time=2021-04-14 23:16:09.701693, cost_time=0:00:07.898463 2021-04-14 23:15:59,214 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.41ms, fps=2653 images/s, loss=0.2100, top1-acc=92.65%, top5-acc=99.92%, remaining_time=0:00:10.439410, arrival_time=2021-04-14 23:16:09.653482, cost_time=0:00:08.863650 2021-04-14 23:16:00,183 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.78ms, fps=2643 images/s, loss=0.2094, top1-acc=92.61%, top5-acc=99.92%, remaining_time=0:00:09.439200, arrival_time=2021-04-14 23:16:09.622161, cost_time=0:00:09.832539 2021-04-14 23:16:01,154 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.36ms, fps=2636 images/s, loss=0.2088, top1-acc=92.62%, top5-acc=99.93%, remaining_time=0:00:08.446748, arrival_time=2021-04-14 23:16:09.601124, cost_time=0:00:10.803957 2021-04-14 23:16:02,116 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.37ms, fps=2663 images/s, loss=0.2089, top1-acc=92.63%, top5-acc=99.93%, remaining_time=0:00:07.451496, arrival_time=2021-04-14 23:16:09.567457, cost_time=0:00:11.765488 2021-04-14 23:16:03,079 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.33ms, fps=2659 images/s, loss=0.2094, top1-acc=92.64%, top5-acc=99.92%, remaining_time=0:00:06.462324, arrival_time=2021-04-14 23:16:09.541556, cost_time=0:00:12.728817 2021-04-14 23:16:04,045 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.87ms, fps=2652 images/s, loss=0.2098, top1-acc=92.67%, top5-acc=99.91%, remaining_time=0:00:05.477808, arrival_time=2021-04-14 23:16:09.522906, cost_time=0:00:13.694584 2021-04-14 23:16:05,010 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.56ms, fps=2654 images/s, loss=0.2110, top1-acc=92.62%, top5-acc=99.91%, remaining_time=0:00:04.495672, arrival_time=2021-04-14 23:16:09.506011, cost_time=0:00:14.659874 2021-04-14 23:16:05,972 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.58ms, fps=2662 images/s, loss=0.2119, top1-acc=92.61%, top5-acc=99.90%, remaining_time=0:00:03.514968, arrival_time=2021-04-14 23:16:09.487416, cost_time=0:00:15.622004 2021-04-14 23:16:06,941 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.34ms, fps=2642 images/s, loss=0.2133, top1-acc=92.55%, top5-acc=99.89%, remaining_time=0:00:02.537522, arrival_time=2021-04-14 23:16:09.479461, cost_time=0:00:16.591508 2021-04-14 23:16:07,919 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=2.16ms, fps=2620 images/s, loss=0.2161, top1-acc=92.47%, top5-acc=99.89%, remaining_time=0:00:01.561680, arrival_time=2021-04-14 23:16:09.481079, cost_time=0:00:17.568975 2021-04-14 23:16:08,892 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.56ms, fps=2632 images/s, loss=0.2171, top1-acc=92.42%, top5-acc=99.89%, remaining_time=0:00:00.585534, arrival_time=2021-04-14 23:16:09.477788, cost_time=0:00:18.541828 2021-04-14 23:16:09,435 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.25ms, fps=2506 images/s, loss=0.2169, top1-acc=92.42%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:09.435315, cost_time=0:00:19.084894 2021-04-14 23:16:09,901 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=0.30ms, fps=5515 images/s, loss=0.4411, top1-acc=86.29%, top5-acc=99.45%, remaining_time=0:00:01.392600, arrival_time=2021-04-14 23:16:11.293921, cost_time=0:00:00.464204 2021-04-14 23:16:10,232 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=2.52ms, fps=7741 images/s, loss=0.4345, top1-acc=86.02%, top5-acc=99.55%, remaining_time=0:00:00.795380, arrival_time=2021-04-14 23:16:11.027829, cost_time=0:00:00.795375 2021-04-14 23:16:10,572 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=0.29ms, fps=7547 images/s, loss=0.4486, top1-acc=85.64%, top5-acc=99.51%, remaining_time=0:00:00.378300, arrival_time=2021-04-14 23:16:10.950326, cost_time=0:00:01.134905 2021-04-14 23:16:10,882 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.07ms, fps=7479 images/s, loss=0.4517, top1-acc=85.73%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:10.882641, cost_time=0:00:01.445587 2021-04-14 23:16:11,064 INFO : Epoch=0105 complete, best val top1-acc=87.75%, top5-acc=99.51% (epoch=104), remaining_time=0:32:51.723100, arrival_time=2021-04-14 23:49:02.787934, cost_time=0:36:19.272911 2021-04-14 23:16:11,066 INFO : Train start, epoch=0106, lr=0.046077 2021-04-14 23:16:12,246 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.78ms, fps=2169 images/s, loss=0.2036, top1-acc=92.70%, top5-acc=99.84%, remaining_time=0:00:21.957672, arrival_time=2021-04-14 23:16:34.204340, cost_time=0:00:01.180515 2021-04-14 23:16:13,232 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=2.10ms, fps=2597 images/s, loss=0.2042, top1-acc=92.73%, top5-acc=99.88%, remaining_time=0:00:19.064848, arrival_time=2021-04-14 23:16:32.297505, cost_time=0:00:02.166466 2021-04-14 23:16:14,198 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.32ms, fps=2652 images/s, loss=0.2058, top1-acc=92.73%, top5-acc=99.91%, remaining_time=0:00:17.332392, arrival_time=2021-04-14 23:16:31.530909, cost_time=0:00:03.132363 2021-04-14 23:16:15,163 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.45ms, fps=2655 images/s, loss=0.2103, top1-acc=92.71%, top5-acc=99.90%, remaining_time=0:00:15.977988, arrival_time=2021-04-14 23:16:31.141069, cost_time=0:00:04.096934 2021-04-14 23:16:16,128 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.45ms, fps=2653 images/s, loss=0.2111, top1-acc=92.64%, top5-acc=99.90%, remaining_time=0:00:14.782062, arrival_time=2021-04-14 23:16:30.910591, cost_time=0:00:05.062368 2021-04-14 23:16:17,090 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.35ms, fps=2661 images/s, loss=0.2138, top1-acc=92.53%, top5-acc=99.89%, remaining_time=0:00:13.655896, arrival_time=2021-04-14 23:16:30.746684, cost_time=0:00:06.024642 2021-04-14 23:16:18,052 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.43ms, fps=2663 images/s, loss=0.2134, top1-acc=92.46%, top5-acc=99.90%, remaining_time=0:00:12.575178, arrival_time=2021-04-14 23:16:30.627565, cost_time=0:00:06.986239 2021-04-14 23:16:19,032 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.33ms, fps=2613 images/s, loss=0.2132, top1-acc=92.44%, top5-acc=99.90%, remaining_time=0:00:11.551280, arrival_time=2021-04-14 23:16:30.583904, cost_time=0:00:07.966401 2021-04-14 23:16:20,001 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.74ms, fps=2645 images/s, loss=0.2135, top1-acc=92.45%, top5-acc=99.90%, remaining_time=0:00:10.523150, arrival_time=2021-04-14 23:16:30.524119, cost_time=0:00:08.934734 2021-04-14 23:16:20,964 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.28ms, fps=2658 images/s, loss=0.2156, top1-acc=92.41%, top5-acc=99.90%, remaining_time=0:00:09.502560, arrival_time=2021-04-14 23:16:30.467269, cost_time=0:00:09.898548 2021-04-14 23:16:21,928 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.59ms, fps=2658 images/s, loss=0.2141, top1-acc=92.49%, top5-acc=99.89%, remaining_time=0:00:08.492156, arrival_time=2021-04-14 23:16:30.420410, cost_time=0:00:10.862110 2021-04-14 23:16:22,894 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.41ms, fps=2650 images/s, loss=0.2168, top1-acc=92.38%, top5-acc=99.89%, remaining_time=0:00:07.491472, arrival_time=2021-04-14 23:16:30.386281, cost_time=0:00:11.828655 2021-04-14 23:16:23,857 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.41ms, fps=2660 images/s, loss=0.2175, top1-acc=92.32%, top5-acc=99.89%, remaining_time=0:00:06.494070, arrival_time=2021-04-14 23:16:30.351630, cost_time=0:00:12.791399 2021-04-14 23:16:24,825 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.50ms, fps=2646 images/s, loss=0.2179, top1-acc=92.28%, top5-acc=99.89%, remaining_time=0:00:05.503624, arrival_time=2021-04-14 23:16:30.328894, cost_time=0:00:13.759125 2021-04-14 23:16:25,784 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.65ms, fps=2669 images/s, loss=0.2190, top1-acc=92.21%, top5-acc=99.88%, remaining_time=0:00:04.513704, arrival_time=2021-04-14 23:16:30.298435, cost_time=0:00:14.718589 2021-04-14 23:16:26,750 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.24ms, fps=2653 images/s, loss=0.2201, top1-acc=92.18%, top5-acc=99.88%, remaining_time=0:00:03.528900, arrival_time=2021-04-14 23:16:30.279111, cost_time=0:00:15.684065 2021-04-14 23:16:27,713 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.35ms, fps=2659 images/s, loss=0.2211, top1-acc=92.13%, top5-acc=99.88%, remaining_time=0:00:02.546024, arrival_time=2021-04-14 23:16:30.259204, cost_time=0:00:16.647018 2021-04-14 23:16:28,680 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.35ms, fps=2649 images/s, loss=0.2199, top1-acc=92.18%, top5-acc=99.88%, remaining_time=0:00:01.565664, arrival_time=2021-04-14 23:16:30.245665, cost_time=0:00:17.613808 2021-04-14 23:16:29,649 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.16ms, fps=2642 images/s, loss=0.2199, top1-acc=92.17%, top5-acc=99.88%, remaining_time=0:00:00.586836, arrival_time=2021-04-14 23:16:30.236174, cost_time=0:00:18.583196 2021-04-14 23:16:30,191 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.37ms, fps=2508 images/s, loss=0.2204, top1-acc=92.15%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:30.191898, cost_time=0:00:19.125758 2021-04-14 23:16:30,677 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=0.17ms, fps=5289 images/s, loss=0.3887, top1-acc=87.15%, top5-acc=99.49%, remaining_time=0:00:01.451880, arrival_time=2021-04-14 23:16:32.129484, cost_time=0:00:00.483958 2021-04-14 23:16:31,030 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.97ms, fps=7273 images/s, loss=0.3964, top1-acc=87.19%, top5-acc=99.39%, remaining_time=0:00:00.836460, arrival_time=2021-04-14 23:16:31.866548, cost_time=0:00:00.836462 2021-04-14 23:16:31,368 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=0.21ms, fps=7575 images/s, loss=0.3954, top1-acc=87.40%, top5-acc=99.40%, remaining_time=0:00:00.391640, arrival_time=2021-04-14 23:16:31.760171, cost_time=0:00:01.174930 2021-04-14 23:16:31,677 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=1.11ms, fps=7511 images/s, loss=0.3891, top1-acc=87.49%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:31.677768, cost_time=0:00:01.484220 2021-04-14 23:16:31,826 INFO : Epoch=0106 complete, best val top1-acc=87.75%, top5-acc=99.51% (epoch=104), remaining_time=0:32:30.973854, arrival_time=2021-04-14 23:49:02.800160, cost_time=0:36:40.034383 2021-04-14 23:16:31,827 INFO : Train start, epoch=0107, lr=0.045295 2021-04-14 23:16:32,997 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=0.19ms, fps=2189 images/s, loss=0.2172, top1-acc=92.38%, top5-acc=99.96%, remaining_time=0:00:21.751212, arrival_time=2021-04-14 23:16:54.748246, cost_time=0:00:01.169421 2021-04-14 23:16:33,966 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.43ms, fps=2642 images/s, loss=0.2123, top1-acc=92.38%, top5-acc=99.98%, remaining_time=0:00:18.821792, arrival_time=2021-04-14 23:16:52.788272, cost_time=0:00:02.138830 2021-04-14 23:16:34,934 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.46ms, fps=2646 images/s, loss=0.2135, top1-acc=92.41%, top5-acc=99.95%, remaining_time=0:00:17.191458, arrival_time=2021-04-14 23:16:52.125947, cost_time=0:00:03.106878 2021-04-14 23:16:35,899 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.32ms, fps=2653 images/s, loss=0.2190, top1-acc=92.19%, top5-acc=99.93%, remaining_time=0:00:15.881580, arrival_time=2021-04-14 23:16:51.781370, cost_time=0:00:04.072183 2021-04-14 23:16:36,866 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.32ms, fps=2649 images/s, loss=0.2196, top1-acc=92.20%, top5-acc=99.93%, remaining_time=0:00:14.714318, arrival_time=2021-04-14 23:16:51.581039, cost_time=0:00:05.039126 2021-04-14 23:16:37,833 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.90ms, fps=2650 images/s, loss=0.2170, top1-acc=92.27%, top5-acc=99.92%, remaining_time=0:00:13.612648, arrival_time=2021-04-14 23:16:51.445904, cost_time=0:00:06.005607 2021-04-14 23:16:38,800 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.29ms, fps=2647 images/s, loss=0.2185, top1-acc=92.13%, top5-acc=99.92%, remaining_time=0:00:12.551616, arrival_time=2021-04-14 23:16:51.352362, cost_time=0:00:06.973149 2021-04-14 23:16:39,770 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.38ms, fps=2640 images/s, loss=0.2164, top1-acc=92.29%, top5-acc=99.92%, remaining_time=0:00:11.517640, arrival_time=2021-04-14 23:16:51.288435, cost_time=0:00:07.943199 2021-04-14 23:16:40,737 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.34ms, fps=2649 images/s, loss=0.2162, top1-acc=92.34%, top5-acc=99.91%, remaining_time=0:00:10.493894, arrival_time=2021-04-14 23:16:51.231365, cost_time=0:00:08.909869 2021-04-14 23:16:41,704 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.79ms, fps=2648 images/s, loss=0.2155, top1-acc=92.41%, top5-acc=99.91%, remaining_time=0:00:09.481728, arrival_time=2021-04-14 23:16:51.186141, cost_time=0:00:09.876807 2021-04-14 23:16:42,671 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=2.00ms, fps=2649 images/s, loss=0.2173, top1-acc=92.40%, top5-acc=99.91%, remaining_time=0:00:08.477622, arrival_time=2021-04-14 23:16:51.148729, cost_time=0:00:10.843501 2021-04-14 23:16:43,639 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.53ms, fps=2645 images/s, loss=0.2162, top1-acc=92.43%, top5-acc=99.91%, remaining_time=0:00:07.480832, arrival_time=2021-04-14 23:16:51.120309, cost_time=0:00:11.811837 2021-04-14 23:16:44,606 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.44ms, fps=2649 images/s, loss=0.2161, top1-acc=92.43%, top5-acc=99.90%, remaining_time=0:00:06.487602, arrival_time=2021-04-14 23:16:51.093809, cost_time=0:00:12.778595 2021-04-14 23:16:45,567 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.50ms, fps=2665 images/s, loss=0.2164, top1-acc=92.42%, top5-acc=99.91%, remaining_time=0:00:05.495784, arrival_time=2021-04-14 23:16:51.062807, cost_time=0:00:13.739415 2021-04-14 23:16:46,529 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.36ms, fps=2660 images/s, loss=0.2156, top1-acc=92.45%, top5-acc=99.90%, remaining_time=0:00:04.508690, arrival_time=2021-04-14 23:16:51.038595, cost_time=0:00:14.702301 2021-04-14 23:16:47,495 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.31ms, fps=2653 images/s, loss=0.2171, top1-acc=92.40%, top5-acc=99.90%, remaining_time=0:00:03.525192, arrival_time=2021-04-14 23:16:51.020322, cost_time=0:00:15.667522 2021-04-14 23:16:48,458 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.49ms, fps=2658 images/s, loss=0.2181, top1-acc=92.36%, top5-acc=99.90%, remaining_time=0:00:02.543580, arrival_time=2021-04-14 23:16:51.002319, cost_time=0:00:16.631123 2021-04-14 23:16:49,421 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.47ms, fps=2660 images/s, loss=0.2179, top1-acc=92.39%, top5-acc=99.90%, remaining_time=0:00:01.563904, arrival_time=2021-04-14 23:16:50.985381, cost_time=0:00:17.593874 2021-04-14 23:16:50,383 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.29ms, fps=2663 images/s, loss=0.2190, top1-acc=92.34%, top5-acc=99.90%, remaining_time=0:00:00.585960, arrival_time=2021-04-14 23:16:50.968989, cost_time=0:00:18.555434 2021-04-14 23:16:50,925 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.12ms, fps=2508 images/s, loss=0.2200, top1-acc=92.31%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:50.925588, cost_time=0:00:19.097998 2021-04-14 23:16:51,395 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=5.28ms, fps=5470 images/s, loss=0.3879, top1-acc=86.84%, top5-acc=99.57%, remaining_time=0:00:01.403970, arrival_time=2021-04-14 23:16:52.799071, cost_time=0:00:00.467992 2021-04-14 23:16:51,723 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=0.20ms, fps=7816 images/s, loss=0.4015, top1-acc=86.62%, top5-acc=99.47%, remaining_time=0:00:00.795940, arrival_time=2021-04-14 23:16:52.519115, cost_time=0:00:00.795944 2021-04-14 23:16:52,058 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.73ms, fps=7659 images/s, loss=0.3964, top1-acc=86.76%, top5-acc=99.48%, remaining_time=0:00:00.376970, arrival_time=2021-04-14 23:16:52.434960, cost_time=0:00:01.130917 2021-04-14 23:16:52,369 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.05ms, fps=7465 images/s, loss=0.4025, top1-acc=86.60%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:52.369092, cost_time=0:00:01.442036 2021-04-14 23:16:52,511 INFO : Epoch=0107 complete, best val top1-acc=87.75%, top5-acc=99.51% (epoch=104), remaining_time=0:32:10.157898, arrival_time=2021-04-14 23:49:02.669154, cost_time=0:37:00.719326 2021-04-14 23:16:52,512 INFO : Train start, epoch=0108, lr=0.044513 2021-04-14 23:16:53,674 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=0.24ms, fps=2204 images/s, loss=0.2295, top1-acc=91.60%, top5-acc=99.92%, remaining_time=0:00:21.602412, arrival_time=2021-04-14 23:17:15.276511, cost_time=0:00:01.161417 2021-04-14 23:16:54,638 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.31ms, fps=2657 images/s, loss=0.2197, top1-acc=92.25%, top5-acc=99.92%, remaining_time=0:00:18.703872, arrival_time=2021-04-14 23:17:13.342064, cost_time=0:00:02.125441 2021-04-14 23:16:55,610 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.30ms, fps=2634 images/s, loss=0.2154, top1-acc=92.47%, top5-acc=99.93%, remaining_time=0:00:17.142488, arrival_time=2021-04-14 23:17:12.753350, cost_time=0:00:03.098054 2021-04-14 23:16:56,572 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.34ms, fps=2664 images/s, loss=0.2166, top1-acc=92.39%, top5-acc=99.90%, remaining_time=0:00:15.833532, arrival_time=2021-04-14 23:17:12.406088, cost_time=0:00:04.059871 2021-04-14 23:16:57,534 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.59ms, fps=2663 images/s, loss=0.2147, top1-acc=92.52%, top5-acc=99.89%, remaining_time=0:00:14.662488, arrival_time=2021-04-14 23:17:12.196576, cost_time=0:00:05.021416 2021-04-14 23:16:58,514 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.60ms, fps=2612 images/s, loss=0.2145, top1-acc=92.53%, top5-acc=99.87%, remaining_time=0:00:13.604080, arrival_time=2021-04-14 23:17:12.118569, cost_time=0:00:06.001807 2021-04-14 23:16:59,494 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.96ms, fps=2615 images/s, loss=0.2114, top1-acc=92.57%, top5-acc=99.88%, remaining_time=0:00:12.566358, arrival_time=2021-04-14 23:17:12.060474, cost_time=0:00:06.981311 2021-04-14 23:17:00,476 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.97ms, fps=2609 images/s, loss=0.2088, top1-acc=92.76%, top5-acc=99.88%, remaining_time=0:00:11.546756, arrival_time=2021-04-14 23:17:12.022738, cost_time=0:00:07.963289 2021-04-14 23:17:01,448 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.53ms, fps=2634 images/s, loss=0.2076, top1-acc=92.75%, top5-acc=99.89%, remaining_time=0:00:10.524210, arrival_time=2021-04-14 23:17:11.972652, cost_time=0:00:08.935687 2021-04-14 23:17:02,412 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.50ms, fps=2656 images/s, loss=0.2078, top1-acc=92.73%, top5-acc=99.88%, remaining_time=0:00:09.504000, arrival_time=2021-04-14 23:17:11.916694, cost_time=0:00:09.900030 2021-04-14 23:17:03,375 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.24ms, fps=2660 images/s, loss=0.2110, top1-acc=92.63%, top5-acc=99.88%, remaining_time=0:00:08.492672, arrival_time=2021-04-14 23:17:11.868223, cost_time=0:00:10.862713 2021-04-14 23:17:04,343 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.29ms, fps=2646 images/s, loss=0.2119, top1-acc=92.57%, top5-acc=99.89%, remaining_time=0:00:07.492992, arrival_time=2021-04-14 23:17:11.836700, cost_time=0:00:11.831036 2021-04-14 23:17:05,303 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.42ms, fps=2668 images/s, loss=0.2126, top1-acc=92.57%, top5-acc=99.89%, remaining_time=0:00:06.493806, arrival_time=2021-04-14 23:17:11.797392, cost_time=0:00:12.790851 2021-04-14 23:17:06,272 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.60ms, fps=2643 images/s, loss=0.2126, top1-acc=92.58%, top5-acc=99.88%, remaining_time=0:00:05.504016, arrival_time=2021-04-14 23:17:11.776875, cost_time=0:00:13.760099 2021-04-14 23:17:07,236 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.26ms, fps=2657 images/s, loss=0.2121, top1-acc=92.61%, top5-acc=99.87%, remaining_time=0:00:04.515452, arrival_time=2021-04-14 23:17:11.752387, cost_time=0:00:14.724265 2021-04-14 23:17:08,195 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.53ms, fps=2673 images/s, loss=0.2129, top1-acc=92.59%, top5-acc=99.88%, remaining_time=0:00:03.528540, arrival_time=2021-04-14 23:17:11.723643, cost_time=0:00:15.682436 2021-04-14 23:17:09,156 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.35ms, fps=2663 images/s, loss=0.2135, top1-acc=92.57%, top5-acc=99.88%, remaining_time=0:00:02.545582, arrival_time=2021-04-14 23:17:11.702478, cost_time=0:00:16.644225 2021-04-14 23:17:10,130 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.49ms, fps=2631 images/s, loss=0.2149, top1-acc=92.53%, top5-acc=99.88%, remaining_time=0:00:01.566016, arrival_time=2021-04-14 23:17:11.696416, cost_time=0:00:17.617683 2021-04-14 23:17:11,101 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.16ms, fps=2637 images/s, loss=0.2158, top1-acc=92.49%, top5-acc=99.88%, remaining_time=0:00:00.587022, arrival_time=2021-04-14 23:17:11.688672, cost_time=0:00:18.588978 2021-04-14 23:17:11,645 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=0.07ms, fps=2501 images/s, loss=0.2166, top1-acc=92.47%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-14 23:17:11.645685, cost_time=0:00:19.133025 2021-04-14 23:17:12,140 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=0.30ms, fps=5188 images/s, loss=0.3583, top1-acc=88.05%, top5-acc=99.65%, remaining_time=0:00:01.480260, arrival_time=2021-04-14 23:17:13.621152, cost_time=0:00:00.493420 2021-04-14 23:17:12,470 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=2.07ms, fps=7782 images/s, loss=0.3644, top1-acc=88.30%, top5-acc=99.59%, remaining_time=0:00:00.822880, arrival_time=2021-04-14 23:17:13.293246, cost_time=0:00:00.822876 2021-04-14 23:17:12,802 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=0.20ms, fps=7716 images/s, loss=0.3575, top1-acc=88.44%, top5-acc=99.64%, remaining_time=0:00:00.385040, arrival_time=2021-04-14 23:17:13.187654, cost_time=0:00:01.155133 2021-04-14 23:17:13,109 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.05ms, fps=7564 images/s, loss=0.3505, top1-acc=88.64%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-14 23:17:13.109819, cost_time=0:00:01.462321 2021-04-14 23:17:13,313 INFO : Epoch=0108 complete, best val top1-acc=88.64%, top5-acc=99.64% (epoch=108), remaining_time=0:31:49.444360, arrival_time=2021-04-14 23:49:02.757934, cost_time=0:37:21.521620 2021-04-14 23:17:13,314 INFO : Train start, epoch=0109, lr=0.043733 2021-04-14 23:17:14,462 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=0.22ms, fps=2231 images/s, loss=0.2038, top1-acc=92.66%, top5-acc=99.96%, remaining_time=0:00:21.344616, arrival_time=2021-04-14 23:17:35.807198, cost_time=0:00:01.147563 2021-04-14 23:17:15,429 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.71ms, fps=2648 images/s, loss=0.2030, top1-acc=92.77%, top5-acc=99.98%, remaining_time=0:00:18.609184, arrival_time=2021-04-14 23:17:34.038935, cost_time=0:00:02.114690 2021-04-14 23:17:16,393 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.48ms, fps=2658 images/s, loss=0.2027, top1-acc=92.89%, top5-acc=99.97%, remaining_time=0:00:17.032264, arrival_time=2021-04-14 23:17:33.425445, cost_time=0:00:03.078112 2021-04-14 23:17:17,381 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.85ms, fps=2591 images/s, loss=0.2069, top1-acc=92.82%, top5-acc=99.96%, remaining_time=0:00:15.860052, arrival_time=2021-04-14 23:17:33.241825, cost_time=0:00:04.066671 2021-04-14 23:17:18,359 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.34ms, fps=2620 images/s, loss=0.2079, top1-acc=92.78%, top5-acc=99.95%, remaining_time=0:00:14.729794, arrival_time=2021-04-14 23:17:33.089255, cost_time=0:00:05.044435 2021-04-14 23:17:19,332 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.34ms, fps=2633 images/s, loss=0.2060, top1-acc=92.81%, top5-acc=99.95%, remaining_time=0:00:13.638488, arrival_time=2021-04-14 23:17:32.970534, cost_time=0:00:06.016980 2021-04-14 23:17:20,313 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.44ms, fps=2611 images/s, loss=0.2051, top1-acc=92.79%, top5-acc=99.95%, remaining_time=0:00:12.596472, arrival_time=2021-04-14 23:17:32.909564, cost_time=0:00:06.998071 2021-04-14 23:17:21,277 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.38ms, fps=2655 images/s, loss=0.2045, top1-acc=92.87%, top5-acc=99.94%, remaining_time=0:00:11.545712, arrival_time=2021-04-14 23:17:32.823336, cost_time=0:00:07.962521 2021-04-14 23:17:22,247 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.36ms, fps=2642 images/s, loss=0.2040, top1-acc=92.86%, top5-acc=99.94%, remaining_time=0:00:10.519970, arrival_time=2021-04-14 23:17:32.767030, cost_time=0:00:08.932034 2021-04-14 23:17:23,219 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.29ms, fps=2635 images/s, loss=0.2028, top1-acc=92.87%, top5-acc=99.93%, remaining_time=0:00:09.507744, arrival_time=2021-04-14 23:17:32.726715, cost_time=0:00:09.903921 2021-04-14 23:17:24,199 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.53ms, fps=2613 images/s, loss=0.2036, top1-acc=92.82%, top5-acc=99.93%, remaining_time=0:00:08.509442, arrival_time=2021-04-14 23:17:32.708670, cost_time=0:00:10.884218 2021-04-14 23:17:25,170 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.30ms, fps=2638 images/s, loss=0.2061, top1-acc=92.77%, top5-acc=99.93%, remaining_time=0:00:07.508192, arrival_time=2021-04-14 23:17:32.678272, cost_time=0:00:11.855065 2021-04-14 23:17:26,134 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.53ms, fps=2655 images/s, loss=0.2063, top1-acc=92.72%, top5-acc=99.92%, remaining_time=0:00:06.508392, arrival_time=2021-04-14 23:17:32.642939, cost_time=0:00:12.819547 2021-04-14 23:17:27,100 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.30ms, fps=2652 images/s, loss=0.2075, top1-acc=92.68%, top5-acc=99.92%, remaining_time=0:00:05.514040, arrival_time=2021-04-14 23:17:32.614168, cost_time=0:00:13.785119 2021-04-14 23:17:28,066 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.86ms, fps=2650 images/s, loss=0.2086, top1-acc=92.61%, top5-acc=99.93%, remaining_time=0:00:04.523824, arrival_time=2021-04-14 23:17:32.590466, cost_time=0:00:14.751542 2021-04-14 23:17:29,027 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.50ms, fps=2666 images/s, loss=0.2110, top1-acc=92.51%, top5-acc=99.92%, remaining_time=0:00:03.535308, arrival_time=2021-04-14 23:17:32.562764, cost_time=0:00:15.712437 2021-04-14 23:17:29,995 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.40ms, fps=2645 images/s, loss=0.2115, top1-acc=92.50%, top5-acc=99.92%, remaining_time=0:00:02.551146, arrival_time=2021-04-14 23:17:32.546806, cost_time=0:00:16.680616 2021-04-14 23:17:30,963 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.51ms, fps=2647 images/s, loss=0.2107, top1-acc=92.52%, top5-acc=99.91%, remaining_time=0:00:01.568720, arrival_time=2021-04-14 23:17:32.531819, cost_time=0:00:17.648078 2021-04-14 23:17:31,924 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.11ms, fps=2664 images/s, loss=0.2120, top1-acc=92.48%, top5-acc=99.92%, remaining_time=0:00:00.587670, arrival_time=2021-04-14 23:17:32.512264, cost_time=0:00:18.609588 2021-04-14 23:17:32,467 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.47ms, fps=2507 images/s, loss=0.2124, top1-acc=92.47%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-14 23:17:32.467525, cost_time=0:00:19.152512 2021-04-14 23:17:32,981 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=0.35ms, fps=4999 images/s, loss=0.3893, top1-acc=86.29%, top5-acc=99.53%, remaining_time=0:00:01.536330, arrival_time=2021-04-14 23:17:34.517847, cost_time=0:00:00.512107 2021-04-14 23:17:33,314 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.63ms, fps=7692 images/s, loss=0.3942, top1-acc=86.48%, top5-acc=99.41%, remaining_time=0:00:00.845440, arrival_time=2021-04-14 23:17:34.160223, cost_time=0:00:00.845436 2021-04-14 23:17:33,644 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=0.22ms, fps=7763 images/s, loss=0.3880, top1-acc=86.98%, top5-acc=99.49%, remaining_time=0:00:00.391850, arrival_time=2021-04-14 23:17:34.036785, cost_time=0:00:01.175548 2021-04-14 23:17:33,953 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.06ms, fps=7526 images/s, loss=0.3834, top1-acc=87.15%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-14 23:17:33.953662, cost_time=0:00:01.484332 2021-04-14 23:17:34,088 INFO : Epoch=0109 complete, best val top1-acc=88.64%, top5-acc=99.64% (epoch=108), remaining_time=0:31:28.706274, arrival_time=2021-04-14 23:49:02.794768, cost_time=0:37:42.296554 2021-04-14 23:17:34,089 INFO : Train start, epoch=0110, lr=0.042955 2021-04-14 23:17:35,230 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=0.19ms, fps=2244 images/s, loss=0.1964, top1-acc=92.81%, top5-acc=99.92%, remaining_time=0:00:21.215346, arrival_time=2021-04-14 23:17:56.445838, cost_time=0:00:01.140606 2021-04-14 23:17:36,204 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.38ms, fps=2630 images/s, loss=0.1940, top1-acc=93.24%, top5-acc=99.90%, remaining_time=0:00:18.606896, arrival_time=2021-04-14 23:17:54.811126, cost_time=0:00:02.114417 2021-04-14 23:17:37,170 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.63ms, fps=2650 images/s, loss=0.1899, top1-acc=93.33%, top5-acc=99.93%, remaining_time=0:00:17.047204, arrival_time=2021-04-14 23:17:54.217905, cost_time=0:00:03.080813 2021-04-14 23:17:38,147 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.40ms, fps=2622 images/s, loss=0.1917, top1-acc=93.27%, top5-acc=99.94%, remaining_time=0:00:15.825732, arrival_time=2021-04-14 23:17:53.973434, cost_time=0:00:04.057884 2021-04-14 23:17:39,115 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.39ms, fps=2647 images/s, loss=0.1921, top1-acc=93.28%, top5-acc=99.94%, remaining_time=0:00:14.674314, arrival_time=2021-04-14 23:17:53.789582, cost_time=0:00:05.025462 2021-04-14 23:17:40,079 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.38ms, fps=2655 images/s, loss=0.1929, top1-acc=93.24%, top5-acc=99.93%, remaining_time=0:00:13.577288, arrival_time=2021-04-14 23:17:53.657069, cost_time=0:00:05.989985 2021-04-14 23:17:41,040 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.31ms, fps=2666 images/s, loss=0.1939, top1-acc=93.18%, top5-acc=99.93%, remaining_time=0:00:12.510666, arrival_time=2021-04-14 23:17:53.550945, cost_time=0:00:06.950401 2021-04-14 23:17:42,001 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.47ms, fps=2664 images/s, loss=0.1954, top1-acc=93.18%, top5-acc=99.93%, remaining_time=0:00:11.472052, arrival_time=2021-04-14 23:17:53.473615, cost_time=0:00:07.911755 2021-04-14 23:17:42,962 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.51ms, fps=2665 images/s, loss=0.1986, top1-acc=93.08%, top5-acc=99.91%, remaining_time=0:00:10.450434, arrival_time=2021-04-14 23:17:53.413244, cost_time=0:00:08.873019 2021-04-14 23:17:43,958 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.86ms, fps=2573 images/s, loss=0.1987, top1-acc=93.09%, top5-acc=99.92%, remaining_time=0:00:09.473568, arrival_time=2021-04-14 23:17:53.431674, cost_time=0:00:09.868300 2021-04-14 23:17:44,926 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.58ms, fps=2644 images/s, loss=0.2000, top1-acc=93.06%, top5-acc=99.92%, remaining_time=0:00:08.472462, arrival_time=2021-04-14 23:17:53.399176, cost_time=0:00:10.836886 2021-04-14 23:17:45,900 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.73ms, fps=2629 images/s, loss=0.2027, top1-acc=92.94%, top5-acc=99.92%, remaining_time=0:00:07.480224, arrival_time=2021-04-14 23:17:53.380941, cost_time=0:00:11.810925 2021-04-14 23:17:46,867 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.40ms, fps=2649 images/s, loss=0.2025, top1-acc=92.99%, top5-acc=99.92%, remaining_time=0:00:06.487074, arrival_time=2021-04-14 23:17:53.354459, cost_time=0:00:12.777592 2021-04-14 23:17:47,831 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.50ms, fps=2657 images/s, loss=0.2037, top1-acc=92.94%, top5-acc=99.91%, remaining_time=0:00:05.496568, arrival_time=2021-04-14 23:17:53.327899, cost_time=0:00:13.741460 2021-04-14 23:17:48,820 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.37ms, fps=2611 images/s, loss=0.2055, top1-acc=92.86%, top5-acc=99.91%, remaining_time=0:00:04.517430, arrival_time=2021-04-14 23:17:53.337974, cost_time=0:00:14.730729 2021-04-14 23:17:49,779 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.39ms, fps=2671 images/s, loss=0.2068, top1-acc=92.80%, top5-acc=99.91%, remaining_time=0:00:03.530124, arrival_time=2021-04-14 23:17:53.309328, cost_time=0:00:15.689414 2021-04-14 23:17:50,744 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.59ms, fps=2654 images/s, loss=0.2091, top1-acc=92.73%, top5-acc=99.91%, remaining_time=0:00:02.547142, arrival_time=2021-04-14 23:17:53.291484, cost_time=0:00:16.654448 2021-04-14 23:17:51,708 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.30ms, fps=2657 images/s, loss=0.2094, top1-acc=92.73%, top5-acc=99.91%, remaining_time=0:00:01.566096, arrival_time=2021-04-14 23:17:53.274541, cost_time=0:00:17.618644 2021-04-14 23:17:52,673 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.20ms, fps=2653 images/s, loss=0.2093, top1-acc=92.77%, top5-acc=99.91%, remaining_time=0:00:00.586866, arrival_time=2021-04-14 23:17:53.260730, cost_time=0:00:18.584057 2021-04-14 23:17:53,221 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.25ms, fps=2487 images/s, loss=0.2096, top1-acc=92.76%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-14 23:17:53.221075, cost_time=0:00:19.131277 2021-04-14 23:17:53,719 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=7.13ms, fps=5156 images/s, loss=0.4346, top1-acc=85.74%, top5-acc=99.57%, remaining_time=0:00:01.489440, arrival_time=2021-04-14 23:17:55.208969, cost_time=0:00:00.496479 2021-04-14 23:17:54,045 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=0.21ms, fps=7871 images/s, loss=0.4127, top1-acc=86.70%, top5-acc=99.49%, remaining_time=0:00:00.822060, arrival_time=2021-04-14 23:17:54.867247, cost_time=0:00:00.822057 2021-04-14 23:17:54,375 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=0.20ms, fps=7755 images/s, loss=0.4149, top1-acc=86.29%, top5-acc=99.56%, remaining_time=0:00:00.384240, arrival_time=2021-04-14 23:17:54.760036, cost_time=0:00:01.152719 2021-04-14 23:17:54,685 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.06ms, fps=7493 images/s, loss=0.4107, top1-acc=86.33%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-14 23:17:54.685804, cost_time=0:00:01.462771 2021-04-14 23:17:54,785 INFO : Epoch=0110 complete, best val top1-acc=88.64%, top5-acc=99.64% (epoch=108), remaining_time=0:31:07.904190, arrival_time=2021-04-14 23:49:02.690093, cost_time=0:38:02.993970 2021-04-14 23:17:54,787 INFO : Train start, epoch=0111, lr=0.042178 2021-04-14 23:17:55,919 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=1.49ms, fps=2261 images/s, loss=0.1982, top1-acc=92.46%, top5-acc=100.00%, remaining_time=0:00:21.057618, arrival_time=2021-04-14 23:18:16.977046, cost_time=0:00:01.132133 2021-04-14 23:17:56,882 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.39ms, fps=2661 images/s, loss=0.1939, top1-acc=92.79%, top5-acc=100.00%, remaining_time=0:00:18.432832, arrival_time=2021-04-14 23:18:15.314856, cost_time=0:00:02.094631 2021-04-14 23:17:57,846 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.40ms, fps=2655 images/s, loss=0.1929, top1-acc=93.09%, top5-acc=99.99%, remaining_time=0:00:16.929178, arrival_time=2021-04-14 23:18:14.775961, cost_time=0:00:03.059478 2021-04-14 23:17:58,815 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.46ms, fps=2643 images/s, loss=0.1894, top1-acc=93.30%, top5-acc=99.96%, remaining_time=0:00:15.711228, arrival_time=2021-04-14 23:18:14.527119, cost_time=0:00:04.028507 2021-04-14 23:17:59,781 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.49ms, fps=2652 images/s, loss=0.1925, top1-acc=93.20%, top5-acc=99.95%, remaining_time=0:00:14.583356, arrival_time=2021-04-14 23:18:14.364971, cost_time=0:00:04.994315 2021-04-14 23:18:00,767 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.50ms, fps=2597 images/s, loss=0.1954, top1-acc=93.10%, top5-acc=99.94%, remaining_time=0:00:13.555392, arrival_time=2021-04-14 23:18:14.322973, cost_time=0:00:05.980295 2021-04-14 23:18:01,745 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.88ms, fps=2618 images/s, loss=0.1973, top1-acc=93.01%, top5-acc=99.93%, remaining_time=0:00:12.525030, arrival_time=2021-04-14 23:18:14.270762, cost_time=0:00:06.958350 2021-04-14 23:18:02,715 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.33ms, fps=2642 images/s, loss=0.2000, top1-acc=92.91%, top5-acc=99.94%, remaining_time=0:00:11.495252, arrival_time=2021-04-14 23:18:14.210275, cost_time=0:00:07.927728 2021-04-14 23:18:03,686 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.35ms, fps=2635 images/s, loss=0.1995, top1-acc=92.96%, top5-acc=99.93%, remaining_time=0:00:10.481704, arrival_time=2021-04-14 23:18:14.168511, cost_time=0:00:08.899516 2021-04-14 23:18:04,668 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.37ms, fps=2609 images/s, loss=0.2005, top1-acc=92.90%, top5-acc=99.93%, remaining_time=0:00:09.485952, arrival_time=2021-04-14 23:18:14.154404, cost_time=0:00:09.881165 2021-04-14 23:18:05,654 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.51ms, fps=2598 images/s, loss=0.1994, top1-acc=92.97%, top5-acc=99.93%, remaining_time=0:00:08.496026, arrival_time=2021-04-14 23:18:14.150273, cost_time=0:00:10.866956 2021-04-14 23:18:06,629 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.84ms, fps=2626 images/s, loss=0.1991, top1-acc=92.94%, top5-acc=99.92%, remaining_time=0:00:07.499984, arrival_time=2021-04-14 23:18:14.129333, cost_time=0:00:11.842052 2021-04-14 23:18:07,592 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.86ms, fps=2659 images/s, loss=0.2012, top1-acc=92.90%, top5-acc=99.91%, remaining_time=0:00:06.501198, arrival_time=2021-04-14 23:18:14.093858, cost_time=0:00:12.805366 2021-04-14 23:18:08,558 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=2.05ms, fps=2651 images/s, loss=0.2030, top1-acc=92.84%, top5-acc=99.90%, remaining_time=0:00:05.508496, arrival_time=2021-04-14 23:18:14.067177, cost_time=0:00:13.771303 2021-04-14 23:18:09,527 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.50ms, fps=2643 images/s, loss=0.2029, top1-acc=92.85%, top5-acc=99.90%, remaining_time=0:00:04.520420, arrival_time=2021-04-14 23:18:14.048190, cost_time=0:00:14.740477 2021-04-14 23:18:10,489 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.45ms, fps=2662 images/s, loss=0.2038, top1-acc=92.83%, top5-acc=99.90%, remaining_time=0:00:03.533076, arrival_time=2021-04-14 23:18:14.022905, cost_time=0:00:15.702501 2021-04-14 23:18:11,457 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.54ms, fps=2646 images/s, loss=0.2040, top1-acc=92.83%, top5-acc=99.89%, remaining_time=0:00:02.549586, arrival_time=2021-04-14 23:18:14.007323, cost_time=0:00:16.670445 2021-04-14 23:18:12,417 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.25ms, fps=2667 images/s, loss=0.2047, top1-acc=92.80%, top5-acc=99.89%, remaining_time=0:00:01.567168, arrival_time=2021-04-14 23:18:13.985040, cost_time=0:00:17.630580 2021-04-14 23:18:13,389 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.18ms, fps=2637 images/s, loss=0.2047, top1-acc=92.81%, top5-acc=99.89%, remaining_time=0:00:00.587424, arrival_time=2021-04-14 23:18:13.976425, cost_time=0:00:18.601705 2021-04-14 23:18:13,937 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.18ms, fps=2481 images/s, loss=0.2056, top1-acc=92.81%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-14 23:18:13.937521, cost_time=0:00:19.150207 2021-04-14 23:18:14,468 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=0.40ms, fps=4841 images/s, loss=0.4039, top1-acc=86.95%, top5-acc=99.53%, remaining_time=0:00:01.586280, arrival_time=2021-04-14 23:18:16.054987, cost_time=0:00:00.528758 2021-04-14 23:18:14,883 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=0.20ms, fps=6180 images/s, loss=0.3997, top1-acc=87.44%, top5-acc=99.53%, remaining_time=0:00:00.943520, arrival_time=2021-04-14 23:18:15.826930, cost_time=0:00:00.943523 2021-04-14 23:18:15,294 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=0.42ms, fps=6234 images/s, loss=0.3943, top1-acc=87.30%, top5-acc=99.53%, remaining_time=0:00:00.451500, arrival_time=2021-04-14 23:18:15.745950, cost_time=0:00:01.354511 2021-04-14 23:18:15,637 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.07ms, fps=6764 images/s, loss=0.3912, top1-acc=87.33%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-14 23:18:15.637874, cost_time=0:00:01.698000 2021-04-14 23:18:15,728 INFO : Epoch=0111 complete, best val top1-acc=88.64%, top5-acc=99.64% (epoch=108), remaining_time=0:30:47.300732, arrival_time=2021-04-14 23:49:03.029577, cost_time=0:38:23.936915 2021-04-14 23:18:15,730 INFO : Train start, epoch=0112, lr=0.041404 2021-04-14 23:18:16,881 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=3.12ms, fps=2223 images/s, loss=0.1976, top1-acc=93.09%, top5-acc=99.88%, remaining_time=0:00:21.420132, arrival_time=2021-04-14 23:18:38.302065, cost_time=0:00:01.151616 2021-04-14 23:18:17,844 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.30ms, fps=2662 images/s, loss=0.1970, top1-acc=93.11%, top5-acc=99.86%, remaining_time=0:00:18.602496, arrival_time=2021-04-14 23:18:36.446697, cost_time=0:00:02.113917 2021-04-14 23:18:18,812 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=2.09ms, fps=2646 images/s, loss=0.1953, top1-acc=93.07%, top5-acc=99.86%, remaining_time=0:00:17.052516, arrival_time=2021-04-14 23:18:35.864637, cost_time=0:00:03.081788 2021-04-14 23:18:19,780 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.34ms, fps=2644 images/s, loss=0.1953, top1-acc=93.13%, top5-acc=99.86%, remaining_time=0:00:15.796560, arrival_time=2021-04-14 23:18:35.577237, cost_time=0:00:04.050398 2021-04-14 23:18:20,744 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.27ms, fps=2656 images/s, loss=0.2011, top1-acc=92.94%, top5-acc=99.87%, remaining_time=0:00:14.642194, arrival_time=2021-04-14 23:18:35.386925, cost_time=0:00:05.014441 2021-04-14 23:18:21,713 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.50ms, fps=2643 images/s, loss=0.2038, top1-acc=92.89%, top5-acc=99.87%, remaining_time=0:00:13.562464, arrival_time=2021-04-14 23:18:35.276182, cost_time=0:00:05.983438 2021-04-14 23:18:22,674 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.52ms, fps=2667 images/s, loss=0.2030, top1-acc=92.98%, top5-acc=99.88%, remaining_time=0:00:12.498696, arrival_time=2021-04-14 23:18:35.172679, cost_time=0:00:06.943697 2021-04-14 23:18:23,636 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.59ms, fps=2661 images/s, loss=0.2039, top1-acc=93.01%, top5-acc=99.88%, remaining_time=0:00:11.464048, arrival_time=2021-04-14 23:18:35.100565, cost_time=0:00:07.906210 2021-04-14 23:18:24,597 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.76ms, fps=2665 images/s, loss=0.2031, top1-acc=93.09%, top5-acc=99.88%, remaining_time=0:00:10.443756, arrival_time=2021-04-14 23:18:35.041464, cost_time=0:00:08.867342 2021-04-14 23:18:25,558 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.25ms, fps=2665 images/s, loss=0.2016, top1-acc=93.08%, top5-acc=99.89%, remaining_time=0:00:09.435456, arrival_time=2021-04-14 23:18:34.994321, cost_time=0:00:09.828588 2021-04-14 23:18:26,531 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.49ms, fps=2632 images/s, loss=0.2005, top1-acc=93.09%, top5-acc=99.89%, remaining_time=0:00:08.444684, arrival_time=2021-04-14 23:18:34.976399, cost_time=0:00:10.801383 2021-04-14 23:18:27,495 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.28ms, fps=2658 images/s, loss=0.2009, top1-acc=93.11%, top5-acc=99.88%, remaining_time=0:00:07.451192, arrival_time=2021-04-14 23:18:34.946534, cost_time=0:00:11.765030 2021-04-14 23:18:28,459 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.32ms, fps=2657 images/s, loss=0.2018, top1-acc=93.09%, top5-acc=99.89%, remaining_time=0:00:06.462324, arrival_time=2021-04-14 23:18:34.921475, cost_time=0:00:12.728863 2021-04-14 23:18:29,461 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.79ms, fps=2555 images/s, loss=0.2013, top1-acc=93.05%, top5-acc=99.89%, remaining_time=0:00:05.492424, arrival_time=2021-04-14 23:18:34.953743, cost_time=0:00:13.731021 2021-04-14 23:18:30,428 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.34ms, fps=2648 images/s, loss=0.2012, top1-acc=93.03%, top5-acc=99.89%, remaining_time=0:00:04.507402, arrival_time=2021-04-14 23:18:34.935743, cost_time=0:00:14.698034 2021-04-14 23:18:31,399 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.57ms, fps=2637 images/s, loss=0.2019, top1-acc=93.03%, top5-acc=99.89%, remaining_time=0:00:03.525624, arrival_time=2021-04-14 23:18:34.925355, cost_time=0:00:15.669454 2021-04-14 23:18:32,368 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.58ms, fps=2643 images/s, loss=0.2018, top1-acc=93.03%, top5-acc=99.89%, remaining_time=0:00:02.544698, arrival_time=2021-04-14 23:18:34.913433, cost_time=0:00:16.638451 2021-04-14 23:18:33,330 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.42ms, fps=2663 images/s, loss=0.2012, top1-acc=93.03%, top5-acc=99.90%, remaining_time=0:00:01.564448, arrival_time=2021-04-14 23:18:34.894811, cost_time=0:00:17.600055 2021-04-14 23:18:34,297 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.16ms, fps=2647 images/s, loss=0.2009, top1-acc=93.04%, top5-acc=99.90%, remaining_time=0:00:00.586344, arrival_time=2021-04-14 23:18:34.884107, cost_time=0:00:18.567479 2021-04-14 23:18:34,840 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.13ms, fps=2506 images/s, loss=0.2002, top1-acc=93.04%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-14 23:18:34.840853, cost_time=0:00:19.110573 2021-04-14 23:18:35,323 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=2.40ms, fps=5325 images/s, loss=0.3694, top1-acc=87.50%, top5-acc=99.41%, remaining_time=0:00:01.442190, arrival_time=2021-04-14 23:18:36.765573, cost_time=0:00:00.480732 2021-04-14 23:18:35,670 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=0.19ms, fps=7391 images/s, loss=0.3797, top1-acc=87.34%, top5-acc=99.53%, remaining_time=0:00:00.827580, arrival_time=2021-04-14 23:18:36.497760, cost_time=0:00:00.827579 2021-04-14 23:18:36,009 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=6.06ms, fps=7552 images/s, loss=0.3822, top1-acc=87.25%, top5-acc=99.51%, remaining_time=0:00:00.388960, arrival_time=2021-04-14 23:18:36.398494, cost_time=0:00:01.166892 2021-04-14 23:18:36,317 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.05ms, fps=7549 images/s, loss=0.3870, top1-acc=87.25%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-14 23:18:36.317246, cost_time=0:00:01.474662 2021-04-14 23:18:36,416 INFO : Epoch=0112 complete, best val top1-acc=88.64%, top5-acc=99.64% (epoch=108), remaining_time=0:30:26.490512, arrival_time=2021-04-14 23:49:02.906684, cost_time=0:38:44.624238 2021-04-14 23:18:36,417 INFO : Train start, epoch=0113, lr=0.040631 2021-04-14 23:18:37,556 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.33ms, fps=2247 images/s, loss=0.1860, top1-acc=93.28%, top5-acc=99.96%, remaining_time=0:00:21.188748, arrival_time=2021-04-14 23:18:58.745403, cost_time=0:00:01.139180 2021-04-14 23:18:38,519 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.43ms, fps=2661 images/s, loss=0.1863, top1-acc=93.24%, top5-acc=99.90%, remaining_time=0:00:18.493728, arrival_time=2021-04-14 23:18:57.012762, cost_time=0:00:02.101555 2021-04-14 23:18:39,484 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.42ms, fps=2651 images/s, loss=0.1793, top1-acc=93.62%, top5-acc=99.91%, remaining_time=0:00:16.973168, arrival_time=2021-04-14 23:18:56.458090, cost_time=0:00:03.067455 2021-04-14 23:18:40,453 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.80ms, fps=2645 images/s, loss=0.1788, top1-acc=93.66%, top5-acc=99.91%, remaining_time=0:00:15.739308, arrival_time=2021-04-14 23:18:56.192628, cost_time=0:00:04.035732 2021-04-14 23:18:41,427 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.37ms, fps=2630 images/s, loss=0.1794, top1-acc=93.59%, top5-acc=99.92%, remaining_time=0:00:14.628616, arrival_time=2021-04-14 23:18:56.055889, cost_time=0:00:05.009790 2021-04-14 23:18:42,388 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.29ms, fps=2665 images/s, loss=0.1838, top1-acc=93.40%, top5-acc=99.92%, remaining_time=0:00:13.534040, arrival_time=2021-04-14 23:18:55.922517, cost_time=0:00:05.970905 2021-04-14 23:18:43,352 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.43ms, fps=2656 images/s, loss=0.1839, top1-acc=93.39%, top5-acc=99.92%, remaining_time=0:00:12.483702, arrival_time=2021-04-14 23:18:55.836618, cost_time=0:00:06.935423 2021-04-14 23:18:44,318 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.29ms, fps=2653 images/s, loss=0.1856, top1-acc=93.45%, top5-acc=99.92%, remaining_time=0:00:11.455928, arrival_time=2021-04-14 23:18:55.774038, cost_time=0:00:07.900635 2021-04-14 23:18:45,279 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.50ms, fps=2665 images/s, loss=0.1878, top1-acc=93.41%, top5-acc=99.92%, remaining_time=0:00:10.437078, arrival_time=2021-04-14 23:18:55.716271, cost_time=0:00:08.861667 2021-04-14 23:18:46,246 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.28ms, fps=2649 images/s, loss=0.1899, top1-acc=93.28%, top5-acc=99.91%, remaining_time=0:00:09.435264, arrival_time=2021-04-14 23:18:55.681256, cost_time=0:00:09.828420 2021-04-14 23:18:47,213 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.44ms, fps=2647 images/s, loss=0.1908, top1-acc=93.25%, top5-acc=99.91%, remaining_time=0:00:08.440556, arrival_time=2021-04-14 23:18:55.654112, cost_time=0:00:10.796063 2021-04-14 23:18:48,174 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.43ms, fps=2665 images/s, loss=0.1920, top1-acc=93.22%, top5-acc=99.91%, remaining_time=0:00:07.446252, arrival_time=2021-04-14 23:18:55.620924, cost_time=0:00:11.757199 2021-04-14 23:18:49,143 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.53ms, fps=2642 images/s, loss=0.1928, top1-acc=93.23%, top5-acc=99.91%, remaining_time=0:00:06.461070, arrival_time=2021-04-14 23:18:55.604884, cost_time=0:00:12.726309 2021-04-14 23:18:50,107 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.49ms, fps=2657 images/s, loss=0.1948, top1-acc=93.14%, top5-acc=99.91%, remaining_time=0:00:05.476016, arrival_time=2021-04-14 23:18:55.583592, cost_time=0:00:13.690101 2021-04-14 23:18:51,081 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.49ms, fps=2630 images/s, loss=0.1960, top1-acc=93.08%, top5-acc=99.92%, remaining_time=0:00:04.496868, arrival_time=2021-04-14 23:18:55.578066, cost_time=0:00:14.663724 2021-04-14 23:18:52,048 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.35ms, fps=2648 images/s, loss=0.1971, top1-acc=93.06%, top5-acc=99.91%, remaining_time=0:00:03.516984, arrival_time=2021-04-14 23:18:55.565483, cost_time=0:00:15.631015 2021-04-14 23:18:53,016 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.70ms, fps=2646 images/s, loss=0.1969, top1-acc=93.08%, top5-acc=99.91%, remaining_time=0:00:02.538640, arrival_time=2021-04-14 23:18:55.555032, cost_time=0:00:16.598830 2021-04-14 23:18:53,986 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.34ms, fps=2639 images/s, loss=0.1977, top1-acc=93.06%, top5-acc=99.92%, remaining_time=0:00:01.561728, arrival_time=2021-04-14 23:18:55.548662, cost_time=0:00:17.569468 2021-04-14 23:18:54,949 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.18ms, fps=2661 images/s, loss=0.1989, top1-acc=93.03%, top5-acc=99.91%, remaining_time=0:00:00.585210, arrival_time=2021-04-14 23:18:55.534411, cost_time=0:00:18.531716 2021-04-14 23:18:55,490 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.37ms, fps=2513 images/s, loss=0.1992, top1-acc=93.03%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-14 23:18:55.490698, cost_time=0:00:19.073234 2021-04-14 23:18:55,972 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=0.19ms, fps=5330 images/s, loss=0.3770, top1-acc=87.81%, top5-acc=99.57%, remaining_time=0:00:01.440870, arrival_time=2021-04-14 23:18:57.413534, cost_time=0:00:00.480289 2021-04-14 23:18:56,333 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=0.16ms, fps=7099 images/s, loss=0.3833, top1-acc=87.29%, top5-acc=99.45%, remaining_time=0:00:00.841260, arrival_time=2021-04-14 23:18:57.174874, cost_time=0:00:00.841256 2021-04-14 23:18:56,679 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=0.29ms, fps=7413 images/s, loss=0.3896, top1-acc=87.28%, top5-acc=99.39%, remaining_time=0:00:00.395630, arrival_time=2021-04-14 23:18:57.074915, cost_time=0:00:01.186887 2021-04-14 23:18:56,985 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.05ms, fps=7584 images/s, loss=0.3832, top1-acc=87.39%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-14 23:18:56.985590, cost_time=0:00:01.493248 2021-04-14 23:18:57,087 INFO : Epoch=0113 complete, best val top1-acc=88.64%, top5-acc=99.64% (epoch=108), remaining_time=0:30:05.669949, arrival_time=2021-04-14 23:49:02.757294, cost_time=0:39:05.295419 2021-04-14 23:18:57,088 INFO : Train start, epoch=0114, lr=0.039861 2021-04-14 23:18:58,223 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.36ms, fps=2255 images/s, loss=0.1949, top1-acc=92.93%, top5-acc=100.00%, remaining_time=0:00:21.113790, arrival_time=2021-04-14 23:19:19.337597, cost_time=0:00:01.135151 2021-04-14 23:18:59,196 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.54ms, fps=2634 images/s, loss=0.2077, top1-acc=92.66%, top5-acc=99.96%, remaining_time=0:00:18.546000, arrival_time=2021-04-14 23:19:17.742251, cost_time=0:00:02.107505 2021-04-14 23:19:00,166 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.44ms, fps=2641 images/s, loss=0.1954, top1-acc=93.14%, top5-acc=99.90%, remaining_time=0:00:17.027450, arrival_time=2021-04-14 23:19:17.193398, cost_time=0:00:03.077241 2021-04-14 23:19:01,137 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.32ms, fps=2637 images/s, loss=0.1927, top1-acc=93.22%, top5-acc=99.89%, remaining_time=0:00:15.789540, arrival_time=2021-04-14 23:19:16.926915, cost_time=0:00:04.048590 2021-04-14 23:19:02,099 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.38ms, fps=2662 images/s, loss=0.1874, top1-acc=93.45%, top5-acc=99.91%, remaining_time=0:00:14.632120, arrival_time=2021-04-14 23:19:16.731766, cost_time=0:00:05.010988 2021-04-14 23:19:03,061 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.39ms, fps=2663 images/s, loss=0.1832, top1-acc=93.67%, top5-acc=99.90%, remaining_time=0:00:13.538392, arrival_time=2021-04-14 23:19:16.599886, cost_time=0:00:05.972844 2021-04-14 23:19:04,028 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.52ms, fps=2648 images/s, loss=0.1829, top1-acc=93.67%, top5-acc=99.91%, remaining_time=0:00:12.491766, arrival_time=2021-04-14 23:19:16.520322, cost_time=0:00:06.939894 2021-04-14 23:19:04,988 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.51ms, fps=2668 images/s, loss=0.1821, top1-acc=93.69%, top5-acc=99.89%, remaining_time=0:00:11.454652, arrival_time=2021-04-14 23:19:16.443106, cost_time=0:00:07.899724 2021-04-14 23:19:05,967 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.39ms, fps=2617 images/s, loss=0.1809, top1-acc=93.67%, top5-acc=99.90%, remaining_time=0:00:10.457006, arrival_time=2021-04-14 23:19:16.424282, cost_time=0:00:08.878609 2021-04-14 23:19:06,933 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.48ms, fps=2651 images/s, loss=0.1828, top1-acc=93.60%, top5-acc=99.90%, remaining_time=0:00:09.450816, arrival_time=2021-04-14 23:19:16.384063, cost_time=0:00:09.844588 2021-04-14 23:19:07,892 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.39ms, fps=2671 images/s, loss=0.1845, top1-acc=93.55%, top5-acc=99.90%, remaining_time=0:00:08.446404, arrival_time=2021-04-14 23:19:16.338639, cost_time=0:00:10.803579 2021-04-14 23:19:08,851 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.31ms, fps=2671 images/s, loss=0.1843, top1-acc=93.55%, top5-acc=99.90%, remaining_time=0:00:07.449520, arrival_time=2021-04-14 23:19:16.300624, cost_time=0:00:11.762451 2021-04-14 23:19:09,834 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.34ms, fps=2604 images/s, loss=0.1863, top1-acc=93.47%, top5-acc=99.91%, remaining_time=0:00:06.471036, arrival_time=2021-04-14 23:19:16.305664, cost_time=0:00:12.745970 2021-04-14 23:19:10,805 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.73ms, fps=2638 images/s, loss=0.1883, top1-acc=93.40%, top5-acc=99.91%, remaining_time=0:00:05.486712, arrival_time=2021-04-14 23:19:16.292143, cost_time=0:00:13.716766 2021-04-14 23:19:11,773 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.31ms, fps=2646 images/s, loss=0.1906, top1-acc=93.35%, top5-acc=99.90%, remaining_time=0:00:04.503354, arrival_time=2021-04-14 23:19:16.276976, cost_time=0:00:14.684813 2021-04-14 23:19:12,741 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.84ms, fps=2646 images/s, loss=0.1925, top1-acc=93.27%, top5-acc=99.90%, remaining_time=0:00:03.521952, arrival_time=2021-04-14 23:19:16.263724, cost_time=0:00:15.653117 2021-04-14 23:19:13,708 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.47ms, fps=2651 images/s, loss=0.1924, top1-acc=93.27%, top5-acc=99.89%, remaining_time=0:00:02.541760, arrival_time=2021-04-14 23:19:16.249724, cost_time=0:00:16.619249 2021-04-14 23:19:14,672 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.49ms, fps=2656 images/s, loss=0.1926, top1-acc=93.24%, top5-acc=99.90%, remaining_time=0:00:01.563008, arrival_time=2021-04-14 23:19:16.235459, cost_time=0:00:17.583803 2021-04-14 23:19:15,650 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.22ms, fps=2620 images/s, loss=0.1939, top1-acc=93.21%, top5-acc=99.90%, remaining_time=0:00:00.586152, arrival_time=2021-04-14 23:19:16.236228, cost_time=0:00:18.561424 2021-04-14 23:19:16,197 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=0.06ms, fps=2488 images/s, loss=0.1945, top1-acc=93.17%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:16.197026, cost_time=0:00:19.108383 2021-04-14 23:19:16,660 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=1.93ms, fps=5540 images/s, loss=0.3757, top1-acc=87.85%, top5-acc=99.53%, remaining_time=0:00:01.386330, arrival_time=2021-04-14 23:19:18.047196, cost_time=0:00:00.462114 2021-04-14 23:19:16,990 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=3.27ms, fps=7770 images/s, loss=0.3891, top1-acc=87.48%, top5-acc=99.45%, remaining_time=0:00:00.792080, arrival_time=2021-04-14 23:19:17.782855, cost_time=0:00:00.792084 2021-04-14 23:19:17,317 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.46ms, fps=7835 images/s, loss=0.3928, top1-acc=87.37%, top5-acc=99.48%, remaining_time=0:00:00.373050, arrival_time=2021-04-14 23:19:17.690900, cost_time=0:00:01.119150 2021-04-14 23:19:17,624 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.05ms, fps=7573 images/s, loss=0.3788, top1-acc=87.40%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:17.624527, cost_time=0:00:01.425828 2021-04-14 23:19:17,761 INFO : Epoch=0114 complete, best val top1-acc=88.64%, top5-acc=99.64% (epoch=108), remaining_time=0:29:44.854578, arrival_time=2021-04-14 23:49:02.616480, cost_time=0:39:25.969985 2021-04-14 23:19:17,763 INFO : Train start, epoch=0115, lr=0.039093 2021-04-14 23:19:18,931 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.29ms, fps=2192 images/s, loss=0.1933, top1-acc=93.01%, top5-acc=99.92%, remaining_time=0:00:21.721638, arrival_time=2021-04-14 23:19:40.652814, cost_time=0:00:01.167834 2021-04-14 23:19:19,915 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=2.17ms, fps=2602 images/s, loss=0.1911, top1-acc=93.24%, top5-acc=99.92%, remaining_time=0:00:18.937600, arrival_time=2021-04-14 23:19:38.853038, cost_time=0:00:02.152000 2021-04-14 23:19:20,889 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.89ms, fps=2631 images/s, loss=0.1898, top1-acc=93.28%, top5-acc=99.93%, remaining_time=0:00:17.295042, arrival_time=2021-04-14 23:19:38.184057, cost_time=0:00:03.125612 2021-04-14 23:19:21,861 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.72ms, fps=2633 images/s, loss=0.1863, top1-acc=93.42%, top5-acc=99.95%, remaining_time=0:00:15.983292, arrival_time=2021-04-14 23:19:37.845015, cost_time=0:00:04.098291 2021-04-14 23:19:22,825 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.44ms, fps=2657 images/s, loss=0.1878, top1-acc=93.44%, top5-acc=99.95%, remaining_time=0:00:14.782354, arrival_time=2021-04-14 23:19:37.608150, cost_time=0:00:05.062459 2021-04-14 23:19:23,787 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.43ms, fps=2662 images/s, loss=0.1860, top1-acc=93.48%, top5-acc=99.94%, remaining_time=0:00:13.655352, arrival_time=2021-04-14 23:19:37.443173, cost_time=0:00:06.024435 2021-04-14 23:19:24,766 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.37ms, fps=2616 images/s, loss=0.1867, top1-acc=93.45%, top5-acc=99.93%, remaining_time=0:00:12.606426, arrival_time=2021-04-14 23:19:37.373313, cost_time=0:00:07.003551 2021-04-14 23:19:25,733 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.33ms, fps=2650 images/s, loss=0.1849, top1-acc=93.58%, top5-acc=99.93%, remaining_time=0:00:11.556384, arrival_time=2021-04-14 23:19:37.289655, cost_time=0:00:07.969930 2021-04-14 23:19:26,694 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.35ms, fps=2663 images/s, loss=0.1875, top1-acc=93.48%, top5-acc=99.92%, remaining_time=0:00:10.519334, arrival_time=2021-04-14 23:19:37.214191, cost_time=0:00:08.931511 2021-04-14 23:19:27,659 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.93ms, fps=2655 images/s, loss=0.1861, top1-acc=93.52%, top5-acc=99.92%, remaining_time=0:00:09.500352, arrival_time=2021-04-14 23:19:37.159951, cost_time=0:00:09.896178 2021-04-14 23:19:28,629 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.28ms, fps=2641 images/s, loss=0.1871, top1-acc=93.46%, top5-acc=99.92%, remaining_time=0:00:08.495424, arrival_time=2021-04-14 23:19:37.125028, cost_time=0:00:10.866223 2021-04-14 23:19:29,602 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.37ms, fps=2634 images/s, loss=0.1885, top1-acc=93.42%, top5-acc=99.92%, remaining_time=0:00:07.497856, arrival_time=2021-04-14 23:19:37.099963, cost_time=0:00:11.838665 2021-04-14 23:19:30,562 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.33ms, fps=2668 images/s, loss=0.1879, top1-acc=93.44%, top5-acc=99.92%, remaining_time=0:00:06.497766, arrival_time=2021-04-14 23:19:37.059753, cost_time=0:00:12.798639 2021-04-14 23:19:31,528 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.69ms, fps=2649 images/s, loss=0.1887, top1-acc=93.42%, top5-acc=99.91%, remaining_time=0:00:05.506200, arrival_time=2021-04-14 23:19:37.034986, cost_time=0:00:13.765435 2021-04-14 23:19:32,493 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.31ms, fps=2654 images/s, loss=0.1901, top1-acc=93.36%, top5-acc=99.91%, remaining_time=0:00:04.517292, arrival_time=2021-04-14 23:19:37.011006, cost_time=0:00:14.730366 2021-04-14 23:19:33,460 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.40ms, fps=2649 images/s, loss=0.1896, top1-acc=93.38%, top5-acc=99.91%, remaining_time=0:00:03.531816, arrival_time=2021-04-14 23:19:36.992273, cost_time=0:00:15.697012 2021-04-14 23:19:34,423 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.50ms, fps=2660 images/s, loss=0.1891, top1-acc=93.38%, top5-acc=99.91%, remaining_time=0:00:02.548000, arrival_time=2021-04-14 23:19:36.971315, cost_time=0:00:16.659948 2021-04-14 23:19:35,389 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.79ms, fps=2650 images/s, loss=0.1906, top1-acc=93.33%, top5-acc=99.92%, remaining_time=0:00:01.566784, arrival_time=2021-04-14 23:19:36.956471, cost_time=0:00:17.626346 2021-04-14 23:19:36,358 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.63ms, fps=2645 images/s, loss=0.1915, top1-acc=93.31%, top5-acc=99.92%, remaining_time=0:00:00.587202, arrival_time=2021-04-14 23:19:36.945310, cost_time=0:00:18.594763 2021-04-14 23:19:36,903 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=0.06ms, fps=2494 images/s, loss=0.1919, top1-acc=93.31%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:36.903854, cost_time=0:00:19.140536 2021-04-14 23:19:37,353 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=2.15ms, fps=5721 images/s, loss=0.4337, top1-acc=85.55%, top5-acc=99.65%, remaining_time=0:00:01.342470, arrival_time=2021-04-14 23:19:38.695432, cost_time=0:00:00.447494 2021-04-14 23:19:37,690 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.85ms, fps=7590 images/s, loss=0.4274, top1-acc=86.23%, top5-acc=99.63%, remaining_time=0:00:00.785120, arrival_time=2021-04-14 23:19:38.475690, cost_time=0:00:00.785124 2021-04-14 23:19:38,032 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=0.20ms, fps=7505 images/s, loss=0.4247, top1-acc=86.29%, top5-acc=99.53%, remaining_time=0:00:00.375520, arrival_time=2021-04-14 23:19:38.407554, cost_time=0:00:01.126549 2021-04-14 23:19:38,346 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.06ms, fps=7394 images/s, loss=0.4382, top1-acc=86.05%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:38.346216, cost_time=0:00:01.440787 2021-04-14 23:19:38,482 INFO : Epoch=0115 complete, best val top1-acc=88.64%, top5-acc=99.64% (epoch=108), remaining_time=0:29:24.075380, arrival_time=2021-04-14 23:49:02.557527, cost_time=0:39:46.690216 2021-04-14 23:19:38,483 INFO : Train start, epoch=0116, lr=0.038328 2021-04-14 23:19:39,629 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=0.21ms, fps=2234 images/s, loss=0.1925, top1-acc=93.59%, top5-acc=99.88%, remaining_time=0:00:21.312252, arrival_time=2021-04-14 23:20:00.941583, cost_time=0:00:01.145816 2021-04-14 23:19:40,594 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.38ms, fps=2654 images/s, loss=0.1853, top1-acc=93.42%, top5-acc=99.92%, remaining_time=0:00:18.575040, arrival_time=2021-04-14 23:19:59.169315, cost_time=0:00:02.110796 2021-04-14 23:19:41,556 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.32ms, fps=2661 images/s, loss=0.1770, top1-acc=93.85%, top5-acc=99.92%, remaining_time=0:00:17.004542, arrival_time=2021-04-14 23:19:58.561220, cost_time=0:00:03.073112 2021-04-14 23:19:42,525 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.52ms, fps=2643 images/s, loss=0.1785, top1-acc=93.72%, top5-acc=99.93%, remaining_time=0:00:15.765360, arrival_time=2021-04-14 23:19:58.291237, cost_time=0:00:04.042410 2021-04-14 23:19:43,492 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.81ms, fps=2650 images/s, loss=0.1782, top1-acc=93.77%, top5-acc=99.93%, remaining_time=0:00:14.625842, arrival_time=2021-04-14 23:19:58.118149, cost_time=0:00:05.008827 2021-04-14 23:19:44,463 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.65ms, fps=2638 images/s, loss=0.1795, top1-acc=93.74%, top5-acc=99.93%, remaining_time=0:00:13.554032, arrival_time=2021-04-14 23:19:58.017198, cost_time=0:00:05.979694 2021-04-14 23:19:45,431 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.56ms, fps=2645 images/s, loss=0.1836, top1-acc=93.62%, top5-acc=99.93%, remaining_time=0:00:12.506130, arrival_time=2021-04-14 23:19:57.937493, cost_time=0:00:06.947829 2021-04-14 23:19:46,403 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.31ms, fps=2635 images/s, loss=0.1836, top1-acc=93.60%, top5-acc=99.93%, remaining_time=0:00:11.483884, arrival_time=2021-04-14 23:19:57.887284, cost_time=0:00:07.919929 2021-04-14 23:19:47,367 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.39ms, fps=2657 images/s, loss=0.1849, top1-acc=93.58%, top5-acc=99.93%, remaining_time=0:00:10.463260, arrival_time=2021-04-14 23:19:57.830655, cost_time=0:00:08.883855 2021-04-14 23:19:48,343 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.82ms, fps=2625 images/s, loss=0.1853, top1-acc=93.56%, top5-acc=99.94%, remaining_time=0:00:09.465312, arrival_time=2021-04-14 23:19:57.808499, cost_time=0:00:09.859714 2021-04-14 23:19:49,302 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.39ms, fps=2669 images/s, loss=0.1869, top1-acc=93.51%, top5-acc=99.93%, remaining_time=0:00:08.458530, arrival_time=2021-04-14 23:19:57.761132, cost_time=0:00:10.819099 2021-04-14 23:19:50,268 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.42ms, fps=2652 images/s, loss=0.1872, top1-acc=93.50%, top5-acc=99.93%, remaining_time=0:00:07.463808, arrival_time=2021-04-14 23:19:57.732268, cost_time=0:00:11.784986 2021-04-14 23:19:51,228 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.34ms, fps=2667 images/s, loss=0.1872, top1-acc=93.51%, top5-acc=99.93%, remaining_time=0:00:06.470706, arrival_time=2021-04-14 23:19:57.699527, cost_time=0:00:12.745349 2021-04-14 23:19:52,190 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.41ms, fps=2662 images/s, loss=0.1875, top1-acc=93.52%, top5-acc=99.92%, remaining_time=0:00:05.482960, arrival_time=2021-04-14 23:19:57.673856, cost_time=0:00:13.707431 2021-04-14 23:19:53,157 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.29ms, fps=2650 images/s, loss=0.1888, top1-acc=93.42%, top5-acc=99.93%, remaining_time=0:00:04.499996, arrival_time=2021-04-14 23:19:57.657320, cost_time=0:00:14.673860 2021-04-14 23:19:54,122 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.57ms, fps=2654 images/s, loss=0.1904, top1-acc=93.38%, top5-acc=99.93%, remaining_time=0:00:03.518712, arrival_time=2021-04-14 23:19:57.640966, cost_time=0:00:15.638781 2021-04-14 23:19:55,086 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.36ms, fps=2658 images/s, loss=0.1906, top1-acc=93.38%, top5-acc=99.92%, remaining_time=0:00:02.539186, arrival_time=2021-04-14 23:19:57.625141, cost_time=0:00:16.602439 2021-04-14 23:19:56,059 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.51ms, fps=2633 images/s, loss=0.1921, top1-acc=93.35%, top5-acc=99.91%, remaining_time=0:00:01.562256, arrival_time=2021-04-14 23:19:57.621201, cost_time=0:00:17.575385 2021-04-14 23:19:57,028 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.53ms, fps=2641 images/s, loss=0.1929, top1-acc=93.29%, top5-acc=99.91%, remaining_time=0:00:00.585642, arrival_time=2021-04-14 23:19:57.614427, cost_time=0:00:18.545314 2021-04-14 23:19:57,572 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=0.07ms, fps=2505 images/s, loss=0.1933, top1-acc=93.28%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:57.572046, cost_time=0:00:19.088548 2021-04-14 23:19:58,125 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.17ms, fps=4639 images/s, loss=0.3878, top1-acc=86.91%, top5-acc=99.53%, remaining_time=0:00:01.655370, arrival_time=2021-04-14 23:19:59.781006, cost_time=0:00:00.551793 2021-04-14 23:19:58,462 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=0.27ms, fps=7606 images/s, loss=0.3833, top1-acc=87.25%, top5-acc=99.53%, remaining_time=0:00:00.888740, arrival_time=2021-04-14 23:19:59.351349, cost_time=0:00:00.888743 2021-04-14 23:19:58,796 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=0.22ms, fps=7680 images/s, loss=0.3721, top1-acc=87.76%, top5-acc=99.53%, remaining_time=0:00:00.407520, arrival_time=2021-04-14 23:19:59.203918, cost_time=0:00:01.222569 2021-04-14 23:19:59,116 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.06ms, fps=7246 images/s, loss=0.3672, top1-acc=87.73%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:59.116901, cost_time=0:00:01.543097 2021-04-14 23:19:59,202 INFO : Epoch=0116 complete, best val top1-acc=88.64%, top5-acc=99.64% (epoch=108), remaining_time=0:29:03.297444, arrival_time=2021-04-14 23:49:02.500185, cost_time=0:40:07.410810 2021-04-14 23:19:59,204 INFO : Train start, epoch=0117, lr=0.037566 2021-04-14 23:20:00,404 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.98ms, fps=2133 images/s, loss=0.1890, top1-acc=93.24%, top5-acc=99.88%, remaining_time=0:00:22.321116, arrival_time=2021-04-14 23:20:22.725348, cost_time=0:00:01.200063 2021-04-14 23:20:01,367 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.89ms, fps=2659 images/s, loss=0.1990, top1-acc=93.01%, top5-acc=99.80%, remaining_time=0:00:19.038976, arrival_time=2021-04-14 23:20:20.406665, cost_time=0:00:02.163526 2021-04-14 23:20:02,333 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.58ms, fps=2652 images/s, loss=0.2008, top1-acc=92.97%, top5-acc=99.84%, remaining_time=0:00:17.315460, arrival_time=2021-04-14 23:20:19.648834, cost_time=0:00:03.129287 2021-04-14 23:20:03,295 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.58ms, fps=2662 images/s, loss=0.1968, top1-acc=93.00%, top5-acc=99.86%, remaining_time=0:00:15.955680, arrival_time=2021-04-14 23:20:19.251016, cost_time=0:00:04.091182 2021-04-14 23:20:04,280 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.33ms, fps=2600 images/s, loss=0.1906, top1-acc=93.27%, top5-acc=99.88%, remaining_time=0:00:14.822504, arrival_time=2021-04-14 23:20:19.102848, cost_time=0:00:05.076211 2021-04-14 23:20:05,255 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.26ms, fps=2626 images/s, loss=0.1919, top1-acc=93.27%, top5-acc=99.88%, remaining_time=0:00:13.717368, arrival_time=2021-04-14 23:20:18.973218, cost_time=0:00:06.051770 2021-04-14 23:20:06,221 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.37ms, fps=2653 images/s, loss=0.1899, top1-acc=93.33%, top5-acc=99.88%, remaining_time=0:00:12.630744, arrival_time=2021-04-14 23:20:18.851951, cost_time=0:00:07.017052 2021-04-14 23:20:07,194 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.59ms, fps=2632 images/s, loss=0.1900, top1-acc=93.33%, top5-acc=99.89%, remaining_time=0:00:11.585848, arrival_time=2021-04-14 23:20:18.780242, cost_time=0:00:07.990226 2021-04-14 23:20:08,160 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.64ms, fps=2652 images/s, loss=0.1888, top1-acc=93.44%, top5-acc=99.90%, remaining_time=0:00:10.548272, arrival_time=2021-04-14 23:20:18.708503, cost_time=0:00:08.956092 2021-04-14 23:20:09,126 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.32ms, fps=2651 images/s, loss=0.1901, top1-acc=93.38%, top5-acc=99.89%, remaining_time=0:00:09.525408, arrival_time=2021-04-14 23:20:18.651814, cost_time=0:00:09.922330 2021-04-14 23:20:10,094 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.43ms, fps=2645 images/s, loss=0.1902, top1-acc=93.39%, top5-acc=99.90%, remaining_time=0:00:08.514430, arrival_time=2021-04-14 23:20:18.609135, cost_time=0:00:10.890578 2021-04-14 23:20:11,070 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.66ms, fps=2624 images/s, loss=0.1893, top1-acc=93.38%, top5-acc=99.90%, remaining_time=0:00:07.515564, arrival_time=2021-04-14 23:20:18.586345, cost_time=0:00:11.866665 2021-04-14 23:20:12,038 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.41ms, fps=2648 images/s, loss=0.1878, top1-acc=93.46%, top5-acc=99.90%, remaining_time=0:00:06.515652, arrival_time=2021-04-14 23:20:18.553622, cost_time=0:00:12.833864 2021-04-14 23:20:13,005 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.91ms, fps=2647 images/s, loss=0.1887, top1-acc=93.39%, top5-acc=99.91%, remaining_time=0:00:05.520592, arrival_time=2021-04-14 23:20:18.526140, cost_time=0:00:13.801434 2021-04-14 23:20:13,979 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.41ms, fps=2630 images/s, loss=0.1890, top1-acc=93.40%, top5-acc=99.90%, remaining_time=0:00:04.531138, arrival_time=2021-04-14 23:20:18.510857, cost_time=0:00:14.775481 2021-04-14 23:20:14,945 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.31ms, fps=2652 images/s, loss=0.1915, top1-acc=93.33%, top5-acc=99.90%, remaining_time=0:00:03.541860, arrival_time=2021-04-14 23:20:18.487603, cost_time=0:00:15.741668 2021-04-14 23:20:15,917 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.38ms, fps=2637 images/s, loss=0.1907, top1-acc=93.37%, top5-acc=99.90%, remaining_time=0:00:02.556086, arrival_time=2021-04-14 23:20:18.473163, cost_time=0:00:16.712911 2021-04-14 23:20:16,887 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.99ms, fps=2641 images/s, loss=0.1900, top1-acc=93.35%, top5-acc=99.90%, remaining_time=0:00:01.571808, arrival_time=2021-04-14 23:20:18.458765, cost_time=0:00:17.682885 2021-04-14 23:20:17,851 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.17ms, fps=2656 images/s, loss=0.1902, top1-acc=93.36%, top5-acc=99.91%, remaining_time=0:00:00.588858, arrival_time=2021-04-14 23:20:18.440017, cost_time=0:00:18.647078 2021-04-14 23:20:18,396 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.35ms, fps=2495 images/s, loss=0.1905, top1-acc=93.37%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:18.396671, cost_time=0:00:19.192594 2021-04-14 23:20:18,881 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=0.27ms, fps=5300 images/s, loss=0.4192, top1-acc=86.25%, top5-acc=99.57%, remaining_time=0:00:01.449000, arrival_time=2021-04-14 23:20:20.330504, cost_time=0:00:00.483000 2021-04-14 23:20:19,218 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=2.12ms, fps=7610 images/s, loss=0.4276, top1-acc=86.04%, top5-acc=99.63%, remaining_time=0:00:00.819860, arrival_time=2021-04-14 23:20:20.038210, cost_time=0:00:00.819862 2021-04-14 23:20:19,553 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=0.27ms, fps=7655 images/s, loss=0.4171, top1-acc=86.45%, top5-acc=99.64%, remaining_time=0:00:00.384910, arrival_time=2021-04-14 23:20:19.938094, cost_time=0:00:01.154729 2021-04-14 23:20:19,857 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.06ms, fps=7633 images/s, loss=0.4114, top1-acc=86.93%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:19.857437, cost_time=0:00:01.459006 2021-04-14 23:20:19,998 INFO : Epoch=0117 complete, best val top1-acc=88.64%, top5-acc=99.64% (epoch=108), remaining_time=0:28:42.573534, arrival_time=2021-04-14 23:49:02.571523, cost_time=0:40:28.206059 2021-04-14 23:20:19,999 INFO : Train start, epoch=0118, lr=0.036806 2021-04-14 23:20:21,174 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=0.19ms, fps=2179 images/s, loss=0.1861, top1-acc=93.36%, top5-acc=99.88%, remaining_time=0:00:21.856116, arrival_time=2021-04-14 23:20:43.030483, cost_time=0:00:01.175062 2021-04-14 23:20:22,137 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.45ms, fps=2659 images/s, loss=0.1790, top1-acc=93.55%, top5-acc=99.90%, remaining_time=0:00:18.814928, arrival_time=2021-04-14 23:20:40.952439, cost_time=0:00:02.138053 2021-04-14 23:20:23,114 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.38ms, fps=2622 images/s, loss=0.1776, top1-acc=93.53%, top5-acc=99.92%, remaining_time=0:00:17.236112, arrival_time=2021-04-14 23:20:40.350394, cost_time=0:00:03.114955 2021-04-14 23:20:24,089 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.86ms, fps=2627 images/s, loss=0.1813, top1-acc=93.44%, top5-acc=99.93%, remaining_time=0:00:15.951156, arrival_time=2021-04-14 23:20:40.040572, cost_time=0:00:04.090027 2021-04-14 23:20:25,072 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=2.30ms, fps=2605 images/s, loss=0.1790, top1-acc=93.57%, top5-acc=99.94%, remaining_time=0:00:14.814328, arrival_time=2021-04-14 23:20:39.887050, cost_time=0:00:05.073397 2021-04-14 23:20:26,044 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.91ms, fps=2635 images/s, loss=0.1809, top1-acc=93.54%, top5-acc=99.92%, remaining_time=0:00:13.702952, arrival_time=2021-04-14 23:20:39.747679, cost_time=0:00:06.045426 2021-04-14 23:20:27,011 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.71ms, fps=2649 images/s, loss=0.1797, top1-acc=93.59%, top5-acc=99.93%, remaining_time=0:00:12.621924, arrival_time=2021-04-14 23:20:39.633381, cost_time=0:00:07.012157 2021-04-14 23:20:27,976 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.36ms, fps=2654 images/s, loss=0.1792, top1-acc=93.65%, top5-acc=99.93%, remaining_time=0:00:11.566940, arrival_time=2021-04-14 23:20:39.543599, cost_time=0:00:07.977197 2021-04-14 23:20:28,961 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=6.20ms, fps=2602 images/s, loss=0.1812, top1-acc=93.55%, top5-acc=99.93%, remaining_time=0:00:10.555056, arrival_time=2021-04-14 23:20:39.516258, cost_time=0:00:08.961872 2021-04-14 23:20:29,924 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.39ms, fps=2660 images/s, loss=0.1816, top1-acc=93.52%, top5-acc=99.92%, remaining_time=0:00:09.527616, arrival_time=2021-04-14 23:20:39.451565, cost_time=0:00:09.924581 2021-04-14 23:20:30,897 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.51ms, fps=2630 images/s, loss=0.1830, top1-acc=93.45%, top5-acc=99.93%, remaining_time=0:00:08.520536, arrival_time=2021-04-14 23:20:39.418325, cost_time=0:00:10.898389 2021-04-14 23:20:31,860 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=2.06ms, fps=2661 images/s, loss=0.1844, top1-acc=93.41%, top5-acc=99.93%, remaining_time=0:00:07.511916, arrival_time=2021-04-14 23:20:39.372262, cost_time=0:00:11.860947 2021-04-14 23:20:32,824 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.39ms, fps=2658 images/s, loss=0.1863, top1-acc=93.37%, top5-acc=99.92%, remaining_time=0:00:06.511032, arrival_time=2021-04-14 23:20:39.335142, cost_time=0:00:12.824793 2021-04-14 23:20:33,796 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.32ms, fps=2635 images/s, loss=0.1859, top1-acc=93.41%, top5-acc=99.92%, remaining_time=0:00:05.518688, arrival_time=2021-04-14 23:20:39.314711, cost_time=0:00:13.796710 2021-04-14 23:20:34,764 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.42ms, fps=2646 images/s, loss=0.1854, top1-acc=93.45%, top5-acc=99.92%, remaining_time=0:00:04.527826, arrival_time=2021-04-14 23:20:39.291829, cost_time=0:00:14.764687 2021-04-14 23:20:35,732 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.56ms, fps=2644 images/s, loss=0.1859, top1-acc=93.43%, top5-acc=99.92%, remaining_time=0:00:03.539952, arrival_time=2021-04-14 23:20:39.272552, cost_time=0:00:15.733200 2021-04-14 23:20:36,696 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.32ms, fps=2656 images/s, loss=0.1852, top1-acc=93.47%, top5-acc=99.93%, remaining_time=0:00:02.553720, arrival_time=2021-04-14 23:20:39.250501, cost_time=0:00:16.697464 2021-04-14 23:20:37,657 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.34ms, fps=2667 images/s, loss=0.1862, top1-acc=93.44%, top5-acc=99.93%, remaining_time=0:00:01.569584, arrival_time=2021-04-14 23:20:39.226664, cost_time=0:00:17.657749 2021-04-14 23:20:38,627 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.30ms, fps=2638 images/s, loss=0.1858, top1-acc=93.47%, top5-acc=99.93%, remaining_time=0:00:00.588270, arrival_time=2021-04-14 23:20:39.216213, cost_time=0:00:18.628637 2021-04-14 23:20:39,169 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.13ms, fps=2511 images/s, loss=0.1861, top1-acc=93.49%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:39.169923, cost_time=0:00:19.170613 2021-04-14 23:20:39,636 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=15.33ms, fps=5523 images/s, loss=0.3299, top1-acc=89.45%, top5-acc=99.49%, remaining_time=0:00:01.390620, arrival_time=2021-04-14 23:20:41.026721, cost_time=0:00:00.463538 2021-04-14 23:20:39,962 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=0.27ms, fps=7859 images/s, loss=0.3352, top1-acc=89.02%, top5-acc=99.55%, remaining_time=0:00:00.789620, arrival_time=2021-04-14 23:20:40.751816, cost_time=0:00:00.789628 2021-04-14 23:20:40,295 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=6.14ms, fps=7690 images/s, loss=0.3474, top1-acc=88.82%, top5-acc=99.56%, remaining_time=0:00:00.374290, arrival_time=2021-04-14 23:20:40.669724, cost_time=0:00:01.122874 2021-04-14 23:20:40,597 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.05ms, fps=7696 images/s, loss=0.3441, top1-acc=88.80%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:40.597199, cost_time=0:00:01.424656 2021-04-14 23:20:40,855 INFO : Epoch=0118 complete, best val top1-acc=88.80%, top5-acc=99.54% (epoch=118), remaining_time=0:28:21.891386, arrival_time=2021-04-14 23:49:02.746535, cost_time=0:40:49.063211 2021-04-14 23:20:40,856 INFO : Train start, epoch=0119, lr=0.036050 2021-04-14 23:20:42,024 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=0.21ms, fps=2192 images/s, loss=0.1926, top1-acc=93.55%, top5-acc=99.92%, remaining_time=0:00:21.723684, arrival_time=2021-04-14 23:21:03.748187, cost_time=0:00:01.167938 2021-04-14 23:20:42,986 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.33ms, fps=2661 images/s, loss=0.1864, top1-acc=93.48%, top5-acc=99.94%, remaining_time=0:00:18.746288, arrival_time=2021-04-14 23:21:01.733181, cost_time=0:00:02.130265 2021-04-14 23:20:43,949 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.51ms, fps=2661 images/s, loss=0.1839, top1-acc=93.48%, top5-acc=99.96%, remaining_time=0:00:17.113272, arrival_time=2021-04-14 23:21:01.062661, cost_time=0:00:03.092773 2021-04-14 23:20:44,920 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.46ms, fps=2638 images/s, loss=0.1833, top1-acc=93.48%, top5-acc=99.93%, remaining_time=0:00:15.848352, arrival_time=2021-04-14 23:21:00.768597, cost_time=0:00:04.063680 2021-04-14 23:20:45,882 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.37ms, fps=2661 images/s, loss=0.1798, top1-acc=93.62%, top5-acc=99.93%, remaining_time=0:00:14.676066, arrival_time=2021-04-14 23:21:00.558691, cost_time=0:00:05.026067 2021-04-14 23:20:46,852 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.37ms, fps=2640 images/s, loss=0.1775, top1-acc=93.76%, top5-acc=99.92%, remaining_time=0:00:13.591160, arrival_time=2021-04-14 23:21:00.443795, cost_time=0:00:05.996092 2021-04-14 23:20:47,814 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.81ms, fps=2662 images/s, loss=0.1777, top1-acc=93.83%, top5-acc=99.91%, remaining_time=0:00:12.524778, arrival_time=2021-04-14 23:21:00.339522, cost_time=0:00:06.958207 2021-04-14 23:20:48,789 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.34ms, fps=2628 images/s, loss=0.1754, top1-acc=93.85%, top5-acc=99.91%, remaining_time=0:00:11.502444, arrival_time=2021-04-14 23:21:00.291738, cost_time=0:00:07.932743 2021-04-14 23:20:49,759 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.84ms, fps=2640 images/s, loss=0.1749, top1-acc=93.88%, top5-acc=99.92%, remaining_time=0:00:10.485626, arrival_time=2021-04-14 23:21:00.245106, cost_time=0:00:08.902928 2021-04-14 23:20:50,733 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=2.50ms, fps=2629 images/s, loss=0.1757, top1-acc=93.84%, top5-acc=99.92%, remaining_time=0:00:09.481920, arrival_time=2021-04-14 23:21:00.215523, cost_time=0:00:09.877049 2021-04-14 23:20:51,712 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=2.15ms, fps=2616 images/s, loss=0.1758, top1-acc=93.86%, top5-acc=99.92%, remaining_time=0:00:08.487340, arrival_time=2021-04-14 23:21:00.199858, cost_time=0:00:10.855905 2021-04-14 23:20:52,685 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.73ms, fps=2633 images/s, loss=0.1773, top1-acc=93.78%, top5-acc=99.92%, remaining_time=0:00:07.491548, arrival_time=2021-04-14 23:21:00.176833, cost_time=0:00:11.828745 2021-04-14 23:20:53,654 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.53ms, fps=2642 images/s, loss=0.1783, top1-acc=93.73%, top5-acc=99.92%, remaining_time=0:00:06.497436, arrival_time=2021-04-14 23:21:00.152020, cost_time=0:00:12.798026 2021-04-14 23:20:54,625 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.42ms, fps=2639 images/s, loss=0.1794, top1-acc=93.69%, top5-acc=99.92%, remaining_time=0:00:05.507432, arrival_time=2021-04-14 23:21:00.132531, cost_time=0:00:13.768546 2021-04-14 23:20:55,595 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.65ms, fps=2639 images/s, loss=0.1802, top1-acc=93.68%, top5-acc=99.92%, remaining_time=0:00:04.519914, arrival_time=2021-04-14 23:21:00.115377, cost_time=0:00:14.738906 2021-04-14 23:20:56,559 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.42ms, fps=2657 images/s, loss=0.1810, top1-acc=93.68%, top5-acc=99.92%, remaining_time=0:00:03.533148, arrival_time=2021-04-14 23:21:00.092696, cost_time=0:00:15.702897 2021-04-14 23:20:57,530 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.40ms, fps=2637 images/s, loss=0.1822, top1-acc=93.67%, top5-acc=99.92%, remaining_time=0:00:02.550184, arrival_time=2021-04-14 23:21:00.080989, cost_time=0:00:16.674263 2021-04-14 23:20:58,502 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=2.05ms, fps=2636 images/s, loss=0.1826, top1-acc=93.68%, top5-acc=99.92%, remaining_time=0:00:01.568512, arrival_time=2021-04-14 23:21:00.070827, cost_time=0:00:17.645765 2021-04-14 23:20:59,465 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.19ms, fps=2658 images/s, loss=0.1841, top1-acc=93.62%, top5-acc=99.93%, remaining_time=0:00:00.587664, arrival_time=2021-04-14 23:21:00.053557, cost_time=0:00:18.609354 2021-04-14 23:21:00,013 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.13ms, fps=2486 images/s, loss=0.1850, top1-acc=93.61%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 23:21:00.013666, cost_time=0:00:19.156639 2021-04-14 23:21:00,466 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.22ms, fps=5705 images/s, loss=0.3495, top1-acc=88.91%, top5-acc=99.84%, remaining_time=0:00:01.346130, arrival_time=2021-04-14 23:21:01.812856, cost_time=0:00:00.448714 2021-04-14 23:21:00,800 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=0.40ms, fps=7688 images/s, loss=0.3600, top1-acc=87.95%, top5-acc=99.77%, remaining_time=0:00:00.782080, arrival_time=2021-04-14 23:21:01.582180, cost_time=0:00:00.782073 2021-04-14 23:21:01,150 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=7.54ms, fps=7322 images/s, loss=0.3726, top1-acc=87.72%, top5-acc=99.74%, remaining_time=0:00:00.377360, arrival_time=2021-04-14 23:21:01.527454, cost_time=0:00:01.132089 2021-04-14 23:21:01,452 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.05ms, fps=7684 images/s, loss=0.3739, top1-acc=87.63%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:21:01.452321, cost_time=0:00:01.434332 2021-04-14 23:21:01,583 INFO : Epoch=0119 complete, best val top1-acc=88.80%, top5-acc=99.54% (epoch=118), remaining_time=0:28:01.118712, arrival_time=2021-04-14 23:49:02.702332, cost_time=0:41:09.791687 2021-04-14 23:21:01,584 INFO : Train start, epoch=0120, lr=0.035298 2021-04-14 23:21:02,738 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=0.18ms, fps=2220 images/s, loss=0.1639, top1-acc=94.45%, top5-acc=99.96%, remaining_time=0:00:21.453054, arrival_time=2021-04-14 23:21:24.191415, cost_time=0:00:01.153391 2021-04-14 23:21:03,698 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.27ms, fps=2667 images/s, loss=0.1642, top1-acc=94.34%, top5-acc=99.94%, remaining_time=0:00:18.598272, arrival_time=2021-04-14 23:21:22.296693, cost_time=0:00:02.113445 2021-04-14 23:21:04,661 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.57ms, fps=2661 images/s, loss=0.1644, top1-acc=94.47%, top5-acc=99.96%, remaining_time=0:00:17.020312, arrival_time=2021-04-14 23:21:21.681349, cost_time=0:00:03.075970 2021-04-14 23:21:05,621 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.37ms, fps=2666 images/s, loss=0.1669, top1-acc=94.37%, top5-acc=99.96%, remaining_time=0:00:15.743676, arrival_time=2021-04-14 23:21:21.365510, cost_time=0:00:04.036852 2021-04-14 23:21:06,587 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.24ms, fps=2653 images/s, loss=0.1688, top1-acc=94.27%, top5-acc=99.96%, remaining_time=0:00:14.606278, arrival_time=2021-04-14 23:21:21.193533, cost_time=0:00:05.002165 2021-04-14 23:21:07,551 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.52ms, fps=2656 images/s, loss=0.1691, top1-acc=94.23%, top5-acc=99.97%, remaining_time=0:00:13.524520, arrival_time=2021-04-14 23:21:21.076228, cost_time=0:00:05.966724 2021-04-14 23:21:08,518 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.34ms, fps=2648 images/s, loss=0.1685, top1-acc=94.21%, top5-acc=99.96%, remaining_time=0:00:12.480930, arrival_time=2021-04-14 23:21:20.999763, cost_time=0:00:06.933855 2021-04-14 23:21:09,485 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.33ms, fps=2649 images/s, loss=0.1670, top1-acc=94.24%, top5-acc=99.96%, remaining_time=0:00:11.455696, arrival_time=2021-04-14 23:21:20.941158, cost_time=0:00:07.900485 2021-04-14 23:21:10,473 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.50ms, fps=2592 images/s, loss=0.1678, top1-acc=94.24%, top5-acc=99.95%, remaining_time=0:00:10.468666, arrival_time=2021-04-14 23:21:20.942198, cost_time=0:00:08.888486 2021-04-14 23:21:11,454 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.31ms, fps=2611 images/s, loss=0.1672, top1-acc=94.25%, top5-acc=99.95%, remaining_time=0:00:09.474816, arrival_time=2021-04-14 23:21:20.929387, cost_time=0:00:09.869580 2021-04-14 23:21:12,425 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.36ms, fps=2637 images/s, loss=0.1674, top1-acc=94.21%, top5-acc=99.95%, remaining_time=0:00:08.475472, arrival_time=2021-04-14 23:21:20.901123, cost_time=0:00:10.840682 2021-04-14 23:21:13,387 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.31ms, fps=2661 images/s, loss=0.1684, top1-acc=94.14%, top5-acc=99.95%, remaining_time=0:00:07.475208, arrival_time=2021-04-14 23:21:20.863099, cost_time=0:00:11.802903 2021-04-14 23:21:14,357 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.61ms, fps=2642 images/s, loss=0.1715, top1-acc=94.04%, top5-acc=99.94%, remaining_time=0:00:06.484368, arrival_time=2021-04-14 23:21:20.841618, cost_time=0:00:12.772200 2021-04-14 23:21:15,326 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.43ms, fps=2644 images/s, loss=0.1741, top1-acc=93.98%, top5-acc=99.94%, remaining_time=0:00:05.496456, arrival_time=2021-04-14 23:21:20.822543, cost_time=0:00:13.741110 2021-04-14 23:21:16,287 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.37ms, fps=2664 images/s, loss=0.1736, top1-acc=93.96%, top5-acc=99.93%, remaining_time=0:00:04.508782, arrival_time=2021-04-14 23:21:20.796348, cost_time=0:00:14.702586 2021-04-14 23:21:17,250 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.32ms, fps=2659 images/s, loss=0.1761, top1-acc=93.86%, top5-acc=99.93%, remaining_time=0:00:03.524796, arrival_time=2021-04-14 23:21:20.775649, cost_time=0:00:15.665781 2021-04-14 23:21:18,216 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.53ms, fps=2652 images/s, loss=0.1768, top1-acc=93.83%, top5-acc=99.93%, remaining_time=0:00:02.543658, arrival_time=2021-04-14 23:21:20.760182, cost_time=0:00:16.631537 2021-04-14 23:21:19,178 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.26ms, fps=2663 images/s, loss=0.1777, top1-acc=93.78%, top5-acc=99.92%, remaining_time=0:00:01.563840, arrival_time=2021-04-14 23:21:20.742091, cost_time=0:00:17.593251 2021-04-14 23:21:20,142 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.06ms, fps=2656 images/s, loss=0.1787, top1-acc=93.77%, top5-acc=99.92%, remaining_time=0:00:00.586032, arrival_time=2021-04-14 23:21:20.728603, cost_time=0:00:18.557596 2021-04-14 23:21:20,683 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.19ms, fps=2514 images/s, loss=0.1791, top1-acc=93.76%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-14 23:21:20.683845, cost_time=0:00:19.098878 2021-04-14 23:21:21,132 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=5.05ms, fps=5723 images/s, loss=0.4035, top1-acc=87.07%, top5-acc=99.57%, remaining_time=0:00:01.342020, arrival_time=2021-04-14 23:21:22.474872, cost_time=0:00:00.447343 2021-04-14 23:21:21,466 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.93ms, fps=7678 images/s, loss=0.4035, top1-acc=87.29%, top5-acc=99.45%, remaining_time=0:00:00.781060, arrival_time=2021-04-14 23:21:22.247679, cost_time=0:00:00.781064 2021-04-14 23:21:21,801 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.82ms, fps=7650 images/s, loss=0.4087, top1-acc=87.37%, top5-acc=99.44%, remaining_time=0:00:00.372060, arrival_time=2021-04-14 23:21:22.173820, cost_time=0:00:01.116180 2021-04-14 23:21:22,109 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.06ms, fps=7555 images/s, loss=0.4094, top1-acc=87.45%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-14 23:21:22.109300, cost_time=0:00:01.423810 2021-04-14 23:21:22,202 INFO : Epoch=0120 complete, best val top1-acc=88.80%, top5-acc=99.54% (epoch=118), remaining_time=0:27:40.273520, arrival_time=2021-04-14 23:49:02.475687, cost_time=0:41:30.410239 2021-04-14 23:21:22,203 INFO : Train start, epoch=0121, lr=0.034549 2021-04-14 23:21:23,341 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.29ms, fps=2250 images/s, loss=0.1592, top1-acc=95.12%, top5-acc=99.92%, remaining_time=0:00:21.162336, arrival_time=2021-04-14 23:21:44.503539, cost_time=0:00:01.137755 2021-04-14 23:21:24,307 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.48ms, fps=2651 images/s, loss=0.1560, top1-acc=95.10%, top5-acc=99.94%, remaining_time=0:00:18.512208, arrival_time=2021-04-14 23:21:42.819321, cost_time=0:00:02.103669 2021-04-14 23:21:25,267 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.54ms, fps=2667 images/s, loss=0.1528, top1-acc=94.93%, top5-acc=99.96%, remaining_time=0:00:16.953248, arrival_time=2021-04-14 23:21:42.220515, cost_time=0:00:03.063831 2021-04-14 23:21:26,231 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.39ms, fps=2656 images/s, loss=0.1591, top1-acc=94.52%, top5-acc=99.95%, remaining_time=0:00:15.709200, arrival_time=2021-04-14 23:21:41.940632, cost_time=0:00:04.027990 2021-04-14 23:21:27,204 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.49ms, fps=2631 images/s, loss=0.1610, top1-acc=94.45%, top5-acc=99.95%, remaining_time=0:00:14.604380, arrival_time=2021-04-14 23:21:41.809309, cost_time=0:00:05.001489 2021-04-14 23:21:28,170 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.32ms, fps=2651 images/s, loss=0.1624, top1-acc=94.39%, top5-acc=99.93%, remaining_time=0:00:13.526152, arrival_time=2021-04-14 23:21:41.697040, cost_time=0:00:05.967444 2021-04-14 23:21:29,134 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.27ms, fps=2657 images/s, loss=0.1652, top1-acc=94.32%, top5-acc=99.93%, remaining_time=0:00:12.476520, arrival_time=2021-04-14 23:21:41.611353, cost_time=0:00:06.931383 2021-04-14 23:21:30,105 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.45ms, fps=2637 images/s, loss=0.1654, top1-acc=94.28%, top5-acc=99.93%, remaining_time=0:00:11.458480, arrival_time=2021-04-14 23:21:41.564338, cost_time=0:00:07.902417 2021-04-14 23:21:31,076 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.55ms, fps=2639 images/s, loss=0.1650, top1-acc=94.28%, top5-acc=99.94%, remaining_time=0:00:10.450222, arrival_time=2021-04-14 23:21:41.526623, cost_time=0:00:08.872873 2021-04-14 23:21:32,059 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=2.27ms, fps=2607 images/s, loss=0.1667, top1-acc=94.19%, top5-acc=99.93%, remaining_time=0:00:09.461280, arrival_time=2021-04-14 23:21:41.520314, cost_time=0:00:09.855536 2021-04-14 23:21:33,044 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.51ms, fps=2598 images/s, loss=0.1669, top1-acc=94.19%, top5-acc=99.93%, remaining_time=0:00:08.475902, arrival_time=2021-04-14 23:21:41.520617, cost_time=0:00:10.841276 2021-04-14 23:21:34,028 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.89ms, fps=2605 images/s, loss=0.1671, top1-acc=94.16%, top5-acc=99.93%, remaining_time=0:00:07.488888, arrival_time=2021-04-14 23:21:41.516917, cost_time=0:00:11.824580 2021-04-14 23:21:34,999 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.81ms, fps=2636 images/s, loss=0.1678, top1-acc=94.12%, top5-acc=99.94%, remaining_time=0:00:06.496446, arrival_time=2021-04-14 23:21:41.495875, cost_time=0:00:12.795978 2021-04-14 23:21:35,962 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.32ms, fps=2661 images/s, loss=0.1683, top1-acc=94.08%, top5-acc=99.93%, remaining_time=0:00:05.503456, arrival_time=2021-04-14 23:21:41.465457, cost_time=0:00:13.758574 2021-04-14 23:21:36,932 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=2.66ms, fps=2638 images/s, loss=0.1695, top1-acc=94.05%, top5-acc=99.93%, remaining_time=0:00:04.516970, arrival_time=2021-04-14 23:21:41.449727, cost_time=0:00:14.729251 2021-04-14 23:21:37,904 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.29ms, fps=2635 images/s, loss=0.1696, top1-acc=94.05%, top5-acc=99.92%, remaining_time=0:00:03.532752, arrival_time=2021-04-14 23:21:41.437402, cost_time=0:00:15.701167 2021-04-14 23:21:38,867 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.41ms, fps=2660 images/s, loss=0.1713, top1-acc=93.98%, top5-acc=99.92%, remaining_time=0:00:02.548650, arrival_time=2021-04-14 23:21:41.416273, cost_time=0:00:16.664185 2021-04-14 23:21:39,833 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.45ms, fps=2653 images/s, loss=0.1724, top1-acc=93.96%, top5-acc=99.92%, remaining_time=0:00:01.567072, arrival_time=2021-04-14 23:21:41.400118, cost_time=0:00:17.629608 2021-04-14 23:21:40,796 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.14ms, fps=2660 images/s, loss=0.1729, top1-acc=93.94%, top5-acc=99.92%, remaining_time=0:00:00.587136, arrival_time=2021-04-14 23:21:41.383138, cost_time=0:00:18.592557 2021-04-14 23:21:41,338 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.26ms, fps=2511 images/s, loss=0.1724, top1-acc=93.94%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-14 23:21:41.338029, cost_time=0:00:19.134598 2021-04-14 23:21:41,887 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.20ms, fps=4669 images/s, loss=0.3680, top1-acc=88.09%, top5-acc=99.77%, remaining_time=0:00:01.644780, arrival_time=2021-04-14 23:21:43.532680, cost_time=0:00:00.548261 2021-04-14 23:21:42,216 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=0.20ms, fps=7795 images/s, loss=0.3836, top1-acc=87.71%, top5-acc=99.55%, remaining_time=0:00:00.877020, arrival_time=2021-04-14 23:21:43.093674, cost_time=0:00:00.877021 2021-04-14 23:21:42,553 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=0.19ms, fps=7615 images/s, loss=0.3766, top1-acc=87.92%, top5-acc=99.52%, remaining_time=0:00:00.404500, arrival_time=2021-04-14 23:21:42.957637, cost_time=0:00:01.213503 2021-04-14 23:21:42,857 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.07ms, fps=7630 images/s, loss=0.3766, top1-acc=88.16%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-14 23:21:42.857530, cost_time=0:00:01.517904 2021-04-14 23:21:42,956 INFO : Epoch=0121 complete, best val top1-acc=88.80%, top5-acc=99.54% (epoch=118), remaining_time=0:27:19.520338, arrival_time=2021-04-14 23:49:02.476290, cost_time=0:41:51.164003 2021-04-14 23:21:42,957 INFO : Train start, epoch=0122, lr=0.033804 2021-04-14 23:21:44,126 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=0.18ms, fps=2190 images/s, loss=0.1597, top1-acc=94.61%, top5-acc=99.96%, remaining_time=0:00:21.745818, arrival_time=2021-04-14 23:22:05.872624, cost_time=0:00:01.169131 2021-04-14 23:21:45,091 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.30ms, fps=2653 images/s, loss=0.1602, top1-acc=94.55%, top5-acc=99.98%, remaining_time=0:00:18.781664, arrival_time=2021-04-14 23:22:03.873610, cost_time=0:00:02.134273 2021-04-14 23:21:46,060 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.34ms, fps=2645 images/s, loss=0.1576, top1-acc=94.61%, top5-acc=99.97%, remaining_time=0:00:17.167886, arrival_time=2021-04-14 23:22:03.228189, cost_time=0:00:03.102622 2021-04-14 23:21:47,030 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.54ms, fps=2640 images/s, loss=0.1575, top1-acc=94.68%, top5-acc=99.96%, remaining_time=0:00:15.883140, arrival_time=2021-04-14 23:22:02.913534, cost_time=0:00:04.072595 2021-04-14 23:21:48,022 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=2.47ms, fps=2581 images/s, loss=0.1552, top1-acc=94.77%, top5-acc=99.95%, remaining_time=0:00:14.790092, arrival_time=2021-04-14 23:22:02.812961, cost_time=0:00:05.065096 2021-04-14 23:21:48,986 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.51ms, fps=2659 images/s, loss=0.1553, top1-acc=94.74%, top5-acc=99.95%, remaining_time=0:00:13.664328, arrival_time=2021-04-14 23:22:02.650391, cost_time=0:00:06.028378 2021-04-14 23:21:49,952 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.50ms, fps=2649 images/s, loss=0.1561, top1-acc=94.68%, top5-acc=99.95%, remaining_time=0:00:12.591306, arrival_time=2021-04-14 23:22:02.544142, cost_time=0:00:06.995161 2021-04-14 23:21:50,923 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.58ms, fps=2638 images/s, loss=0.1571, top1-acc=94.61%, top5-acc=99.96%, remaining_time=0:00:11.550700, arrival_time=2021-04-14 23:22:02.474334, cost_time=0:00:07.965964 2021-04-14 23:21:51,899 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.79ms, fps=2625 images/s, loss=0.1574, top1-acc=94.61%, top5-acc=99.96%, remaining_time=0:00:10.531100, arrival_time=2021-04-14 23:22:02.430354, cost_time=0:00:08.941484 2021-04-14 23:21:52,867 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.44ms, fps=2647 images/s, loss=0.1577, top1-acc=94.59%, top5-acc=99.96%, remaining_time=0:00:09.513024, arrival_time=2021-04-14 23:22:02.380116, cost_time=0:00:09.909371 2021-04-14 23:21:53,831 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.43ms, fps=2657 images/s, loss=0.1587, top1-acc=94.55%, top5-acc=99.96%, remaining_time=0:00:08.501014, arrival_time=2021-04-14 23:22:02.332127, cost_time=0:00:10.873437 2021-04-14 23:21:54,793 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.24ms, fps=2663 images/s, loss=0.1590, top1-acc=94.53%, top5-acc=99.96%, remaining_time=0:00:07.495652, arrival_time=2021-04-14 23:22:02.288612, cost_time=0:00:11.835254 2021-04-14 23:21:55,765 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.78ms, fps=2634 images/s, loss=0.1610, top1-acc=94.46%, top5-acc=99.95%, remaining_time=0:00:06.502254, arrival_time=2021-04-14 23:22:02.267452, cost_time=0:00:12.807531 2021-04-14 23:21:56,745 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.46ms, fps=2612 images/s, loss=0.1618, top1-acc=94.41%, top5-acc=99.95%, remaining_time=0:00:05.515272, arrival_time=2021-04-14 23:22:02.261096, cost_time=0:00:13.788143 2021-04-14 23:21:57,720 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.32ms, fps=2628 images/s, loss=0.1615, top1-acc=94.42%, top5-acc=99.96%, remaining_time=0:00:04.527274, arrival_time=2021-04-14 23:22:02.247753, cost_time=0:00:14.762798 2021-04-14 23:21:58,695 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.35ms, fps=2643 images/s, loss=0.1629, top1-acc=94.38%, top5-acc=99.95%, remaining_time=0:00:03.540852, arrival_time=2021-04-14 23:22:02.235817, cost_time=0:00:15.737125 2021-04-14 23:21:59,662 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.39ms, fps=2649 images/s, loss=0.1641, top1-acc=94.36%, top5-acc=99.94%, remaining_time=0:00:02.554786, arrival_time=2021-04-14 23:22:02.216891, cost_time=0:00:16.704441 2021-04-14 23:22:00,628 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.50ms, fps=2650 images/s, loss=0.1637, top1-acc=94.36%, top5-acc=99.94%, remaining_time=0:00:01.570736, arrival_time=2021-04-14 23:22:02.199252, cost_time=0:00:17.670834 2021-04-14 23:22:01,591 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.27ms, fps=2660 images/s, loss=0.1635, top1-acc=94.36%, top5-acc=99.94%, remaining_time=0:00:00.588432, arrival_time=2021-04-14 23:22:02.179880, cost_time=0:00:18.633773 2021-04-14 23:22:02,137 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=0.07ms, fps=2494 images/s, loss=0.1644, top1-acc=94.32%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:02.137022, cost_time=0:00:19.179360 2021-04-14 23:22:02,665 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=0.47ms, fps=4857 images/s, loss=0.3639, top1-acc=87.89%, top5-acc=99.69%, remaining_time=0:00:01.581180, arrival_time=2021-04-14 23:22:04.246921, cost_time=0:00:00.527061 2021-04-14 23:22:02,998 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=0.20ms, fps=7713 images/s, loss=0.3615, top1-acc=88.20%, top5-acc=99.59%, remaining_time=0:00:00.859400, arrival_time=2021-04-14 23:22:03.857438, cost_time=0:00:00.859406 2021-04-14 23:22:03,337 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=2.69ms, fps=7541 images/s, loss=0.3641, top1-acc=88.18%, top5-acc=99.57%, remaining_time=0:00:00.399740, arrival_time=2021-04-14 23:22:03.737607, cost_time=0:00:01.199213 2021-04-14 23:22:03,643 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.05ms, fps=7590 images/s, loss=0.3583, top1-acc=88.27%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:03.643860, cost_time=0:00:01.505243 2021-04-14 23:22:03,799 INFO : Epoch=0122 complete, best val top1-acc=88.80%, top5-acc=99.54% (epoch=118), remaining_time=0:26:58.824714, arrival_time=2021-04-14 23:49:02.624557, cost_time=0:42:12.007884 2021-04-14 23:22:03,801 INFO : Train start, epoch=0123, lr=0.033063 2021-04-14 23:22:04,936 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.36ms, fps=2256 images/s, loss=0.1631, top1-acc=94.22%, top5-acc=99.96%, remaining_time=0:00:21.108024, arrival_time=2021-04-14 23:22:26.044909, cost_time=0:00:01.134842 2021-04-14 23:22:05,904 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.37ms, fps=2648 images/s, loss=0.1608, top1-acc=94.34%, top5-acc=99.94%, remaining_time=0:00:18.496720, arrival_time=2021-04-14 23:22:24.400692, cost_time=0:00:02.101902 2021-04-14 23:22:06,874 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.27ms, fps=2639 images/s, loss=0.1608, top1-acc=94.45%, top5-acc=99.93%, remaining_time=0:00:17.000226, arrival_time=2021-04-14 23:22:23.874622, cost_time=0:00:03.072341 2021-04-14 23:22:07,834 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.23ms, fps=2668 images/s, loss=0.1614, top1-acc=94.50%, top5-acc=99.94%, remaining_time=0:00:15.725580, arrival_time=2021-04-14 23:22:23.559828, cost_time=0:00:04.032199 2021-04-14 23:22:08,803 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.69ms, fps=2642 images/s, loss=0.1605, top1-acc=94.51%, top5-acc=99.93%, remaining_time=0:00:14.603942, arrival_time=2021-04-14 23:22:23.407413, cost_time=0:00:05.001361 2021-04-14 23:22:09,768 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.33ms, fps=2654 images/s, loss=0.1607, top1-acc=94.49%, top5-acc=99.94%, remaining_time=0:00:13.523976, arrival_time=2021-04-14 23:22:23.292541, cost_time=0:00:05.966460 2021-04-14 23:22:10,735 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=2.18ms, fps=2650 images/s, loss=0.1590, top1-acc=94.49%, top5-acc=99.95%, remaining_time=0:00:12.479418, arrival_time=2021-04-14 23:22:23.214446, cost_time=0:00:06.932984 2021-04-14 23:22:11,701 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.52ms, fps=2650 images/s, loss=0.1612, top1-acc=94.43%, top5-acc=99.95%, remaining_time=0:00:11.453956, arrival_time=2021-04-14 23:22:23.155299, cost_time=0:00:07.899287 2021-04-14 23:22:12,667 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.44ms, fps=2651 images/s, loss=0.1628, top1-acc=94.44%, top5-acc=99.96%, remaining_time=0:00:10.441424, arrival_time=2021-04-14 23:22:23.108931, cost_time=0:00:08.865398 2021-04-14 23:22:13,636 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.36ms, fps=2643 images/s, loss=0.1641, top1-acc=94.37%, top5-acc=99.95%, remaining_time=0:00:09.441024, arrival_time=2021-04-14 23:22:23.077527, cost_time=0:00:09.834449 2021-04-14 23:22:14,620 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.38ms, fps=2604 images/s, loss=0.1646, top1-acc=94.33%, top5-acc=99.95%, remaining_time=0:00:08.457670, arrival_time=2021-04-14 23:22:23.077749, cost_time=0:00:10.817953 2021-04-14 23:22:15,586 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=2.53ms, fps=2649 images/s, loss=0.1656, top1-acc=94.25%, top5-acc=99.95%, remaining_time=0:00:07.463656, arrival_time=2021-04-14 23:22:23.050490, cost_time=0:00:11.784778 2021-04-14 23:22:16,553 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.34ms, fps=2649 images/s, loss=0.1682, top1-acc=94.19%, top5-acc=99.95%, remaining_time=0:00:06.473874, arrival_time=2021-04-14 23:22:23.027528, cost_time=0:00:12.751605 2021-04-14 23:22:17,526 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.84ms, fps=2632 images/s, loss=0.1676, top1-acc=94.19%, top5-acc=99.96%, remaining_time=0:00:05.489792, arrival_time=2021-04-14 23:22:23.016394, cost_time=0:00:13.724495 2021-04-14 23:22:18,513 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.43ms, fps=2596 images/s, loss=0.1682, top1-acc=94.18%, top5-acc=99.95%, remaining_time=0:00:04.511358, arrival_time=2021-04-14 23:22:23.024414, cost_time=0:00:14.710989 2021-04-14 23:22:19,476 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.35ms, fps=2658 images/s, loss=0.1687, top1-acc=94.15%, top5-acc=99.95%, remaining_time=0:00:03.526776, arrival_time=2021-04-14 23:22:23.003556, cost_time=0:00:15.674610 2021-04-14 23:22:20,449 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.40ms, fps=2634 images/s, loss=0.1688, top1-acc=94.12%, top5-acc=99.95%, remaining_time=0:00:02.546024, arrival_time=2021-04-14 23:22:22.995246, cost_time=0:00:16.647084 2021-04-14 23:22:21,410 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.36ms, fps=2665 images/s, loss=0.1691, top1-acc=94.08%, top5-acc=99.95%, remaining_time=0:00:01.565168, arrival_time=2021-04-14 23:22:22.975301, cost_time=0:00:17.608086 2021-04-14 23:22:22,378 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.11ms, fps=2644 images/s, loss=0.1699, top1-acc=94.05%, top5-acc=99.95%, remaining_time=0:00:00.586632, arrival_time=2021-04-14 23:22:22.965341, cost_time=0:00:18.576661 2021-04-14 23:22:22,921 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.15ms, fps=2506 images/s, loss=0.1702, top1-acc=94.05%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:22.921702, cost_time=0:00:19.119651 2021-04-14 23:22:23,445 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.20ms, fps=4906 images/s, loss=0.3389, top1-acc=88.59%, top5-acc=99.69%, remaining_time=0:00:01.565490, arrival_time=2021-04-14 23:22:25.010808, cost_time=0:00:00.521833 2021-04-14 23:22:23,841 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=0.20ms, fps=6467 images/s, loss=0.3438, top1-acc=88.52%, top5-acc=99.61%, remaining_time=0:00:00.918000, arrival_time=2021-04-14 23:22:24.759585, cost_time=0:00:00.918004 2021-04-14 23:22:24,172 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=2.16ms, fps=7759 images/s, loss=0.3453, top1-acc=88.70%, top5-acc=99.61%, remaining_time=0:00:00.416170, arrival_time=2021-04-14 23:22:24.588162, cost_time=0:00:01.248500 2021-04-14 23:22:24,479 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.05ms, fps=7553 images/s, loss=0.3504, top1-acc=88.45%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:24.479464, cost_time=0:00:01.555990 2021-04-14 23:22:24,612 INFO : Epoch=0123 complete, best val top1-acc=88.80%, top5-acc=99.54% (epoch=118), remaining_time=0:26:38.107434, arrival_time=2021-04-14 23:49:02.720312, cost_time=0:42:32.820946 2021-04-14 23:22:24,614 INFO : Train start, epoch=0124, lr=0.032326 2021-04-14 23:22:25,772 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.37ms, fps=2210 images/s, loss=0.1617, top1-acc=94.37%, top5-acc=99.96%, remaining_time=0:00:21.540846, arrival_time=2021-04-14 23:22:47.313297, cost_time=0:00:01.158111 2021-04-14 23:22:26,735 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.52ms, fps=2659 images/s, loss=0.1611, top1-acc=94.41%, top5-acc=99.92%, remaining_time=0:00:18.665856, arrival_time=2021-04-14 23:22:45.401320, cost_time=0:00:02.121130 2021-04-14 23:22:27,707 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.26ms, fps=2634 images/s, loss=0.1603, top1-acc=94.49%, top5-acc=99.93%, remaining_time=0:00:17.116094, arrival_time=2021-04-14 23:22:44.823701, cost_time=0:00:03.093269 2021-04-14 23:22:28,673 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.63ms, fps=2652 images/s, loss=0.1617, top1-acc=94.45%, top5-acc=99.93%, remaining_time=0:00:15.830256, arrival_time=2021-04-14 23:22:44.503637, cost_time=0:00:04.059031 2021-04-14 23:22:29,648 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=2.05ms, fps=2627 images/s, loss=0.1600, top1-acc=94.41%, top5-acc=99.95%, remaining_time=0:00:14.699280, arrival_time=2021-04-14 23:22:44.347639, cost_time=0:00:05.033995 2021-04-14 23:22:30,619 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.41ms, fps=2636 images/s, loss=0.1599, top1-acc=94.41%, top5-acc=99.95%, remaining_time=0:00:13.612240, arrival_time=2021-04-14 23:22:44.232119, cost_time=0:00:06.005418 2021-04-14 23:22:31,583 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.45ms, fps=2658 images/s, loss=0.1592, top1-acc=94.46%, top5-acc=99.94%, remaining_time=0:00:12.544560, arrival_time=2021-04-14 23:22:44.128131, cost_time=0:00:06.969229 2021-04-14 23:22:32,550 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.36ms, fps=2648 images/s, loss=0.1585, top1-acc=94.46%, top5-acc=99.94%, remaining_time=0:00:11.507780, arrival_time=2021-04-14 23:22:44.058554, cost_time=0:00:07.936417 2021-04-14 23:22:33,511 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.30ms, fps=2666 images/s, loss=0.1595, top1-acc=94.38%, top5-acc=99.95%, remaining_time=0:00:10.478948, arrival_time=2021-04-14 23:22:43.990494, cost_time=0:00:08.897203 2021-04-14 23:22:34,472 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.36ms, fps=2665 images/s, loss=0.1604, top1-acc=94.43%, top5-acc=99.95%, remaining_time=0:00:09.463872, arrival_time=2021-04-14 23:22:43.936462, cost_time=0:00:09.858231 2021-04-14 23:22:35,440 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.53ms, fps=2647 images/s, loss=0.1607, top1-acc=94.41%, top5-acc=99.95%, remaining_time=0:00:08.463776, arrival_time=2021-04-14 23:22:43.903848, cost_time=0:00:10.825734 2021-04-14 23:22:36,420 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.42ms, fps=2612 images/s, loss=0.1615, top1-acc=94.40%, top5-acc=99.94%, remaining_time=0:00:07.477260, arrival_time=2021-04-14 23:22:43.897799, cost_time=0:00:11.806183 2021-04-14 23:22:37,402 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.40ms, fps=2608 images/s, loss=0.1605, top1-acc=94.44%, top5-acc=99.95%, remaining_time=0:00:06.492420, arrival_time=2021-04-14 23:22:43.894924, cost_time=0:00:12.788160 2021-04-14 23:22:38,365 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.25ms, fps=2660 images/s, loss=0.1608, top1-acc=94.42%, top5-acc=99.95%, remaining_time=0:00:05.500376, arrival_time=2021-04-14 23:22:43.865629, cost_time=0:00:13.750913 2021-04-14 23:22:39,343 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.32ms, fps=2619 images/s, loss=0.1619, top1-acc=94.36%, top5-acc=99.95%, remaining_time=0:00:04.516832, arrival_time=2021-04-14 23:22:43.860214, cost_time=0:00:14.728874 2021-04-14 23:22:40,305 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.43ms, fps=2663 images/s, loss=0.1628, top1-acc=94.34%, top5-acc=99.96%, remaining_time=0:00:03.530484, arrival_time=2021-04-14 23:22:43.835904, cost_time=0:00:15.691083 2021-04-14 23:22:41,267 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.50ms, fps=2661 images/s, loss=0.1632, top1-acc=94.31%, top5-acc=99.95%, remaining_time=0:00:02.547012, arrival_time=2021-04-14 23:22:43.814812, cost_time=0:00:16.653457 2021-04-14 23:22:42,237 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.31ms, fps=2642 images/s, loss=0.1650, top1-acc=94.21%, top5-acc=99.95%, remaining_time=0:00:01.566480, arrival_time=2021-04-14 23:22:43.803647, cost_time=0:00:17.622819 2021-04-14 23:22:43,206 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.43ms, fps=2641 images/s, loss=0.1653, top1-acc=94.21%, top5-acc=99.95%, remaining_time=0:00:00.587136, arrival_time=2021-04-14 23:22:43.794065, cost_time=0:00:18.592588 2021-04-14 23:22:43,758 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.54ms, fps=2469 images/s, loss=0.1665, top1-acc=94.20%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:43.757997, cost_time=0:00:19.143650 2021-04-14 23:22:44,240 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=2.11ms, fps=5328 images/s, loss=0.3657, top1-acc=87.38%, top5-acc=99.80%, remaining_time=0:00:01.441350, arrival_time=2021-04-14 23:22:45.681616, cost_time=0:00:00.480450 2021-04-14 23:22:44,570 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=0.42ms, fps=7761 images/s, loss=0.3751, top1-acc=87.52%, top5-acc=99.80%, remaining_time=0:00:00.810640, arrival_time=2021-04-14 23:22:45.381093, cost_time=0:00:00.810637 2021-04-14 23:22:44,951 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=43.71ms, fps=6722 images/s, loss=0.3845, top1-acc=87.45%, top5-acc=99.78%, remaining_time=0:00:00.397280, arrival_time=2021-04-14 23:22:45.348983, cost_time=0:00:01.191827 2021-04-14 23:22:45,264 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.06ms, fps=7437 images/s, loss=0.3783, top1-acc=87.70%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:45.264141, cost_time=0:00:01.504339 2021-04-14 23:22:45,411 INFO : Epoch=0124 complete, best val top1-acc=88.80%, top5-acc=99.54% (epoch=118), remaining_time=0:26:17.379392, arrival_time=2021-04-14 23:49:02.790367, cost_time=0:42:53.619049 2021-04-14 23:22:45,412 INFO : Train start, epoch=0125, lr=0.031594 2021-04-14 23:22:46,544 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=2.07ms, fps=2261 images/s, loss=0.1772, top1-acc=93.71%, top5-acc=99.96%, remaining_time=0:00:21.060408, arrival_time=2021-04-14 23:23:07.605084, cost_time=0:00:01.132278 2021-04-14 23:22:47,510 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.29ms, fps=2653 images/s, loss=0.1704, top1-acc=93.96%, top5-acc=99.96%, remaining_time=0:00:18.462928, arrival_time=2021-04-14 23:23:05.973267, cost_time=0:00:02.098054 2021-04-14 23:22:48,472 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.55ms, fps=2661 images/s, loss=0.1639, top1-acc=94.37%, top5-acc=99.96%, remaining_time=0:00:16.934656, arrival_time=2021-04-14 23:23:05.407510, cost_time=0:00:03.060482 2021-04-14 23:22:49,444 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.54ms, fps=2636 images/s, loss=0.1598, top1-acc=94.44%, top5-acc=99.96%, remaining_time=0:00:15.725424, arrival_time=2021-04-14 23:23:05.169853, cost_time=0:00:04.032140 2021-04-14 23:22:50,410 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.63ms, fps=2652 images/s, loss=0.1591, top1-acc=94.49%, top5-acc=99.96%, remaining_time=0:00:14.593722, arrival_time=2021-04-14 23:23:05.003880, cost_time=0:00:04.997850 2021-04-14 23:22:51,374 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.34ms, fps=2656 images/s, loss=0.1581, top1-acc=94.39%, top5-acc=99.96%, remaining_time=0:00:13.513776, arrival_time=2021-04-14 23:23:04.888043, cost_time=0:00:05.961981 2021-04-14 23:22:52,337 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.32ms, fps=2660 images/s, loss=0.1575, top1-acc=94.36%, top5-acc=99.97%, remaining_time=0:00:12.464802, arrival_time=2021-04-14 23:23:04.802092, cost_time=0:00:06.924920 2021-04-14 23:22:53,298 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.39ms, fps=2664 images/s, loss=0.1561, top1-acc=94.48%, top5-acc=99.96%, remaining_time=0:00:11.435396, arrival_time=2021-04-14 23:23:04.734128, cost_time=0:00:07.886441 2021-04-14 23:22:54,263 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.31ms, fps=2656 images/s, loss=0.1557, top1-acc=94.52%, top5-acc=99.96%, remaining_time=0:00:10.424146, arrival_time=2021-04-14 23:23:04.687188, cost_time=0:00:08.850716 2021-04-14 23:22:55,225 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.30ms, fps=2660 images/s, loss=0.1565, top1-acc=94.50%, top5-acc=99.95%, remaining_time=0:00:09.421056, arrival_time=2021-04-14 23:23:04.646928, cost_time=0:00:09.813592 2021-04-14 23:22:56,187 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.27ms, fps=2663 images/s, loss=0.1562, top1-acc=94.54%, top5-acc=99.95%, remaining_time=0:00:08.424302, arrival_time=2021-04-14 23:23:04.611848, cost_time=0:00:10.775271 2021-04-14 23:22:57,157 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.28ms, fps=2639 images/s, loss=0.1591, top1-acc=94.42%, top5-acc=99.94%, remaining_time=0:00:07.438880, arrival_time=2021-04-14 23:23:04.596787, cost_time=0:00:11.745625 2021-04-14 23:22:58,134 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.65ms, fps=2621 images/s, loss=0.1595, top1-acc=94.41%, top5-acc=99.95%, remaining_time=0:00:06.459222, arrival_time=2021-04-14 23:23:04.594159, cost_time=0:00:12.722671 2021-04-14 23:22:59,099 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.45ms, fps=2655 images/s, loss=0.1594, top1-acc=94.44%, top5-acc=99.94%, remaining_time=0:00:05.474840, arrival_time=2021-04-14 23:23:04.574330, cost_time=0:00:13.687117 2021-04-14 23:23:00,061 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.38ms, fps=2663 images/s, loss=0.1604, top1-acc=94.40%, top5-acc=99.94%, remaining_time=0:00:04.492360, arrival_time=2021-04-14 23:23:04.553706, cost_time=0:00:14.649005 2021-04-14 23:23:01,035 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.90ms, fps=2629 images/s, loss=0.1603, top1-acc=94.41%, top5-acc=99.94%, remaining_time=0:00:03.515220, arrival_time=2021-04-14 23:23:04.550765, cost_time=0:00:15.623246 2021-04-14 23:23:02,000 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.46ms, fps=2655 images/s, loss=0.1610, top1-acc=94.37%, top5-acc=99.94%, remaining_time=0:00:02.536950, arrival_time=2021-04-14 23:23:04.536983, cost_time=0:00:16.587748 2021-04-14 23:23:02,974 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.37ms, fps=2629 images/s, loss=0.1616, top1-acc=94.36%, top5-acc=99.94%, remaining_time=0:00:01.561056, arrival_time=2021-04-14 23:23:04.535168, cost_time=0:00:17.561835 2021-04-14 23:23:03,956 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.24ms, fps=2607 images/s, loss=0.1619, top1-acc=94.35%, top5-acc=99.94%, remaining_time=0:00:00.585606, arrival_time=2021-04-14 23:23:04.542030, cost_time=0:00:18.544145 2021-04-14 23:23:04,498 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.15ms, fps=2512 images/s, loss=0.1625, top1-acc=94.34%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:04.498254, cost_time=0:00:19.085974 2021-04-14 23:23:04,973 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=3.41ms, fps=5411 images/s, loss=0.3729, top1-acc=88.09%, top5-acc=99.65%, remaining_time=0:00:01.419390, arrival_time=2021-04-14 23:23:06.392658, cost_time=0:00:00.473133 2021-04-14 23:23:05,300 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=3.04ms, fps=7821 images/s, loss=0.3664, top1-acc=88.14%, top5-acc=99.65%, remaining_time=0:00:00.800760, arrival_time=2021-04-14 23:23:06.101656, cost_time=0:00:00.800759 2021-04-14 23:23:05,630 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=2.91ms, fps=7781 images/s, loss=0.3693, top1-acc=87.97%, top5-acc=99.65%, remaining_time=0:00:00.376690, arrival_time=2021-04-14 23:23:06.006893, cost_time=0:00:01.130072 2021-04-14 23:23:05,938 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.06ms, fps=7528 images/s, loss=0.3616, top1-acc=88.18%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:05.938676, cost_time=0:00:01.438567 2021-04-14 23:23:06,076 INFO : Epoch=0125 complete, best val top1-acc=88.80%, top5-acc=99.54% (epoch=118), remaining_time=0:25:56.570700, arrival_time=2021-04-14 23:49:02.647113, cost_time=0:43:14.284478 2021-04-14 23:23:06,077 INFO : Train start, epoch=0126, lr=0.030866 2021-04-14 23:23:07,261 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.79ms, fps=2163 images/s, loss=0.1456, top1-acc=95.16%, top5-acc=100.00%, remaining_time=0:00:22.008822, arrival_time=2021-04-14 23:23:29.269828, cost_time=0:00:01.183274 2021-04-14 23:23:08,234 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.38ms, fps=2630 images/s, loss=0.1457, top1-acc=95.02%, top5-acc=99.96%, remaining_time=0:00:18.982128, arrival_time=2021-04-14 23:23:27.216912, cost_time=0:00:02.157054 2021-04-14 23:23:09,206 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.39ms, fps=2637 images/s, loss=0.1497, top1-acc=94.73%, top5-acc=99.96%, remaining_time=0:00:17.310314, arrival_time=2021-04-14 23:23:26.516467, cost_time=0:00:03.128380 2021-04-14 23:23:10,173 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.37ms, fps=2649 images/s, loss=0.1505, top1-acc=94.74%, top5-acc=99.96%, remaining_time=0:00:15.971592, arrival_time=2021-04-14 23:23:26.144616, cost_time=0:00:04.095292 2021-04-14 23:23:11,147 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.67ms, fps=2629 images/s, loss=0.1494, top1-acc=94.71%, top5-acc=99.97%, remaining_time=0:00:14.802940, arrival_time=2021-04-14 23:23:25.950267, cost_time=0:00:05.069521 2021-04-14 23:23:12,112 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.56ms, fps=2654 images/s, loss=0.1501, top1-acc=94.72%, top5-acc=99.97%, remaining_time=0:00:13.678472, arrival_time=2021-04-14 23:23:25.790826, cost_time=0:00:06.034633 2021-04-14 23:23:13,082 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=2.09ms, fps=2639 images/s, loss=0.1499, top1-acc=94.69%, top5-acc=99.98%, remaining_time=0:00:12.609324, arrival_time=2021-04-14 23:23:25.692225, cost_time=0:00:07.005180 2021-04-14 23:23:14,047 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.39ms, fps=2654 images/s, loss=0.1520, top1-acc=94.60%, top5-acc=99.95%, remaining_time=0:00:11.556732, arrival_time=2021-04-14 23:23:25.604577, cost_time=0:00:07.970132 2021-04-14 23:23:15,020 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.48ms, fps=2632 images/s, loss=0.1536, top1-acc=94.60%, top5-acc=99.95%, remaining_time=0:00:10.532796, arrival_time=2021-04-14 23:23:25.553499, cost_time=0:00:08.942964 2021-04-14 23:23:15,986 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.37ms, fps=2653 images/s, loss=0.1544, top1-acc=94.54%, top5-acc=99.96%, remaining_time=0:00:09.512160, arrival_time=2021-04-14 23:23:25.498392, cost_time=0:00:09.908472 2021-04-14 23:23:16,958 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.48ms, fps=2633 images/s, loss=0.1551, top1-acc=94.49%, top5-acc=99.96%, remaining_time=0:00:08.507120, arrival_time=2021-04-14 23:23:25.466045, cost_time=0:00:10.881196 2021-04-14 23:23:17,926 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.80ms, fps=2647 images/s, loss=0.1562, top1-acc=94.43%, top5-acc=99.96%, remaining_time=0:00:07.504088, arrival_time=2021-04-14 23:23:25.430469, cost_time=0:00:11.848601 2021-04-14 23:23:18,890 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.46ms, fps=2656 images/s, loss=0.1558, top1-acc=94.44%, top5-acc=99.96%, remaining_time=0:00:06.504960, arrival_time=2021-04-14 23:23:25.395550, cost_time=0:00:12.812858 2021-04-14 23:23:19,852 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.45ms, fps=2661 images/s, loss=0.1565, top1-acc=94.44%, top5-acc=99.96%, remaining_time=0:00:05.510064, arrival_time=2021-04-14 23:23:25.363004, cost_time=0:00:13.775217 2021-04-14 23:23:20,821 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.51ms, fps=2644 images/s, loss=0.1572, top1-acc=94.41%, top5-acc=99.96%, remaining_time=0:00:04.521432, arrival_time=2021-04-14 23:23:25.342999, cost_time=0:00:14.743845 2021-04-14 23:23:21,782 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.43ms, fps=2664 images/s, loss=0.1584, top1-acc=94.36%, top5-acc=99.95%, remaining_time=0:00:03.533652, arrival_time=2021-04-14 23:23:25.316546, cost_time=0:00:15.705171 2021-04-14 23:23:22,751 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.48ms, fps=2644 images/s, loss=0.1592, top1-acc=94.34%, top5-acc=99.96%, remaining_time=0:00:02.550080, arrival_time=2021-04-14 23:23:25.301427, cost_time=0:00:16.673624 2021-04-14 23:23:23,715 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.36ms, fps=2657 images/s, loss=0.1593, top1-acc=94.33%, top5-acc=99.95%, remaining_time=0:00:01.567792, arrival_time=2021-04-14 23:23:25.283129, cost_time=0:00:17.637612 2021-04-14 23:23:24,679 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.21ms, fps=2656 images/s, loss=0.1606, top1-acc=94.30%, top5-acc=99.95%, remaining_time=0:00:00.587424, arrival_time=2021-04-14 23:23:25.266840, cost_time=0:00:18.601701 2021-04-14 23:23:25,222 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.23ms, fps=2508 images/s, loss=0.1603, top1-acc=94.32%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:25.222046, cost_time=0:00:19.144329 2021-04-14 23:23:25,693 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=5.00ms, fps=5444 images/s, loss=0.3755, top1-acc=87.34%, top5-acc=99.49%, remaining_time=0:00:01.410690, arrival_time=2021-04-14 23:23:27.104571, cost_time=0:00:00.470229 2021-04-14 23:23:26,020 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=0.21ms, fps=7857 images/s, loss=0.3641, top1-acc=88.07%, top5-acc=99.55%, remaining_time=0:00:00.796400, arrival_time=2021-04-14 23:23:26.816461, cost_time=0:00:00.796408 2021-04-14 23:23:26,346 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.46ms, fps=7843 images/s, loss=0.3633, top1-acc=88.23%, top5-acc=99.64%, remaining_time=0:00:00.374380, arrival_time=2021-04-14 23:23:26.721186, cost_time=0:00:01.123152 2021-04-14 23:23:26,653 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.08ms, fps=7577 images/s, loss=0.3620, top1-acc=88.17%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:26.653360, cost_time=0:00:01.429725 2021-04-14 23:23:26,792 INFO : Epoch=0126 complete, best val top1-acc=88.80%, top5-acc=99.54% (epoch=118), remaining_time=0:25:35.793780, arrival_time=2021-04-14 23:49:02.585907, cost_time=0:43:35.000193 2021-04-14 23:23:26,793 INFO : Train start, epoch=0127, lr=0.030143 2021-04-14 23:23:27,912 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=2.57ms, fps=2288 images/s, loss=0.1400, top1-acc=95.47%, top5-acc=100.00%, remaining_time=0:00:20.813586, arrival_time=2021-04-14 23:23:48.726048, cost_time=0:00:01.119009 2021-04-14 23:23:28,880 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.26ms, fps=2646 images/s, loss=0.1337, top1-acc=95.64%, top5-acc=99.98%, remaining_time=0:00:18.366304, arrival_time=2021-04-14 23:23:47.246812, cost_time=0:00:02.087075 2021-04-14 23:23:29,850 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.53ms, fps=2641 images/s, loss=0.1369, top1-acc=95.38%, top5-acc=99.93%, remaining_time=0:00:16.914570, arrival_time=2021-04-14 23:23:46.765056, cost_time=0:00:03.056856 2021-04-14 23:23:30,831 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.76ms, fps=2612 images/s, loss=0.1385, top1-acc=95.31%, top5-acc=99.94%, remaining_time=0:00:15.746640, arrival_time=2021-04-14 23:23:46.577711, cost_time=0:00:04.037617 2021-04-14 23:23:31,802 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.53ms, fps=2636 images/s, loss=0.1400, top1-acc=95.14%, top5-acc=99.95%, remaining_time=0:00:14.627302, arrival_time=2021-04-14 23:23:46.430188, cost_time=0:00:05.009357 2021-04-14 23:23:32,782 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.42ms, fps=2615 images/s, loss=0.1437, top1-acc=94.95%, top5-acc=99.95%, remaining_time=0:00:13.574568, arrival_time=2021-04-14 23:23:46.356830, cost_time=0:00:05.988804 2021-04-14 23:23:33,752 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.38ms, fps=2639 images/s, loss=0.1450, top1-acc=94.97%, top5-acc=99.94%, remaining_time=0:00:12.526668, arrival_time=2021-04-14 23:23:46.279341, cost_time=0:00:06.959227 2021-04-14 23:23:34,724 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.71ms, fps=2634 images/s, loss=0.1452, top1-acc=94.90%, top5-acc=99.95%, remaining_time=0:00:11.500588, arrival_time=2021-04-14 23:23:46.225512, cost_time=0:00:07.931474 2021-04-14 23:23:35,696 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.43ms, fps=2637 images/s, loss=0.1456, top1-acc=94.88%, top5-acc=99.95%, remaining_time=0:00:10.485308, arrival_time=2021-04-14 23:23:46.181453, cost_time=0:00:08.902620 2021-04-14 23:23:36,669 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.47ms, fps=2633 images/s, loss=0.1452, top1-acc=94.87%, top5-acc=99.95%, remaining_time=0:00:09.480576, arrival_time=2021-04-14 23:23:46.149657, cost_time=0:00:09.875595 2021-04-14 23:23:37,652 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.34ms, fps=2605 images/s, loss=0.1459, top1-acc=94.82%, top5-acc=99.95%, remaining_time=0:00:08.489662, arrival_time=2021-04-14 23:23:46.141922, cost_time=0:00:10.858820 2021-04-14 23:23:38,620 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.39ms, fps=2645 images/s, loss=0.1481, top1-acc=94.76%, top5-acc=99.95%, remaining_time=0:00:07.490408, arrival_time=2021-04-14 23:23:46.110917, cost_time=0:00:11.826905 2021-04-14 23:23:39,585 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.50ms, fps=2656 images/s, loss=0.1485, top1-acc=94.77%, top5-acc=99.95%, remaining_time=0:00:06.494202, arrival_time=2021-04-14 23:23:46.079225, cost_time=0:00:12.791568 2021-04-14 23:23:40,566 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=2.06ms, fps=2610 images/s, loss=0.1492, top1-acc=94.77%, top5-acc=99.96%, remaining_time=0:00:05.509112, arrival_time=2021-04-14 23:23:46.075489, cost_time=0:00:13.772843 2021-04-14 23:23:41,537 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.57ms, fps=2637 images/s, loss=0.1497, top1-acc=94.74%, top5-acc=99.96%, remaining_time=0:00:04.521570, arrival_time=2021-04-14 23:23:46.059221, cost_time=0:00:14.744188 2021-04-14 23:23:42,511 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.88ms, fps=2630 images/s, loss=0.1512, top1-acc=94.69%, top5-acc=99.96%, remaining_time=0:00:03.536568, arrival_time=2021-04-14 23:23:46.048120, cost_time=0:00:15.718107 2021-04-14 23:23:43,477 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.78ms, fps=2652 images/s, loss=0.1523, top1-acc=94.65%, top5-acc=99.96%, remaining_time=0:00:02.551640, arrival_time=2021-04-14 23:23:46.028853, cost_time=0:00:16.683764 2021-04-14 23:23:44,470 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.54ms, fps=2580 images/s, loss=0.1536, top1-acc=94.59%, top5-acc=99.96%, remaining_time=0:00:01.571232, arrival_time=2021-04-14 23:23:46.041217, cost_time=0:00:17.676449 2021-04-14 23:23:45,433 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.20ms, fps=2658 images/s, loss=0.1547, top1-acc=94.53%, top5-acc=99.95%, remaining_time=0:00:00.588630, arrival_time=2021-04-14 23:23:46.022103, cost_time=0:00:18.640013 2021-04-14 23:23:45,982 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.26ms, fps=2477 images/s, loss=0.1565, top1-acc=94.49%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:45.982877, cost_time=0:00:19.189433 2021-04-14 23:23:46,457 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=3.57ms, fps=5413 images/s, loss=0.3769, top1-acc=88.20%, top5-acc=99.57%, remaining_time=0:00:01.418880, arrival_time=2021-04-14 23:23:47.876544, cost_time=0:00:00.472965 2021-04-14 23:23:46,790 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=2.09ms, fps=7693 images/s, loss=0.3641, top1-acc=88.12%, top5-acc=99.67%, remaining_time=0:00:00.806060, arrival_time=2021-04-14 23:23:47.596818, cost_time=0:00:00.806069 2021-04-14 23:23:47,124 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=3.54ms, fps=7683 images/s, loss=0.3567, top1-acc=88.52%, top5-acc=99.64%, remaining_time=0:00:00.379870, arrival_time=2021-04-14 23:23:47.504146, cost_time=0:00:01.139608 2021-04-14 23:23:47,430 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.05ms, fps=7589 images/s, loss=0.3526, top1-acc=88.74%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:47.430294, cost_time=0:00:01.445628 2021-04-14 23:23:47,607 INFO : Epoch=0127 complete, best val top1-acc=88.80%, top5-acc=99.54% (epoch=118), remaining_time=0:25:15.074923, arrival_time=2021-04-14 23:49:02.682179, cost_time=0:43:55.815323 2021-04-14 23:23:47,608 INFO : Train start, epoch=0128, lr=0.029424 2021-04-14 23:23:48,745 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=0.20ms, fps=2251 images/s, loss=0.1399, top1-acc=95.43%, top5-acc=99.92%, remaining_time=0:00:21.150060, arrival_time=2021-04-14 23:24:09.895847, cost_time=0:00:01.137105 2021-04-14 23:23:49,720 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.53ms, fps=2628 images/s, loss=0.1387, top1-acc=95.51%, top5-acc=99.90%, remaining_time=0:00:18.583488, arrival_time=2021-04-14 23:24:08.303850, cost_time=0:00:02.111768 2021-04-14 23:23:50,693 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.44ms, fps=2633 images/s, loss=0.1433, top1-acc=95.16%, top5-acc=99.93%, remaining_time=0:00:17.066958, arrival_time=2021-04-14 23:24:07.760040, cost_time=0:00:03.084402 2021-04-14 23:23:51,656 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.39ms, fps=2658 images/s, loss=0.1403, top1-acc=95.25%, top5-acc=99.93%, remaining_time=0:00:15.787512, arrival_time=2021-04-14 23:24:07.444209, cost_time=0:00:04.048099 2021-04-14 23:23:52,623 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.27ms, fps=2651 images/s, loss=0.1450, top1-acc=95.09%, top5-acc=99.94%, remaining_time=0:00:14.641756, arrival_time=2021-04-14 23:24:07.264711, cost_time=0:00:05.014324 2021-04-14 23:23:53,600 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=2.06ms, fps=2619 images/s, loss=0.1455, top1-acc=95.07%, top5-acc=99.94%, remaining_time=0:00:13.582320, arrival_time=2021-04-14 23:24:07.183156, cost_time=0:00:05.992173 2021-04-14 23:23:54,568 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.34ms, fps=2648 images/s, loss=0.1444, top1-acc=95.06%, top5-acc=99.95%, remaining_time=0:00:12.527046, arrival_time=2021-04-14 23:24:07.095079, cost_time=0:00:06.959444 2021-04-14 23:23:55,543 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.63ms, fps=2625 images/s, loss=0.1464, top1-acc=94.97%, top5-acc=99.96%, remaining_time=0:00:11.505692, arrival_time=2021-04-14 23:24:07.049293, cost_time=0:00:07.934966 2021-04-14 23:23:56,519 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.23ms, fps=2625 images/s, loss=0.1474, top1-acc=94.91%, top5-acc=99.95%, remaining_time=0:00:10.494954, arrival_time=2021-04-14 23:24:07.014394, cost_time=0:00:08.910788 2021-04-14 23:23:57,489 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.80ms, fps=2640 images/s, loss=0.1468, top1-acc=94.91%, top5-acc=99.96%, remaining_time=0:00:09.485856, arrival_time=2021-04-14 23:24:06.975528, cost_time=0:00:09.881084 2021-04-14 23:23:58,450 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.46ms, fps=2665 images/s, loss=0.1466, top1-acc=94.92%, top5-acc=99.95%, remaining_time=0:00:08.476504, arrival_time=2021-04-14 23:24:06.927186, cost_time=0:00:10.842092 2021-04-14 23:23:59,419 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.62ms, fps=2644 images/s, loss=0.1469, top1-acc=94.89%, top5-acc=99.95%, remaining_time=0:00:07.479996, arrival_time=2021-04-14 23:24:06.899136, cost_time=0:00:11.810550 2021-04-14 23:24:00,394 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.53ms, fps=2625 images/s, loss=0.1465, top1-acc=94.89%, top5-acc=99.96%, remaining_time=0:00:06.491496, arrival_time=2021-04-14 23:24:06.886370, cost_time=0:00:12.786275 2021-04-14 23:24:01,361 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.39ms, fps=2650 images/s, loss=0.1472, top1-acc=94.83%, top5-acc=99.96%, remaining_time=0:00:05.501104, arrival_time=2021-04-14 23:24:06.862561, cost_time=0:00:13.752788 2021-04-14 23:24:02,324 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.54ms, fps=2660 images/s, loss=0.1487, top1-acc=94.81%, top5-acc=99.95%, remaining_time=0:00:04.512876, arrival_time=2021-04-14 23:24:06.837305, cost_time=0:00:14.715847 2021-04-14 23:24:03,294 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.32ms, fps=2641 images/s, loss=0.1489, top1-acc=94.81%, top5-acc=99.95%, remaining_time=0:00:03.529260, arrival_time=2021-04-14 23:24:06.823567, cost_time=0:00:15.685655 2021-04-14 23:24:04,266 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.34ms, fps=2635 images/s, loss=0.1494, top1-acc=94.79%, top5-acc=99.95%, remaining_time=0:00:02.547662, arrival_time=2021-04-14 23:24:06.814060, cost_time=0:00:16.657807 2021-04-14 23:24:05,231 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.89ms, fps=2654 images/s, loss=0.1493, top1-acc=94.76%, top5-acc=99.95%, remaining_time=0:00:01.566464, arrival_time=2021-04-14 23:24:06.797773, cost_time=0:00:17.622696 2021-04-14 23:24:06,193 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.18ms, fps=2660 images/s, loss=0.1501, top1-acc=94.74%, top5-acc=99.95%, remaining_time=0:00:00.586908, arrival_time=2021-04-14 23:24:06.780817, cost_time=0:00:18.585332 2021-04-14 23:24:06,747 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.24ms, fps=2457 images/s, loss=0.1506, top1-acc=94.72%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:06.747737, cost_time=0:00:19.139145 2021-04-14 23:24:07,199 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=0.29ms, fps=5693 images/s, loss=0.3449, top1-acc=88.87%, top5-acc=99.65%, remaining_time=0:00:01.348980, arrival_time=2021-04-14 23:24:08.548264, cost_time=0:00:00.449664 2021-04-14 23:24:07,535 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=4.93ms, fps=7627 images/s, loss=0.3524, top1-acc=88.79%, top5-acc=99.65%, remaining_time=0:00:00.785640, arrival_time=2021-04-14 23:24:08.320902, cost_time=0:00:00.785640 2021-04-14 23:24:07,866 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=0.30ms, fps=7741 images/s, loss=0.3505, top1-acc=88.75%, top5-acc=99.64%, remaining_time=0:00:00.372230, arrival_time=2021-04-14 23:24:08.238539, cost_time=0:00:01.116677 2021-04-14 23:24:08,172 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.05ms, fps=7588 images/s, loss=0.3471, top1-acc=88.78%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:08.172383, cost_time=0:00:01.422775 2021-04-14 23:24:08,257 INFO : Epoch=0128 complete, best val top1-acc=88.80%, top5-acc=99.54% (epoch=118), remaining_time=0:24:54.261792, arrival_time=2021-04-14 23:49:02.519125, cost_time=0:44:16.465365 2021-04-14 23:24:08,259 INFO : Train start, epoch=0129, lr=0.028711 2021-04-14 23:24:09,407 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=0.21ms, fps=2229 images/s, loss=0.1449, top1-acc=94.84%, top5-acc=99.96%, remaining_time=0:00:21.357264, arrival_time=2021-04-14 23:24:30.765039, cost_time=0:00:01.148245 2021-04-14 23:24:10,370 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.32ms, fps=2659 images/s, loss=0.1456, top1-acc=94.67%, top5-acc=99.98%, remaining_time=0:00:18.579616, arrival_time=2021-04-14 23:24:28.950463, cost_time=0:00:02.111316 2021-04-14 23:24:11,335 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=2.13ms, fps=2655 images/s, loss=0.1418, top1-acc=94.91%, top5-acc=99.99%, remaining_time=0:00:17.019980, arrival_time=2021-04-14 23:24:28.355422, cost_time=0:00:03.075914 2021-04-14 23:24:12,301 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.45ms, fps=2652 images/s, loss=0.1455, top1-acc=94.90%, top5-acc=99.98%, remaining_time=0:00:15.762708, arrival_time=2021-04-14 23:24:28.063972, cost_time=0:00:04.041729 2021-04-14 23:24:13,266 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.53ms, fps=2654 images/s, loss=0.1443, top1-acc=94.98%, top5-acc=99.96%, remaining_time=0:00:14.619272, arrival_time=2021-04-14 23:24:27.885411, cost_time=0:00:05.006601 2021-04-14 23:24:14,226 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.28ms, fps=2668 images/s, loss=0.1437, top1-acc=94.99%, top5-acc=99.95%, remaining_time=0:00:13.524384, arrival_time=2021-04-14 23:24:27.750592, cost_time=0:00:05.966634 2021-04-14 23:24:15,213 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.44ms, fps=2594 images/s, loss=0.1433, top1-acc=94.98%, top5-acc=99.96%, remaining_time=0:00:12.517470, arrival_time=2021-04-14 23:24:27.731226, cost_time=0:00:06.954128 2021-04-14 23:24:16,188 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.95ms, fps=2627 images/s, loss=0.1408, top1-acc=95.12%, top5-acc=99.97%, remaining_time=0:00:11.497572, arrival_time=2021-04-14 23:24:27.686486, cost_time=0:00:07.929374 2021-04-14 23:24:17,159 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.29ms, fps=2638 images/s, loss=0.1416, top1-acc=95.16%, top5-acc=99.97%, remaining_time=0:00:10.482446, arrival_time=2021-04-14 23:24:27.642127, cost_time=0:00:08.900149 2021-04-14 23:24:18,141 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.46ms, fps=2609 images/s, loss=0.1417, top1-acc=95.12%, top5-acc=99.96%, remaining_time=0:00:09.486528, arrival_time=2021-04-14 23:24:27.627899, cost_time=0:00:09.881849 2021-04-14 23:24:19,101 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.60ms, fps=2668 images/s, loss=0.1426, top1-acc=95.08%, top5-acc=99.96%, remaining_time=0:00:08.476332, arrival_time=2021-04-14 23:24:27.577714, cost_time=0:00:10.841815 2021-04-14 23:24:20,065 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.35ms, fps=2658 images/s, loss=0.1440, top1-acc=95.01%, top5-acc=99.97%, remaining_time=0:00:07.476804, arrival_time=2021-04-14 23:24:27.541832, cost_time=0:00:11.805493 2021-04-14 23:24:21,034 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.30ms, fps=2643 images/s, loss=0.1439, top1-acc=94.96%, top5-acc=99.96%, remaining_time=0:00:06.485490, arrival_time=2021-04-14 23:24:27.519514, cost_time=0:00:12.774499 2021-04-14 23:24:21,996 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.49ms, fps=2660 images/s, loss=0.1445, top1-acc=94.92%, top5-acc=99.96%, remaining_time=0:00:05.494944, arrival_time=2021-04-14 23:24:27.491887, cost_time=0:00:13.737414 2021-04-14 23:24:22,958 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.39ms, fps=2664 images/s, loss=0.1467, top1-acc=94.82%, top5-acc=99.96%, remaining_time=0:00:04.507632, arrival_time=2021-04-14 23:24:27.466048, cost_time=0:00:14.698852 2021-04-14 23:24:23,921 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.45ms, fps=2658 images/s, loss=0.1485, top1-acc=94.76%, top5-acc=99.96%, remaining_time=0:00:03.524004, arrival_time=2021-04-14 23:24:27.445813, cost_time=0:00:15.662279 2021-04-14 23:24:24,897 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=2.19ms, fps=2625 images/s, loss=0.1485, top1-acc=94.76%, top5-acc=99.96%, remaining_time=0:00:02.544594, arrival_time=2021-04-14 23:24:27.441979, cost_time=0:00:16.637788 2021-04-14 23:24:25,872 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.32ms, fps=2625 images/s, loss=0.1481, top1-acc=94.78%, top5-acc=99.96%, remaining_time=0:00:01.565632, arrival_time=2021-04-14 23:24:27.438578, cost_time=0:00:17.613416 2021-04-14 23:24:26,833 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.16ms, fps=2666 images/s, loss=0.1486, top1-acc=94.78%, top5-acc=99.96%, remaining_time=0:00:00.586554, arrival_time=2021-04-14 23:24:27.420229, cost_time=0:00:18.574147 2021-04-14 23:24:27,379 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.22ms, fps=2495 images/s, loss=0.1485, top1-acc=94.78%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:27.379180, cost_time=0:00:19.119646 2021-04-14 23:24:27,896 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=6.27ms, fps=4969 images/s, loss=0.3851, top1-acc=87.30%, top5-acc=99.61%, remaining_time=0:00:01.545540, arrival_time=2021-04-14 23:24:29.441724, cost_time=0:00:00.515180 2021-04-14 23:24:28,227 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=2.12ms, fps=7745 images/s, loss=0.3772, top1-acc=88.14%, top5-acc=99.55%, remaining_time=0:00:00.846220, arrival_time=2021-04-14 23:24:29.073446, cost_time=0:00:00.846212 2021-04-14 23:24:28,569 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=6.07ms, fps=7498 images/s, loss=0.3696, top1-acc=88.14%, top5-acc=99.60%, remaining_time=0:00:00.396040, arrival_time=2021-04-14 23:24:28.965117, cost_time=0:00:01.188121 2021-04-14 23:24:28,874 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.07ms, fps=7609 images/s, loss=0.3696, top1-acc=88.07%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:28.874311, cost_time=0:00:01.493369 2021-04-14 23:24:28,979 INFO : Epoch=0129 complete, best val top1-acc=88.80%, top5-acc=99.54% (epoch=118), remaining_time=0:24:33.490619, arrival_time=2021-04-14 23:49:02.469727, cost_time=0:44:37.187181 2021-04-14 23:24:28,980 INFO : Train start, epoch=0130, lr=0.028003 2021-04-14 23:24:30,112 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=0.25ms, fps=2262 images/s, loss=0.1291, top1-acc=95.31%, top5-acc=99.96%, remaining_time=0:00:21.052596, arrival_time=2021-04-14 23:24:51.164938, cost_time=0:00:01.131863 2021-04-14 23:24:31,074 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.39ms, fps=2662 images/s, loss=0.1300, top1-acc=95.45%, top5-acc=99.94%, remaining_time=0:00:18.427728, arrival_time=2021-04-14 23:24:49.502182, cost_time=0:00:02.094059 2021-04-14 23:24:32,043 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.34ms, fps=2642 images/s, loss=0.1291, top1-acc=95.43%, top5-acc=99.96%, remaining_time=0:00:16.950758, arrival_time=2021-04-14 23:24:48.994631, cost_time=0:00:03.063384 2021-04-14 23:24:33,006 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.52ms, fps=2661 images/s, loss=0.1319, top1-acc=95.33%, top5-acc=99.97%, remaining_time=0:00:15.702180, arrival_time=2021-04-14 23:24:48.708848, cost_time=0:00:04.026212 2021-04-14 23:24:33,980 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.48ms, fps=2631 images/s, loss=0.1346, top1-acc=95.20%, top5-acc=99.96%, remaining_time=0:00:14.599562, arrival_time=2021-04-14 23:24:48.579789, cost_time=0:00:04.999835 2021-04-14 23:24:34,943 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=2.22ms, fps=2659 images/s, loss=0.1361, top1-acc=95.22%, top5-acc=99.96%, remaining_time=0:00:13.516360, arrival_time=2021-04-14 23:24:48.459959, cost_time=0:00:05.963080 2021-04-14 23:24:35,931 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.62ms, fps=2593 images/s, loss=0.1362, top1-acc=95.19%, top5-acc=99.97%, remaining_time=0:00:12.511926, arrival_time=2021-04-14 23:24:48.443423, cost_time=0:00:06.951104 2021-04-14 23:24:36,892 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.54ms, fps=2666 images/s, loss=0.1373, top1-acc=95.16%, top5-acc=99.97%, remaining_time=0:00:11.471936, arrival_time=2021-04-14 23:24:48.363992, cost_time=0:00:07.911656 2021-04-14 23:24:37,853 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.38ms, fps=2664 images/s, loss=0.1359, top1-acc=95.24%, top5-acc=99.97%, remaining_time=0:00:10.450222, arrival_time=2021-04-14 23:24:48.303472, cost_time=0:00:08.872858 2021-04-14 23:24:38,817 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.49ms, fps=2655 images/s, loss=0.1371, top1-acc=95.21%, top5-acc=99.97%, remaining_time=0:00:09.443904, arrival_time=2021-04-14 23:24:48.261664, cost_time=0:00:09.837369 2021-04-14 23:24:39,786 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.95ms, fps=2643 images/s, loss=0.1387, top1-acc=95.15%, top5-acc=99.97%, remaining_time=0:00:08.448640, arrival_time=2021-04-14 23:24:48.235460, cost_time=0:00:10.806428 2021-04-14 23:24:40,751 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.63ms, fps=2656 images/s, loss=0.1420, top1-acc=95.02%, top5-acc=99.97%, remaining_time=0:00:07.454840, arrival_time=2021-04-14 23:24:48.206103, cost_time=0:00:11.770835 2021-04-14 23:24:41,715 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.37ms, fps=2658 images/s, loss=0.1438, top1-acc=94.93%, top5-acc=99.97%, remaining_time=0:00:06.465228, arrival_time=2021-04-14 23:24:48.180204, cost_time=0:00:12.734546 2021-04-14 23:24:42,685 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.39ms, fps=2639 images/s, loss=0.1450, top1-acc=94.91%, top5-acc=99.97%, remaining_time=0:00:05.481952, arrival_time=2021-04-14 23:24:48.167336, cost_time=0:00:13.704916 2021-04-14 23:24:43,653 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.35ms, fps=2647 images/s, loss=0.1462, top1-acc=94.89%, top5-acc=99.97%, remaining_time=0:00:04.499628, arrival_time=2021-04-14 23:24:48.152774, cost_time=0:00:14.672757 2021-04-14 23:24:44,613 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.65ms, fps=2667 images/s, loss=0.1463, top1-acc=94.89%, top5-acc=99.96%, remaining_time=0:00:03.517416, arrival_time=2021-04-14 23:24:48.130783, cost_time=0:00:15.632961 2021-04-14 23:24:45,591 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.51ms, fps=2620 images/s, loss=0.1474, top1-acc=94.88%, top5-acc=99.95%, remaining_time=0:00:02.540460, arrival_time=2021-04-14 23:24:48.131470, cost_time=0:00:16.610615 2021-04-14 23:24:46,563 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.55ms, fps=2632 images/s, loss=0.1472, top1-acc=94.90%, top5-acc=99.95%, remaining_time=0:00:01.562976, arrival_time=2021-04-14 23:24:48.126867, cost_time=0:00:17.583499 2021-04-14 23:24:47,529 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.26ms, fps=2651 images/s, loss=0.1472, top1-acc=94.88%, top5-acc=99.95%, remaining_time=0:00:00.585774, arrival_time=2021-04-14 23:24:48.115660, cost_time=0:00:18.549505 2021-04-14 23:24:48,071 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.09ms, fps=2512 images/s, loss=0.1480, top1-acc=94.86%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:48.071738, cost_time=0:00:19.091356 2021-04-14 23:24:48,521 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.26ms, fps=5709 images/s, loss=0.3496, top1-acc=89.06%, top5-acc=99.61%, remaining_time=0:00:01.345200, arrival_time=2021-04-14 23:24:49.866946, cost_time=0:00:00.448396 2021-04-14 23:24:48,853 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=3.20ms, fps=7731 images/s, loss=0.3330, top1-acc=89.73%, top5-acc=99.65%, remaining_time=0:00:00.779840, arrival_time=2021-04-14 23:24:49.633099, cost_time=0:00:00.779846 2021-04-14 23:24:49,217 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=2.04ms, fps=7035 images/s, loss=0.3314, top1-acc=89.60%, top5-acc=99.66%, remaining_time=0:00:00.381430, arrival_time=2021-04-14 23:24:49.599054, cost_time=0:00:01.144276 2021-04-14 23:24:49,526 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.05ms, fps=7516 images/s, loss=0.3455, top1-acc=89.26%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:49.526616, cost_time=0:00:01.453284 2021-04-14 23:24:49,747 INFO : Epoch=0130 complete, best val top1-acc=89.26%, top5-acc=99.68% (epoch=130), remaining_time=0:24:12.745560, arrival_time=2021-04-14 23:49:02.493481, cost_time=0:44:57.955978 2021-04-14 23:24:49,749 INFO : Train start, epoch=0131, lr=0.027300 2021-04-14 23:24:50,903 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=0.36ms, fps=2218 images/s, loss=0.1389, top1-acc=95.59%, top5-acc=100.00%, remaining_time=0:00:21.465144, arrival_time=2021-04-14 23:25:12.368554, cost_time=0:00:01.154043 2021-04-14 23:24:51,877 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.57ms, fps=2630 images/s, loss=0.1356, top1-acc=95.61%, top5-acc=100.00%, remaining_time=0:00:18.725344, arrival_time=2021-04-14 23:25:10.602506, cost_time=0:00:02.127889 2021-04-14 23:24:52,846 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.78ms, fps=2642 images/s, loss=0.1323, top1-acc=95.62%, top5-acc=100.00%, remaining_time=0:00:17.137840, arrival_time=2021-04-14 23:25:09.984404, cost_time=0:00:03.097199 2021-04-14 23:24:53,816 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.80ms, fps=2640 images/s, loss=0.1301, top1-acc=95.65%, top5-acc=99.99%, remaining_time=0:00:15.863640, arrival_time=2021-04-14 23:25:09.680510, cost_time=0:00:04.067598 2021-04-14 23:24:54,785 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.96ms, fps=2643 images/s, loss=0.1349, top1-acc=95.44%, top5-acc=99.98%, remaining_time=0:00:14.707018, arrival_time=2021-04-14 23:25:09.492921, cost_time=0:00:05.036634 2021-04-14 23:24:55,747 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.47ms, fps=2662 images/s, loss=0.1341, top1-acc=95.46%, top5-acc=99.98%, remaining_time=0:00:13.596736, arrival_time=2021-04-14 23:25:09.344588, cost_time=0:00:05.998571 2021-04-14 23:24:56,727 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.30ms, fps=2615 images/s, loss=0.1338, top1-acc=95.44%, top5-acc=99.97%, remaining_time=0:00:12.560184, arrival_time=2021-04-14 23:25:09.287560, cost_time=0:00:06.977911 2021-04-14 23:24:57,695 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.40ms, fps=2646 images/s, loss=0.1348, top1-acc=95.44%, top5-acc=99.97%, remaining_time=0:00:11.521932, arrival_time=2021-04-14 23:25:09.217419, cost_time=0:00:07.946123 2021-04-14 23:24:58,670 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.33ms, fps=2628 images/s, loss=0.1361, top1-acc=95.40%, top5-acc=99.97%, remaining_time=0:00:10.506826, arrival_time=2021-04-14 23:25:09.177010, cost_time=0:00:08.920851 2021-04-14 23:24:59,634 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.46ms, fps=2656 images/s, loss=0.1371, top1-acc=95.38%, top5-acc=99.97%, remaining_time=0:00:09.489792, arrival_time=2021-04-14 23:25:09.124382, cost_time=0:00:09.885232 2021-04-14 23:25:00,611 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.59ms, fps=2621 images/s, loss=0.1377, top1-acc=95.37%, top5-acc=99.96%, remaining_time=0:00:08.492586, arrival_time=2021-04-14 23:25:09.104467, cost_time=0:00:10.862594 2021-04-14 23:25:01,592 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.36ms, fps=2611 images/s, loss=0.1388, top1-acc=95.31%, top5-acc=99.97%, remaining_time=0:00:07.500896, arrival_time=2021-04-14 23:25:09.093637, cost_time=0:00:11.843469 2021-04-14 23:25:02,560 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.58ms, fps=2645 images/s, loss=0.1404, top1-acc=95.23%, top5-acc=99.96%, remaining_time=0:00:06.504366, arrival_time=2021-04-14 23:25:09.065252, cost_time=0:00:12.811612 2021-04-14 23:25:03,531 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.38ms, fps=2638 images/s, loss=0.1402, top1-acc=95.25%, top5-acc=99.96%, remaining_time=0:00:05.512976, arrival_time=2021-04-14 23:25:09.044850, cost_time=0:00:13.782446 2021-04-14 23:25:04,508 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.27ms, fps=2623 images/s, loss=0.1414, top1-acc=95.19%, top5-acc=99.96%, remaining_time=0:00:04.526124, arrival_time=2021-04-14 23:25:09.034485, cost_time=0:00:14.759093 2021-04-14 23:25:05,487 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.26ms, fps=2617 images/s, loss=0.1428, top1-acc=95.10%, top5-acc=99.96%, remaining_time=0:00:03.540996, arrival_time=2021-04-14 23:25:09.028040, cost_time=0:00:15.737770 2021-04-14 23:25:06,450 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.29ms, fps=2658 images/s, loss=0.1425, top1-acc=95.09%, top5-acc=99.96%, remaining_time=0:00:02.554318, arrival_time=2021-04-14 23:25:09.004907, cost_time=0:00:16.701318 2021-04-14 23:25:07,412 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.36ms, fps=2664 images/s, loss=0.1435, top1-acc=95.05%, top5-acc=99.96%, remaining_time=0:00:01.570016, arrival_time=2021-04-14 23:25:08.982027, cost_time=0:00:17.662724 2021-04-14 23:25:08,380 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.10ms, fps=2645 images/s, loss=0.1452, top1-acc=94.99%, top5-acc=99.95%, remaining_time=0:00:00.588348, arrival_time=2021-04-14 23:25:08.968596, cost_time=0:00:18.630933 2021-04-14 23:25:08,926 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=2.57ms, fps=2492 images/s, loss=0.1456, top1-acc=94.99%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:25:08.926449, cost_time=0:00:19.177177 2021-04-14 23:25:09,381 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=2.83ms, fps=5652 images/s, loss=0.3453, top1-acc=89.26%, top5-acc=99.77%, remaining_time=0:00:01.358820, arrival_time=2021-04-14 23:25:10.740100, cost_time=0:00:00.452941 2021-04-14 23:25:09,721 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=2.32ms, fps=7546 images/s, loss=0.3665, top1-acc=88.57%, top5-acc=99.63%, remaining_time=0:00:00.792720, arrival_time=2021-04-14 23:25:10.513701, cost_time=0:00:00.792725 2021-04-14 23:25:10,059 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.69ms, fps=7565 images/s, loss=0.3652, top1-acc=88.45%, top5-acc=99.73%, remaining_time=0:00:00.377150, arrival_time=2021-04-14 23:25:10.436960, cost_time=0:00:01.131463 2021-04-14 23:25:10,366 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.05ms, fps=7579 images/s, loss=0.3568, top1-acc=88.65%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 23:25:10.366412, cost_time=0:00:01.438170 2021-04-14 23:25:10,454 INFO : Epoch=0131 complete, best val top1-acc=89.26%, top5-acc=99.68% (epoch=130), remaining_time=0:23:51.967419, arrival_time=2021-04-14 23:49:02.422100, cost_time=0:45:18.662750 2021-04-14 23:25:10,456 INFO : Train start, epoch=0132, lr=0.026604 2021-04-14 23:25:11,585 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.35ms, fps=2266 images/s, loss=0.1465, top1-acc=95.23%, top5-acc=99.92%, remaining_time=0:00:21.010746, arrival_time=2021-04-14 23:25:32.596495, cost_time=0:00:01.129609 2021-04-14 23:25:12,557 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.41ms, fps=2635 images/s, loss=0.1312, top1-acc=95.64%, top5-acc=99.96%, remaining_time=0:00:18.493376, arrival_time=2021-04-14 23:25:31.051099, cost_time=0:00:02.101525 2021-04-14 23:25:13,524 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.49ms, fps=2649 images/s, loss=0.1320, top1-acc=95.65%, top5-acc=99.91%, remaining_time=0:00:16.978148, arrival_time=2021-04-14 23:25:30.502647, cost_time=0:00:03.068352 2021-04-14 23:25:14,495 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.34ms, fps=2638 images/s, loss=0.1267, top1-acc=95.79%, top5-acc=99.91%, remaining_time=0:00:15.752724, arrival_time=2021-04-14 23:25:30.248076, cost_time=0:00:04.039171 2021-04-14 23:25:15,468 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.47ms, fps=2631 images/s, loss=0.1296, top1-acc=95.66%, top5-acc=99.93%, remaining_time=0:00:14.637230, arrival_time=2021-04-14 23:25:30.106105, cost_time=0:00:05.012729 2021-04-14 23:25:16,441 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.49ms, fps=2644 images/s, loss=0.1308, top1-acc=95.59%, top5-acc=99.93%, remaining_time=0:00:13.565592, arrival_time=2021-04-14 23:25:30.006563, cost_time=0:00:05.984819 2021-04-14 23:25:17,404 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.37ms, fps=2657 images/s, loss=0.1289, top1-acc=95.64%, top5-acc=99.94%, remaining_time=0:00:12.507894, arrival_time=2021-04-14 23:25:29.912849, cost_time=0:00:06.948818 2021-04-14 23:25:18,372 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.35ms, fps=2648 images/s, loss=0.1280, top1-acc=95.73%, top5-acc=99.95%, remaining_time=0:00:11.478200, arrival_time=2021-04-14 23:25:29.850372, cost_time=0:00:07.915983 2021-04-14 23:25:19,336 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.55ms, fps=2655 images/s, loss=0.1295, top1-acc=95.64%, top5-acc=99.95%, remaining_time=0:00:10.459338, arrival_time=2021-04-14 23:25:29.796085, cost_time=0:00:08.880605 2021-04-14 23:25:20,301 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.33ms, fps=2656 images/s, loss=0.1309, top1-acc=95.59%, top5-acc=99.95%, remaining_time=0:00:09.451200, arrival_time=2021-04-14 23:25:29.752332, cost_time=0:00:09.844989 2021-04-14 23:25:21,293 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.24ms, fps=2580 images/s, loss=0.1325, top1-acc=95.52%, top5-acc=99.95%, remaining_time=0:00:08.472892, arrival_time=2021-04-14 23:25:29.766462, cost_time=0:00:10.837436 2021-04-14 23:25:22,267 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.30ms, fps=2629 images/s, loss=0.1332, top1-acc=95.49%, top5-acc=99.95%, remaining_time=0:00:07.480680, arrival_time=2021-04-14 23:25:29.748380, cost_time=0:00:11.811552 2021-04-14 23:25:23,230 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.31ms, fps=2660 images/s, loss=0.1339, top1-acc=95.47%, top5-acc=99.95%, remaining_time=0:00:06.485490, arrival_time=2021-04-14 23:25:29.716079, cost_time=0:00:12.774444 2021-04-14 23:25:24,192 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.28ms, fps=2662 images/s, loss=0.1341, top1-acc=95.44%, top5-acc=99.95%, remaining_time=0:00:05.494664, arrival_time=2021-04-14 23:25:29.687508, cost_time=0:00:13.736655 2021-04-14 23:25:25,159 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.57ms, fps=2649 images/s, loss=0.1343, top1-acc=95.42%, top5-acc=99.95%, remaining_time=0:00:04.509104, arrival_time=2021-04-14 23:25:29.668876, cost_time=0:00:14.703633 2021-04-14 23:25:26,135 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.52ms, fps=2626 images/s, loss=0.1358, top1-acc=95.33%, top5-acc=99.95%, remaining_time=0:00:03.527748, arrival_time=2021-04-14 23:25:29.662760, cost_time=0:00:15.678867 2021-04-14 23:25:27,096 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.35ms, fps=2664 images/s, loss=0.1368, top1-acc=95.29%, top5-acc=99.95%, remaining_time=0:00:02.544984, arrival_time=2021-04-14 23:25:29.641479, cost_time=0:00:16.640346 2021-04-14 23:25:28,063 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.41ms, fps=2649 images/s, loss=0.1377, top1-acc=95.26%, top5-acc=99.95%, remaining_time=0:00:01.565072, arrival_time=2021-04-14 23:25:29.628508, cost_time=0:00:17.607102 2021-04-14 23:25:29,039 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.25ms, fps=2626 images/s, loss=0.1385, top1-acc=95.20%, top5-acc=99.95%, remaining_time=0:00:00.586830, arrival_time=2021-04-14 23:25:29.625879, cost_time=0:00:18.582886 2021-04-14 23:25:29,586 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=0.06ms, fps=2488 images/s, loss=0.1393, top1-acc=95.19%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:25:29.586127, cost_time=0:00:19.129947 2021-04-14 23:25:30,055 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=20.72ms, fps=5481 images/s, loss=0.3394, top1-acc=89.77%, top5-acc=99.77%, remaining_time=0:00:01.401270, arrival_time=2021-04-14 23:25:31.456545, cost_time=0:00:00.467094 2021-04-14 23:25:30,391 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=0.20ms, fps=7631 images/s, loss=0.3259, top1-acc=89.61%, top5-acc=99.75%, remaining_time=0:00:00.802920, arrival_time=2021-04-14 23:25:31.194056, cost_time=0:00:00.802911 2021-04-14 23:25:30,727 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.63ms, fps=7631 images/s, loss=0.3153, top1-acc=89.88%, top5-acc=99.73%, remaining_time=0:00:00.379610, arrival_time=2021-04-14 23:25:31.106618, cost_time=0:00:01.138827 2021-04-14 23:25:31,035 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.08ms, fps=7535 images/s, loss=0.3365, top1-acc=89.55%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 23:25:31.035236, cost_time=0:00:01.447071 2021-04-14 23:25:31,272 INFO : Epoch=0132 complete, best val top1-acc=89.55%, top5-acc=99.73% (epoch=132), remaining_time=0:23:31.247452, arrival_time=2021-04-14 23:49:02.519764, cost_time=0:45:39.480372 2021-04-14 23:25:31,273 INFO : Train start, epoch=0133, lr=0.025912 2021-04-14 23:25:32,431 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=0.20ms, fps=2212 images/s, loss=0.1425, top1-acc=95.35%, top5-acc=99.92%, remaining_time=0:00:21.527640, arrival_time=2021-04-14 23:25:53.958760, cost_time=0:00:01.157399 2021-04-14 23:25:33,395 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.32ms, fps=2655 images/s, loss=0.1327, top1-acc=95.70%, top5-acc=99.94%, remaining_time=0:00:18.672544, arrival_time=2021-04-14 23:25:52.068137, cost_time=0:00:02.121879 2021-04-14 23:25:34,366 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.24ms, fps=2637 images/s, loss=0.1283, top1-acc=95.73%, top5-acc=99.96%, remaining_time=0:00:17.114766, arrival_time=2021-04-14 23:25:51.481526, cost_time=0:00:03.093032 2021-04-14 23:25:35,328 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.42ms, fps=2664 images/s, loss=0.1280, top1-acc=95.72%, top5-acc=99.96%, remaining_time=0:00:15.811692, arrival_time=2021-04-14 23:25:51.139689, cost_time=0:00:04.054278 2021-04-14 23:25:36,292 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.23ms, fps=2655 images/s, loss=0.1298, top1-acc=95.74%, top5-acc=99.96%, remaining_time=0:00:14.655042, arrival_time=2021-04-14 23:25:50.947634, cost_time=0:00:05.018865 2021-04-14 23:25:37,258 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.76ms, fps=2652 images/s, loss=0.1306, top1-acc=95.57%, top5-acc=99.96%, remaining_time=0:00:13.564776, arrival_time=2021-04-14 23:25:50.822927, cost_time=0:00:05.984431 2021-04-14 23:25:38,219 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.71ms, fps=2664 images/s, loss=0.1321, top1-acc=95.50%, top5-acc=99.96%, remaining_time=0:00:12.502224, arrival_time=2021-04-14 23:25:50.721603, cost_time=0:00:06.945663 2021-04-14 23:25:39,181 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.47ms, fps=2661 images/s, loss=0.1303, top1-acc=95.52%, top5-acc=99.97%, remaining_time=0:00:11.466484, arrival_time=2021-04-14 23:25:50.648097, cost_time=0:00:07.907901 2021-04-14 23:25:40,144 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.41ms, fps=2661 images/s, loss=0.1308, top1-acc=95.53%, top5-acc=99.97%, remaining_time=0:00:10.447254, arrival_time=2021-04-14 23:25:50.591296, cost_time=0:00:08.870321 2021-04-14 23:25:41,105 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.31ms, fps=2663 images/s, loss=0.1321, top1-acc=95.48%, top5-acc=99.96%, remaining_time=0:00:09.438720, arrival_time=2021-04-14 23:25:50.544424, cost_time=0:00:09.831983 2021-04-14 23:25:42,070 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.31ms, fps=2656 images/s, loss=0.1312, top1-acc=95.50%, top5-acc=99.96%, remaining_time=0:00:08.440814, arrival_time=2021-04-14 23:25:50.510872, cost_time=0:00:10.796339 2021-04-14 23:25:43,032 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.32ms, fps=2661 images/s, loss=0.1325, top1-acc=95.47%, top5-acc=99.96%, remaining_time=0:00:07.447240, arrival_time=2021-04-14 23:25:50.479737, cost_time=0:00:11.758772 2021-04-14 23:25:43,997 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.34ms, fps=2654 images/s, loss=0.1327, top1-acc=95.42%, top5-acc=99.96%, remaining_time=0:00:06.459684, arrival_time=2021-04-14 23:25:50.457013, cost_time=0:00:12.723612 2021-04-14 23:25:44,965 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.39ms, fps=2644 images/s, loss=0.1329, top1-acc=95.42%, top5-acc=99.97%, remaining_time=0:00:05.476856, arrival_time=2021-04-14 23:25:50.442708, cost_time=0:00:13.692124 2021-04-14 23:25:45,933 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.39ms, fps=2647 images/s, loss=0.1338, top1-acc=95.38%, top5-acc=99.97%, remaining_time=0:00:04.495672, arrival_time=2021-04-14 23:25:50.429198, cost_time=0:00:14.659805 2021-04-14 23:25:46,893 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.32ms, fps=2668 images/s, loss=0.1348, top1-acc=95.36%, top5-acc=99.96%, remaining_time=0:00:03.514392, arrival_time=2021-04-14 23:25:50.407710, cost_time=0:00:15.619591 2021-04-14 23:25:47,863 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.27ms, fps=2640 images/s, loss=0.1358, top1-acc=95.34%, top5-acc=99.96%, remaining_time=0:00:02.537236, arrival_time=2021-04-14 23:25:50.400664, cost_time=0:00:16.589697 2021-04-14 23:25:48,830 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.42ms, fps=2649 images/s, loss=0.1367, top1-acc=95.29%, top5-acc=99.96%, remaining_time=0:00:01.560560, arrival_time=2021-04-14 23:25:50.390645, cost_time=0:00:17.556370 2021-04-14 23:25:49,795 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.32ms, fps=2653 images/s, loss=0.1372, top1-acc=95.27%, top5-acc=99.96%, remaining_time=0:00:00.584898, arrival_time=2021-04-14 23:25:50.380341, cost_time=0:00:18.521716 2021-04-14 23:25:50,343 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.36ms, fps=2485 images/s, loss=0.1371, top1-acc=95.27%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 23:25:50.343085, cost_time=0:00:19.069361 2021-04-14 23:25:50,822 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=4.85ms, fps=5359 images/s, loss=0.3805, top1-acc=87.62%, top5-acc=99.53%, remaining_time=0:00:01.433040, arrival_time=2021-04-14 23:25:52.255670, cost_time=0:00:00.477677 2021-04-14 23:25:51,158 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=0.21ms, fps=7632 images/s, loss=0.3592, top1-acc=88.40%, top5-acc=99.51%, remaining_time=0:00:00.813600, arrival_time=2021-04-14 23:25:51.972105, cost_time=0:00:00.813594 2021-04-14 23:25:51,489 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.88ms, fps=7755 images/s, loss=0.3641, top1-acc=88.36%, top5-acc=99.51%, remaining_time=0:00:00.381340, arrival_time=2021-04-14 23:25:51.870298, cost_time=0:00:01.144021 2021-04-14 23:25:51,803 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.07ms, fps=7382 images/s, loss=0.3627, top1-acc=88.47%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-14 23:25:51.803683, cost_time=0:00:01.458716 2021-04-14 23:25:51,897 INFO : Epoch=0133 complete, best val top1-acc=89.55%, top5-acc=99.73% (epoch=132), remaining_time=0:23:10.429225, arrival_time=2021-04-14 23:49:02.326997, cost_time=0:46:00.105817 2021-04-14 23:25:51,899 INFO : Train start, epoch=0134, lr=0.025227 2021-04-14 23:25:53,072 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=0.27ms, fps=2182 images/s, loss=0.1505, top1-acc=94.84%, top5-acc=99.88%, remaining_time=0:00:21.826914, arrival_time=2021-04-14 23:26:14.899592, cost_time=0:00:01.173489 2021-04-14 23:25:54,049 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=5.33ms, fps=2622 images/s, loss=0.1429, top1-acc=95.06%, top5-acc=99.90%, remaining_time=0:00:18.920528, arrival_time=2021-04-14 23:26:12.969835, cost_time=0:00:02.150069 2021-04-14 23:25:55,017 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.40ms, fps=2645 images/s, loss=0.1406, top1-acc=95.09%, top5-acc=99.92%, remaining_time=0:00:17.256198, arrival_time=2021-04-14 23:26:12.273967, cost_time=0:00:03.118579 2021-04-14 23:25:55,983 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.37ms, fps=2651 images/s, loss=0.1372, top1-acc=95.06%, top5-acc=99.94%, remaining_time=0:00:15.929940, arrival_time=2021-04-14 23:26:11.913723, cost_time=0:00:04.084587 2021-04-14 23:25:56,951 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.54ms, fps=2647 images/s, loss=0.1319, top1-acc=95.32%, top5-acc=99.95%, remaining_time=0:00:14.752424, arrival_time=2021-04-14 23:26:11.703844, cost_time=0:00:05.052213 2021-04-14 23:25:57,920 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.35ms, fps=2643 images/s, loss=0.1305, top1-acc=95.42%, top5-acc=99.95%, remaining_time=0:00:13.648008, arrival_time=2021-04-14 23:26:11.568514, cost_time=0:00:06.021205 2021-04-14 23:25:58,887 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.42ms, fps=2649 images/s, loss=0.1314, top1-acc=95.42%, top5-acc=99.96%, remaining_time=0:00:12.579084, arrival_time=2021-04-14 23:26:11.466687, cost_time=0:00:06.988415 2021-04-14 23:25:59,854 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.74ms, fps=2650 images/s, loss=0.1322, top1-acc=95.40%, top5-acc=99.96%, remaining_time=0:00:11.534344, arrival_time=2021-04-14 23:26:11.388324, cost_time=0:00:07.954701 2021-04-14 23:26:00,819 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.40ms, fps=2654 images/s, loss=0.1304, top1-acc=95.46%, top5-acc=99.96%, remaining_time=0:00:10.505766, arrival_time=2021-04-14 23:26:11.324961, cost_time=0:00:08.920011 2021-04-14 23:26:01,780 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.43ms, fps=2664 images/s, loss=0.1301, top1-acc=95.46%, top5-acc=99.96%, remaining_time=0:00:09.486144, arrival_time=2021-04-14 23:26:11.266773, cost_time=0:00:09.881437 2021-04-14 23:26:02,748 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.36ms, fps=2646 images/s, loss=0.1300, top1-acc=95.48%, top5-acc=99.96%, remaining_time=0:00:08.482094, arrival_time=2021-04-14 23:26:11.230612, cost_time=0:00:10.849147 2021-04-14 23:26:03,712 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.78ms, fps=2658 images/s, loss=0.1298, top1-acc=95.49%, top5-acc=99.96%, remaining_time=0:00:07.481516, arrival_time=2021-04-14 23:26:11.193618, cost_time=0:00:11.812907 2021-04-14 23:26:04,678 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.36ms, fps=2650 images/s, loss=0.1301, top1-acc=95.46%, top5-acc=99.96%, remaining_time=0:00:06.487998, arrival_time=2021-04-14 23:26:11.166531, cost_time=0:00:12.779327 2021-04-14 23:26:05,651 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.41ms, fps=2632 images/s, loss=0.1308, top1-acc=95.44%, top5-acc=99.96%, remaining_time=0:00:05.500936, arrival_time=2021-04-14 23:26:11.152456, cost_time=0:00:13.752336 2021-04-14 23:26:06,617 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.36ms, fps=2650 images/s, loss=0.1306, top1-acc=95.44%, top5-acc=99.96%, remaining_time=0:00:04.513704, arrival_time=2021-04-14 23:26:11.131467, cost_time=0:00:14.718579 2021-04-14 23:26:07,586 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.42ms, fps=2643 images/s, loss=0.1314, top1-acc=95.42%, top5-acc=99.96%, remaining_time=0:00:03.529692, arrival_time=2021-04-14 23:26:11.116443, cost_time=0:00:15.687570 2021-04-14 23:26:08,561 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.44ms, fps=2628 images/s, loss=0.1316, top1-acc=95.44%, top5-acc=99.95%, remaining_time=0:00:02.548338, arrival_time=2021-04-14 23:26:11.109710, cost_time=0:00:16.662185 2021-04-14 23:26:09,527 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.43ms, fps=2652 images/s, loss=0.1324, top1-acc=95.41%, top5-acc=99.95%, remaining_time=0:00:01.566928, arrival_time=2021-04-14 23:26:11.094169, cost_time=0:00:17.627905 2021-04-14 23:26:10,497 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.18ms, fps=2640 images/s, loss=0.1330, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:00.587322, arrival_time=2021-04-14 23:26:11.085002, cost_time=0:00:18.598466 2021-04-14 23:26:11,043 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.22ms, fps=2492 images/s, loss=0.1331, top1-acc=95.37%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:11.043793, cost_time=0:00:19.144591 2021-04-14 23:26:11,525 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=32.41ms, fps=5336 images/s, loss=0.3728, top1-acc=88.71%, top5-acc=99.45%, remaining_time=0:00:01.439340, arrival_time=2021-04-14 23:26:12.964804, cost_time=0:00:00.479781 2021-04-14 23:26:11,899 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=0.19ms, fps=6850 images/s, loss=0.3969, top1-acc=87.62%, top5-acc=99.47%, remaining_time=0:00:00.853860, arrival_time=2021-04-14 23:26:12.753380, cost_time=0:00:00.853854 2021-04-14 23:26:12,233 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=5.19ms, fps=7674 images/s, loss=0.3744, top1-acc=88.20%, top5-acc=99.47%, remaining_time=0:00:00.395930, arrival_time=2021-04-14 23:26:12.629396, cost_time=0:00:01.187792 2021-04-14 23:26:12,540 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.05ms, fps=7571 images/s, loss=0.3558, top1-acc=88.51%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:12.540221, cost_time=0:00:01.494573 2021-04-14 23:26:12,642 INFO : Epoch=0134 complete, best val top1-acc=89.55%, top5-acc=99.73% (epoch=132), remaining_time=0:22:49.672656, arrival_time=2021-04-14 23:49:02.315129, cost_time=0:46:20.850551 2021-04-14 23:26:12,643 INFO : Train start, epoch=0135, lr=0.024548 2021-04-14 23:26:13,822 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=0.30ms, fps=2171 images/s, loss=0.1255, top1-acc=95.74%, top5-acc=100.00%, remaining_time=0:00:21.927726, arrival_time=2021-04-14 23:26:35.750554, cost_time=0:00:01.178913 2021-04-14 23:26:14,796 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.56ms, fps=2632 images/s, loss=0.1249, top1-acc=95.90%, top5-acc=100.00%, remaining_time=0:00:18.939360, arrival_time=2021-04-14 23:26:33.735447, cost_time=0:00:02.152195 2021-04-14 23:26:15,788 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.58ms, fps=2583 images/s, loss=0.1231, top1-acc=95.78%, top5-acc=100.00%, remaining_time=0:00:17.396800, arrival_time=2021-04-14 23:26:33.184728, cost_time=0:00:03.143999 2021-04-14 23:26:16,751 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.56ms, fps=2660 images/s, loss=0.1226, top1-acc=95.70%, top5-acc=99.99%, remaining_time=0:00:16.017612, arrival_time=2021-04-14 23:26:32.768821, cost_time=0:00:04.107097 2021-04-14 23:26:17,718 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.54ms, fps=2649 images/s, loss=0.1227, top1-acc=95.79%, top5-acc=99.98%, remaining_time=0:00:14.817394, arrival_time=2021-04-14 23:26:32.535665, cost_time=0:00:05.074431 2021-04-14 23:26:18,681 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.56ms, fps=2659 images/s, loss=0.1260, top1-acc=95.73%, top5-acc=99.99%, remaining_time=0:00:13.684864, arrival_time=2021-04-14 23:26:32.366117, cost_time=0:00:06.037417 2021-04-14 23:26:19,667 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.35ms, fps=2598 images/s, loss=0.1254, top1-acc=95.71%, top5-acc=99.98%, remaining_time=0:00:12.641832, arrival_time=2021-04-14 23:26:32.308987, cost_time=0:00:07.023230 2021-04-14 23:26:20,631 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.40ms, fps=2655 images/s, loss=0.1258, top1-acc=95.67%, top5-acc=99.98%, remaining_time=0:00:11.582600, arrival_time=2021-04-14 23:26:32.214430, cost_time=0:00:07.988000 2021-04-14 23:26:21,600 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.36ms, fps=2643 images/s, loss=0.1267, top1-acc=95.64%, top5-acc=99.97%, remaining_time=0:00:10.549226, arrival_time=2021-04-14 23:26:32.149950, cost_time=0:00:08.956846 2021-04-14 23:26:22,576 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.45ms, fps=2625 images/s, loss=0.1254, top1-acc=95.64%, top5-acc=99.96%, remaining_time=0:00:09.535200, arrival_time=2021-04-14 23:26:32.111603, cost_time=0:00:09.932490 2021-04-14 23:26:23,548 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.69ms, fps=2634 images/s, loss=0.1244, top1-acc=95.68%, top5-acc=99.97%, remaining_time=0:00:08.525782, arrival_time=2021-04-14 23:26:32.074646, cost_time=0:00:10.905021 2021-04-14 23:26:24,519 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.64ms, fps=2638 images/s, loss=0.1247, top1-acc=95.69%, top5-acc=99.97%, remaining_time=0:00:07.521264, arrival_time=2021-04-14 23:26:32.040769, cost_time=0:00:11.875666 2021-04-14 23:26:25,482 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.70ms, fps=2661 images/s, loss=0.1244, top1-acc=95.70%, top5-acc=99.97%, remaining_time=0:00:06.517896, arrival_time=2021-04-14 23:26:31.999964, cost_time=0:00:12.838232 2021-04-14 23:26:26,454 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.32ms, fps=2634 images/s, loss=0.1234, top1-acc=95.74%, top5-acc=99.97%, remaining_time=0:00:05.524232, arrival_time=2021-04-14 23:26:31.978680, cost_time=0:00:13.810615 2021-04-14 23:26:27,422 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.54ms, fps=2645 images/s, loss=0.1233, top1-acc=95.74%, top5-acc=99.97%, remaining_time=0:00:04.532242, arrival_time=2021-04-14 23:26:31.955064, cost_time=0:00:14.778995 2021-04-14 23:26:28,396 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.47ms, fps=2630 images/s, loss=0.1241, top1-acc=95.72%, top5-acc=99.97%, remaining_time=0:00:03.544380, arrival_time=2021-04-14 23:26:31.940977, cost_time=0:00:15.752744 2021-04-14 23:26:29,364 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.34ms, fps=2645 images/s, loss=0.1246, top1-acc=95.70%, top5-acc=99.97%, remaining_time=0:00:02.557308, arrival_time=2021-04-14 23:26:31.922063, cost_time=0:00:16.720850 2021-04-14 23:26:30,327 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.30ms, fps=2661 images/s, loss=0.1246, top1-acc=95.70%, top5-acc=99.97%, remaining_time=0:00:01.571856, arrival_time=2021-04-14 23:26:31.899056, cost_time=0:00:17.683362 2021-04-14 23:26:31,293 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.26ms, fps=2651 images/s, loss=0.1250, top1-acc=95.66%, top5-acc=99.97%, remaining_time=0:00:00.588930, arrival_time=2021-04-14 23:26:31.882290, cost_time=0:00:18.649531 2021-04-14 23:26:31,835 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.17ms, fps=2509 images/s, loss=0.1259, top1-acc=95.63%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:31.835700, cost_time=0:00:19.191890 2021-04-14 23:26:32,367 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.21ms, fps=4833 images/s, loss=0.3626, top1-acc=88.28%, top5-acc=99.77%, remaining_time=0:00:01.589040, arrival_time=2021-04-14 23:26:33.956046, cost_time=0:00:00.529681 2021-04-14 23:26:32,705 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.54ms, fps=7571 images/s, loss=0.3441, top1-acc=89.10%, top5-acc=99.69%, remaining_time=0:00:00.868280, arrival_time=2021-04-14 23:26:33.573833, cost_time=0:00:00.868274 2021-04-14 23:26:33,042 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.71ms, fps=7611 images/s, loss=0.3465, top1-acc=88.98%, top5-acc=99.74%, remaining_time=0:00:00.401640, arrival_time=2021-04-14 23:26:33.443880, cost_time=0:00:01.204930 2021-04-14 23:26:33,351 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.08ms, fps=7508 images/s, loss=0.3393, top1-acc=89.17%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:33.351625, cost_time=0:00:01.514350 2021-04-14 23:26:33,455 INFO : Epoch=0135 complete, best val top1-acc=89.55%, top5-acc=99.73% (epoch=132), remaining_time=0:22:28.949095, arrival_time=2021-04-14 23:49:02.404536, cost_time=0:46:41.663511 2021-04-14 23:26:33,456 INFO : Train start, epoch=0136, lr=0.023875 2021-04-14 23:26:34,612 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=0.21ms, fps=2215 images/s, loss=0.1219, top1-acc=95.51%, top5-acc=99.96%, remaining_time=0:00:21.495090, arrival_time=2021-04-14 23:26:56.107535, cost_time=0:00:01.155653 2021-04-14 23:26:35,583 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.44ms, fps=2639 images/s, loss=0.1253, top1-acc=95.76%, top5-acc=99.96%, remaining_time=0:00:18.710912, arrival_time=2021-04-14 23:26:54.293934, cost_time=0:00:02.126239 2021-04-14 23:26:36,554 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.51ms, fps=2635 images/s, loss=0.1235, top1-acc=95.78%, top5-acc=99.97%, remaining_time=0:00:17.142820, arrival_time=2021-04-14 23:26:53.697718, cost_time=0:00:03.098114 2021-04-14 23:26:37,521 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.63ms, fps=2650 images/s, loss=0.1235, top1-acc=95.84%, top5-acc=99.98%, remaining_time=0:00:15.851472, arrival_time=2021-04-14 23:26:53.372764, cost_time=0:00:04.064480 2021-04-14 23:26:38,482 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.26ms, fps=2666 images/s, loss=0.1211, top1-acc=95.92%, top5-acc=99.98%, remaining_time=0:00:14.673876, arrival_time=2021-04-14 23:26:53.155978, cost_time=0:00:05.025314 2021-04-14 23:26:39,444 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.31ms, fps=2663 images/s, loss=0.1208, top1-acc=95.88%, top5-acc=99.99%, remaining_time=0:00:13.570760, arrival_time=2021-04-14 23:26:53.014708, cost_time=0:00:05.987097 2021-04-14 23:26:40,420 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.51ms, fps=2623 images/s, loss=0.1224, top1-acc=95.79%, top5-acc=99.98%, remaining_time=0:00:12.534228, arrival_time=2021-04-14 23:26:52.954500, cost_time=0:00:06.963482 2021-04-14 23:26:41,390 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.47ms, fps=2639 images/s, loss=0.1222, top1-acc=95.79%, top5-acc=99.99%, remaining_time=0:00:11.504300, arrival_time=2021-04-14 23:26:52.895065, cost_time=0:00:07.933976 2021-04-14 23:26:42,359 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.57ms, fps=2645 images/s, loss=0.1222, top1-acc=95.80%, top5-acc=99.99%, remaining_time=0:00:10.484990, arrival_time=2021-04-14 23:26:52.844089, cost_time=0:00:08.902316 2021-04-14 23:26:43,334 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.31ms, fps=2627 images/s, loss=0.1224, top1-acc=95.77%, top5-acc=99.98%, remaining_time=0:00:09.482112, arrival_time=2021-04-14 23:26:52.816144, cost_time=0:00:09.877243 2021-04-14 23:26:44,306 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.46ms, fps=2634 images/s, loss=0.1216, top1-acc=95.80%, top5-acc=99.99%, remaining_time=0:00:08.482438, arrival_time=2021-04-14 23:26:52.788819, cost_time=0:00:10.849593 2021-04-14 23:26:45,270 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.52ms, fps=2658 images/s, loss=0.1217, top1-acc=95.80%, top5-acc=99.99%, remaining_time=0:00:07.481668, arrival_time=2021-04-14 23:26:52.751755, cost_time=0:00:11.813168 2021-04-14 23:26:46,232 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.31ms, fps=2661 images/s, loss=0.1219, top1-acc=95.78%, top5-acc=99.99%, remaining_time=0:00:06.486282, arrival_time=2021-04-14 23:26:52.719076, cost_time=0:00:12.776006 2021-04-14 23:26:47,195 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.62ms, fps=2660 images/s, loss=0.1222, top1-acc=95.78%, top5-acc=99.99%, remaining_time=0:00:05.495560, arrival_time=2021-04-14 23:26:52.691203, cost_time=0:00:13.738857 2021-04-14 23:26:48,158 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.37ms, fps=2660 images/s, loss=0.1221, top1-acc=95.78%, top5-acc=99.99%, remaining_time=0:00:04.508552, arrival_time=2021-04-14 23:26:52.667106, cost_time=0:00:14.701737 2021-04-14 23:26:49,123 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.36ms, fps=2655 images/s, loss=0.1226, top1-acc=95.78%, top5-acc=99.98%, remaining_time=0:00:03.524940, arrival_time=2021-04-14 23:26:52.648154, cost_time=0:00:15.666415 2021-04-14 23:26:50,086 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.38ms, fps=2660 images/s, loss=0.1227, top1-acc=95.79%, top5-acc=99.98%, remaining_time=0:00:02.543294, arrival_time=2021-04-14 23:26:52.629353, cost_time=0:00:16.629277 2021-04-14 23:26:51,062 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.89ms, fps=2623 images/s, loss=0.1228, top1-acc=95.78%, top5-acc=99.98%, remaining_time=0:00:01.564944, arrival_time=2021-04-14 23:26:52.627444, cost_time=0:00:17.605649 2021-04-14 23:26:52,035 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.35ms, fps=2632 images/s, loss=0.1238, top1-acc=95.75%, top5-acc=99.98%, remaining_time=0:00:00.586698, arrival_time=2021-04-14 23:26:52.622238, cost_time=0:00:18.578754 2021-04-14 23:26:52,578 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.17ms, fps=2508 images/s, loss=0.1236, top1-acc=95.74%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:52.578115, cost_time=0:00:19.121332 2021-04-14 23:26:53,074 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.18ms, fps=5172 images/s, loss=0.3120, top1-acc=89.57%, top5-acc=99.69%, remaining_time=0:00:01.484790, arrival_time=2021-04-14 23:26:54.559472, cost_time=0:00:00.494934 2021-04-14 23:26:53,405 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.46ms, fps=7742 images/s, loss=0.3216, top1-acc=89.61%, top5-acc=99.71%, remaining_time=0:00:00.825920, arrival_time=2021-04-14 23:26:54.231593, cost_time=0:00:00.825923 2021-04-14 23:26:53,736 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=0.29ms, fps=7741 images/s, loss=0.3116, top1-acc=89.84%, top5-acc=99.69%, remaining_time=0:00:00.385650, arrival_time=2021-04-14 23:26:54.122366, cost_time=0:00:01.156964 2021-04-14 23:26:54,044 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.06ms, fps=7545 images/s, loss=0.3103, top1-acc=90.07%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:54.044556, cost_time=0:00:01.464817 2021-04-14 23:26:54,278 INFO : Epoch=0136 complete, best val top1-acc=90.07%, top5-acc=99.70% (epoch=136), remaining_time=0:22:08.228864, arrival_time=2021-04-14 23:49:02.507113, cost_time=0:47:02.486309 2021-04-14 23:26:54,279 INFO : Train start, epoch=0137, lr=0.023209 2021-04-14 23:26:55,421 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.26ms, fps=2242 images/s, loss=0.1041, top1-acc=96.48%, top5-acc=99.96%, remaining_time=0:00:21.242502, arrival_time=2021-04-14 23:27:16.664128, cost_time=0:00:01.142071 2021-04-14 23:26:56,384 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.37ms, fps=2660 images/s, loss=0.1081, top1-acc=96.19%, top5-acc=99.96%, remaining_time=0:00:18.522240, arrival_time=2021-04-14 23:27:14.906586, cost_time=0:00:02.104795 2021-04-14 23:26:57,355 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.76ms, fps=2637 images/s, loss=0.1141, top1-acc=96.12%, top5-acc=99.95%, remaining_time=0:00:17.020644, arrival_time=2021-04-14 23:27:14.376297, cost_time=0:00:03.076012 2021-04-14 23:26:58,321 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.38ms, fps=2652 images/s, loss=0.1131, top1-acc=96.14%, top5-acc=99.96%, remaining_time=0:00:15.763020, arrival_time=2021-04-14 23:27:14.084354, cost_time=0:00:04.041785 2021-04-14 23:26:59,295 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=2.39ms, fps=2629 images/s, loss=0.1132, top1-acc=96.18%, top5-acc=99.96%, remaining_time=0:00:14.646136, arrival_time=2021-04-14 23:27:13.941612, cost_time=0:00:05.015799 2021-04-14 23:27:00,261 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.31ms, fps=2651 images/s, loss=0.1142, top1-acc=96.09%, top5-acc=99.96%, remaining_time=0:00:13.559744, arrival_time=2021-04-14 23:27:13.821560, cost_time=0:00:05.982261 2021-04-14 23:27:01,230 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.37ms, fps=2643 images/s, loss=0.1151, top1-acc=96.05%, top5-acc=99.96%, remaining_time=0:00:12.512178, arrival_time=2021-04-14 23:27:13.742912, cost_time=0:00:06.951188 2021-04-14 23:27:02,193 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.38ms, fps=2660 images/s, loss=0.1162, top1-acc=96.00%, top5-acc=99.97%, remaining_time=0:00:11.475416, arrival_time=2021-04-14 23:27:13.669036, cost_time=0:00:07.914071 2021-04-14 23:27:03,162 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.61ms, fps=2644 images/s, loss=0.1159, top1-acc=96.04%, top5-acc=99.97%, remaining_time=0:00:10.461988, arrival_time=2021-04-14 23:27:13.624399, cost_time=0:00:08.882784 2021-04-14 23:27:04,138 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.37ms, fps=2625 images/s, loss=0.1157, top1-acc=96.04%, top5-acc=99.96%, remaining_time=0:00:09.464352, arrival_time=2021-04-14 23:27:13.602656, cost_time=0:00:09.858734 2021-04-14 23:27:05,104 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.52ms, fps=2652 images/s, loss=0.1163, top1-acc=96.03%, top5-acc=99.97%, remaining_time=0:00:08.462916, arrival_time=2021-04-14 23:27:13.567100, cost_time=0:00:10.824631 2021-04-14 23:27:06,072 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.46ms, fps=2644 images/s, loss=0.1160, top1-acc=96.02%, top5-acc=99.97%, remaining_time=0:00:07.469052, arrival_time=2021-04-14 23:27:13.541894, cost_time=0:00:11.793294 2021-04-14 23:27:07,034 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.52ms, fps=2662 images/s, loss=0.1165, top1-acc=96.03%, top5-acc=99.96%, remaining_time=0:00:06.475722, arrival_time=2021-04-14 23:27:13.510480, cost_time=0:00:12.755155 2021-04-14 23:27:08,000 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.26ms, fps=2652 images/s, loss=0.1177, top1-acc=96.01%, top5-acc=99.97%, remaining_time=0:00:05.488336, arrival_time=2021-04-14 23:27:13.488818, cost_time=0:00:13.720878 2021-04-14 23:27:08,963 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.32ms, fps=2660 images/s, loss=0.1182, top1-acc=95.98%, top5-acc=99.97%, remaining_time=0:00:04.503032, arrival_time=2021-04-14 23:27:13.466369, cost_time=0:00:14.683772 2021-04-14 23:27:09,934 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.34ms, fps=2637 images/s, loss=0.1198, top1-acc=95.92%, top5-acc=99.96%, remaining_time=0:00:03.522348, arrival_time=2021-04-14 23:27:13.456803, cost_time=0:00:15.654819 2021-04-14 23:27:10,896 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.41ms, fps=2662 images/s, loss=0.1200, top1-acc=95.93%, top5-acc=99.96%, remaining_time=0:00:02.541396, arrival_time=2021-04-14 23:27:13.437838, cost_time=0:00:16.616887 2021-04-14 23:27:11,860 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.37ms, fps=2656 images/s, loss=0.1203, top1-acc=95.90%, top5-acc=99.96%, remaining_time=0:00:01.562768, arrival_time=2021-04-14 23:27:13.423463, cost_time=0:00:17.581134 2021-04-14 23:27:12,829 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.23ms, fps=2644 images/s, loss=0.1194, top1-acc=95.92%, top5-acc=99.97%, remaining_time=0:00:00.585786, arrival_time=2021-04-14 23:27:13.415151, cost_time=0:00:18.549813 2021-04-14 23:27:13,373 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=0.07ms, fps=2500 images/s, loss=0.1205, top1-acc=95.89%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:27:13.373691, cost_time=0:00:19.094124 2021-04-14 23:27:13,875 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=4.63ms, fps=5125 images/s, loss=0.3301, top1-acc=89.92%, top5-acc=99.53%, remaining_time=0:00:01.498620, arrival_time=2021-04-14 23:27:15.373625, cost_time=0:00:00.499545 2021-04-14 23:27:14,211 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.91ms, fps=7614 images/s, loss=0.3412, top1-acc=89.39%, top5-acc=99.55%, remaining_time=0:00:00.836200, arrival_time=2021-04-14 23:27:15.047880, cost_time=0:00:00.836209 2021-04-14 23:27:14,553 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=4.77ms, fps=7510 images/s, loss=0.3564, top1-acc=89.05%, top5-acc=99.53%, remaining_time=0:00:00.392510, arrival_time=2021-04-14 23:27:14.945516, cost_time=0:00:01.177542 2021-04-14 23:27:14,858 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.08ms, fps=7616 images/s, loss=0.3635, top1-acc=88.98%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-14 23:27:14.858027, cost_time=0:00:01.482626 2021-04-14 23:27:14,985 INFO : Epoch=0137 complete, best val top1-acc=90.07%, top5-acc=99.70% (epoch=136), remaining_time=0:21:47.454120, arrival_time=2021-04-14 23:49:02.439933, cost_time=0:47:23.193885 2021-04-14 23:27:14,987 INFO : Train start, epoch=0138, lr=0.022549 2021-04-14 23:27:16,133 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=0.22ms, fps=2233 images/s, loss=0.1029, top1-acc=96.56%, top5-acc=100.00%, remaining_time=0:00:21.322668, arrival_time=2021-04-14 23:27:37.456250, cost_time=0:00:01.146377 2021-04-14 23:27:17,105 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.35ms, fps=2636 images/s, loss=0.1058, top1-acc=96.41%, top5-acc=100.00%, remaining_time=0:00:18.638928, arrival_time=2021-04-14 23:27:35.744116, cost_time=0:00:02.118068 2021-04-14 23:27:18,071 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.46ms, fps=2650 images/s, loss=0.1072, top1-acc=96.24%, top5-acc=99.99%, remaining_time=0:00:17.067124, arrival_time=2021-04-14 23:27:35.138733, cost_time=0:00:03.084407 2021-04-14 23:27:19,034 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.34ms, fps=2661 images/s, loss=0.1066, top1-acc=96.27%, top5-acc=99.98%, remaining_time=0:00:15.784080, arrival_time=2021-04-14 23:27:34.818371, cost_time=0:00:04.047180 2021-04-14 23:27:20,004 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.83ms, fps=2639 images/s, loss=0.1098, top1-acc=96.26%, top5-acc=99.98%, remaining_time=0:00:14.651246, arrival_time=2021-04-14 23:27:34.655887, cost_time=0:00:05.017539 2021-04-14 23:27:20,976 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.41ms, fps=2637 images/s, loss=0.1114, top1-acc=96.14%, top5-acc=99.98%, remaining_time=0:00:13.574704, arrival_time=2021-04-14 23:27:34.550744, cost_time=0:00:05.988847 2021-04-14 23:27:21,947 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.41ms, fps=2636 images/s, loss=0.1100, top1-acc=96.24%, top5-acc=99.98%, remaining_time=0:00:12.528810, arrival_time=2021-04-14 23:27:34.476365, cost_time=0:00:06.960433 2021-04-14 23:27:22,920 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.37ms, fps=2631 images/s, loss=0.1101, top1-acc=96.30%, top5-acc=99.98%, remaining_time=0:00:11.503836, arrival_time=2021-04-14 23:27:34.424621, cost_time=0:00:07.933662 2021-04-14 23:27:23,887 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.36ms, fps=2650 images/s, loss=0.1106, top1-acc=96.27%, top5-acc=99.98%, remaining_time=0:00:10.482340, arrival_time=2021-04-14 23:27:34.369564, cost_time=0:00:08.900110 2021-04-14 23:27:24,857 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.42ms, fps=2640 images/s, loss=0.1122, top1-acc=96.17%, top5-acc=99.98%, remaining_time=0:00:09.475584, arrival_time=2021-04-14 23:27:34.333109, cost_time=0:00:09.870350 2021-04-14 23:27:25,823 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.34ms, fps=2652 images/s, loss=0.1113, top1-acc=96.20%, top5-acc=99.99%, remaining_time=0:00:08.471860, arrival_time=2021-04-14 23:27:34.295099, cost_time=0:00:10.836129 2021-04-14 23:27:26,785 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.43ms, fps=2662 images/s, loss=0.1131, top1-acc=96.10%, top5-acc=99.98%, remaining_time=0:00:07.472092, arrival_time=2021-04-14 23:27:34.257275, cost_time=0:00:11.798067 2021-04-14 23:27:27,753 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.39ms, fps=2646 images/s, loss=0.1138, top1-acc=96.06%, top5-acc=99.98%, remaining_time=0:00:06.481134, arrival_time=2021-04-14 23:27:34.234298, cost_time=0:00:12.765853 2021-04-14 23:27:28,715 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.29ms, fps=2661 images/s, loss=0.1148, top1-acc=96.02%, top5-acc=99.98%, remaining_time=0:00:05.491472, arrival_time=2021-04-14 23:27:34.207305, cost_time=0:00:13.728726 2021-04-14 23:27:29,677 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.41ms, fps=2664 images/s, loss=0.1154, top1-acc=96.00%, top5-acc=99.98%, remaining_time=0:00:04.504872, arrival_time=2021-04-14 23:27:34.181849, cost_time=0:00:14.689869 2021-04-14 23:27:30,641 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.43ms, fps=2657 images/s, loss=0.1159, top1-acc=95.98%, top5-acc=99.98%, remaining_time=0:00:03.522096, arrival_time=2021-04-14 23:27:34.163045, cost_time=0:00:15.653827 2021-04-14 23:27:31,615 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.49ms, fps=2629 images/s, loss=0.1183, top1-acc=95.88%, top5-acc=99.98%, remaining_time=0:00:02.543138, arrival_time=2021-04-14 23:27:34.158398, cost_time=0:00:16.628150 2021-04-14 23:27:32,580 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.37ms, fps=2652 images/s, loss=0.1196, top1-acc=95.84%, top5-acc=99.98%, remaining_time=0:00:01.563888, arrival_time=2021-04-14 23:27:34.144679, cost_time=0:00:17.593675 2021-04-14 23:27:33,552 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.28ms, fps=2637 images/s, loss=0.1200, top1-acc=95.83%, top5-acc=99.98%, remaining_time=0:00:00.586260, arrival_time=2021-04-14 23:27:34.138272, cost_time=0:00:18.564906 2021-04-14 23:27:34,095 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.28ms, fps=2502 images/s, loss=0.1202, top1-acc=95.84%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:27:34.095925, cost_time=0:00:19.108798 2021-04-14 23:27:34,540 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=1.93ms, fps=5779 images/s, loss=0.2944, top1-acc=90.74%, top5-acc=99.73%, remaining_time=0:00:01.328820, arrival_time=2021-04-14 23:27:35.869668, cost_time=0:00:00.442945 2021-04-14 23:27:34,910 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=0.19ms, fps=6932 images/s, loss=0.3181, top1-acc=90.08%, top5-acc=99.69%, remaining_time=0:00:00.812640, arrival_time=2021-04-14 23:27:35.723181, cost_time=0:00:00.812649 2021-04-14 23:27:35,257 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=0.38ms, fps=7389 images/s, loss=0.3132, top1-acc=90.05%, top5-acc=99.67%, remaining_time=0:00:00.386500, arrival_time=2021-04-14 23:27:35.643868, cost_time=0:00:01.159490 2021-04-14 23:27:35,563 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.09ms, fps=7590 images/s, loss=0.3335, top1-acc=89.78%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-14 23:27:35.563384, cost_time=0:00:01.465507 2021-04-14 23:27:35,699 INFO : Epoch=0138 complete, best val top1-acc=90.07%, top5-acc=99.70% (epoch=136), remaining_time=0:21:26.683272, arrival_time=2021-04-14 23:49:02.383121, cost_time=0:47:43.907873 2021-04-14 23:27:35,701 INFO : Train start, epoch=0139, lr=0.021896 2021-04-14 23:27:36,876 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.41ms, fps=2180 images/s, loss=0.1236, top1-acc=96.09%, top5-acc=100.00%, remaining_time=0:00:21.846072, arrival_time=2021-04-14 23:27:58.722077, cost_time=0:00:01.174521 2021-04-14 23:27:37,849 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.78ms, fps=2632 images/s, loss=0.1245, top1-acc=95.74%, top5-acc=99.94%, remaining_time=0:00:18.899760, arrival_time=2021-04-14 23:27:56.748948, cost_time=0:00:02.147702 2021-04-14 23:27:38,817 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.37ms, fps=2645 images/s, loss=0.1252, top1-acc=95.69%, top5-acc=99.95%, remaining_time=0:00:17.241922, arrival_time=2021-04-14 23:27:56.059380, cost_time=0:00:03.116015 2021-04-14 23:27:39,788 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.76ms, fps=2639 images/s, loss=0.1233, top1-acc=95.79%, top5-acc=99.96%, remaining_time=0:00:15.938208, arrival_time=2021-04-14 23:27:55.726348, cost_time=0:00:04.086739 2021-04-14 23:27:40,752 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.48ms, fps=2656 images/s, loss=0.1250, top1-acc=95.74%, top5-acc=99.95%, remaining_time=0:00:14.748628, arrival_time=2021-04-14 23:27:55.500963, cost_time=0:00:05.050899 2021-04-14 23:27:41,722 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.68ms, fps=2639 images/s, loss=0.1203, top1-acc=95.94%, top5-acc=99.96%, remaining_time=0:00:13.648416, arrival_time=2021-04-14 23:27:55.371272, cost_time=0:00:06.021379 2021-04-14 23:27:42,691 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.40ms, fps=2645 images/s, loss=0.1205, top1-acc=95.90%, top5-acc=99.96%, remaining_time=0:00:12.581478, arrival_time=2021-04-14 23:27:55.272563, cost_time=0:00:06.989689 2021-04-14 23:27:43,659 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.37ms, fps=2644 images/s, loss=0.1208, top1-acc=95.91%, top5-acc=99.96%, remaining_time=0:00:11.539564, arrival_time=2021-04-14 23:27:55.199288, cost_time=0:00:07.958330 2021-04-14 23:27:44,628 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.39ms, fps=2644 images/s, loss=0.1206, top1-acc=95.95%, top5-acc=99.97%, remaining_time=0:00:10.513928, arrival_time=2021-04-14 23:27:55.142266, cost_time=0:00:08.926939 2021-04-14 23:27:45,598 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.92ms, fps=2640 images/s, loss=0.1193, top1-acc=95.97%, top5-acc=99.97%, remaining_time=0:00:09.501216, arrival_time=2021-04-14 23:27:55.099753, cost_time=0:00:09.897137 2021-04-14 23:27:46,563 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.43ms, fps=2654 images/s, loss=0.1195, top1-acc=95.97%, top5-acc=99.97%, remaining_time=0:00:08.492070, arrival_time=2021-04-14 23:27:55.055460, cost_time=0:00:10.861987 2021-04-14 23:27:47,529 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.29ms, fps=2652 images/s, loss=0.1192, top1-acc=95.98%, top5-acc=99.97%, remaining_time=0:00:07.490864, arrival_time=2021-04-14 23:27:55.019988, cost_time=0:00:11.827732 2021-04-14 23:27:48,496 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.76ms, fps=2647 images/s, loss=0.1191, top1-acc=95.96%, top5-acc=99.96%, remaining_time=0:00:06.495918, arrival_time=2021-04-14 23:27:54.992529, cost_time=0:00:12.795019 2021-04-14 23:27:49,465 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.29ms, fps=2643 images/s, loss=0.1190, top1-acc=95.92%, top5-acc=99.97%, remaining_time=0:00:05.505752, arrival_time=2021-04-14 23:27:54.971490, cost_time=0:00:13.764343 2021-04-14 23:27:50,433 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.39ms, fps=2647 images/s, loss=0.1200, top1-acc=95.89%, top5-acc=99.97%, remaining_time=0:00:04.517798, arrival_time=2021-04-14 23:27:54.951133, cost_time=0:00:14.731938 2021-04-14 23:27:51,401 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.33ms, fps=2646 images/s, loss=0.1192, top1-acc=95.90%, top5-acc=99.97%, remaining_time=0:00:03.532464, arrival_time=2021-04-14 23:27:54.933665, cost_time=0:00:15.699808 2021-04-14 23:27:52,369 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.44ms, fps=2644 images/s, loss=0.1196, top1-acc=95.89%, top5-acc=99.97%, remaining_time=0:00:02.549274, arrival_time=2021-04-14 23:27:54.919037, cost_time=0:00:16.668303 2021-04-14 23:27:53,337 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.54ms, fps=2646 images/s, loss=0.1198, top1-acc=95.88%, top5-acc=99.97%, remaining_time=0:00:01.567664, arrival_time=2021-04-14 23:27:54.905318, cost_time=0:00:17.636267 2021-04-14 23:27:54,308 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.24ms, fps=2637 images/s, loss=0.1201, top1-acc=95.86%, top5-acc=99.97%, remaining_time=0:00:00.587598, arrival_time=2021-04-14 23:27:54.896336, cost_time=0:00:18.607297 2021-04-14 23:27:54,853 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=0.06ms, fps=2500 images/s, loss=0.1201, top1-acc=95.85%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:27:54.853242, cost_time=0:00:19.151820 2021-04-14 23:27:55,341 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=0.30ms, fps=5270 images/s, loss=0.3341, top1-acc=89.49%, top5-acc=99.65%, remaining_time=0:00:01.457310, arrival_time=2021-04-14 23:27:56.798797, cost_time=0:00:00.485769 2021-04-14 23:27:55,675 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=2.01ms, fps=7681 images/s, loss=0.3368, top1-acc=89.47%, top5-acc=99.69%, remaining_time=0:00:00.819420, arrival_time=2021-04-14 23:27:56.494543, cost_time=0:00:00.819416 2021-04-14 23:27:56,002 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.67ms, fps=7819 images/s, loss=0.3378, top1-acc=89.36%, top5-acc=99.74%, remaining_time=0:00:00.382380, arrival_time=2021-04-14 23:27:56.385223, cost_time=0:00:01.147132 2021-04-14 23:27:56,310 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.06ms, fps=7542 images/s, loss=0.3276, top1-acc=89.78%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:27:56.310786, cost_time=0:00:01.455083 2021-04-14 23:27:56,437 INFO : Epoch=0139 complete, best val top1-acc=90.07%, top5-acc=99.70% (epoch=136), remaining_time=0:21:05.923484, arrival_time=2021-04-14 23:49:02.360694, cost_time=0:48:04.645279 2021-04-14 23:27:56,438 INFO : Train start, epoch=0140, lr=0.021250 2021-04-14 23:27:57,567 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=0.22ms, fps=2267 images/s, loss=0.1230, top1-acc=95.94%, top5-acc=100.00%, remaining_time=0:00:21.002748, arrival_time=2021-04-14 23:28:18.570542, cost_time=0:00:01.129181 2021-04-14 23:27:58,530 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.27ms, fps=2662 images/s, loss=0.1202, top1-acc=96.11%, top5-acc=100.00%, remaining_time=0:00:18.405200, arrival_time=2021-04-14 23:28:16.935220, cost_time=0:00:02.091491 2021-04-14 23:27:59,500 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.41ms, fps=2640 images/s, loss=0.1114, top1-acc=96.30%, top5-acc=100.00%, remaining_time=0:00:16.940134, arrival_time=2021-04-14 23:28:16.440205, cost_time=0:00:03.061459 2021-04-14 23:28:00,470 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.54ms, fps=2640 images/s, loss=0.1059, top1-acc=96.46%, top5-acc=100.00%, remaining_time=0:00:15.724176, arrival_time=2021-04-14 23:28:16.194619, cost_time=0:00:04.031845 2021-04-14 23:28:01,441 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.52ms, fps=2638 images/s, loss=0.1032, top1-acc=96.53%, top5-acc=100.00%, remaining_time=0:00:14.608906, arrival_time=2021-04-14 23:28:16.050479, cost_time=0:00:05.003047 2021-04-14 23:28:02,423 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.90ms, fps=2607 images/s, loss=0.1027, top1-acc=96.56%, top5-acc=100.00%, remaining_time=0:00:13.566952, arrival_time=2021-04-14 23:28:15.990865, cost_time=0:00:05.985391 2021-04-14 23:28:03,386 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.54ms, fps=2661 images/s, loss=0.1042, top1-acc=96.51%, top5-acc=99.99%, remaining_time=0:00:12.505878, arrival_time=2021-04-14 23:28:15.892183, cost_time=0:00:06.947696 2021-04-14 23:28:04,360 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=7.05ms, fps=2630 images/s, loss=0.1048, top1-acc=96.45%, top5-acc=99.99%, remaining_time=0:00:11.486436, arrival_time=2021-04-14 23:28:15.846769, cost_time=0:00:07.921663 2021-04-14 23:28:05,343 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=2.06ms, fps=2609 images/s, loss=0.1046, top1-acc=96.47%, top5-acc=99.99%, remaining_time=0:00:10.487958, arrival_time=2021-04-14 23:28:15.831443, cost_time=0:00:08.904888 2021-04-14 23:28:06,309 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.67ms, fps=2651 images/s, loss=0.1043, top1-acc=96.46%, top5-acc=99.98%, remaining_time=0:00:09.476256, arrival_time=2021-04-14 23:28:15.785872, cost_time=0:00:09.871087 2021-04-14 23:28:07,280 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.53ms, fps=2637 images/s, loss=0.1049, top1-acc=96.38%, top5-acc=99.99%, remaining_time=0:00:08.476590, arrival_time=2021-04-14 23:28:15.757308, cost_time=0:00:10.842109 2021-04-14 23:28:08,252 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.29ms, fps=2635 images/s, loss=0.1046, top1-acc=96.41%, top5-acc=99.99%, remaining_time=0:00:07.482200, arrival_time=2021-04-14 23:28:15.734803, cost_time=0:00:11.814060 2021-04-14 23:28:09,223 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.82ms, fps=2638 images/s, loss=0.1052, top1-acc=96.37%, top5-acc=99.99%, remaining_time=0:00:06.490770, arrival_time=2021-04-14 23:28:15.714131, cost_time=0:00:12.784829 2021-04-14 23:28:10,184 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.32ms, fps=2665 images/s, loss=0.1059, top1-acc=96.32%, top5-acc=99.99%, remaining_time=0:00:05.498304, arrival_time=2021-04-14 23:28:15.682573, cost_time=0:00:13.745745 2021-04-14 23:28:11,156 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=2.00ms, fps=2635 images/s, loss=0.1064, top1-acc=96.32%, top5-acc=99.99%, remaining_time=0:00:04.513382, arrival_time=2021-04-14 23:28:15.669613, cost_time=0:00:14.717623 2021-04-14 23:28:12,124 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.39ms, fps=2645 images/s, loss=0.1076, top1-acc=96.28%, top5-acc=99.98%, remaining_time=0:00:03.529368, arrival_time=2021-04-14 23:28:15.654002, cost_time=0:00:15.686090 2021-04-14 23:28:13,097 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.49ms, fps=2633 images/s, loss=0.1078, top1-acc=96.29%, top5-acc=99.98%, remaining_time=0:00:02.547792, arrival_time=2021-04-14 23:28:15.645033, cost_time=0:00:16.658678 2021-04-14 23:28:14,072 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.51ms, fps=2625 images/s, loss=0.1084, top1-acc=96.27%, top5-acc=99.98%, remaining_time=0:00:01.567504, arrival_time=2021-04-14 23:28:15.640447, cost_time=0:00:17.634427 2021-04-14 23:28:15,037 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.28ms, fps=2655 images/s, loss=0.1094, top1-acc=96.22%, top5-acc=99.98%, remaining_time=0:00:00.587340, arrival_time=2021-04-14 23:28:15.625068, cost_time=0:00:18.599112 2021-04-14 23:28:15,580 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.22ms, fps=2508 images/s, loss=0.1096, top1-acc=96.21%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:15.580446, cost_time=0:00:19.141940 2021-04-14 23:28:16,033 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=5.05ms, fps=5677 images/s, loss=0.3167, top1-acc=89.77%, top5-acc=99.80%, remaining_time=0:00:01.352820, arrival_time=2021-04-14 23:28:17.385863, cost_time=0:00:00.450940 2021-04-14 23:28:16,371 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=0.31ms, fps=7569 images/s, loss=0.3137, top1-acc=89.82%, top5-acc=99.71%, remaining_time=0:00:00.789600, arrival_time=2021-04-14 23:28:17.161287, cost_time=0:00:00.789602 2021-04-14 23:28:16,701 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.59ms, fps=7778 images/s, loss=0.3129, top1-acc=89.97%, top5-acc=99.70%, remaining_time=0:00:00.373040, arrival_time=2021-04-14 23:28:17.074381, cost_time=0:00:01.119129 2021-04-14 23:28:17,009 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.06ms, fps=7532 images/s, loss=0.3057, top1-acc=90.20%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:17.009944, cost_time=0:00:01.427908 2021-04-14 23:28:17,237 INFO : Epoch=0140 complete, best val top1-acc=90.20%, top5-acc=99.72% (epoch=140), remaining_time=0:20:45.190800, arrival_time=2021-04-14 23:49:02.427997, cost_time=0:48:25.445250 2021-04-14 23:28:17,238 INFO : Train start, epoch=0141, lr=0.020611 2021-04-14 23:28:18,376 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=0.20ms, fps=2250 images/s, loss=0.1015, top1-acc=96.48%, top5-acc=100.00%, remaining_time=0:00:21.162336, arrival_time=2021-04-14 23:28:39.538903, cost_time=0:00:01.137759 2021-04-14 23:28:19,342 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.51ms, fps=2653 images/s, loss=0.1047, top1-acc=96.56%, top5-acc=99.98%, remaining_time=0:00:18.510976, arrival_time=2021-04-14 23:28:37.853171, cost_time=0:00:02.103524 2021-04-14 23:28:20,306 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.28ms, fps=2657 images/s, loss=0.1048, top1-acc=96.42%, top5-acc=99.99%, remaining_time=0:00:16.973666, arrival_time=2021-04-14 23:28:37.279919, cost_time=0:00:03.067532 2021-04-14 23:28:21,277 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=2.65ms, fps=2650 images/s, loss=0.1042, top1-acc=96.37%, top5-acc=99.99%, remaining_time=0:00:15.751320, arrival_time=2021-04-14 23:28:37.028778, cost_time=0:00:04.038814 2021-04-14 23:28:22,248 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.62ms, fps=2638 images/s, loss=0.1044, top1-acc=96.42%, top5-acc=99.99%, remaining_time=0:00:14.628470, arrival_time=2021-04-14 23:28:36.876878, cost_time=0:00:05.009766 2021-04-14 23:28:23,220 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.95ms, fps=2634 images/s, loss=0.1041, top1-acc=96.41%, top5-acc=99.98%, remaining_time=0:00:13.559336, arrival_time=2021-04-14 23:28:36.780064, cost_time=0:00:05.982086 2021-04-14 23:28:24,201 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.41ms, fps=2611 images/s, loss=0.1059, top1-acc=96.37%, top5-acc=99.98%, remaining_time=0:00:12.533220, arrival_time=2021-04-14 23:28:36.734927, cost_time=0:00:06.962928 2021-04-14 23:28:25,170 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.37ms, fps=2644 images/s, loss=0.1069, top1-acc=96.32%, top5-acc=99.98%, remaining_time=0:00:11.501284, arrival_time=2021-04-14 23:28:36.671839, cost_time=0:00:07.931903 2021-04-14 23:28:26,141 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.28ms, fps=2636 images/s, loss=0.1063, top1-acc=96.33%, top5-acc=99.98%, remaining_time=0:00:10.486156, arrival_time=2021-04-14 23:28:36.628099, cost_time=0:00:08.903326 2021-04-14 23:28:27,105 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.75ms, fps=2659 images/s, loss=0.1057, top1-acc=96.35%, top5-acc=99.97%, remaining_time=0:00:09.471648, arrival_time=2021-04-14 23:28:36.576618, cost_time=0:00:09.866321 2021-04-14 23:28:28,075 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.57ms, fps=2639 images/s, loss=0.1057, top1-acc=96.35%, top5-acc=99.98%, remaining_time=0:00:08.472462, arrival_time=2021-04-14 23:28:36.547934, cost_time=0:00:10.836838 2021-04-14 23:28:29,035 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.51ms, fps=2667 images/s, loss=0.1061, top1-acc=96.33%, top5-acc=99.98%, remaining_time=0:00:07.471484, arrival_time=2021-04-14 23:28:36.507176, cost_time=0:00:11.797056 2021-04-14 23:28:29,998 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.26ms, fps=2659 images/s, loss=0.1061, top1-acc=96.32%, top5-acc=99.98%, remaining_time=0:00:06.478164, arrival_time=2021-04-14 23:28:36.476893, cost_time=0:00:12.760085 2021-04-14 23:28:30,976 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.83ms, fps=2619 images/s, loss=0.1058, top1-acc=96.34%, top5-acc=99.98%, remaining_time=0:00:05.495168, arrival_time=2021-04-14 23:28:36.471761, cost_time=0:00:13.737851 2021-04-14 23:28:31,938 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.29ms, fps=2664 images/s, loss=0.1065, top1-acc=96.32%, top5-acc=99.97%, remaining_time=0:00:04.507862, arrival_time=2021-04-14 23:28:36.445987, cost_time=0:00:14.699479 2021-04-14 23:28:32,902 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.50ms, fps=2655 images/s, loss=0.1061, top1-acc=96.33%, top5-acc=99.97%, remaining_time=0:00:03.524436, arrival_time=2021-04-14 23:28:36.427280, cost_time=0:00:15.664211 2021-04-14 23:28:33,880 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.37ms, fps=2619 images/s, loss=0.1051, top1-acc=96.36%, top5-acc=99.97%, remaining_time=0:00:02.545270, arrival_time=2021-04-14 23:28:36.426007, cost_time=0:00:16.642086 2021-04-14 23:28:34,848 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.35ms, fps=2645 images/s, loss=0.1052, top1-acc=96.36%, top5-acc=99.98%, remaining_time=0:00:01.565344, arrival_time=2021-04-14 23:28:36.414162, cost_time=0:00:17.610185 2021-04-14 23:28:35,809 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.30ms, fps=2666 images/s, loss=0.1053, top1-acc=96.36%, top5-acc=99.98%, remaining_time=0:00:00.586452, arrival_time=2021-04-14 23:28:36.396017, cost_time=0:00:18.570936 2021-04-14 23:28:36,357 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.03ms, fps=2484 images/s, loss=0.1062, top1-acc=96.34%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:36.357308, cost_time=0:00:19.118685 2021-04-14 23:28:36,841 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=0.19ms, fps=5310 images/s, loss=0.3560, top1-acc=89.26%, top5-acc=99.73%, remaining_time=0:00:01.446240, arrival_time=2021-04-14 23:28:38.287298, cost_time=0:00:00.482077 2021-04-14 23:28:37,168 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=2.07ms, fps=7818 images/s, loss=0.3262, top1-acc=89.98%, top5-acc=99.71%, remaining_time=0:00:00.809920, arrival_time=2021-04-14 23:28:37.978791, cost_time=0:00:00.809911 2021-04-14 23:28:37,502 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=0.19ms, fps=7692 images/s, loss=0.3296, top1-acc=89.91%, top5-acc=99.70%, remaining_time=0:00:00.381030, arrival_time=2021-04-14 23:28:37.883095, cost_time=0:00:01.143092 2021-04-14 23:28:37,807 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.05ms, fps=7614 images/s, loss=0.3264, top1-acc=89.80%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:37.807109, cost_time=0:00:01.448161 2021-04-14 23:28:37,927 INFO : Epoch=0141 complete, best val top1-acc=90.20%, top5-acc=99.72% (epoch=140), remaining_time=0:20:24.411129, arrival_time=2021-04-14 23:49:02.338162, cost_time=0:48:46.135111 2021-04-14 23:28:37,928 INFO : Train start, epoch=0142, lr=0.019979 2021-04-14 23:28:39,106 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=2.07ms, fps=2173 images/s, loss=0.1053, top1-acc=96.25%, top5-acc=99.96%, remaining_time=0:00:21.913962, arrival_time=2021-04-14 23:29:01.020622, cost_time=0:00:01.178168 2021-04-14 23:28:40,072 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.36ms, fps=2652 images/s, loss=0.1053, top1-acc=96.23%, top5-acc=99.98%, remaining_time=0:00:18.870016, arrival_time=2021-04-14 23:28:58.942674, cost_time=0:00:02.144313 2021-04-14 23:28:41,034 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.27ms, fps=2662 images/s, loss=0.1038, top1-acc=96.28%, top5-acc=99.99%, remaining_time=0:00:17.188470, arrival_time=2021-04-14 23:28:58.223269, cost_time=0:00:03.106345 2021-04-14 23:28:41,999 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.21ms, fps=2654 images/s, loss=0.1038, top1-acc=96.26%, top5-acc=99.99%, remaining_time=0:00:15.878772, arrival_time=2021-04-14 23:28:57.878610, cost_time=0:00:04.071492 2021-04-14 23:28:42,970 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.46ms, fps=2639 images/s, loss=0.1043, top1-acc=96.30%, top5-acc=99.98%, remaining_time=0:00:14.722932, arrival_time=2021-04-14 23:28:57.693382, cost_time=0:00:05.042109 2021-04-14 23:28:43,934 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.29ms, fps=2656 images/s, loss=0.1038, top1-acc=96.36%, top5-acc=99.99%, remaining_time=0:00:13.614416, arrival_time=2021-04-14 23:28:57.549139, cost_time=0:00:06.006384 2021-04-14 23:28:44,903 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.41ms, fps=2645 images/s, loss=0.1044, top1-acc=96.34%, top5-acc=99.98%, remaining_time=0:00:12.554640, arrival_time=2021-04-14 23:28:57.457867, cost_time=0:00:06.974786 2021-04-14 23:28:45,868 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.31ms, fps=2654 images/s, loss=0.1033, top1-acc=96.36%, top5-acc=99.99%, remaining_time=0:00:11.513116, arrival_time=2021-04-14 23:28:57.381540, cost_time=0:00:07.940075 2021-04-14 23:28:46,831 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.58ms, fps=2660 images/s, loss=0.1022, top1-acc=96.42%, top5-acc=99.98%, remaining_time=0:00:10.485732, arrival_time=2021-04-14 23:28:57.317034, cost_time=0:00:08.902964 2021-04-14 23:28:47,806 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.34ms, fps=2625 images/s, loss=0.1032, top1-acc=96.37%, top5-acc=99.98%, remaining_time=0:00:09.483360, arrival_time=2021-04-14 23:28:57.290223, cost_time=0:00:09.878525 2021-04-14 23:28:48,792 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.37ms, fps=2598 images/s, loss=0.1028, top1-acc=96.39%, top5-acc=99.98%, remaining_time=0:00:08.493962, arrival_time=2021-04-14 23:28:57.286684, cost_time=0:00:10.864389 2021-04-14 23:28:49,764 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.26ms, fps=2634 images/s, loss=0.1036, top1-acc=96.40%, top5-acc=99.98%, remaining_time=0:00:07.496488, arrival_time=2021-04-14 23:28:57.261377, cost_time=0:00:11.836544 2021-04-14 23:28:50,726 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.35ms, fps=2662 images/s, loss=0.1045, top1-acc=96.35%, top5-acc=99.98%, remaining_time=0:00:06.497700, arrival_time=2021-04-14 23:28:57.224566, cost_time=0:00:12.798522 2021-04-14 23:28:51,697 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.82ms, fps=2639 images/s, loss=0.1051, top1-acc=96.30%, top5-acc=99.98%, remaining_time=0:00:05.507600, arrival_time=2021-04-14 23:28:57.204970, cost_time=0:00:13.768940 2021-04-14 23:28:52,666 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.36ms, fps=2643 images/s, loss=0.1057, top1-acc=96.29%, top5-acc=99.98%, remaining_time=0:00:04.519684, arrival_time=2021-04-14 23:28:57.186144, cost_time=0:00:14.738083 2021-04-14 23:28:53,635 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.39ms, fps=2644 images/s, loss=0.1065, top1-acc=96.28%, top5-acc=99.98%, remaining_time=0:00:03.534048, arrival_time=2021-04-14 23:28:57.169274, cost_time=0:00:15.706886 2021-04-14 23:28:54,615 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.43ms, fps=2612 images/s, loss=0.1067, top1-acc=96.28%, top5-acc=99.98%, remaining_time=0:00:02.552186, arrival_time=2021-04-14 23:28:57.167932, cost_time=0:00:16.687415 2021-04-14 23:28:55,583 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.54ms, fps=2646 images/s, loss=0.1077, top1-acc=96.24%, top5-acc=99.98%, remaining_time=0:00:01.569360, arrival_time=2021-04-14 23:28:57.152929, cost_time=0:00:17.655220 2021-04-14 23:28:56,550 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.19ms, fps=2649 images/s, loss=0.1074, top1-acc=96.26%, top5-acc=99.98%, remaining_time=0:00:00.588060, arrival_time=2021-04-14 23:28:57.138293, cost_time=0:00:18.621889 2021-04-14 23:28:57,093 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.21ms, fps=2507 images/s, loss=0.1078, top1-acc=96.25%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:57.092996, cost_time=0:00:19.164652 2021-04-14 23:28:57,582 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=5.42ms, fps=5251 images/s, loss=0.3361, top1-acc=89.37%, top5-acc=99.61%, remaining_time=0:00:01.462620, arrival_time=2021-04-14 23:28:59.045029, cost_time=0:00:00.487539 2021-04-14 23:28:57,912 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=0.20ms, fps=7762 images/s, loss=0.3356, top1-acc=89.65%, top5-acc=99.63%, remaining_time=0:00:00.817760, arrival_time=2021-04-14 23:28:58.730370, cost_time=0:00:00.817770 2021-04-14 23:28:58,253 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=5.64ms, fps=7510 images/s, loss=0.3345, top1-acc=89.67%, top5-acc=99.62%, remaining_time=0:00:00.386330, arrival_time=2021-04-14 23:28:58.640197, cost_time=0:00:01.158983 2021-04-14 23:28:58,563 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.06ms, fps=7511 images/s, loss=0.3238, top1-acc=89.70%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:58.563189, cost_time=0:00:01.468375 2021-04-14 23:28:58,684 INFO : Epoch=0142 complete, best val top1-acc=90.20%, top5-acc=99.72% (epoch=140), remaining_time=0:20:03.660428, arrival_time=2021-04-14 23:49:02.345178, cost_time=0:49:06.892818 2021-04-14 23:28:58,685 INFO : Train start, epoch=0143, lr=0.019355 2021-04-14 23:28:59,838 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.43ms, fps=2221 images/s, loss=0.0918, top1-acc=96.56%, top5-acc=100.00%, remaining_time=0:00:21.439662, arrival_time=2021-04-14 23:29:21.278377, cost_time=0:00:01.152671 2021-04-14 23:29:00,801 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.36ms, fps=2659 images/s, loss=0.0879, top1-acc=96.91%, top5-acc=100.00%, remaining_time=0:00:18.619744, arrival_time=2021-04-14 23:29:19.421677, cost_time=0:00:02.115885 2021-04-14 23:29:01,767 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.67ms, fps=2654 images/s, loss=0.0895, top1-acc=97.01%, top5-acc=100.00%, remaining_time=0:00:17.048200, arrival_time=2021-04-14 23:29:18.815248, cost_time=0:00:03.081008 2021-04-14 23:29:02,732 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.29ms, fps=2653 images/s, loss=0.0901, top1-acc=96.97%, top5-acc=100.00%, remaining_time=0:00:15.780180, arrival_time=2021-04-14 23:29:18.512431, cost_time=0:00:04.046208 2021-04-14 23:29:03,693 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.40ms, fps=2666 images/s, loss=0.0902, top1-acc=96.97%, top5-acc=100.00%, remaining_time=0:00:14.620440, arrival_time=2021-04-14 23:29:18.313480, cost_time=0:00:05.007005 2021-04-14 23:29:04,654 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.55ms, fps=2663 images/s, loss=0.0904, top1-acc=97.01%, top5-acc=100.00%, remaining_time=0:00:13.528872, arrival_time=2021-04-14 23:29:18.183561, cost_time=0:00:05.968649 2021-04-14 23:29:05,632 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.61ms, fps=2619 images/s, loss=0.0915, top1-acc=96.91%, top5-acc=100.00%, remaining_time=0:00:12.503736, arrival_time=2021-04-14 23:29:18.136336, cost_time=0:00:06.946536 2021-04-14 23:29:06,603 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.93ms, fps=2638 images/s, loss=0.0933, top1-acc=96.83%, top5-acc=99.99%, remaining_time=0:00:11.479940, arrival_time=2021-04-14 23:29:18.083163, cost_time=0:00:07.917171 2021-04-14 23:29:07,579 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.52ms, fps=2625 images/s, loss=0.0931, top1-acc=96.77%, top5-acc=99.98%, remaining_time=0:00:10.473860, arrival_time=2021-04-14 23:29:18.052864, cost_time=0:00:08.892874 2021-04-14 23:29:08,557 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=2.54ms, fps=2619 images/s, loss=0.0947, top1-acc=96.66%, top5-acc=99.98%, remaining_time=0:00:09.476160, arrival_time=2021-04-14 23:29:18.033233, cost_time=0:00:09.871026 2021-04-14 23:29:09,529 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.39ms, fps=2634 images/s, loss=0.0956, top1-acc=96.64%, top5-acc=99.98%, remaining_time=0:00:08.477536, arrival_time=2021-04-14 23:29:18.007054, cost_time=0:00:10.843374 2021-04-14 23:29:10,494 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.40ms, fps=2653 images/s, loss=0.0967, top1-acc=96.61%, top5-acc=99.98%, remaining_time=0:00:07.478856, arrival_time=2021-04-14 23:29:17.973668, cost_time=0:00:11.808780 2021-04-14 23:29:11,459 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.51ms, fps=2655 images/s, loss=0.0961, top1-acc=96.64%, top5-acc=99.98%, remaining_time=0:00:06.485028, arrival_time=2021-04-14 23:29:17.944568, cost_time=0:00:12.773503 2021-04-14 23:29:12,427 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.85ms, fps=2646 images/s, loss=0.0969, top1-acc=96.61%, top5-acc=99.99%, remaining_time=0:00:05.496512, arrival_time=2021-04-14 23:29:17.924010, cost_time=0:00:13.741304 2021-04-14 23:29:13,397 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.54ms, fps=2641 images/s, loss=0.0975, top1-acc=96.60%, top5-acc=99.98%, remaining_time=0:00:04.511496, arrival_time=2021-04-14 23:29:17.908952, cost_time=0:00:14.711415 2021-04-14 23:29:14,359 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.57ms, fps=2662 images/s, loss=0.0979, top1-acc=96.58%, top5-acc=99.99%, remaining_time=0:00:03.526560, arrival_time=2021-04-14 23:29:17.886205, cost_time=0:00:15.673600 2021-04-14 23:29:15,324 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.41ms, fps=2655 images/s, loss=0.0994, top1-acc=96.53%, top5-acc=99.99%, remaining_time=0:00:02.544698, arrival_time=2021-04-14 23:29:17.869070, cost_time=0:00:16.638333 2021-04-14 23:29:16,285 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.63ms, fps=2666 images/s, loss=0.0999, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:01.564368, arrival_time=2021-04-14 23:29:17.849540, cost_time=0:00:17.599115 2021-04-14 23:29:17,248 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.16ms, fps=2658 images/s, loss=0.1003, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:00.586194, arrival_time=2021-04-14 23:29:17.834975, cost_time=0:00:18.562750 2021-04-14 23:29:17,791 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.18ms, fps=2509 images/s, loss=0.1005, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:29:17.791253, cost_time=0:00:19.105209 2021-04-14 23:29:18,267 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=0.40ms, fps=5394 images/s, loss=0.3481, top1-acc=89.57%, top5-acc=99.57%, remaining_time=0:00:01.423740, arrival_time=2021-04-14 23:29:19.691376, cost_time=0:00:00.474581 2021-04-14 23:29:18,604 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=5.77ms, fps=7612 images/s, loss=0.3471, top1-acc=89.71%, top5-acc=99.61%, remaining_time=0:00:00.811440, arrival_time=2021-04-14 23:29:19.415868, cost_time=0:00:00.811444 2021-04-14 23:29:18,935 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=0.19ms, fps=7730 images/s, loss=0.3506, top1-acc=89.17%, top5-acc=99.69%, remaining_time=0:00:00.380980, arrival_time=2021-04-14 23:29:19.316910, cost_time=0:00:01.142949 2021-04-14 23:29:19,255 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.10ms, fps=7263 images/s, loss=0.3350, top1-acc=89.35%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 23:29:19.255771, cost_time=0:00:01.462670 2021-04-14 23:29:19,384 INFO : Epoch=0143 complete, best val top1-acc=90.20%, top5-acc=99.72% (epoch=140), remaining_time=0:19:42.886458, arrival_time=2021-04-14 23:49:02.270716, cost_time=0:49:27.592319 2021-04-14 23:29:19,385 INFO : Train start, epoch=0144, lr=0.018738 2021-04-14 23:29:20,514 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=0.17ms, fps=2267 images/s, loss=0.1102, top1-acc=95.78%, top5-acc=100.00%, remaining_time=0:00:21.003306, arrival_time=2021-04-14 23:29:41.518226, cost_time=0:00:01.129208 2021-04-14 23:29:21,474 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.35ms, fps=2670 images/s, loss=0.1045, top1-acc=96.13%, top5-acc=100.00%, remaining_time=0:00:18.376688, arrival_time=2021-04-14 23:29:39.850662, cost_time=0:00:02.088259 2021-04-14 23:29:22,435 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.15ms, fps=2664 images/s, loss=0.1047, top1-acc=96.13%, top5-acc=100.00%, remaining_time=0:00:16.874730, arrival_time=2021-04-14 23:29:39.310085, cost_time=0:00:03.049643 2021-04-14 23:29:23,404 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.28ms, fps=2642 images/s, loss=0.1011, top1-acc=96.44%, top5-acc=99.98%, remaining_time=0:00:15.673944, arrival_time=2021-04-14 23:29:39.078618, cost_time=0:00:04.018963 2021-04-14 23:29:24,365 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.35ms, fps=2666 images/s, loss=0.1003, top1-acc=96.47%, top5-acc=99.98%, remaining_time=0:00:14.539848, arrival_time=2021-04-14 23:29:38.904959, cost_time=0:00:04.979402 2021-04-14 23:29:25,325 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.37ms, fps=2667 images/s, loss=0.0994, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:13.463320, arrival_time=2021-04-14 23:29:38.788710, cost_time=0:00:05.939678 2021-04-14 23:29:26,291 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.39ms, fps=2652 images/s, loss=0.0991, top1-acc=96.46%, top5-acc=99.98%, remaining_time=0:00:12.429900, arrival_time=2021-04-14 23:29:38.721114, cost_time=0:00:06.905497 2021-04-14 23:29:27,254 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.54ms, fps=2660 images/s, loss=0.0988, top1-acc=96.47%, top5-acc=99.99%, remaining_time=0:00:11.409296, arrival_time=2021-04-14 23:29:38.663459, cost_time=0:00:07.868455 2021-04-14 23:29:28,213 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.34ms, fps=2669 images/s, loss=0.0977, top1-acc=96.51%, top5-acc=99.99%, remaining_time=0:00:10.397434, arrival_time=2021-04-14 23:29:38.611174, cost_time=0:00:08.828031 2021-04-14 23:29:29,175 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.50ms, fps=2662 images/s, loss=0.0965, top1-acc=96.57%, top5-acc=99.99%, remaining_time=0:00:09.398592, arrival_time=2021-04-14 23:29:38.574475, cost_time=0:00:09.790171 2021-04-14 23:29:30,140 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.43ms, fps=2656 images/s, loss=0.0957, top1-acc=96.62%, top5-acc=99.99%, remaining_time=0:00:08.408048, arrival_time=2021-04-14 23:29:38.548291, cost_time=0:00:10.754532 2021-04-14 23:29:31,100 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.31ms, fps=2667 images/s, loss=0.0944, top1-acc=96.67%, top5-acc=99.99%, remaining_time=0:00:07.419424, arrival_time=2021-04-14 23:29:38.519966, cost_time=0:00:11.714820 2021-04-14 23:29:32,068 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.36ms, fps=2646 images/s, loss=0.0942, top1-acc=96.69%, top5-acc=99.99%, remaining_time=0:00:06.438894, arrival_time=2021-04-14 23:29:38.507357, cost_time=0:00:12.682721 2021-04-14 23:29:33,032 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.48ms, fps=2658 images/s, loss=0.0943, top1-acc=96.70%, top5-acc=99.99%, remaining_time=0:00:05.458600, arrival_time=2021-04-14 23:29:38.490798, cost_time=0:00:13.646478 2021-04-14 23:29:33,998 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.47ms, fps=2652 images/s, loss=0.0951, top1-acc=96.70%, top5-acc=99.99%, remaining_time=0:00:04.481090, arrival_time=2021-04-14 23:29:38.479120, cost_time=0:00:14.612270 2021-04-14 23:29:34,958 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.51ms, fps=2667 images/s, loss=0.0946, top1-acc=96.70%, top5-acc=99.99%, remaining_time=0:00:03.503844, arrival_time=2021-04-14 23:29:38.462214, cost_time=0:00:15.572659 2021-04-14 23:29:35,918 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.32ms, fps=2669 images/s, loss=0.0947, top1-acc=96.70%, top5-acc=99.99%, remaining_time=0:00:02.528474, arrival_time=2021-04-14 23:29:38.446533, cost_time=0:00:16.532246 2021-04-14 23:29:36,881 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.33ms, fps=2658 images/s, loss=0.0955, top1-acc=96.67%, top5-acc=99.99%, remaining_time=0:00:01.555200, arrival_time=2021-04-14 23:29:38.436943, cost_time=0:00:17.496029 2021-04-14 23:29:37,841 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.13ms, fps=2669 images/s, loss=0.0954, top1-acc=96.68%, top5-acc=99.98%, remaining_time=0:00:00.582810, arrival_time=2021-04-14 23:29:38.424148, cost_time=0:00:18.455629 2021-04-14 23:29:38,382 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.22ms, fps=2517 images/s, loss=0.0952, top1-acc=96.68%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:29:38.382077, cost_time=0:00:18.996387 2021-04-14 23:29:38,853 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=5.11ms, fps=5452 images/s, loss=0.3441, top1-acc=89.57%, top5-acc=99.61%, remaining_time=0:00:01.408530, arrival_time=2021-04-14 23:29:40.261688, cost_time=0:00:00.469507 2021-04-14 23:29:39,184 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=0.20ms, fps=7730 images/s, loss=0.3358, top1-acc=89.86%, top5-acc=99.71%, remaining_time=0:00:00.801040, arrival_time=2021-04-14 23:29:39.985742, cost_time=0:00:00.801033 2021-04-14 23:29:39,517 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=2.17ms, fps=7713 images/s, loss=0.3409, top1-acc=89.92%, top5-acc=99.62%, remaining_time=0:00:00.377780, arrival_time=2021-04-14 23:29:39.894781, cost_time=0:00:01.133344 2021-04-14 23:29:39,824 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.07ms, fps=7550 images/s, loss=0.3317, top1-acc=89.91%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-14 23:29:39.824645, cost_time=0:00:01.441006 2021-04-14 23:29:39,936 INFO : Epoch=0144 complete, best val top1-acc=90.20%, top5-acc=99.72% (epoch=140), remaining_time=0:19:22.056280, arrival_time=2021-04-14 23:49:01.992950, cost_time=0:49:48.144742 2021-04-14 23:29:39,937 INFO : Train start, epoch=0145, lr=0.018129 2021-04-14 23:29:41,142 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.40ms, fps=2126 images/s, loss=0.0947, top1-acc=96.45%, top5-acc=100.00%, remaining_time=0:00:22.393284, arrival_time=2021-04-14 23:30:03.535302, cost_time=0:00:01.203935 2021-04-14 23:29:42,125 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.42ms, fps=2603 images/s, loss=0.0875, top1-acc=96.93%, top5-acc=100.00%, remaining_time=0:00:19.253696, arrival_time=2021-04-14 23:30:01.379617, cost_time=0:00:02.187925 2021-04-14 23:29:43,088 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.42ms, fps=2660 images/s, loss=0.0855, top1-acc=97.04%, top5-acc=100.00%, remaining_time=0:00:17.433320, arrival_time=2021-04-14 23:30:00.522192, cost_time=0:00:03.150586 2021-04-14 23:29:44,051 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.31ms, fps=2660 images/s, loss=0.0860, top1-acc=97.06%, top5-acc=99.99%, remaining_time=0:00:16.043976, arrival_time=2021-04-14 23:30:00.095817, cost_time=0:00:04.113838 2021-04-14 23:29:45,016 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.44ms, fps=2654 images/s, loss=0.0849, top1-acc=97.05%, top5-acc=99.98%, remaining_time=0:00:14.829658, arrival_time=2021-04-14 23:29:59.846314, cost_time=0:00:05.078670 2021-04-14 23:29:45,988 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.34ms, fps=2636 images/s, loss=0.0853, top1-acc=97.03%, top5-acc=99.99%, remaining_time=0:00:13.713696, arrival_time=2021-04-14 23:29:59.701878, cost_time=0:00:06.050164 2021-04-14 23:29:46,963 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=2.08ms, fps=2627 images/s, loss=0.0859, top1-acc=97.04%, top5-acc=99.99%, remaining_time=0:00:12.645486, arrival_time=2021-04-14 23:29:59.608832, cost_time=0:00:07.025268 2021-04-14 23:29:47,935 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.77ms, fps=2635 images/s, loss=0.0869, top1-acc=97.04%, top5-acc=99.99%, remaining_time=0:00:11.596056, arrival_time=2021-04-14 23:29:59.531362, cost_time=0:00:07.997312 2021-04-14 23:29:48,896 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.37ms, fps=2664 images/s, loss=0.0870, top1-acc=97.01%, top5-acc=99.99%, remaining_time=0:00:10.551134, arrival_time=2021-04-14 23:29:59.447630, cost_time=0:00:08.958493 2021-04-14 23:29:49,858 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.52ms, fps=2662 images/s, loss=0.0867, top1-acc=97.02%, top5-acc=99.99%, remaining_time=0:00:09.523776, arrival_time=2021-04-14 23:29:59.382311, cost_time=0:00:09.920550 2021-04-14 23:29:50,824 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.42ms, fps=2652 images/s, loss=0.0869, top1-acc=97.00%, top5-acc=99.99%, remaining_time=0:00:08.510990, arrival_time=2021-04-14 23:29:59.335099, cost_time=0:00:10.886116 2021-04-14 23:29:51,801 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.33ms, fps=2621 images/s, loss=0.0873, top1-acc=97.01%, top5-acc=99.99%, remaining_time=0:00:07.513512, arrival_time=2021-04-14 23:29:59.314890, cost_time=0:00:11.863394 2021-04-14 23:29:52,770 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.48ms, fps=2643 images/s, loss=0.0879, top1-acc=96.97%, top5-acc=99.99%, remaining_time=0:00:06.514794, arrival_time=2021-04-14 23:29:59.284958, cost_time=0:00:12.832181 2021-04-14 23:29:53,737 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=5.14ms, fps=2647 images/s, loss=0.0892, top1-acc=96.92%, top5-acc=99.99%, remaining_time=0:00:05.519864, arrival_time=2021-04-14 23:29:59.257560, cost_time=0:00:13.799606 2021-04-14 23:29:54,708 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.48ms, fps=2637 images/s, loss=0.0895, top1-acc=96.90%, top5-acc=99.99%, remaining_time=0:00:04.529758, arrival_time=2021-04-14 23:29:59.238673, cost_time=0:00:14.770930 2021-04-14 23:29:55,671 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.30ms, fps=2660 images/s, loss=0.0909, top1-acc=96.85%, top5-acc=99.99%, remaining_time=0:00:03.540096, arrival_time=2021-04-14 23:29:59.211873, cost_time=0:00:15.733759 2021-04-14 23:29:56,633 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.44ms, fps=2663 images/s, loss=0.0912, top1-acc=96.84%, top5-acc=99.99%, remaining_time=0:00:02.553408, arrival_time=2021-04-14 23:29:59.186838, cost_time=0:00:16.695438 2021-04-14 23:29:57,595 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.38ms, fps=2663 images/s, loss=0.0915, top1-acc=96.81%, top5-acc=99.99%, remaining_time=0:00:01.569536, arrival_time=2021-04-14 23:29:59.164801, cost_time=0:00:17.657283 2021-04-14 23:29:58,557 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.36ms, fps=2662 images/s, loss=0.0918, top1-acc=96.80%, top5-acc=99.99%, remaining_time=0:00:00.587982, arrival_time=2021-04-14 23:29:59.145389, cost_time=0:00:18.619394 2021-04-14 23:29:59,105 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.65ms, fps=2483 images/s, loss=0.0925, top1-acc=96.79%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:29:59.105542, cost_time=0:00:19.167553 2021-04-14 23:29:59,560 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=0.37ms, fps=5644 images/s, loss=0.3636, top1-acc=89.06%, top5-acc=99.73%, remaining_time=0:00:01.360770, arrival_time=2021-04-14 23:30:00.921620, cost_time=0:00:00.453587 2021-04-14 23:29:59,937 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=0.23ms, fps=6803 images/s, loss=0.3602, top1-acc=89.20%, top5-acc=99.59%, remaining_time=0:00:00.830360, arrival_time=2021-04-14 23:30:00.767956, cost_time=0:00:00.830366 2021-04-14 23:30:00,272 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=0.20ms, fps=7653 images/s, loss=0.3676, top1-acc=89.05%, top5-acc=99.61%, remaining_time=0:00:00.388410, arrival_time=2021-04-14 23:30:00.660931, cost_time=0:00:01.165225 2021-04-14 23:30:00,581 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.07ms, fps=7531 images/s, loss=0.3517, top1-acc=89.60%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:00.581042, cost_time=0:00:01.473824 2021-04-14 23:30:00,720 INFO : Epoch=0145 complete, best val top1-acc=90.20%, top5-acc=99.72% (epoch=140), remaining_time=0:19:01.317595, arrival_time=2021-04-14 23:49:02.037766, cost_time=0:50:08.928238 2021-04-14 23:30:00,721 INFO : Train start, epoch=0146, lr=0.017528 2021-04-14 23:30:01,872 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=0.41ms, fps=2224 images/s, loss=0.0918, top1-acc=96.84%, top5-acc=100.00%, remaining_time=0:00:21.406554, arrival_time=2021-04-14 23:30:23.279123, cost_time=0:00:01.150893 2021-04-14 23:30:02,839 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.56ms, fps=2648 images/s, loss=0.0930, top1-acc=96.70%, top5-acc=100.00%, remaining_time=0:00:18.640864, arrival_time=2021-04-14 23:30:21.480684, cost_time=0:00:02.118287 2021-04-14 23:30:03,814 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.34ms, fps=2628 images/s, loss=0.0895, top1-acc=96.71%, top5-acc=99.99%, remaining_time=0:00:17.113936, arrival_time=2021-04-14 23:30:20.928406, cost_time=0:00:03.092866 2021-04-14 23:30:04,793 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.94ms, fps=2616 images/s, loss=0.0859, top1-acc=96.86%, top5-acc=99.99%, remaining_time=0:00:15.881424, arrival_time=2021-04-14 23:30:20.675125, cost_time=0:00:04.072165 2021-04-14 23:30:05,764 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.47ms, fps=2639 images/s, loss=0.0881, top1-acc=96.86%, top5-acc=99.99%, remaining_time=0:00:14.724246, arrival_time=2021-04-14 23:30:20.488359, cost_time=0:00:05.042557 2021-04-14 23:30:06,736 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.38ms, fps=2635 images/s, loss=0.0879, top1-acc=96.87%, top5-acc=99.99%, remaining_time=0:00:13.633456, arrival_time=2021-04-14 23:30:20.369730, cost_time=0:00:06.014752 2021-04-14 23:30:07,702 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.80ms, fps=2652 images/s, loss=0.0880, top1-acc=96.91%, top5-acc=99.99%, remaining_time=0:00:12.564720, arrival_time=2021-04-14 23:30:20.266760, cost_time=0:00:06.980411 2021-04-14 23:30:08,668 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.28ms, fps=2651 images/s, loss=0.0869, top1-acc=96.97%, top5-acc=100.00%, remaining_time=0:00:11.522976, arrival_time=2021-04-14 23:30:20.191355, cost_time=0:00:07.946842 2021-04-14 23:30:09,636 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.25ms, fps=2646 images/s, loss=0.0868, top1-acc=97.00%, top5-acc=100.00%, remaining_time=0:00:10.499406, arrival_time=2021-04-14 23:30:20.135534, cost_time=0:00:08.914609 2021-04-14 23:30:10,606 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=2.03ms, fps=2639 images/s, loss=0.0879, top1-acc=96.99%, top5-acc=100.00%, remaining_time=0:00:09.489504, arrival_time=2021-04-14 23:30:20.095961, cost_time=0:00:09.884931 2021-04-14 23:30:11,577 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.50ms, fps=2638 images/s, loss=0.0859, top1-acc=97.05%, top5-acc=100.00%, remaining_time=0:00:08.487254, arrival_time=2021-04-14 23:30:20.064560, cost_time=0:00:10.855780 2021-04-14 23:30:12,539 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.48ms, fps=2662 images/s, loss=0.0861, top1-acc=97.03%, top5-acc=100.00%, remaining_time=0:00:07.484708, arrival_time=2021-04-14 23:30:20.024224, cost_time=0:00:11.817983 2021-04-14 23:30:13,508 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.35ms, fps=2643 images/s, loss=0.0860, top1-acc=97.05%, top5-acc=100.00%, remaining_time=0:00:06.491760, arrival_time=2021-04-14 23:30:20.000217, cost_time=0:00:12.786853 2021-04-14 23:30:14,484 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=2.10ms, fps=2624 images/s, loss=0.0864, top1-acc=97.01%, top5-acc=99.99%, remaining_time=0:00:05.505192, arrival_time=2021-04-14 23:30:19.989689, cost_time=0:00:13.762967 2021-04-14 23:30:15,449 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.38ms, fps=2654 images/s, loss=0.0866, top1-acc=96.98%, top5-acc=99.99%, remaining_time=0:00:04.516556, arrival_time=2021-04-14 23:30:19.965950, cost_time=0:00:14.727867 2021-04-14 23:30:16,412 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.41ms, fps=2658 images/s, loss=0.0862, top1-acc=96.99%, top5-acc=99.99%, remaining_time=0:00:03.530556, arrival_time=2021-04-14 23:30:19.943405, cost_time=0:00:15.691328 2021-04-14 23:30:17,377 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.45ms, fps=2654 images/s, loss=0.0870, top1-acc=96.95%, top5-acc=99.99%, remaining_time=0:00:02.547428, arrival_time=2021-04-14 23:30:19.925153, cost_time=0:00:16.656222 2021-04-14 23:30:18,339 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.44ms, fps=2664 images/s, loss=0.0877, top1-acc=96.93%, top5-acc=99.99%, remaining_time=0:00:01.566000, arrival_time=2021-04-14 23:30:19.905086, cost_time=0:00:17.617512 2021-04-14 23:30:19,309 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.41ms, fps=2639 images/s, loss=0.0877, top1-acc=96.94%, top5-acc=99.99%, remaining_time=0:00:00.586986, arrival_time=2021-04-14 23:30:19.896428, cost_time=0:00:18.587926 2021-04-14 23:30:19,852 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.00ms, fps=2508 images/s, loss=0.0875, top1-acc=96.94%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:19.851971, cost_time=0:00:19.130470 2021-04-14 23:30:20,342 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=0.31ms, fps=5242 images/s, loss=0.2880, top1-acc=91.05%, top5-acc=99.65%, remaining_time=0:00:01.464930, arrival_time=2021-04-14 23:30:21.806912, cost_time=0:00:00.488307 2021-04-14 23:30:20,673 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=2.54ms, fps=7746 images/s, loss=0.3074, top1-acc=90.68%, top5-acc=99.69%, remaining_time=0:00:00.819360, arrival_time=2021-04-14 23:30:21.492350, cost_time=0:00:00.819354 2021-04-14 23:30:21,017 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=3.78ms, fps=7451 images/s, loss=0.3145, top1-acc=90.33%, top5-acc=99.65%, remaining_time=0:00:00.387800, arrival_time=2021-04-14 23:30:21.404797, cost_time=0:00:01.163403 2021-04-14 23:30:21,324 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.05ms, fps=7560 images/s, loss=0.3117, top1-acc=90.38%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:21.324185, cost_time=0:00:01.470611 2021-04-14 23:30:21,546 INFO : Epoch=0146 complete, best val top1-acc=90.38%, top5-acc=99.58% (epoch=146), remaining_time=0:18:40.594176, arrival_time=2021-04-14 23:49:02.140797, cost_time=0:50:29.754679 2021-04-14 23:30:21,548 INFO : Train start, epoch=0147, lr=0.016934 2021-04-14 23:30:22,661 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=0.19ms, fps=2302 images/s, loss=0.0731, top1-acc=97.58%, top5-acc=100.00%, remaining_time=0:00:20.688408, arrival_time=2021-04-14 23:30:43.349421, cost_time=0:00:01.112281 2021-04-14 23:30:23,629 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.72ms, fps=2644 images/s, loss=0.0709, top1-acc=97.75%, top5-acc=99.98%, remaining_time=0:00:18.313152, arrival_time=2021-04-14 23:30:41.943008, cost_time=0:00:02.081048 2021-04-14 23:30:24,596 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.47ms, fps=2652 images/s, loss=0.0714, top1-acc=97.67%, top5-acc=99.99%, remaining_time=0:00:16.859790, arrival_time=2021-04-14 23:30:41.455716, cost_time=0:00:03.046943 2021-04-14 23:30:25,577 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.44ms, fps=2612 images/s, loss=0.0730, top1-acc=97.62%, top5-acc=99.99%, remaining_time=0:00:15.710292, arrival_time=2021-04-14 23:30:41.287292, cost_time=0:00:04.028284 2021-04-14 23:30:26,560 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.31ms, fps=2605 images/s, loss=0.0756, top1-acc=97.53%, top5-acc=99.99%, remaining_time=0:00:14.633580, arrival_time=2021-04-14 23:30:41.193786, cost_time=0:00:05.011478 2021-04-14 23:30:27,531 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.38ms, fps=2636 images/s, loss=0.0761, top1-acc=97.50%, top5-acc=99.99%, remaining_time=0:00:13.561920, arrival_time=2021-04-14 23:30:41.093843, cost_time=0:00:05.983214 2021-04-14 23:30:28,513 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.34ms, fps=2609 images/s, loss=0.0756, top1-acc=97.47%, top5-acc=99.99%, remaining_time=0:00:12.536370, arrival_time=2021-04-14 23:30:41.049814, cost_time=0:00:06.964641 2021-04-14 23:30:29,482 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.61ms, fps=2642 images/s, loss=0.0759, top1-acc=97.43%, top5-acc=100.00%, remaining_time=0:00:11.504300, arrival_time=2021-04-14 23:30:40.987022, cost_time=0:00:07.933987 2021-04-14 23:30:30,449 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.53ms, fps=2649 images/s, loss=0.0763, top1-acc=97.40%, top5-acc=100.00%, remaining_time=0:00:10.483294, arrival_time=2021-04-14 23:30:40.932889, cost_time=0:00:08.900867 2021-04-14 23:30:31,411 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.41ms, fps=2663 images/s, loss=0.0762, top1-acc=97.41%, top5-acc=100.00%, remaining_time=0:00:09.468096, arrival_time=2021-04-14 23:30:40.879432, cost_time=0:00:09.862613 2021-04-14 23:30:32,376 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.48ms, fps=2655 images/s, loss=0.0775, top1-acc=97.36%, top5-acc=100.00%, remaining_time=0:00:08.464894, arrival_time=2021-04-14 23:30:40.840859, cost_time=0:00:10.827237 2021-04-14 23:30:33,345 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.31ms, fps=2640 images/s, loss=0.0789, top1-acc=97.32%, top5-acc=100.00%, remaining_time=0:00:07.471560, arrival_time=2021-04-14 23:30:40.817429, cost_time=0:00:11.797146 2021-04-14 23:30:34,319 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.41ms, fps=2632 images/s, loss=0.0801, top1-acc=97.26%, top5-acc=100.00%, remaining_time=0:00:06.483378, arrival_time=2021-04-14 23:30:40.802496, cost_time=0:00:12.770304 2021-04-14 23:30:35,280 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.41ms, fps=2665 images/s, loss=0.0822, top1-acc=97.19%, top5-acc=100.00%, remaining_time=0:00:05.492592, arrival_time=2021-04-14 23:30:40.772775, cost_time=0:00:13.731469 2021-04-14 23:30:36,257 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=2.01ms, fps=2621 images/s, loss=0.0835, top1-acc=97.15%, top5-acc=100.00%, remaining_time=0:00:04.510622, arrival_time=2021-04-14 23:30:40.767887, cost_time=0:00:14.708510 2021-04-14 23:30:37,226 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.72ms, fps=2644 images/s, loss=0.0844, top1-acc=97.10%, top5-acc=100.00%, remaining_time=0:00:03.527388, arrival_time=2021-04-14 23:30:40.753378, cost_time=0:00:15.677267 2021-04-14 23:30:38,192 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.29ms, fps=2649 images/s, loss=0.0845, top1-acc=97.09%, top5-acc=100.00%, remaining_time=0:00:02.545530, arrival_time=2021-04-14 23:30:40.738154, cost_time=0:00:16.643907 2021-04-14 23:30:39,152 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.30ms, fps=2667 images/s, loss=0.0850, top1-acc=97.06%, top5-acc=100.00%, remaining_time=0:00:01.564800, arrival_time=2021-04-14 23:30:40.717555, cost_time=0:00:17.604037 2021-04-14 23:30:40,127 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.19ms, fps=2628 images/s, loss=0.0858, top1-acc=97.04%, top5-acc=100.00%, remaining_time=0:00:00.586692, arrival_time=2021-04-14 23:30:40.714049, cost_time=0:00:18.578644 2021-04-14 23:30:40,670 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=0.09ms, fps=2505 images/s, loss=0.0863, top1-acc=97.04%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:40.670529, cost_time=0:00:19.121813 2021-04-14 23:30:41,164 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=2.74ms, fps=5196 images/s, loss=0.3061, top1-acc=90.20%, top5-acc=99.77%, remaining_time=0:00:01.478010, arrival_time=2021-04-14 23:30:42.642917, cost_time=0:00:00.492669 2021-04-14 23:30:41,497 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=0.20ms, fps=7696 images/s, loss=0.3296, top1-acc=89.92%, top5-acc=99.71%, remaining_time=0:00:00.825640, arrival_time=2021-04-14 23:30:42.323531, cost_time=0:00:00.825642 2021-04-14 23:30:41,832 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=2.00ms, fps=7666 images/s, loss=0.3283, top1-acc=89.91%, top5-acc=99.65%, remaining_time=0:00:00.386640, arrival_time=2021-04-14 23:30:42.218861, cost_time=0:00:01.159933 2021-04-14 23:30:42,140 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.05ms, fps=7538 images/s, loss=0.3178, top1-acc=89.99%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:42.140480, cost_time=0:00:01.468253 2021-04-14 23:30:42,290 INFO : Epoch=0147 complete, best val top1-acc=90.38%, top5-acc=99.58% (epoch=146), remaining_time=0:18:19.839517, arrival_time=2021-04-14 23:49:02.129739, cost_time=0:50:50.498287 2021-04-14 23:30:42,291 INFO : Train start, epoch=0148, lr=0.016349 2021-04-14 23:30:43,444 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=0.21ms, fps=2222 images/s, loss=0.0883, top1-acc=96.95%, top5-acc=99.96%, remaining_time=0:00:21.431850, arrival_time=2021-04-14 23:31:04.875810, cost_time=0:00:01.152250 2021-04-14 23:30:44,405 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.77ms, fps=2664 images/s, loss=0.0817, top1-acc=97.19%, top5-acc=99.98%, remaining_time=0:00:18.602144, arrival_time=2021-04-14 23:31:03.007552, cost_time=0:00:02.113874 2021-04-14 23:30:45,373 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=2.30ms, fps=2647 images/s, loss=0.0767, top1-acc=97.40%, top5-acc=99.97%, remaining_time=0:00:17.050192, arrival_time=2021-04-14 23:31:02.423137, cost_time=0:00:03.081345 2021-04-14 23:30:46,335 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.36ms, fps=2661 images/s, loss=0.0782, top1-acc=97.33%, top5-acc=99.97%, remaining_time=0:00:15.771756, arrival_time=2021-04-14 23:31:02.107327, cost_time=0:00:04.044030 2021-04-14 23:30:47,295 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.45ms, fps=2668 images/s, loss=0.0750, top1-acc=97.42%, top5-acc=99.98%, remaining_time=0:00:14.611534, arrival_time=2021-04-14 23:31:01.907012, cost_time=0:00:05.003956 2021-04-14 23:30:48,258 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.48ms, fps=2659 images/s, loss=0.0762, top1-acc=97.39%, top5-acc=99.98%, remaining_time=0:00:13.525064, arrival_time=2021-04-14 23:31:01.783506, cost_time=0:00:05.966916 2021-04-14 23:30:49,226 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=2.23ms, fps=2646 images/s, loss=0.0746, top1-acc=97.42%, top5-acc=99.98%, remaining_time=0:00:12.482946, arrival_time=2021-04-14 23:31:01.709530, cost_time=0:00:06.934973 2021-04-14 23:30:50,213 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.29ms, fps=2594 images/s, loss=0.0743, top1-acc=97.44%, top5-acc=99.99%, remaining_time=0:00:11.487364, arrival_time=2021-04-14 23:31:01.701251, cost_time=0:00:07.922350 2021-04-14 23:30:51,174 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.35ms, fps=2667 images/s, loss=0.0752, top1-acc=97.40%, top5-acc=99.99%, remaining_time=0:00:10.461882, arrival_time=2021-04-14 23:31:01.636175, cost_time=0:00:08.882762 2021-04-14 23:30:52,146 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.79ms, fps=2633 images/s, loss=0.0754, top1-acc=97.39%, top5-acc=99.99%, remaining_time=0:00:09.461184, arrival_time=2021-04-14 23:31:01.608067, cost_time=0:00:09.855358 2021-04-14 23:30:53,109 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.35ms, fps=2662 images/s, loss=0.0761, top1-acc=97.38%, top5-acc=99.99%, remaining_time=0:00:08.457326, arrival_time=2021-04-14 23:31:01.566404, cost_time=0:00:10.817546 2021-04-14 23:30:54,069 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.35ms, fps=2666 images/s, loss=0.0770, top1-acc=97.34%, top5-acc=99.99%, remaining_time=0:00:07.459628, arrival_time=2021-04-14 23:31:01.529491, cost_time=0:00:11.778333 2021-04-14 23:30:55,040 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.44ms, fps=2638 images/s, loss=0.0780, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:06.472686, arrival_time=2021-04-14 23:31:01.513471, cost_time=0:00:12.749257 2021-04-14 23:30:56,002 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.32ms, fps=2663 images/s, loss=0.0789, top1-acc=97.25%, top5-acc=99.99%, remaining_time=0:00:05.484416, arrival_time=2021-04-14 23:31:01.487169, cost_time=0:00:13.711103 2021-04-14 23:30:56,966 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.35ms, fps=2657 images/s, loss=0.0789, top1-acc=97.26%, top5-acc=99.99%, remaining_time=0:00:04.500364, arrival_time=2021-04-14 23:31:01.466959, cost_time=0:00:14.675073 2021-04-14 23:30:57,934 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.34ms, fps=2646 images/s, loss=0.0796, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:03.519648, arrival_time=2021-04-14 23:31:01.454031, cost_time=0:00:15.642823 2021-04-14 23:30:58,894 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.36ms, fps=2666 images/s, loss=0.0799, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:02.539342, arrival_time=2021-04-14 23:31:01.434208, cost_time=0:00:16.603352 2021-04-14 23:30:59,862 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.34ms, fps=2646 images/s, loss=0.0799, top1-acc=97.24%, top5-acc=99.99%, remaining_time=0:00:01.561888, arrival_time=2021-04-14 23:31:01.424642, cost_time=0:00:17.571230 2021-04-14 23:31:00,825 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.09ms, fps=2659 images/s, loss=0.0802, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:00.585294, arrival_time=2021-04-14 23:31:01.411113, cost_time=0:00:18.534300 2021-04-14 23:31:01,369 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.15ms, fps=2505 images/s, loss=0.0811, top1-acc=97.20%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:01.369118, cost_time=0:00:19.077609 2021-04-14 23:31:01,830 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=4.19ms, fps=5567 images/s, loss=0.3007, top1-acc=90.74%, top5-acc=99.57%, remaining_time=0:00:01.379490, arrival_time=2021-04-14 23:31:03.210029, cost_time=0:00:00.459832 2021-04-14 23:31:02,195 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=0.18ms, fps=7023 images/s, loss=0.3221, top1-acc=90.21%, top5-acc=99.61%, remaining_time=0:00:00.824720, arrival_time=2021-04-14 23:31:03.020144, cost_time=0:00:00.824728 2021-04-14 23:31:02,532 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=4.61ms, fps=7601 images/s, loss=0.3045, top1-acc=90.59%, top5-acc=99.66%, remaining_time=0:00:00.387290, arrival_time=2021-04-14 23:31:02.919906, cost_time=0:00:01.161859 2021-04-14 23:31:02,839 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.06ms, fps=7570 images/s, loss=0.3009, top1-acc=90.37%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:02.839506, cost_time=0:00:01.468838 2021-04-14 23:31:02,953 INFO : Epoch=0148 complete, best val top1-acc=90.38%, top5-acc=99.58% (epoch=146), remaining_time=0:17:59.056836, arrival_time=2021-04-14 23:49:02.010523, cost_time=0:51:11.161744 2021-04-14 23:31:02,954 INFO : Train start, epoch=0149, lr=0.015773 2021-04-14 23:31:04,089 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=0.27ms, fps=2257 images/s, loss=0.0817, top1-acc=96.99%, top5-acc=100.00%, remaining_time=0:00:21.094260, arrival_time=2021-04-14 23:31:25.183430, cost_time=0:00:01.134097 2021-04-14 23:31:05,057 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.58ms, fps=2644 images/s, loss=0.0878, top1-acc=96.95%, top5-acc=99.96%, remaining_time=0:00:18.504288, arrival_time=2021-04-14 23:31:23.562033, cost_time=0:00:02.102760 2021-04-14 23:31:06,022 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.49ms, fps=2656 images/s, loss=0.0834, top1-acc=97.20%, top5-acc=99.97%, remaining_time=0:00:16.971010, arrival_time=2021-04-14 23:31:22.993129, cost_time=0:00:03.067042 2021-04-14 23:31:06,987 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.47ms, fps=2654 images/s, loss=0.0822, top1-acc=97.20%, top5-acc=99.98%, remaining_time=0:00:15.725268, arrival_time=2021-04-14 23:31:22.712403, cost_time=0:00:04.032119 2021-04-14 23:31:07,962 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.29ms, fps=2629 images/s, loss=0.0805, top1-acc=97.30%, top5-acc=99.98%, remaining_time=0:00:14.621316, arrival_time=2021-04-14 23:31:22.583578, cost_time=0:00:05.007299 2021-04-14 23:31:08,925 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.52ms, fps=2660 images/s, loss=0.0790, top1-acc=97.32%, top5-acc=99.99%, remaining_time=0:00:13.532544, arrival_time=2021-04-14 23:31:22.457731, cost_time=0:00:05.970214 2021-04-14 23:31:09,890 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.35ms, fps=2655 images/s, loss=0.0798, top1-acc=97.27%, top5-acc=99.99%, remaining_time=0:00:12.482694, arrival_time=2021-04-14 23:31:22.372614, cost_time=0:00:06.934850 2021-04-14 23:31:10,853 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.31ms, fps=2658 images/s, loss=0.0799, top1-acc=97.28%, top5-acc=99.99%, remaining_time=0:00:11.452912, arrival_time=2021-04-14 23:31:22.306506, cost_time=0:00:07.898595 2021-04-14 23:31:11,822 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.78ms, fps=2643 images/s, loss=0.0792, top1-acc=97.30%, top5-acc=99.99%, remaining_time=0:00:10.444074, arrival_time=2021-04-14 23:31:22.266716, cost_time=0:00:08.867630 2021-04-14 23:31:12,796 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.60ms, fps=2631 images/s, loss=0.0785, top1-acc=97.32%, top5-acc=99.99%, remaining_time=0:00:09.447456, arrival_time=2021-04-14 23:31:22.243569, cost_time=0:00:09.841146 2021-04-14 23:31:13,769 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.43ms, fps=2630 images/s, loss=0.0785, top1-acc=97.32%, top5-acc=99.99%, remaining_time=0:00:08.455348, arrival_time=2021-04-14 23:31:22.225289, cost_time=0:00:10.814972 2021-04-14 23:31:14,741 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.34ms, fps=2636 images/s, loss=0.0792, top1-acc=97.32%, top5-acc=99.99%, remaining_time=0:00:07.464796, arrival_time=2021-04-14 23:31:22.206283, cost_time=0:00:11.786523 2021-04-14 23:31:15,718 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.30ms, fps=2623 images/s, loss=0.0795, top1-acc=97.33%, top5-acc=99.99%, remaining_time=0:00:06.479682, arrival_time=2021-04-14 23:31:22.197654, cost_time=0:00:12.763002 2021-04-14 23:31:16,704 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.60ms, fps=2597 images/s, loss=0.0796, top1-acc=97.31%, top5-acc=99.99%, remaining_time=0:00:05.499704, arrival_time=2021-04-14 23:31:22.204046, cost_time=0:00:13.749209 2021-04-14 23:31:17,676 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.53ms, fps=2635 images/s, loss=0.0797, top1-acc=97.30%, top5-acc=99.99%, remaining_time=0:00:04.514578, arrival_time=2021-04-14 23:31:22.191021, cost_time=0:00:14.721428 2021-04-14 23:31:18,644 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.46ms, fps=2646 images/s, loss=0.0795, top1-acc=97.30%, top5-acc=99.99%, remaining_time=0:00:03.530088, arrival_time=2021-04-14 23:31:22.174404, cost_time=0:00:15.689292 2021-04-14 23:31:19,635 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.38ms, fps=2583 images/s, loss=0.0795, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:02.551198, arrival_time=2021-04-14 23:31:22.187098, cost_time=0:00:16.680896 2021-04-14 23:31:20,598 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.57ms, fps=2660 images/s, loss=0.0795, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:01.568352, arrival_time=2021-04-14 23:31:22.167277, cost_time=0:00:17.643954 2021-04-14 23:31:21,566 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.44ms, fps=2646 images/s, loss=0.0790, top1-acc=97.31%, top5-acc=99.99%, remaining_time=0:00:00.587736, arrival_time=2021-04-14 23:31:22.154360, cost_time=0:00:18.611658 2021-04-14 23:31:22,115 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.24ms, fps=2482 images/s, loss=0.0792, top1-acc=97.31%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:22.114980, cost_time=0:00:19.160012 2021-04-14 23:31:22,623 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.22ms, fps=5057 images/s, loss=0.3561, top1-acc=89.88%, top5-acc=99.65%, remaining_time=0:00:01.518510, arrival_time=2021-04-14 23:31:24.141516, cost_time=0:00:00.506172 2021-04-14 23:31:22,973 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=0.26ms, fps=7327 images/s, loss=0.3512, top1-acc=90.08%, top5-acc=99.61%, remaining_time=0:00:00.855960, arrival_time=2021-04-14 23:31:23.828889, cost_time=0:00:00.855955 2021-04-14 23:31:23,308 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=0.20ms, fps=7644 images/s, loss=0.3434, top1-acc=90.20%, top5-acc=99.66%, remaining_time=0:00:00.397240, arrival_time=2021-04-14 23:31:23.705745, cost_time=0:00:01.191709 2021-04-14 23:31:23,613 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.08ms, fps=7605 images/s, loss=0.3344, top1-acc=90.24%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:23.613922, cost_time=0:00:01.497150 2021-04-14 23:31:23,738 INFO : Epoch=0149 complete, best val top1-acc=90.38%, top5-acc=99.58% (epoch=146), remaining_time=0:17:38.317269, arrival_time=2021-04-14 23:49:02.055726, cost_time=0:51:31.946517 2021-04-14 23:31:23,739 INFO : Train start, epoch=0150, lr=0.015204 2021-04-14 23:31:24,895 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=0.18ms, fps=2216 images/s, loss=0.0782, top1-acc=97.46%, top5-acc=100.00%, remaining_time=0:00:21.485232, arrival_time=2021-04-14 23:31:46.380338, cost_time=0:00:01.155121 2021-04-14 23:31:25,863 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=2.19ms, fps=2646 images/s, loss=0.0725, top1-acc=97.64%, top5-acc=100.00%, remaining_time=0:00:18.684512, arrival_time=2021-04-14 23:31:44.547640, cost_time=0:00:02.123234 2021-04-14 23:31:26,834 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=2.03ms, fps=2637 images/s, loss=0.0718, top1-acc=97.60%, top5-acc=100.00%, remaining_time=0:00:17.123066, arrival_time=2021-04-14 23:31:43.957565, cost_time=0:00:03.094532 2021-04-14 23:31:27,816 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.70ms, fps=2609 images/s, loss=0.0724, top1-acc=97.56%, top5-acc=100.00%, remaining_time=0:00:15.897804, arrival_time=2021-04-14 23:31:43.714059, cost_time=0:00:04.076353 2021-04-14 23:31:28,785 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.28ms, fps=2643 images/s, loss=0.0709, top1-acc=97.66%, top5-acc=100.00%, remaining_time=0:00:14.732276, arrival_time=2021-04-14 23:31:43.517471, cost_time=0:00:05.045303 2021-04-14 23:31:29,753 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.37ms, fps=2645 images/s, loss=0.0716, top1-acc=97.61%, top5-acc=100.00%, remaining_time=0:00:13.630464, arrival_time=2021-04-14 23:31:43.383780, cost_time=0:00:06.013422 2021-04-14 23:31:30,718 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.36ms, fps=2654 images/s, loss=0.0713, top1-acc=97.58%, top5-acc=99.99%, remaining_time=0:00:12.560940, arrival_time=2021-04-14 23:31:43.279246, cost_time=0:00:06.978320 2021-04-14 23:31:31,681 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.37ms, fps=2658 images/s, loss=0.0702, top1-acc=97.65%, top5-acc=100.00%, remaining_time=0:00:11.515900, arrival_time=2021-04-14 23:31:43.197785, cost_time=0:00:07.941994 2021-04-14 23:31:32,652 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.34ms, fps=2638 images/s, loss=0.0697, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:00:10.497286, arrival_time=2021-04-14 23:31:43.149958, cost_time=0:00:08.912781 2021-04-14 23:31:33,613 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.45ms, fps=2665 images/s, loss=0.0687, top1-acc=97.72%, top5-acc=99.99%, remaining_time=0:00:09.478656, arrival_time=2021-04-14 23:31:43.092187, cost_time=0:00:09.873632 2021-04-14 23:31:34,576 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.48ms, fps=2659 images/s, loss=0.0692, top1-acc=97.72%, top5-acc=99.99%, remaining_time=0:00:08.472290, arrival_time=2021-04-14 23:31:43.048807, cost_time=0:00:10.836609 2021-04-14 23:31:35,543 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.44ms, fps=2649 images/s, loss=0.0688, top1-acc=97.72%, top5-acc=99.99%, remaining_time=0:00:07.475512, arrival_time=2021-04-14 23:31:43.018825, cost_time=0:00:11.803414 2021-04-14 23:31:36,512 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.49ms, fps=2643 images/s, loss=0.0682, top1-acc=97.75%, top5-acc=99.99%, remaining_time=0:00:06.484500, arrival_time=2021-04-14 23:31:42.996925, cost_time=0:00:12.772540 2021-04-14 23:31:37,485 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.73ms, fps=2631 images/s, loss=0.0678, top1-acc=97.76%, top5-acc=99.99%, remaining_time=0:00:05.498304, arrival_time=2021-04-14 23:31:42.984062, cost_time=0:00:13.745794 2021-04-14 23:31:38,458 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.50ms, fps=2632 images/s, loss=0.0678, top1-acc=97.77%, top5-acc=99.99%, remaining_time=0:00:04.513842, arrival_time=2021-04-14 23:31:42.972770, cost_time=0:00:14.719053 2021-04-14 23:31:39,425 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.72ms, fps=2651 images/s, loss=0.0670, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:03.529152, arrival_time=2021-04-14 23:31:42.954187, cost_time=0:00:15.685131 2021-04-14 23:31:40,386 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.47ms, fps=2665 images/s, loss=0.0666, top1-acc=97.81%, top5-acc=99.99%, remaining_time=0:00:02.545920, arrival_time=2021-04-14 23:31:42.932125, cost_time=0:00:16.646317 2021-04-14 23:31:41,345 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.39ms, fps=2669 images/s, loss=0.0668, top1-acc=97.80%, top5-acc=99.99%, remaining_time=0:00:01.564960, arrival_time=2021-04-14 23:31:42.910609, cost_time=0:00:17.605755 2021-04-14 23:31:42,309 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.29ms, fps=2658 images/s, loss=0.0687, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:00.586392, arrival_time=2021-04-14 23:31:42.895389, cost_time=0:00:18.569107 2021-04-14 23:31:42,850 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.20ms, fps=2511 images/s, loss=0.0692, top1-acc=97.72%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:42.850956, cost_time=0:00:19.111068 2021-04-14 23:31:43,323 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=0.44ms, fps=5444 images/s, loss=0.3029, top1-acc=90.70%, top5-acc=99.77%, remaining_time=0:00:01.410780, arrival_time=2021-04-14 23:31:44.733744, cost_time=0:00:00.470257 2021-04-14 23:31:43,651 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=0.20ms, fps=7814 images/s, loss=0.3106, top1-acc=90.68%, top5-acc=99.80%, remaining_time=0:00:00.798400, arrival_time=2021-04-14 23:31:44.449445, cost_time=0:00:00.798399 2021-04-14 23:31:43,989 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=2.32ms, fps=7582 images/s, loss=0.3321, top1-acc=90.30%, top5-acc=99.77%, remaining_time=0:00:00.378800, arrival_time=2021-04-14 23:31:44.367836, cost_time=0:00:01.136401 2021-04-14 23:31:44,297 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.06ms, fps=7528 images/s, loss=0.3354, top1-acc=90.29%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:44.297527, cost_time=0:00:01.444894 2021-04-14 23:31:44,397 INFO : Epoch=0150 complete, best val top1-acc=90.38%, top5-acc=99.58% (epoch=146), remaining_time=0:17:17.535250, arrival_time=2021-04-14 23:49:01.932883, cost_time=0:51:52.605702 2021-04-14 23:31:44,398 INFO : Train start, epoch=0151, lr=0.014645 2021-04-14 23:31:45,542 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=0.30ms, fps=2239 images/s, loss=0.0580, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:21.270030, arrival_time=2021-04-14 23:32:06.812590, cost_time=0:00:01.143549 2021-04-14 23:31:46,502 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.31ms, fps=2667 images/s, loss=0.0681, top1-acc=97.50%, top5-acc=100.00%, remaining_time=0:00:18.511680, arrival_time=2021-04-14 23:32:05.014294, cost_time=0:00:02.103596 2021-04-14 23:31:47,464 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.28ms, fps=2662 images/s, loss=0.0667, top1-acc=97.66%, top5-acc=100.00%, remaining_time=0:00:16.962544, arrival_time=2021-04-14 23:32:04.427103, cost_time=0:00:03.065510 2021-04-14 23:31:48,427 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.29ms, fps=2661 images/s, loss=0.0650, top1-acc=97.71%, top5-acc=100.00%, remaining_time=0:00:15.709200, arrival_time=2021-04-14 23:32:04.136205, cost_time=0:00:04.027987 2021-04-14 23:31:49,392 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.24ms, fps=2651 images/s, loss=0.0647, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:14.582188, arrival_time=2021-04-14 23:32:03.975098, cost_time=0:00:04.993897 2021-04-14 23:31:50,352 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.50ms, fps=2669 images/s, loss=0.0636, top1-acc=97.81%, top5-acc=100.00%, remaining_time=0:00:13.494600, arrival_time=2021-04-14 23:32:03.847153, cost_time=0:00:05.953527 2021-04-14 23:31:51,316 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.45ms, fps=2658 images/s, loss=0.0629, top1-acc=97.86%, top5-acc=100.00%, remaining_time=0:00:12.450564, arrival_time=2021-04-14 23:32:03.766602, cost_time=0:00:06.916976 2021-04-14 23:31:52,278 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.66ms, fps=2661 images/s, loss=0.0642, top1-acc=97.80%, top5-acc=100.00%, remaining_time=0:00:11.425072, arrival_time=2021-04-14 23:32:03.703481, cost_time=0:00:07.879392 2021-04-14 23:31:53,247 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.44ms, fps=2644 images/s, loss=0.0658, top1-acc=97.78%, top5-acc=100.00%, remaining_time=0:00:10.420966, arrival_time=2021-04-14 23:32:03.668155, cost_time=0:00:08.848025 2021-04-14 23:31:54,215 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.56ms, fps=2646 images/s, loss=0.0668, top1-acc=97.72%, top5-acc=100.00%, remaining_time=0:00:09.423744, arrival_time=2021-04-14 23:32:03.639166, cost_time=0:00:09.816407 2021-04-14 23:31:55,175 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.29ms, fps=2668 images/s, loss=0.0669, top1-acc=97.70%, top5-acc=100.00%, remaining_time=0:00:08.425076, arrival_time=2021-04-14 23:32:03.600321, cost_time=0:00:10.776234 2021-04-14 23:31:56,143 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.27ms, fps=2645 images/s, loss=0.0673, top1-acc=97.68%, top5-acc=100.00%, remaining_time=0:00:07.438120, arrival_time=2021-04-14 23:32:03.581552, cost_time=0:00:11.744423 2021-04-14 23:31:57,107 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=2.10ms, fps=2656 images/s, loss=0.0683, top1-acc=97.67%, top5-acc=100.00%, remaining_time=0:00:06.451962, arrival_time=2021-04-14 23:32:03.559470, cost_time=0:00:12.708445 2021-04-14 23:31:58,075 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.77ms, fps=2645 images/s, loss=0.0695, top1-acc=97.62%, top5-acc=100.00%, remaining_time=0:00:05.470696, arrival_time=2021-04-14 23:32:03.546389, cost_time=0:00:13.676671 2021-04-14 23:31:59,048 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.41ms, fps=2632 images/s, loss=0.0695, top1-acc=97.64%, top5-acc=100.00%, remaining_time=0:00:04.492544, arrival_time=2021-04-14 23:32:03.541116, cost_time=0:00:14.649533 2021-04-14 23:32:00,017 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.54ms, fps=2644 images/s, loss=0.0691, top1-acc=97.66%, top5-acc=100.00%, remaining_time=0:00:03.514068, arrival_time=2021-04-14 23:32:03.531244, cost_time=0:00:15.618113 2021-04-14 23:32:00,985 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.32ms, fps=2646 images/s, loss=0.0688, top1-acc=97.67%, top5-acc=100.00%, remaining_time=0:00:02.536716, arrival_time=2021-04-14 23:32:03.522011, cost_time=0:00:16.586278 2021-04-14 23:32:01,957 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.95ms, fps=2633 images/s, loss=0.0686, top1-acc=97.69%, top5-acc=100.00%, remaining_time=0:00:01.560784, arrival_time=2021-04-14 23:32:03.518627, cost_time=0:00:17.558823 2021-04-14 23:32:02,934 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.28ms, fps=2622 images/s, loss=0.0689, top1-acc=97.69%, top5-acc=100.00%, remaining_time=0:00:00.585336, arrival_time=2021-04-14 23:32:03.519938, cost_time=0:00:18.535595 2021-04-14 23:32:03,477 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.17ms, fps=2509 images/s, loss=0.0688, top1-acc=97.69%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:03.477090, cost_time=0:00:19.078075 2021-04-14 23:32:03,955 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=2.73ms, fps=5369 images/s, loss=0.3193, top1-acc=90.70%, top5-acc=99.61%, remaining_time=0:00:01.430490, arrival_time=2021-04-14 23:32:05.386119, cost_time=0:00:00.476834 2021-04-14 23:32:04,314 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=0.20ms, fps=7138 images/s, loss=0.3211, top1-acc=90.53%, top5-acc=99.69%, remaining_time=0:00:00.835860, arrival_time=2021-04-14 23:32:05.150504, cost_time=0:00:00.835862 2021-04-14 23:32:04,648 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=2.94ms, fps=7680 images/s, loss=0.3122, top1-acc=90.72%, top5-acc=99.74%, remaining_time=0:00:00.389840, arrival_time=2021-04-14 23:32:05.038205, cost_time=0:00:01.169511 2021-04-14 23:32:04,961 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.05ms, fps=7429 images/s, loss=0.3140, top1-acc=90.79%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:04.961120, cost_time=0:00:01.482354 2021-04-14 23:32:05,148 INFO : Epoch=0151 complete, best val top1-acc=90.79%, top5-acc=99.74% (epoch=151), remaining_time=0:16:56.784496, arrival_time=2021-04-14 23:49:01.932795, cost_time=0:52:13.356363 2021-04-14 23:32:05,149 INFO : Train start, epoch=0152, lr=0.014094 2021-04-14 23:32:06,274 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=0.22ms, fps=2276 images/s, loss=0.0596, top1-acc=97.62%, top5-acc=100.00%, remaining_time=0:00:20.918304, arrival_time=2021-04-14 23:32:27.192598, cost_time=0:00:01.124635 2021-04-14 23:32:07,241 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.36ms, fps=2647 images/s, loss=0.0661, top1-acc=97.62%, top5-acc=100.00%, remaining_time=0:00:18.410304, arrival_time=2021-04-14 23:32:25.652036, cost_time=0:00:02.092074 2021-04-14 23:32:08,208 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.48ms, fps=2648 images/s, loss=0.0645, top1-acc=97.80%, top5-acc=100.00%, remaining_time=0:00:16.928016, arrival_time=2021-04-14 23:32:25.136957, cost_time=0:00:03.059285 2021-04-14 23:32:09,182 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.28ms, fps=2632 images/s, loss=0.0626, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:15.726204, arrival_time=2021-04-14 23:32:24.908296, cost_time=0:00:04.032342 2021-04-14 23:32:10,148 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.47ms, fps=2649 images/s, loss=0.0634, top1-acc=97.84%, top5-acc=100.00%, remaining_time=0:00:14.597810, arrival_time=2021-04-14 23:32:24.746711, cost_time=0:00:04.999236 2021-04-14 23:32:11,119 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.68ms, fps=2640 images/s, loss=0.0645, top1-acc=97.74%, top5-acc=100.00%, remaining_time=0:00:13.530096, arrival_time=2021-04-14 23:32:24.649024, cost_time=0:00:05.969180 2021-04-14 23:32:12,089 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.34ms, fps=2639 images/s, loss=0.0634, top1-acc=97.78%, top5-acc=100.00%, remaining_time=0:00:12.491388, arrival_time=2021-04-14 23:32:24.580720, cost_time=0:00:06.939659 2021-04-14 23:32:13,050 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.47ms, fps=2663 images/s, loss=0.0629, top1-acc=97.79%, top5-acc=100.00%, remaining_time=0:00:11.456740, arrival_time=2021-04-14 23:32:24.507639, cost_time=0:00:07.901215 2021-04-14 23:32:14,015 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=2.15ms, fps=2655 images/s, loss=0.0639, top1-acc=97.77%, top5-acc=100.00%, remaining_time=0:00:10.441954, arrival_time=2021-04-14 23:32:24.457466, cost_time=0:00:08.865778 2021-04-14 23:32:14,983 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.69ms, fps=2645 images/s, loss=0.0639, top1-acc=97.81%, top5-acc=100.00%, remaining_time=0:00:09.440640, arrival_time=2021-04-14 23:32:24.424339, cost_time=0:00:09.834036 2021-04-14 23:32:15,947 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.35ms, fps=2657 images/s, loss=0.0638, top1-acc=97.82%, top5-acc=100.00%, remaining_time=0:00:08.441932, arrival_time=2021-04-14 23:32:24.389386, cost_time=0:00:10.797805 2021-04-14 23:32:16,911 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.30ms, fps=2657 images/s, loss=0.0647, top1-acc=97.78%, top5-acc=100.00%, remaining_time=0:00:07.448912, arrival_time=2021-04-14 23:32:24.360048, cost_time=0:00:11.761469 2021-04-14 23:32:17,876 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.32ms, fps=2652 images/s, loss=0.0653, top1-acc=97.76%, top5-acc=100.00%, remaining_time=0:00:06.461532, arrival_time=2021-04-14 23:32:24.338406, cost_time=0:00:12.727219 2021-04-14 23:32:18,851 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.71ms, fps=2627 images/s, loss=0.0649, top1-acc=97.78%, top5-acc=100.00%, remaining_time=0:00:05.480776, arrival_time=2021-04-14 23:32:24.332428, cost_time=0:00:13.701994 2021-04-14 23:32:19,827 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.29ms, fps=2624 images/s, loss=0.0648, top1-acc=97.80%, top5-acc=100.00%, remaining_time=0:00:04.501284, arrival_time=2021-04-14 23:32:24.328985, cost_time=0:00:14.678061 2021-04-14 23:32:20,794 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.36ms, fps=2648 images/s, loss=0.0656, top1-acc=97.77%, top5-acc=100.00%, remaining_time=0:00:03.520116, arrival_time=2021-04-14 23:32:24.314776, cost_time=0:00:15.645001 2021-04-14 23:32:21,771 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.37ms, fps=2622 images/s, loss=0.0657, top1-acc=97.75%, top5-acc=100.00%, remaining_time=0:00:02.542176, arrival_time=2021-04-14 23:32:24.313876, cost_time=0:00:16.621856 2021-04-14 23:32:22,739 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.41ms, fps=2647 images/s, loss=0.0663, top1-acc=97.72%, top5-acc=100.00%, remaining_time=0:00:01.563552, arrival_time=2021-04-14 23:32:24.303240, cost_time=0:00:17.590025 2021-04-14 23:32:23,703 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.34ms, fps=2658 images/s, loss=0.0668, top1-acc=97.71%, top5-acc=100.00%, remaining_time=0:00:00.585906, arrival_time=2021-04-14 23:32:24.289271, cost_time=0:00:18.553684 2021-04-14 23:32:24,258 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.63ms, fps=2452 images/s, loss=0.0666, top1-acc=97.71%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:24.258388, cost_time=0:00:19.108681 2021-04-14 23:32:24,735 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=3.84ms, fps=5393 images/s, loss=0.2994, top1-acc=91.52%, top5-acc=99.73%, remaining_time=0:00:01.423980, arrival_time=2021-04-14 23:32:26.159748, cost_time=0:00:00.474656 2021-04-14 23:32:25,066 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.95ms, fps=7745 images/s, loss=0.3081, top1-acc=91.60%, top5-acc=99.63%, remaining_time=0:00:00.805680, arrival_time=2021-04-14 23:32:25.872461, cost_time=0:00:00.805673 2021-04-14 23:32:25,396 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=0.28ms, fps=7767 images/s, loss=0.3106, top1-acc=91.37%, top5-acc=99.67%, remaining_time=0:00:00.378580, arrival_time=2021-04-14 23:32:25.775401, cost_time=0:00:01.135750 2021-04-14 23:32:25,702 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.06ms, fps=7587 images/s, loss=0.3140, top1-acc=91.15%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:25.702945, cost_time=0:00:01.441902 2021-04-14 23:32:25,918 INFO : Epoch=0152 complete, best val top1-acc=91.15%, top5-acc=99.65% (epoch=152), remaining_time=0:16:36.040080, arrival_time=2021-04-14 23:49:01.958878, cost_time=0:52:34.126859 2021-04-14 23:32:25,919 INFO : Train start, epoch=0153, lr=0.013552 2021-04-14 23:32:27,083 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.38ms, fps=2200 images/s, loss=0.0528, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:21.643704, arrival_time=2021-04-14 23:32:48.727433, cost_time=0:00:01.163638 2021-04-14 23:32:28,053 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.41ms, fps=2640 images/s, loss=0.0550, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:18.775152, arrival_time=2021-04-14 23:32:46.828860, cost_time=0:00:02.133536 2021-04-14 23:32:29,015 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.37ms, fps=2662 images/s, loss=0.0543, top1-acc=98.22%, top5-acc=100.00%, remaining_time=0:00:17.129706, arrival_time=2021-04-14 23:32:46.145517, cost_time=0:00:03.095726 2021-04-14 23:32:29,977 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.36ms, fps=2662 images/s, loss=0.0560, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:15.824640, arrival_time=2021-04-14 23:32:45.802397, cost_time=0:00:04.057593 2021-04-14 23:32:30,955 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.38ms, fps=2619 images/s, loss=0.0574, top1-acc=98.02%, top5-acc=100.00%, remaining_time=0:00:14.703660, arrival_time=2021-04-14 23:32:45.659228, cost_time=0:00:05.035491 2021-04-14 23:32:31,924 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.78ms, fps=2643 images/s, loss=0.0585, top1-acc=97.99%, top5-acc=100.00%, remaining_time=0:00:13.610200, arrival_time=2021-04-14 23:32:45.534804, cost_time=0:00:06.004502 2021-04-14 23:32:32,889 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.38ms, fps=2654 images/s, loss=0.0583, top1-acc=97.99%, top5-acc=100.00%, remaining_time=0:00:12.545190, arrival_time=2021-04-14 23:32:45.434935, cost_time=0:00:06.969572 2021-04-14 23:32:33,853 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.36ms, fps=2657 images/s, loss=0.0587, top1-acc=97.98%, top5-acc=100.00%, remaining_time=0:00:11.503720, arrival_time=2021-04-14 23:32:45.357433, cost_time=0:00:07.933616 2021-04-14 23:32:34,824 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.54ms, fps=2638 images/s, loss=0.0588, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:10.487322, arrival_time=2021-04-14 23:32:45.311712, cost_time=0:00:08.904309 2021-04-14 23:32:35,784 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.54ms, fps=2668 images/s, loss=0.0586, top1-acc=97.96%, top5-acc=100.00%, remaining_time=0:00:09.469728, arrival_time=2021-04-14 23:32:45.254160, cost_time=0:00:09.864345 2021-04-14 23:32:36,750 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.51ms, fps=2651 images/s, loss=0.0593, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:08.467216, arrival_time=2021-04-14 23:32:45.217522, cost_time=0:00:10.830214 2021-04-14 23:32:37,713 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.41ms, fps=2660 images/s, loss=0.0594, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:07.468976, arrival_time=2021-04-14 23:32:45.182188, cost_time=0:00:11.793127 2021-04-14 23:32:38,673 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.39ms, fps=2668 images/s, loss=0.0599, top1-acc=97.94%, top5-acc=100.00%, remaining_time=0:00:06.474600, arrival_time=2021-04-14 23:32:45.147697, cost_time=0:00:12.752975 2021-04-14 23:32:39,650 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.92ms, fps=2620 images/s, loss=0.0598, top1-acc=97.95%, top5-acc=100.00%, remaining_time=0:00:05.492256, arrival_time=2021-04-14 23:32:45.143136, cost_time=0:00:13.730699 2021-04-14 23:32:40,623 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.61ms, fps=2635 images/s, loss=0.0603, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:04.508874, arrival_time=2021-04-14 23:32:45.131855, cost_time=0:00:14.702900 2021-04-14 23:32:41,585 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.39ms, fps=2662 images/s, loss=0.0613, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:03.524616, arrival_time=2021-04-14 23:32:45.109699, cost_time=0:00:15.664963 2021-04-14 23:32:42,548 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.85ms, fps=2658 images/s, loss=0.0614, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:02.543164, arrival_time=2021-04-14 23:32:45.091611, cost_time=0:00:16.628363 2021-04-14 23:32:43,510 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.49ms, fps=2661 images/s, loss=0.0618, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:00:01.563632, arrival_time=2021-04-14 23:32:45.074493, cost_time=0:00:17.590778 2021-04-14 23:32:44,475 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.20ms, fps=2656 images/s, loss=0.0618, top1-acc=97.86%, top5-acc=100.00%, remaining_time=0:00:00.585954, arrival_time=2021-04-14 23:32:45.061202, cost_time=0:00:18.555166 2021-04-14 23:32:45,020 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.11ms, fps=2494 images/s, loss=0.0622, top1-acc=97.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:45.020870, cost_time=0:00:19.100779 2021-04-14 23:32:45,484 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=3.39ms, fps=5545 images/s, loss=0.3083, top1-acc=90.59%, top5-acc=99.65%, remaining_time=0:00:01.385070, arrival_time=2021-04-14 23:32:46.869471, cost_time=0:00:00.461689 2021-04-14 23:32:45,818 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.75ms, fps=7664 images/s, loss=0.3345, top1-acc=90.25%, top5-acc=99.57%, remaining_time=0:00:00.796080, arrival_time=2021-04-14 23:32:46.614922, cost_time=0:00:00.796089 2021-04-14 23:32:46,158 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=7.57ms, fps=7554 images/s, loss=0.3405, top1-acc=90.12%, top5-acc=99.57%, remaining_time=0:00:00.378490, arrival_time=2021-04-14 23:32:46.536659, cost_time=0:00:01.135468 2021-04-14 23:32:46,461 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.06ms, fps=7653 images/s, loss=0.3342, top1-acc=90.09%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:46.461624, cost_time=0:00:01.438946 2021-04-14 23:32:46,642 INFO : Epoch=0153 complete, best val top1-acc=91.15%, top5-acc=99.65% (epoch=152), remaining_time=0:16:15.280926, arrival_time=2021-04-14 23:49:01.923591, cost_time=0:52:54.850732 2021-04-14 23:32:46,643 INFO : Train start, epoch=0154, lr=0.013018 2021-04-14 23:32:47,800 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.39ms, fps=2214 images/s, loss=0.0623, top1-acc=97.89%, top5-acc=99.96%, remaining_time=0:00:21.502530, arrival_time=2021-04-14 23:33:09.302562, cost_time=0:00:01.156052 2021-04-14 23:32:48,773 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.35ms, fps=2632 images/s, loss=0.0557, top1-acc=98.14%, top5-acc=99.98%, remaining_time=0:00:18.736080, arrival_time=2021-04-14 23:33:07.509156, cost_time=0:00:02.129092 2021-04-14 23:32:49,742 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.40ms, fps=2641 images/s, loss=0.0544, top1-acc=98.20%, top5-acc=99.99%, remaining_time=0:00:17.145808, arrival_time=2021-04-14 23:33:06.888428, cost_time=0:00:03.098645 2021-04-14 23:32:50,711 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.82ms, fps=2644 images/s, loss=0.0563, top1-acc=98.12%, top5-acc=99.99%, remaining_time=0:00:15.862236, arrival_time=2021-04-14 23:33:06.573433, cost_time=0:00:04.067225 2021-04-14 23:32:51,702 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.69ms, fps=2584 images/s, loss=0.0559, top1-acc=98.09%, top5-acc=99.99%, remaining_time=0:00:14.769798, arrival_time=2021-04-14 23:33:06.472202, cost_time=0:00:05.058173 2021-04-14 23:32:52,679 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.43ms, fps=2622 images/s, loss=0.0567, top1-acc=98.05%, top5-acc=99.99%, remaining_time=0:00:13.680512, arrival_time=2021-04-14 23:33:06.359991, cost_time=0:00:06.035501 2021-04-14 23:32:53,647 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.34ms, fps=2646 images/s, loss=0.0568, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:12.606300, arrival_time=2021-04-14 23:33:06.253956, cost_time=0:00:07.003503 2021-04-14 23:32:54,617 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.38ms, fps=2642 images/s, loss=0.0579, top1-acc=98.06%, top5-acc=100.00%, remaining_time=0:00:11.561140, arrival_time=2021-04-14 23:33:06.178315, cost_time=0:00:07.973185 2021-04-14 23:32:55,585 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.37ms, fps=2645 images/s, loss=0.0587, top1-acc=98.03%, top5-acc=99.99%, remaining_time=0:00:10.530888, arrival_time=2021-04-14 23:33:06.116228, cost_time=0:00:08.941356 2021-04-14 23:32:56,546 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.53ms, fps=2664 images/s, loss=0.0587, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:09.506688, arrival_time=2021-04-14 23:33:06.053420, cost_time=0:00:09.902758 2021-04-14 23:32:57,517 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.40ms, fps=2638 images/s, loss=0.0595, top1-acc=97.97%, top5-acc=99.99%, remaining_time=0:00:08.501186, arrival_time=2021-04-14 23:33:06.018888, cost_time=0:00:10.873634 2021-04-14 23:32:58,488 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.33ms, fps=2638 images/s, loss=0.0592, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:07.501732, arrival_time=2021-04-14 23:33:05.990514, cost_time=0:00:11.844802 2021-04-14 23:32:59,455 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.57ms, fps=2648 images/s, loss=0.0592, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:06.504498, arrival_time=2021-04-14 23:33:05.960373, cost_time=0:00:12.811906 2021-04-14 23:33:00,419 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.50ms, fps=2656 images/s, loss=0.0586, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:05.510400, arrival_time=2021-04-14 23:33:05.930330, cost_time=0:00:13.775941 2021-04-14 23:33:01,389 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.36ms, fps=2642 images/s, loss=0.0592, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:04.521846, arrival_time=2021-04-14 23:33:05.910962, cost_time=0:00:14.745162 2021-04-14 23:33:02,365 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.39ms, fps=2622 images/s, loss=0.0598, top1-acc=97.96%, top5-acc=100.00%, remaining_time=0:00:03.537432, arrival_time=2021-04-14 23:33:05.903292, cost_time=0:00:15.721879 2021-04-14 23:33:03,330 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.51ms, fps=2654 images/s, loss=0.0605, top1-acc=97.94%, top5-acc=100.00%, remaining_time=0:00:02.552108, arrival_time=2021-04-14 23:33:05.882875, cost_time=0:00:16.686801 2021-04-14 23:33:04,295 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.83ms, fps=2655 images/s, loss=0.0605, top1-acc=97.94%, top5-acc=100.00%, remaining_time=0:00:01.569008, arrival_time=2021-04-14 23:33:05.864416, cost_time=0:00:17.651343 2021-04-14 23:33:05,263 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.27ms, fps=2646 images/s, loss=0.0607, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:00.587988, arrival_time=2021-04-14 23:33:05.851537, cost_time=0:00:18.619574 2021-04-14 23:33:05,805 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.19ms, fps=2510 images/s, loss=0.0608, top1-acc=97.93%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:05.805764, cost_time=0:00:19.161789 2021-04-14 23:33:06,278 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=0.32ms, fps=5435 images/s, loss=0.3288, top1-acc=90.51%, top5-acc=99.49%, remaining_time=0:00:01.413120, arrival_time=2021-04-14 23:33:07.691664, cost_time=0:00:00.471045 2021-04-14 23:33:06,606 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=0.31ms, fps=7819 images/s, loss=0.3242, top1-acc=90.70%, top5-acc=99.63%, remaining_time=0:00:00.798900, arrival_time=2021-04-14 23:33:07.405236, cost_time=0:00:00.798894 2021-04-14 23:33:06,936 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=0.19ms, fps=7758 images/s, loss=0.3133, top1-acc=90.94%, top5-acc=99.64%, remaining_time=0:00:00.376400, arrival_time=2021-04-14 23:33:07.313035, cost_time=0:00:01.129207 2021-04-14 23:33:07,243 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.05ms, fps=7574 images/s, loss=0.3161, top1-acc=90.68%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:07.243268, cost_time=0:00:01.435841 2021-04-14 23:33:07,342 INFO : Epoch=0154 complete, best val top1-acc=91.15%, top5-acc=99.65% (epoch=152), remaining_time=0:15:54.515088, arrival_time=2021-04-14 23:49:01.857537, cost_time=0:53:15.550517 2021-04-14 23:33:07,343 INFO : Train start, epoch=0155, lr=0.012494 2021-04-14 23:33:08,526 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=0.18ms, fps=2165 images/s, loss=0.0585, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:21.993198, arrival_time=2021-04-14 23:33:30.519434, cost_time=0:00:01.182433 2021-04-14 23:33:09,492 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.38ms, fps=2650 images/s, loss=0.0629, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:18.910496, arrival_time=2021-04-14 23:33:28.403301, cost_time=0:00:02.148914 2021-04-14 23:33:10,459 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.67ms, fps=2651 images/s, loss=0.0594, top1-acc=98.22%, top5-acc=100.00%, remaining_time=0:00:17.237772, arrival_time=2021-04-14 23:33:27.696861, cost_time=0:00:03.115254 2021-04-14 23:33:11,439 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.31ms, fps=2612 images/s, loss=0.0581, top1-acc=98.31%, top5-acc=100.00%, remaining_time=0:00:15.973932, arrival_time=2021-04-14 23:33:27.413698, cost_time=0:00:04.095874 2021-04-14 23:33:12,412 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.56ms, fps=2634 images/s, loss=0.0564, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:14.799290, arrival_time=2021-04-14 23:33:27.211320, cost_time=0:00:05.068234 2021-04-14 23:33:13,373 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.48ms, fps=2663 images/s, loss=0.0537, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:13.667728, arrival_time=2021-04-14 23:33:27.041458, cost_time=0:00:06.029883 2021-04-14 23:33:14,342 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.31ms, fps=2644 images/s, loss=0.0536, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:12.597732, arrival_time=2021-04-14 23:33:26.940497, cost_time=0:00:06.998774 2021-04-14 23:33:15,304 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.29ms, fps=2665 images/s, loss=0.0523, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:11.542232, arrival_time=2021-04-14 23:33:26.846220, cost_time=0:00:07.960186 2021-04-14 23:33:16,271 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.43ms, fps=2647 images/s, loss=0.0529, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:10.514988, arrival_time=2021-04-14 23:33:26.786596, cost_time=0:00:08.927784 2021-04-14 23:33:17,237 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.28ms, fps=2653 images/s, loss=0.0525, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:00:09.497568, arrival_time=2021-04-14 23:33:26.734669, cost_time=0:00:09.893294 2021-04-14 23:33:18,223 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.96ms, fps=2596 images/s, loss=0.0525, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:08.506088, arrival_time=2021-04-14 23:33:26.729754, cost_time=0:00:10.879865 2021-04-14 23:33:19,190 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.32ms, fps=2648 images/s, loss=0.0532, top1-acc=98.31%, top5-acc=100.00%, remaining_time=0:00:07.503176, arrival_time=2021-04-14 23:33:26.694046, cost_time=0:00:11.847067 2021-04-14 23:33:20,157 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.81ms, fps=2650 images/s, loss=0.0536, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:06.505290, arrival_time=2021-04-14 23:33:26.662573, cost_time=0:00:12.813455 2021-04-14 23:33:21,124 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.35ms, fps=2649 images/s, loss=0.0538, top1-acc=98.26%, top5-acc=100.00%, remaining_time=0:00:05.512136, arrival_time=2021-04-14 23:33:26.636349, cost_time=0:00:13.780406 2021-04-14 23:33:22,093 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.38ms, fps=2642 images/s, loss=0.0539, top1-acc=98.26%, top5-acc=100.00%, remaining_time=0:00:04.523272, arrival_time=2021-04-14 23:33:26.616903, cost_time=0:00:14.749752 2021-04-14 23:33:23,057 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.33ms, fps=2656 images/s, loss=0.0541, top1-acc=98.26%, top5-acc=100.00%, remaining_time=0:00:03.535632, arrival_time=2021-04-14 23:33:26.593418, cost_time=0:00:15.713987 2021-04-14 23:33:24,027 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.62ms, fps=2640 images/s, loss=0.0542, top1-acc=98.25%, top5-acc=100.00%, remaining_time=0:00:02.551666, arrival_time=2021-04-14 23:33:26.579396, cost_time=0:00:16.683886 2021-04-14 23:33:24,993 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.37ms, fps=2651 images/s, loss=0.0540, top1-acc=98.26%, top5-acc=100.00%, remaining_time=0:00:01.568896, arrival_time=2021-04-14 23:33:26.562765, cost_time=0:00:17.650022 2021-04-14 23:33:25,969 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.34ms, fps=2624 images/s, loss=0.0544, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:00.588192, arrival_time=2021-04-14 23:33:26.558030, cost_time=0:00:18.626026 2021-04-14 23:33:26,512 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=0.07ms, fps=2508 images/s, loss=0.0545, top1-acc=98.23%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:26.512482, cost_time=0:00:19.168680 2021-04-14 23:33:27,038 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=0.42ms, fps=4879 images/s, loss=0.2894, top1-acc=91.17%, top5-acc=99.73%, remaining_time=0:00:01.573920, arrival_time=2021-04-14 23:33:28.612837, cost_time=0:00:00.524641 2021-04-14 23:33:27,382 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=2.56ms, fps=7465 images/s, loss=0.2891, top1-acc=91.27%, top5-acc=99.73%, remaining_time=0:00:00.868100, arrival_time=2021-04-14 23:33:28.250462, cost_time=0:00:00.868106 2021-04-14 23:33:27,724 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.76ms, fps=7490 images/s, loss=0.2891, top1-acc=91.43%, top5-acc=99.70%, remaining_time=0:00:00.403460, arrival_time=2021-04-14 23:33:28.128067, cost_time=0:00:01.210394 2021-04-14 23:33:28,029 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.06ms, fps=7628 images/s, loss=0.3012, top1-acc=91.21%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:28.029063, cost_time=0:00:01.514877 2021-04-14 23:33:28,272 INFO : Epoch=0155 complete, best val top1-acc=91.21%, top5-acc=99.67% (epoch=155), remaining_time=0:15:33.816870, arrival_time=2021-04-14 23:49:02.089167, cost_time=0:53:36.480356 2021-04-14 23:33:28,273 INFO : Train start, epoch=0156, lr=0.011980 2021-04-14 23:33:29,398 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=0.30ms, fps=2276 images/s, loss=0.0532, top1-acc=98.32%, top5-acc=99.96%, remaining_time=0:00:20.918490, arrival_time=2021-04-14 23:33:50.316837, cost_time=0:00:01.124653 2021-04-14 23:33:30,373 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.52ms, fps=2628 images/s, loss=0.0534, top1-acc=98.28%, top5-acc=99.98%, remaining_time=0:00:18.475424, arrival_time=2021-04-14 23:33:48.848627, cost_time=0:00:02.099490 2021-04-14 23:33:31,347 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.37ms, fps=2629 images/s, loss=0.0507, top1-acc=98.36%, top5-acc=99.99%, remaining_time=0:00:17.009356, arrival_time=2021-04-14 23:33:48.356943, cost_time=0:00:03.073973 2021-04-14 23:33:32,319 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.82ms, fps=2636 images/s, loss=0.0498, top1-acc=98.37%, top5-acc=99.99%, remaining_time=0:00:15.777060, arrival_time=2021-04-14 23:33:48.096163, cost_time=0:00:04.045386 2021-04-14 23:33:33,294 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=2.45ms, fps=2626 images/s, loss=0.0491, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:00:14.660444, arrival_time=2021-04-14 23:33:47.954784, cost_time=0:00:05.020683 2021-04-14 23:33:34,263 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.62ms, fps=2643 images/s, loss=0.0494, top1-acc=98.37%, top5-acc=99.99%, remaining_time=0:00:13.577016, arrival_time=2021-04-14 23:33:47.840482, cost_time=0:00:05.989850 2021-04-14 23:33:35,236 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.48ms, fps=2632 images/s, loss=0.0479, top1-acc=98.43%, top5-acc=99.99%, remaining_time=0:00:12.533220, arrival_time=2021-04-14 23:33:47.769830, cost_time=0:00:06.962896 2021-04-14 23:33:36,201 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.68ms, fps=2655 images/s, loss=0.0481, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:11.495020, arrival_time=2021-04-14 23:33:47.696224, cost_time=0:00:07.927583 2021-04-14 23:33:37,157 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.25ms, fps=2678 images/s, loss=0.0477, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:10.463260, arrival_time=2021-04-14 23:33:47.620801, cost_time=0:00:08.883935 2021-04-14 23:33:38,140 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.92ms, fps=2607 images/s, loss=0.0480, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:09.471648, arrival_time=2021-04-14 23:33:47.611616, cost_time=0:00:09.866347 2021-04-14 23:33:39,105 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.45ms, fps=2653 images/s, loss=0.0479, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:08.468506, arrival_time=2021-04-14 23:33:47.574008, cost_time=0:00:10.831804 2021-04-14 23:33:40,070 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.40ms, fps=2655 images/s, loss=0.0481, top1-acc=98.38%, top5-acc=100.00%, remaining_time=0:00:07.471104, arrival_time=2021-04-14 23:33:47.541234, cost_time=0:00:11.796511 2021-04-14 23:33:41,038 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.41ms, fps=2644 images/s, loss=0.0486, top1-acc=98.38%, top5-acc=100.00%, remaining_time=0:00:06.480804, arrival_time=2021-04-14 23:33:47.519668, cost_time=0:00:12.765202 2021-04-14 23:33:42,009 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.45ms, fps=2640 images/s, loss=0.0484, top1-acc=98.38%, top5-acc=100.00%, remaining_time=0:00:05.494216, arrival_time=2021-04-14 23:33:47.503315, cost_time=0:00:13.735483 2021-04-14 23:33:42,981 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.24ms, fps=2633 images/s, loss=0.0485, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:00:04.510484, arrival_time=2021-04-14 23:33:47.492250, cost_time=0:00:14.708149 2021-04-14 23:33:43,949 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.43ms, fps=2647 images/s, loss=0.0486, top1-acc=98.38%, top5-acc=100.00%, remaining_time=0:00:03.526992, arrival_time=2021-04-14 23:33:47.476207, cost_time=0:00:15.675586 2021-04-14 23:33:44,909 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.78ms, fps=2667 images/s, loss=0.0493, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:02.544334, arrival_time=2021-04-14 23:33:47.453976, cost_time=0:00:16.636039 2021-04-14 23:33:45,871 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.36ms, fps=2662 images/s, loss=0.0497, top1-acc=98.31%, top5-acc=100.00%, remaining_time=0:00:01.564272, arrival_time=2021-04-14 23:33:47.435994, cost_time=0:00:17.598109 2021-04-14 23:33:46,832 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.12ms, fps=2665 images/s, loss=0.0503, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:00.586080, arrival_time=2021-04-14 23:33:47.418935, cost_time=0:00:18.559238 2021-04-14 23:33:47,376 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.10ms, fps=2503 images/s, loss=0.0509, top1-acc=98.26%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:47.376482, cost_time=0:00:19.102856 2021-04-14 23:33:47,885 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=0.20ms, fps=5049 images/s, loss=0.3162, top1-acc=90.55%, top5-acc=99.73%, remaining_time=0:00:01.521180, arrival_time=2021-04-14 23:33:49.406522, cost_time=0:00:00.507062 2021-04-14 23:33:48,207 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=0.20ms, fps=7946 images/s, loss=0.3047, top1-acc=91.21%, top5-acc=99.77%, remaining_time=0:00:00.829580, arrival_time=2021-04-14 23:33:49.037440, cost_time=0:00:00.829582 2021-04-14 23:33:48,541 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.72ms, fps=7678 images/s, loss=0.3108, top1-acc=90.95%, top5-acc=99.78%, remaining_time=0:00:00.387780, arrival_time=2021-04-14 23:33:48.929452, cost_time=0:00:01.163334 2021-04-14 23:33:48,849 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.05ms, fps=7559 images/s, loss=0.3023, top1-acc=91.08%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:48.848991, cost_time=0:00:01.470732 2021-04-14 23:33:48,985 INFO : Epoch=0156 complete, best val top1-acc=91.21%, top5-acc=99.67% (epoch=155), remaining_time=0:15:13.054648, arrival_time=2021-04-14 23:49:02.040325, cost_time=0:53:57.193741 2021-04-14 23:33:48,987 INFO : Train start, epoch=0157, lr=0.011474 2021-04-14 23:33:50,147 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.26ms, fps=2207 images/s, loss=0.0512, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:21.575256, arrival_time=2021-04-14 23:34:11.722469, cost_time=0:00:01.159956 2021-04-14 23:33:51,120 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.46ms, fps=2631 images/s, loss=0.0474, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:18.774800, arrival_time=2021-04-14 23:34:09.895441, cost_time=0:00:02.133497 2021-04-14 23:33:52,088 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.59ms, fps=2646 images/s, loss=0.0457, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:00:17.160084, arrival_time=2021-04-14 23:34:09.248562, cost_time=0:00:03.101207 2021-04-14 23:33:53,056 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.34ms, fps=2646 images/s, loss=0.0490, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:00:15.870036, arrival_time=2021-04-14 23:34:08.926435, cost_time=0:00:04.069224 2021-04-14 23:33:54,018 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.60ms, fps=2663 images/s, loss=0.0473, top1-acc=98.39%, top5-acc=99.99%, remaining_time=0:00:14.690082, arrival_time=2021-04-14 23:34:08.708086, cost_time=0:00:05.030830 2021-04-14 23:33:54,983 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.35ms, fps=2653 images/s, loss=0.0476, top1-acc=98.38%, top5-acc=99.99%, remaining_time=0:00:13.591704, arrival_time=2021-04-14 23:34:08.575299, cost_time=0:00:05.996332 2021-04-14 23:33:55,951 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.57ms, fps=2646 images/s, loss=0.0480, top1-acc=98.34%, top5-acc=99.99%, remaining_time=0:00:12.535866, arrival_time=2021-04-14 23:34:08.487401, cost_time=0:00:06.964357 2021-04-14 23:33:56,922 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=2.45ms, fps=2637 images/s, loss=0.0489, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:11.506620, arrival_time=2021-04-14 23:34:08.429373, cost_time=0:00:07.935586 2021-04-14 23:33:57,900 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.31ms, fps=2619 images/s, loss=0.0481, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:10.498134, arrival_time=2021-04-14 23:34:08.398813, cost_time=0:00:08.913511 2021-04-14 23:33:58,869 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.46ms, fps=2645 images/s, loss=0.0490, top1-acc=98.30%, top5-acc=99.99%, remaining_time=0:00:09.486528, arrival_time=2021-04-14 23:34:08.355511, cost_time=0:00:09.881830 2021-04-14 23:33:59,829 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.35ms, fps=2666 images/s, loss=0.0490, top1-acc=98.30%, top5-acc=99.99%, remaining_time=0:00:08.476676, arrival_time=2021-04-14 23:34:08.306139, cost_time=0:00:10.842256 2021-04-14 23:34:00,808 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.78ms, fps=2618 images/s, loss=0.0492, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:00:07.486532, arrival_time=2021-04-14 23:34:08.294545, cost_time=0:00:11.820812 2021-04-14 23:34:01,773 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=2.07ms, fps=2652 images/s, loss=0.0500, top1-acc=98.31%, top5-acc=99.99%, remaining_time=0:00:06.491628, arrival_time=2021-04-14 23:34:08.265420, cost_time=0:00:12.786531 2021-04-14 23:34:02,739 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.34ms, fps=2651 images/s, loss=0.0502, top1-acc=98.31%, top5-acc=99.99%, remaining_time=0:00:05.501048, arrival_time=2021-04-14 23:34:08.240894, cost_time=0:00:13.752670 2021-04-14 23:34:03,699 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.32ms, fps=2669 images/s, loss=0.0508, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:04.511726, arrival_time=2021-04-14 23:34:08.211062, cost_time=0:00:14.712139 2021-04-14 23:34:04,662 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.49ms, fps=2658 images/s, loss=0.0511, top1-acc=98.27%, top5-acc=100.00%, remaining_time=0:00:03.527028, arrival_time=2021-04-14 23:34:08.189937, cost_time=0:00:15.675739 2021-04-14 23:34:05,623 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.41ms, fps=2665 images/s, loss=0.0511, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:02.544438, arrival_time=2021-04-14 23:34:08.168314, cost_time=0:00:16.636701 2021-04-14 23:34:06,593 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.49ms, fps=2642 images/s, loss=0.0516, top1-acc=98.26%, top5-acc=100.00%, remaining_time=0:00:01.564992, arrival_time=2021-04-14 23:34:08.158271, cost_time=0:00:17.606113 2021-04-14 23:34:07,567 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.28ms, fps=2628 images/s, loss=0.0519, top1-acc=98.25%, top5-acc=100.00%, remaining_time=0:00:00.586752, arrival_time=2021-04-14 23:34:08.154456, cost_time=0:00:18.580517 2021-04-14 23:34:08,111 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.34ms, fps=2504 images/s, loss=0.0525, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:34:08.111257, cost_time=0:00:19.124089 2021-04-14 23:34:08,594 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=1.87ms, fps=5317 images/s, loss=0.3023, top1-acc=91.29%, top5-acc=99.69%, remaining_time=0:00:01.444410, arrival_time=2021-04-14 23:34:10.039155, cost_time=0:00:00.481466 2021-04-14 23:34:08,969 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=0.35ms, fps=6840 images/s, loss=0.3075, top1-acc=91.39%, top5-acc=99.77%, remaining_time=0:00:00.856040, arrival_time=2021-04-14 23:34:09.825443, cost_time=0:00:00.856050 2021-04-14 23:34:09,310 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=4.05ms, fps=7521 images/s, loss=0.3133, top1-acc=91.21%, top5-acc=99.69%, remaining_time=0:00:00.398980, arrival_time=2021-04-14 23:34:09.709196, cost_time=0:00:01.196936 2021-04-14 23:34:09,616 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.07ms, fps=7593 images/s, loss=0.3064, top1-acc=91.38%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 23:34:09.616130, cost_time=0:00:01.502785 2021-04-14 23:34:09,797 INFO : Epoch=0157 complete, best val top1-acc=91.38%, top5-acc=99.73% (epoch=157), remaining_time=0:14:52.320090, arrival_time=2021-04-14 23:49:02.117912, cost_time=0:54:18.005871 2021-04-14 23:34:09,799 INFO : Train start, epoch=0158, lr=0.010978 2021-04-14 23:34:10,937 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.30ms, fps=2249 images/s, loss=0.0600, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:21.175542, arrival_time=2021-04-14 23:34:32.113402, cost_time=0:00:01.138474 2021-04-14 23:34:11,908 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.40ms, fps=2638 images/s, loss=0.0570, top1-acc=98.07%, top5-acc=100.00%, remaining_time=0:00:18.563952, arrival_time=2021-04-14 23:34:30.472861, cost_time=0:00:02.109549 2021-04-14 23:34:12,883 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.32ms, fps=2628 images/s, loss=0.0521, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:17.067124, arrival_time=2021-04-14 23:34:29.950917, cost_time=0:00:03.084408 2021-04-14 23:34:13,845 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.39ms, fps=2662 images/s, loss=0.0511, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:15.781584, arrival_time=2021-04-14 23:34:29.627482, cost_time=0:00:04.046560 2021-04-14 23:34:14,810 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.46ms, fps=2656 images/s, loss=0.0508, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:14.631828, arrival_time=2021-04-14 23:34:29.442102, cost_time=0:00:05.010882 2021-04-14 23:34:15,778 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=2.02ms, fps=2645 images/s, loss=0.0507, top1-acc=98.30%, top5-acc=99.99%, remaining_time=0:00:13.553216, arrival_time=2021-04-14 23:34:29.331905, cost_time=0:00:05.979367 2021-04-14 23:34:16,751 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.31ms, fps=2633 images/s, loss=0.0495, top1-acc=98.35%, top5-acc=99.99%, remaining_time=0:00:12.513816, arrival_time=2021-04-14 23:34:29.265294, cost_time=0:00:06.952140 2021-04-14 23:34:17,733 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.54ms, fps=2608 images/s, loss=0.0481, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:11.504532, arrival_time=2021-04-14 23:34:29.238099, cost_time=0:00:07.934166 2021-04-14 23:34:18,706 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.29ms, fps=2632 images/s, loss=0.0468, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:00:10.491138, arrival_time=2021-04-14 23:34:29.197980, cost_time=0:00:08.907533 2021-04-14 23:34:19,705 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.78ms, fps=2565 images/s, loss=0.0472, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:00:09.509856, arrival_time=2021-04-14 23:34:29.215296, cost_time=0:00:09.906126 2021-04-14 23:34:20,667 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.54ms, fps=2663 images/s, loss=0.0465, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:08.496800, arrival_time=2021-04-14 23:34:29.164114, cost_time=0:00:10.867959 2021-04-14 23:34:21,633 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.26ms, fps=2650 images/s, loss=0.0463, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:07.495272, arrival_time=2021-04-14 23:34:29.129186, cost_time=0:00:11.834599 2021-04-14 23:34:22,596 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.29ms, fps=2662 images/s, loss=0.0459, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:06.496842, arrival_time=2021-04-14 23:34:29.092979, cost_time=0:00:12.796823 2021-04-14 23:34:23,559 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.41ms, fps=2657 images/s, loss=0.0458, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:05.504240, arrival_time=2021-04-14 23:34:29.064094, cost_time=0:00:13.760534 2021-04-14 23:34:24,533 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.81ms, fps=2631 images/s, loss=0.0456, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:04.518396, arrival_time=2021-04-14 23:34:29.051667, cost_time=0:00:14.733889 2021-04-14 23:34:25,495 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.55ms, fps=2663 images/s, loss=0.0455, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:03.531528, arrival_time=2021-04-14 23:34:29.026516, cost_time=0:00:15.695681 2021-04-14 23:34:26,467 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.60ms, fps=2634 images/s, loss=0.0454, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:02.549222, arrival_time=2021-04-14 23:34:29.016513, cost_time=0:00:16.667966 2021-04-14 23:34:27,430 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.39ms, fps=2658 images/s, loss=0.0456, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:01.567248, arrival_time=2021-04-14 23:34:28.998120, cost_time=0:00:17.631556 2021-04-14 23:34:28,397 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=3.00ms, fps=2649 images/s, loss=0.0457, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:00.587310, arrival_time=2021-04-14 23:34:28.984810, cost_time=0:00:18.598212 2021-04-14 23:34:28,941 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.25ms, fps=2503 images/s, loss=0.0458, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:34:28.941217, cost_time=0:00:19.141895 2021-04-14 23:34:29,422 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=3.55ms, fps=5336 images/s, loss=0.3136, top1-acc=91.76%, top5-acc=99.73%, remaining_time=0:00:01.439370, arrival_time=2021-04-14 23:34:30.862315, cost_time=0:00:00.479787 2021-04-14 23:34:29,759 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=0.20ms, fps=7607 images/s, loss=0.2994, top1-acc=91.89%, top5-acc=99.75%, remaining_time=0:00:00.816680, arrival_time=2021-04-14 23:34:30.576516, cost_time=0:00:00.816676 2021-04-14 23:34:30,099 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=6.05ms, fps=7543 images/s, loss=0.3054, top1-acc=91.65%, top5-acc=99.75%, remaining_time=0:00:00.385470, arrival_time=2021-04-14 23:34:30.485049, cost_time=0:00:01.156423 2021-04-14 23:34:30,406 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.06ms, fps=7562 images/s, loss=0.3159, top1-acc=91.28%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-14 23:34:30.406734, cost_time=0:00:01.463584 2021-04-14 23:34:30,527 INFO : Epoch=0158 complete, best val top1-acc=91.38%, top5-acc=99.73% (epoch=157), remaining_time=0:14:31.562496, arrival_time=2021-04-14 23:49:02.089498, cost_time=0:54:38.735075 2021-04-14 23:34:30,528 INFO : Train start, epoch=0159, lr=0.010492 2021-04-14 23:34:31,689 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=0.23ms, fps=2206 images/s, loss=0.0405, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:21.585672, arrival_time=2021-04-14 23:34:53.274597, cost_time=0:00:01.160524 2021-04-14 23:34:32,656 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.44ms, fps=2649 images/s, loss=0.0398, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:18.724112, arrival_time=2021-04-14 23:34:51.380146, cost_time=0:00:02.127740 2021-04-14 23:34:33,630 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.33ms, fps=2629 images/s, loss=0.0425, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:17.162906, arrival_time=2021-04-14 23:34:50.792988, cost_time=0:00:03.101716 2021-04-14 23:34:34,609 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.88ms, fps=2616 images/s, loss=0.0404, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:15.916056, arrival_time=2021-04-14 23:34:50.525419, cost_time=0:00:04.081054 2021-04-14 23:34:35,571 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.31ms, fps=2662 images/s, loss=0.0418, top1-acc=98.64%, top5-acc=100.00%, remaining_time=0:00:14.726582, arrival_time=2021-04-14 23:34:50.298187, cost_time=0:00:05.043326 2021-04-14 23:34:36,532 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.42ms, fps=2664 images/s, loss=0.0411, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:13.610200, arrival_time=2021-04-14 23:34:50.142977, cost_time=0:00:06.004512 2021-04-14 23:34:37,497 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.39ms, fps=2656 images/s, loss=0.0400, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:12.543678, arrival_time=2021-04-14 23:34:50.040705, cost_time=0:00:06.968676 2021-04-14 23:34:38,469 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.38ms, fps=2635 images/s, loss=0.0399, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:11.514276, arrival_time=2021-04-14 23:34:49.983445, cost_time=0:00:07.940878 2021-04-14 23:34:39,436 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.47ms, fps=2648 images/s, loss=0.0395, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:10.491668, arrival_time=2021-04-14 23:34:49.927958, cost_time=0:00:08.908006 2021-04-14 23:34:40,413 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.47ms, fps=2621 images/s, loss=0.0392, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:09.489600, arrival_time=2021-04-14 23:34:49.902908, cost_time=0:00:09.885021 2021-04-14 23:34:41,377 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.34ms, fps=2657 images/s, loss=0.0392, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:08.481922, arrival_time=2021-04-14 23:34:49.859165, cost_time=0:00:10.848962 2021-04-14 23:34:42,349 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.82ms, fps=2634 images/s, loss=0.0391, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:07.486836, arrival_time=2021-04-14 23:34:49.836511, cost_time=0:00:11.821379 2021-04-14 23:34:43,333 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.91ms, fps=2604 images/s, loss=0.0392, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:06.500934, arrival_time=2021-04-14 23:34:49.834106, cost_time=0:00:12.804888 2021-04-14 23:34:44,297 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.38ms, fps=2657 images/s, loss=0.0400, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:05.507488, arrival_time=2021-04-14 23:34:49.804572, cost_time=0:00:13.768721 2021-04-14 23:34:45,261 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.41ms, fps=2656 images/s, loss=0.0404, top1-acc=98.73%, top5-acc=99.99%, remaining_time=0:00:04.518212, arrival_time=2021-04-14 23:34:49.779786, cost_time=0:00:14.733262 2021-04-14 23:34:46,226 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.45ms, fps=2654 images/s, loss=0.0407, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:03.532068, arrival_time=2021-04-14 23:34:49.758515, cost_time=0:00:15.698150 2021-04-14 23:34:47,188 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.34ms, fps=2661 images/s, loss=0.0408, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:02.548078, arrival_time=2021-04-14 23:34:49.736959, cost_time=0:00:16.660588 2021-04-14 23:34:48,153 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.27ms, fps=2656 images/s, loss=0.0408, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:01.566672, arrival_time=2021-04-14 23:34:49.719951, cost_time=0:00:17.625002 2021-04-14 23:34:49,113 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.15ms, fps=2668 images/s, loss=0.0404, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:00.586890, arrival_time=2021-04-14 23:34:49.700084, cost_time=0:00:18.584910 2021-04-14 23:34:49,654 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.14ms, fps=2513 images/s, loss=0.0410, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:34:49.654782, cost_time=0:00:19.126516 2021-04-14 23:34:50,127 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=7.84ms, fps=5439 images/s, loss=0.3214, top1-acc=91.48%, top5-acc=99.84%, remaining_time=0:00:01.411920, arrival_time=2021-04-14 23:34:51.538977, cost_time=0:00:00.470641 2021-04-14 23:34:50,455 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=0.43ms, fps=7812 images/s, loss=0.3182, top1-acc=91.27%, top5-acc=99.77%, remaining_time=0:00:00.798680, arrival_time=2021-04-14 23:34:51.253778, cost_time=0:00:00.798681 2021-04-14 23:34:50,804 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=0.30ms, fps=7338 images/s, loss=0.3149, top1-acc=91.20%, top5-acc=99.77%, remaining_time=0:00:00.382630, arrival_time=2021-04-14 23:34:51.186930, cost_time=0:00:01.147895 2021-04-14 23:34:51,109 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.08ms, fps=7615 images/s, loss=0.3045, top1-acc=91.23%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 23:34:51.109301, cost_time=0:00:01.452904 2021-04-14 23:34:51,232 INFO : Epoch=0159 complete, best val top1-acc=91.38%, top5-acc=99.73% (epoch=157), remaining_time=0:14:10.799077, arrival_time=2021-04-14 23:49:02.031384, cost_time=0:54:59.440341 2021-04-14 23:34:51,234 INFO : Train start, epoch=0160, lr=0.010016 2021-04-14 23:34:52,388 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=0.22ms, fps=2219 images/s, loss=0.0389, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:21.453984, arrival_time=2021-04-14 23:35:13.842012, cost_time=0:00:01.153440 2021-04-14 23:34:53,356 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.43ms, fps=2645 images/s, loss=0.0390, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:18.672192, arrival_time=2021-04-14 23:35:12.028549, cost_time=0:00:02.121833 2021-04-14 23:34:54,323 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.39ms, fps=2648 images/s, loss=0.0388, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:17.091692, arrival_time=2021-04-14 23:35:11.415162, cost_time=0:00:03.088869 2021-04-14 23:34:55,284 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.34ms, fps=2666 images/s, loss=0.0378, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:15.793752, arrival_time=2021-04-14 23:35:11.077941, cost_time=0:00:04.049660 2021-04-14 23:34:56,242 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.44ms, fps=2671 images/s, loss=0.0368, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:14.624382, arrival_time=2021-04-14 23:35:10.867257, cost_time=0:00:05.008364 2021-04-14 23:34:57,202 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.44ms, fps=2670 images/s, loss=0.0366, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:13.526560, arrival_time=2021-04-14 23:35:10.728703, cost_time=0:00:05.967592 2021-04-14 23:34:58,172 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.55ms, fps=2640 images/s, loss=0.0379, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:12.488364, arrival_time=2021-04-14 23:35:10.660987, cost_time=0:00:06.938009 2021-04-14 23:34:59,135 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.43ms, fps=2660 images/s, loss=0.0376, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:11.456740, arrival_time=2021-04-14 23:35:10.592439, cost_time=0:00:07.901186 2021-04-14 23:35:00,104 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.53ms, fps=2644 images/s, loss=0.0373, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:10.446512, arrival_time=2021-04-14 23:35:10.550697, cost_time=0:00:08.869670 2021-04-14 23:35:01,083 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.50ms, fps=2616 images/s, loss=0.0376, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:09.454752, arrival_time=2021-04-14 23:35:10.538008, cost_time=0:00:09.848749 2021-04-14 23:35:02,053 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.73ms, fps=2639 images/s, loss=0.0374, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:08.458702, arrival_time=2021-04-14 23:35:10.512522, cost_time=0:00:10.819307 2021-04-14 23:35:03,022 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.37ms, fps=2644 images/s, loss=0.0373, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:07.465632, arrival_time=2021-04-14 23:35:10.487968, cost_time=0:00:11.787830 2021-04-14 23:35:03,990 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.43ms, fps=2644 images/s, loss=0.0382, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:06.476316, arrival_time=2021-04-14 23:35:10.467165, cost_time=0:00:12.756344 2021-04-14 23:35:04,967 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.35ms, fps=2624 images/s, loss=0.0383, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:05.492928, arrival_time=2021-04-14 23:35:10.459854, cost_time=0:00:13.732253 2021-04-14 23:35:05,942 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.86ms, fps=2627 images/s, loss=0.0382, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:04.510346, arrival_time=2021-04-14 23:35:10.452589, cost_time=0:00:14.707670 2021-04-14 23:35:06,910 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.48ms, fps=2645 images/s, loss=0.0379, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:03.527136, arrival_time=2021-04-14 23:35:10.437751, cost_time=0:00:15.676084 2021-04-14 23:35:07,882 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.78ms, fps=2636 images/s, loss=0.0379, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:02.546102, arrival_time=2021-04-14 23:35:10.428280, cost_time=0:00:16.647673 2021-04-14 23:35:08,844 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.33ms, fps=2662 images/s, loss=0.0380, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:01.565296, arrival_time=2021-04-14 23:35:10.409368, cost_time=0:00:17.609575 2021-04-14 23:35:09,806 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.16ms, fps=2661 images/s, loss=0.0381, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:00.586482, arrival_time=2021-04-14 23:35:10.392872, cost_time=0:00:18.571896 2021-04-14 23:35:10,353 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.46ms, fps=2486 images/s, loss=0.0382, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:10.353686, cost_time=0:00:19.119177 2021-04-14 23:35:10,800 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=1.93ms, fps=5756 images/s, loss=0.2902, top1-acc=91.95%, top5-acc=99.73%, remaining_time=0:00:01.334190, arrival_time=2021-04-14 23:35:12.134964, cost_time=0:00:00.444733 2021-04-14 23:35:11,144 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.93ms, fps=7460 images/s, loss=0.3008, top1-acc=91.37%, top5-acc=99.79%, remaining_time=0:00:00.788220, arrival_time=2021-04-14 23:35:11.932527, cost_time=0:00:00.788228 2021-04-14 23:35:11,477 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=0.30ms, fps=7699 images/s, loss=0.3100, top1-acc=91.11%, top5-acc=99.75%, remaining_time=0:00:00.373750, arrival_time=2021-04-14 23:35:11.851011, cost_time=0:00:01.121238 2021-04-14 23:35:11,786 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.05ms, fps=7505 images/s, loss=0.3020, top1-acc=91.35%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:11.786712, cost_time=0:00:01.430700 2021-04-14 23:35:11,919 INFO : Epoch=0160 complete, best val top1-acc=91.38%, top5-acc=99.73% (epoch=157), remaining_time=0:13:50.031880, arrival_time=2021-04-14 23:49:01.951351, cost_time=0:55:20.127535 2021-04-14 23:35:11,921 INFO : Train start, epoch=0161, lr=0.009549 2021-04-14 23:35:13,079 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=0.22ms, fps=2210 images/s, loss=0.0332, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:21.542892, arrival_time=2021-04-14 23:35:34.622601, cost_time=0:00:01.158220 2021-04-14 23:35:14,049 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.36ms, fps=2642 images/s, loss=0.0367, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:18.724112, arrival_time=2021-04-14 23:35:32.773244, cost_time=0:00:02.127741 2021-04-14 23:35:15,024 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.55ms, fps=2627 images/s, loss=0.0386, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:17.167720, arrival_time=2021-04-14 23:35:32.191812, cost_time=0:00:03.102611 2021-04-14 23:35:15,986 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.59ms, fps=2663 images/s, loss=0.0382, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:15.852096, arrival_time=2021-04-14 23:35:31.838118, cost_time=0:00:04.064625 2021-04-14 23:35:16,956 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.35ms, fps=2640 images/s, loss=0.0376, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:14.701470, arrival_time=2021-04-14 23:35:31.657598, cost_time=0:00:05.034736 2021-04-14 23:35:17,921 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.28ms, fps=2652 images/s, loss=0.0378, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:13.600952, arrival_time=2021-04-14 23:35:31.522787, cost_time=0:00:06.000405 2021-04-14 23:35:18,891 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.36ms, fps=2641 images/s, loss=0.0388, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:12.546198, arrival_time=2021-04-14 23:35:31.437845, cost_time=0:00:06.970077 2021-04-14 23:35:19,857 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.27ms, fps=2652 images/s, loss=0.0386, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:11.507664, arrival_time=2021-04-14 23:35:31.365435, cost_time=0:00:07.936315 2021-04-14 23:35:20,824 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.40ms, fps=2649 images/s, loss=0.0389, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:10.486156, arrival_time=2021-04-14 23:35:31.310911, cost_time=0:00:08.903363 2021-04-14 23:35:21,785 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.34ms, fps=2665 images/s, loss=0.0386, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:09.469536, arrival_time=2021-04-14 23:35:31.255068, cost_time=0:00:09.864136 2021-04-14 23:35:22,750 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.40ms, fps=2653 images/s, loss=0.0379, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:08.466700, arrival_time=2021-04-14 23:35:31.217631, cost_time=0:00:10.829540 2021-04-14 23:35:23,714 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.35ms, fps=2659 images/s, loss=0.0379, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:07.468596, arrival_time=2021-04-14 23:35:31.182556, cost_time=0:00:11.792563 2021-04-14 23:35:24,675 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.58ms, fps=2664 images/s, loss=0.0376, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:06.475062, arrival_time=2021-04-14 23:35:31.150456, cost_time=0:00:12.753952 2021-04-14 23:35:25,648 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.40ms, fps=2632 images/s, loss=0.0373, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:05.490856, arrival_time=2021-04-14 23:35:31.139489, cost_time=0:00:13.727133 2021-04-14 23:35:26,611 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.50ms, fps=2659 images/s, loss=0.0377, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:04.505102, arrival_time=2021-04-14 23:35:31.116975, cost_time=0:00:14.690476 2021-04-14 23:35:27,582 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.29ms, fps=2640 images/s, loss=0.0378, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:03.523644, arrival_time=2021-04-14 23:35:31.105719, cost_time=0:00:15.660671 2021-04-14 23:35:28,568 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.33ms, fps=2596 images/s, loss=0.0381, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:02.546050, arrival_time=2021-04-14 23:35:31.114728, cost_time=0:00:16.647254 2021-04-14 23:35:29,534 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.39ms, fps=2652 images/s, loss=0.0383, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:01.565600, arrival_time=2021-04-14 23:35:31.100085, cost_time=0:00:17.613075 2021-04-14 23:35:30,504 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.27ms, fps=2641 images/s, loss=0.0379, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:00.586824, arrival_time=2021-04-14 23:35:31.091066, cost_time=0:00:18.582848 2021-04-14 23:35:31,046 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=0.07ms, fps=2511 images/s, loss=0.0379, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:31.046143, cost_time=0:00:19.124753 2021-04-14 23:35:31,502 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=0.22ms, fps=5635 images/s, loss=0.3149, top1-acc=91.02%, top5-acc=99.84%, remaining_time=0:00:01.362960, arrival_time=2021-04-14 23:35:32.865121, cost_time=0:00:00.454321 2021-04-14 23:35:31,832 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=0.33ms, fps=7770 images/s, loss=0.2985, top1-acc=91.84%, top5-acc=99.82%, remaining_time=0:00:00.784140, arrival_time=2021-04-14 23:35:32.616103, cost_time=0:00:00.784143 2021-04-14 23:35:32,166 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=2.51ms, fps=7660 images/s, loss=0.2962, top1-acc=91.84%, top5-acc=99.77%, remaining_time=0:00:00.372890, arrival_time=2021-04-14 23:35:32.539389, cost_time=0:00:01.118664 2021-04-14 23:35:32,473 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.05ms, fps=7560 images/s, loss=0.2960, top1-acc=91.53%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:32.473693, cost_time=0:00:01.425885 2021-04-14 23:35:32,671 INFO : Epoch=0161 complete, best val top1-acc=91.53%, top5-acc=99.76% (epoch=161), remaining_time=0:13:29.281278, arrival_time=2021-04-14 23:49:01.952433, cost_time=0:55:40.879168 2021-04-14 23:35:32,672 INFO : Train start, epoch=0162, lr=0.009093 2021-04-14 23:35:33,835 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=0.22ms, fps=2202 images/s, loss=0.0293, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:21.622686, arrival_time=2021-04-14 23:35:55.457945, cost_time=0:00:01.162511 2021-04-14 23:35:34,799 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.39ms, fps=2657 images/s, loss=0.0326, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:18.712672, arrival_time=2021-04-14 23:35:53.511776, cost_time=0:00:02.126450 2021-04-14 23:35:35,771 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.38ms, fps=2635 images/s, loss=0.0307, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:17.143484, arrival_time=2021-04-14 23:35:52.914528, cost_time=0:00:03.098221 2021-04-14 23:35:36,735 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.41ms, fps=2656 images/s, loss=0.0314, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:15.845700, arrival_time=2021-04-14 23:35:52.581428, cost_time=0:00:04.063017 2021-04-14 23:35:37,713 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.34ms, fps=2620 images/s, loss=0.0314, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:14.718698, arrival_time=2021-04-14 23:35:52.432027, cost_time=0:00:05.040664 2021-04-14 23:35:38,682 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.40ms, fps=2643 images/s, loss=0.0320, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:13.621896, arrival_time=2021-04-14 23:35:52.304199, cost_time=0:00:06.009645 2021-04-14 23:35:39,669 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.80ms, fps=2595 images/s, loss=0.0325, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:12.593448, arrival_time=2021-04-14 23:35:52.262546, cost_time=0:00:06.996353 2021-04-14 23:35:40,637 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.37ms, fps=2645 images/s, loss=0.0319, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:11.548960, arrival_time=2021-04-14 23:35:52.186395, cost_time=0:00:07.964766 2021-04-14 23:35:41,599 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.31ms, fps=2663 images/s, loss=0.0315, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:10.513504, arrival_time=2021-04-14 23:35:52.112721, cost_time=0:00:08.926530 2021-04-14 23:35:42,574 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.68ms, fps=2627 images/s, loss=0.0313, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:09.505344, arrival_time=2021-04-14 23:35:52.079399, cost_time=0:00:09.901405 2021-04-14 23:35:43,543 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.51ms, fps=2642 images/s, loss=0.0308, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:08.499036, arrival_time=2021-04-14 23:35:52.042593, cost_time=0:00:10.870822 2021-04-14 23:35:44,516 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.35ms, fps=2632 images/s, loss=0.0312, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:07.501200, arrival_time=2021-04-14 23:35:52.017845, cost_time=0:00:11.843988 2021-04-14 23:35:45,478 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.53ms, fps=2663 images/s, loss=0.0320, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:06.501264, arrival_time=2021-04-14 23:35:51.979421, cost_time=0:00:12.805496 2021-04-14 23:35:46,447 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.76ms, fps=2644 images/s, loss=0.0317, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:05.509672, arrival_time=2021-04-14 23:35:51.956661, cost_time=0:00:13.774232 2021-04-14 23:35:47,408 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.29ms, fps=2664 images/s, loss=0.0319, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:04.518948, arrival_time=2021-04-14 23:35:51.927279, cost_time=0:00:14.735635 2021-04-14 23:35:48,379 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.47ms, fps=2638 images/s, loss=0.0319, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:03.534012, arrival_time=2021-04-14 23:35:51.913421, cost_time=0:00:15.706707 2021-04-14 23:35:49,357 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.40ms, fps=2619 images/s, loss=0.0321, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:02.551796, arrival_time=2021-04-14 23:35:51.909323, cost_time=0:00:16.684858 2021-04-14 23:35:50,328 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.33ms, fps=2638 images/s, loss=0.0327, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:01.569408, arrival_time=2021-04-14 23:35:51.897955, cost_time=0:00:17.655829 2021-04-14 23:35:51,301 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.34ms, fps=2632 images/s, loss=0.0328, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:00.588288, arrival_time=2021-04-14 23:35:51.890018, cost_time=0:00:18.629075 2021-04-14 23:35:51,848 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.27ms, fps=2490 images/s, loss=0.0327, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:51.848261, cost_time=0:00:19.175550 2021-04-14 23:35:52,334 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=0.19ms, fps=5293 images/s, loss=0.3505, top1-acc=90.86%, top5-acc=99.73%, remaining_time=0:00:01.450950, arrival_time=2021-04-14 23:35:53.785830, cost_time=0:00:00.483647 2021-04-14 23:35:52,664 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=0.19ms, fps=7781 images/s, loss=0.3418, top1-acc=91.02%, top5-acc=99.59%, remaining_time=0:00:00.813000, arrival_time=2021-04-14 23:35:53.477216, cost_time=0:00:00.812990 2021-04-14 23:35:52,991 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.33ms, fps=7822 images/s, loss=0.3273, top1-acc=91.13%, top5-acc=99.66%, remaining_time=0:00:00.380190, arrival_time=2021-04-14 23:35:53.372003, cost_time=0:00:01.140573 2021-04-14 23:35:53,297 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.10ms, fps=7593 images/s, loss=0.3177, top1-acc=91.19%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:53.297670, cost_time=0:00:01.446426 2021-04-14 23:35:53,378 INFO : Epoch=0162 complete, best val top1-acc=91.53%, top5-acc=99.76% (epoch=161), remaining_time=0:13:08.520254, arrival_time=2021-04-14 23:49:01.898541, cost_time=0:56:01.586353 2021-04-14 23:35:53,379 INFO : Train start, epoch=0163, lr=0.008646 2021-04-14 23:35:54,532 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=0.23ms, fps=2221 images/s, loss=0.0253, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:21.434826, arrival_time=2021-04-14 23:36:15.967230, cost_time=0:00:01.152412 2021-04-14 23:35:55,496 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.34ms, fps=2657 images/s, loss=0.0268, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:18.623616, arrival_time=2021-04-14 23:36:14.119932, cost_time=0:00:02.116312 2021-04-14 23:35:56,456 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.46ms, fps=2668 images/s, loss=0.0274, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:17.021972, arrival_time=2021-04-14 23:36:13.478224, cost_time=0:00:03.076257 2021-04-14 23:35:57,419 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.37ms, fps=2658 images/s, loss=0.0273, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:15.754440, arrival_time=2021-04-14 23:36:13.174095, cost_time=0:00:04.039599 2021-04-14 23:35:58,389 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.42ms, fps=2642 images/s, loss=0.0291, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:14.627010, arrival_time=2021-04-14 23:36:13.016266, cost_time=0:00:05.009252 2021-04-14 23:35:59,379 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.36ms, fps=2586 images/s, loss=0.0294, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:13.599184, arrival_time=2021-04-14 23:36:12.978882, cost_time=0:00:05.999655 2021-04-14 23:36:00,343 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.30ms, fps=2658 images/s, loss=0.0293, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:12.533598, arrival_time=2021-04-14 23:36:12.876729, cost_time=0:00:06.963125 2021-04-14 23:36:01,308 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.90ms, fps=2652 images/s, loss=0.0300, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:11.496528, arrival_time=2021-04-14 23:36:12.805156, cost_time=0:00:07.928611 2021-04-14 23:36:02,276 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.42ms, fps=2647 images/s, loss=0.0301, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:10.477782, arrival_time=2021-04-14 23:36:12.754052, cost_time=0:00:08.896261 2021-04-14 23:36:03,242 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.30ms, fps=2652 images/s, loss=0.0301, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:09.467424, arrival_time=2021-04-14 23:36:12.709456, cost_time=0:00:09.861895 2021-04-14 23:36:04,204 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.32ms, fps=2663 images/s, loss=0.0299, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:08.462486, arrival_time=2021-04-14 23:36:12.666583, cost_time=0:00:10.824091 2021-04-14 23:36:05,166 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.51ms, fps=2661 images/s, loss=0.0304, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:07.464872, arrival_time=2021-04-14 23:36:12.631466, cost_time=0:00:11.786597 2021-04-14 23:36:06,136 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.36ms, fps=2641 images/s, loss=0.0306, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:06.476184, arrival_time=2021-04-14 23:36:12.612363, cost_time=0:00:12.756182 2021-04-14 23:36:07,098 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.27ms, fps=2662 images/s, loss=0.0311, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:05.487272, arrival_time=2021-04-14 23:36:12.585521, cost_time=0:00:13.718230 2021-04-14 23:36:08,063 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.29ms, fps=2654 images/s, loss=0.0310, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:04.502848, arrival_time=2021-04-14 23:36:12.566119, cost_time=0:00:14.683267 2021-04-14 23:36:09,031 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.38ms, fps=2644 images/s, loss=0.0314, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:03.521664, arrival_time=2021-04-14 23:36:12.553531, cost_time=0:00:15.651862 2021-04-14 23:36:09,997 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.46ms, fps=2653 images/s, loss=0.0316, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:02.541448, arrival_time=2021-04-14 23:36:12.538672, cost_time=0:00:16.617216 2021-04-14 23:36:10,963 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.45ms, fps=2652 images/s, loss=0.0318, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:01.562928, arrival_time=2021-04-14 23:36:12.525953, cost_time=0:00:17.582949 2021-04-14 23:36:11,928 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.34ms, fps=2653 images/s, loss=0.0317, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:00.585738, arrival_time=2021-04-14 23:36:12.514145, cost_time=0:00:18.548415 2021-04-14 23:36:12,475 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.20ms, fps=2487 images/s, loss=0.0319, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:12.475582, cost_time=0:00:19.095588 2021-04-14 23:36:12,923 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=0.23ms, fps=5743 images/s, loss=0.3130, top1-acc=91.72%, top5-acc=99.49%, remaining_time=0:00:01.337160, arrival_time=2021-04-14 23:36:14.260139, cost_time=0:00:00.445717 2021-04-14 23:36:13,263 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=0.29ms, fps=7537 images/s, loss=0.3121, top1-acc=91.52%, top5-acc=99.71%, remaining_time=0:00:00.785740, arrival_time=2021-04-14 23:36:14.048740, cost_time=0:00:00.785740 2021-04-14 23:36:13,595 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=3.69ms, fps=7703 images/s, loss=0.3122, top1-acc=91.58%, top5-acc=99.74%, remaining_time=0:00:00.372820, arrival_time=2021-04-14 23:36:13.968541, cost_time=0:00:01.118471 2021-04-14 23:36:13,899 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.06ms, fps=7647 images/s, loss=0.3134, top1-acc=91.48%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:13.899433, cost_time=0:00:01.422200 2021-04-14 23:36:14,041 INFO : Epoch=0163 complete, best val top1-acc=91.53%, top5-acc=99.76% (epoch=161), remaining_time=0:12:47.749852, arrival_time=2021-04-14 23:49:01.791148, cost_time=0:56:22.249379 2021-04-14 23:36:14,042 INFO : Train start, epoch=0164, lr=0.008210 2021-04-14 23:36:15,219 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=0.29ms, fps=2175 images/s, loss=0.0330, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:21.894990, arrival_time=2021-04-14 23:36:37.114668, cost_time=0:00:01.177148 2021-04-14 23:36:16,213 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.78ms, fps=2576 images/s, loss=0.0346, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:19.107088, arrival_time=2021-04-14 23:36:35.320900, cost_time=0:00:02.171268 2021-04-14 23:36:17,184 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.69ms, fps=2638 images/s, loss=0.0346, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:17.386674, arrival_time=2021-04-14 23:36:34.571404, cost_time=0:00:03.142156 2021-04-14 23:36:18,155 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.27ms, fps=2638 images/s, loss=0.0340, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:16.041012, arrival_time=2021-04-14 23:36:34.196620, cost_time=0:00:04.113071 2021-04-14 23:36:19,117 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.44ms, fps=2663 images/s, loss=0.0328, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:14.818124, arrival_time=2021-04-14 23:36:33.935348, cost_time=0:00:05.074689 2021-04-14 23:36:20,076 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.51ms, fps=2669 images/s, loss=0.0317, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:13.677384, arrival_time=2021-04-14 23:36:33.754042, cost_time=0:00:06.034120 2021-04-14 23:36:21,046 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.32ms, fps=2639 images/s, loss=0.0319, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:12.607812, arrival_time=2021-04-14 23:36:33.654723, cost_time=0:00:07.004374 2021-04-14 23:36:22,007 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.42ms, fps=2667 images/s, loss=0.0317, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:11.548496, arrival_time=2021-04-14 23:36:33.555540, cost_time=0:00:07.964510 2021-04-14 23:36:22,973 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.30ms, fps=2651 images/s, loss=0.0310, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:10.518062, arrival_time=2021-04-14 23:36:33.491051, cost_time=0:00:08.930442 2021-04-14 23:36:23,934 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.33ms, fps=2663 images/s, loss=0.0302, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:09.496512, arrival_time=2021-04-14 23:36:33.431220, cost_time=0:00:09.892172 2021-04-14 23:36:24,901 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.35ms, fps=2649 images/s, loss=0.0297, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:08.489662, arrival_time=2021-04-14 23:36:33.391123, cost_time=0:00:10.858847 2021-04-14 23:36:25,872 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.48ms, fps=2637 images/s, loss=0.0296, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:07.492612, arrival_time=2021-04-14 23:36:33.365563, cost_time=0:00:11.830415 2021-04-14 23:36:26,834 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.86ms, fps=2663 images/s, loss=0.0292, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:06.494334, arrival_time=2021-04-14 23:36:33.328867, cost_time=0:00:12.791934 2021-04-14 23:36:27,806 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.25ms, fps=2635 images/s, loss=0.0291, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:05.505584, arrival_time=2021-04-14 23:36:33.312136, cost_time=0:00:13.764017 2021-04-14 23:36:28,775 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.48ms, fps=2643 images/s, loss=0.0289, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:04.518120, arrival_time=2021-04-14 23:36:33.293709, cost_time=0:00:14.733069 2021-04-14 23:36:29,741 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.38ms, fps=2651 images/s, loss=0.0290, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:03.532248, arrival_time=2021-04-14 23:36:33.273745, cost_time=0:00:15.698958 2021-04-14 23:36:30,701 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.29ms, fps=2668 images/s, loss=0.0288, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:02.547844, arrival_time=2021-04-14 23:36:33.249348, cost_time=0:00:16.658981 2021-04-14 23:36:31,662 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.34ms, fps=2665 images/s, loss=0.0289, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:01.566208, arrival_time=2021-04-14 23:36:33.228664, cost_time=0:00:17.619920 2021-04-14 23:36:32,624 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.29ms, fps=2663 images/s, loss=0.0289, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:00.586788, arrival_time=2021-04-14 23:36:33.210919, cost_time=0:00:18.581580 2021-04-14 23:36:33,178 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.62ms, fps=2457 images/s, loss=0.0290, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:33.178089, cost_time=0:00:19.135558 2021-04-14 23:36:33,634 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=4.75ms, fps=5632 images/s, loss=0.2675, top1-acc=92.46%, top5-acc=99.80%, remaining_time=0:00:01.363470, arrival_time=2021-04-14 23:36:34.997849, cost_time=0:00:00.454489 2021-04-14 23:36:33,972 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=0.43ms, fps=7590 images/s, loss=0.2836, top1-acc=92.17%, top5-acc=99.77%, remaining_time=0:00:00.792320, arrival_time=2021-04-14 23:36:34.764453, cost_time=0:00:00.792311 2021-04-14 23:36:34,300 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.21ms, fps=7808 images/s, loss=0.2878, top1-acc=92.16%, top5-acc=99.71%, remaining_time=0:00:00.373500, arrival_time=2021-04-14 23:36:34.673832, cost_time=0:00:01.120514 2021-04-14 23:36:34,603 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.06ms, fps=7650 images/s, loss=0.2913, top1-acc=92.05%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:34.603946, cost_time=0:00:01.424151 2021-04-14 23:36:34,831 INFO : Epoch=0164 complete, best val top1-acc=92.05%, top5-acc=99.72% (epoch=164), remaining_time=0:12:27.008568, arrival_time=2021-04-14 23:49:01.839642, cost_time=0:56:43.039109 2021-04-14 23:36:34,832 INFO : Train start, epoch=0165, lr=0.007784 2021-04-14 23:36:35,994 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=0.77ms, fps=2205 images/s, loss=0.0252, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:21.598134, arrival_time=2021-04-14 23:36:57.592173, cost_time=0:00:01.161191 2021-04-14 23:36:36,963 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.28ms, fps=2642 images/s, loss=0.0253, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:18.751744, arrival_time=2021-04-14 23:36:55.715399, cost_time=0:00:02.130883 2021-04-14 23:36:37,932 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.74ms, fps=2643 images/s, loss=0.0268, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:17.151784, arrival_time=2021-04-14 23:36:55.084363, cost_time=0:00:03.099727 2021-04-14 23:36:38,897 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.68ms, fps=2654 images/s, loss=0.0243, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:15.853656, arrival_time=2021-04-14 23:36:54.751511, cost_time=0:00:04.065060 2021-04-14 23:36:39,866 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.41ms, fps=2644 images/s, loss=0.0247, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:14.698112, arrival_time=2021-04-14 23:36:54.564466, cost_time=0:00:05.033600 2021-04-14 23:36:40,833 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.53ms, fps=2647 images/s, loss=0.0246, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:13.602312, arrival_time=2021-04-14 23:36:54.436072, cost_time=0:00:06.001005 2021-04-14 23:36:41,796 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.38ms, fps=2660 images/s, loss=0.0249, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:12.534732, arrival_time=2021-04-14 23:36:54.331395, cost_time=0:00:06.963727 2021-04-14 23:36:42,768 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.67ms, fps=2637 images/s, loss=0.0248, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:11.506040, arrival_time=2021-04-14 23:36:54.274048, cost_time=0:00:07.935235 2021-04-14 23:36:43,737 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.47ms, fps=2643 images/s, loss=0.0244, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:10.487428, arrival_time=2021-04-14 23:36:54.224582, cost_time=0:00:08.904385 2021-04-14 23:36:44,727 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=3.20ms, fps=2586 images/s, loss=0.0247, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:09.499008, arrival_time=2021-04-14 23:36:54.226541, cost_time=0:00:09.894777 2021-04-14 23:36:45,705 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.54ms, fps=2618 images/s, loss=0.0248, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:08.500584, arrival_time=2021-04-14 23:36:54.206210, cost_time=0:00:10.872806 2021-04-14 23:36:46,671 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.33ms, fps=2652 images/s, loss=0.0246, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:07.497780, arrival_time=2021-04-14 23:36:54.169152, cost_time=0:00:11.838616 2021-04-14 23:36:47,634 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.34ms, fps=2659 images/s, loss=0.0247, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:06.499350, arrival_time=2021-04-14 23:36:54.133805, cost_time=0:00:12.801692 2021-04-14 23:36:48,600 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=2.14ms, fps=2652 images/s, loss=0.0242, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:05.506872, arrival_time=2021-04-14 23:36:54.106931, cost_time=0:00:13.767210 2021-04-14 23:36:49,579 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=2.07ms, fps=2616 images/s, loss=0.0246, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:04.522214, arrival_time=2021-04-14 23:36:54.101350, cost_time=0:00:14.746308 2021-04-14 23:36:50,544 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.35ms, fps=2653 images/s, loss=0.0249, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:03.535128, arrival_time=2021-04-14 23:36:54.079652, cost_time=0:00:15.711758 2021-04-14 23:36:51,511 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.48ms, fps=2650 images/s, loss=0.0250, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:02.550782, arrival_time=2021-04-14 23:36:54.061845, cost_time=0:00:16.678219 2021-04-14 23:36:52,473 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.31ms, fps=2661 images/s, loss=0.0249, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:01.568080, arrival_time=2021-04-14 23:36:54.041720, cost_time=0:00:17.640876 2021-04-14 23:36:53,439 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.17ms, fps=2650 images/s, loss=0.0249, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:00.587592, arrival_time=2021-04-14 23:36:54.027515, cost_time=0:00:18.607165 2021-04-14 23:36:53,982 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.19ms, fps=2507 images/s, loss=0.0252, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:53.982791, cost_time=0:00:19.150018 2021-04-14 23:36:54,439 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=3.51ms, fps=5625 images/s, loss=0.2933, top1-acc=92.19%, top5-acc=99.73%, remaining_time=0:00:01.365330, arrival_time=2021-04-14 23:36:55.805067, cost_time=0:00:00.455107 2021-04-14 23:36:54,770 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=3.82ms, fps=7762 images/s, loss=0.2963, top1-acc=91.99%, top5-acc=99.75%, remaining_time=0:00:00.785280, arrival_time=2021-04-14 23:36:55.555235, cost_time=0:00:00.785276 2021-04-14 23:36:55,099 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.41ms, fps=7782 images/s, loss=0.3084, top1-acc=91.78%, top5-acc=99.67%, remaining_time=0:00:00.371580, arrival_time=2021-04-14 23:36:55.470948, cost_time=0:00:01.114748 2021-04-14 23:36:55,409 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.06ms, fps=7486 images/s, loss=0.2977, top1-acc=91.94%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:55.409611, cost_time=0:00:01.425013 2021-04-14 23:36:55,513 INFO : Epoch=0165 complete, best val top1-acc=92.05%, top5-acc=99.72% (epoch=164), remaining_time=0:12:06.243875, arrival_time=2021-04-14 23:49:01.756929, cost_time=0:57:03.721127 2021-04-14 23:36:55,514 INFO : Train start, epoch=0166, lr=0.007368 2021-04-14 23:36:56,642 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=0.22ms, fps=2269 images/s, loss=0.0214, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:20.983404, arrival_time=2021-04-14 23:37:17.625897, cost_time=0:00:01.128141 2021-04-14 23:36:57,603 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.36ms, fps=2666 images/s, loss=0.0228, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:18.382496, arrival_time=2021-04-14 23:37:15.985752, cost_time=0:00:02.088910 2021-04-14 23:36:58,567 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.44ms, fps=2657 images/s, loss=0.0230, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:16.891164, arrival_time=2021-04-14 23:37:15.458119, cost_time=0:00:03.052610 2021-04-14 23:36:59,533 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.49ms, fps=2650 images/s, loss=0.0230, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:15.673944, arrival_time=2021-04-14 23:37:15.207248, cost_time=0:00:04.018961 2021-04-14 23:37:00,509 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=2.01ms, fps=2625 images/s, loss=0.0229, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:14.583940, arrival_time=2021-04-14 23:37:15.092882, cost_time=0:00:04.994524 2021-04-14 23:37:01,477 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.46ms, fps=2646 images/s, loss=0.0242, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:13.515544, arrival_time=2021-04-14 23:37:14.992639, cost_time=0:00:05.962757 2021-04-14 23:37:02,449 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.52ms, fps=2634 images/s, loss=0.0239, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:12.483072, arrival_time=2021-04-14 23:37:14.932449, cost_time=0:00:06.935035 2021-04-14 23:37:03,415 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.37ms, fps=2650 images/s, loss=0.0235, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:11.456972, arrival_time=2021-04-14 23:37:14.872655, cost_time=0:00:07.901338 2021-04-14 23:37:04,383 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.42ms, fps=2646 images/s, loss=0.0228, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:10.446194, arrival_time=2021-04-14 23:37:14.829918, cost_time=0:00:08.869383 2021-04-14 23:37:05,347 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.43ms, fps=2659 images/s, loss=0.0226, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:09.439296, arrival_time=2021-04-14 23:37:14.786258, cost_time=0:00:09.832600 2021-04-14 23:37:06,316 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.63ms, fps=2643 images/s, loss=0.0230, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:08.444942, arrival_time=2021-04-14 23:37:14.760940, cost_time=0:00:10.801651 2021-04-14 23:37:07,276 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.41ms, fps=2666 images/s, loss=0.0229, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:07.449444, arrival_time=2021-04-14 23:37:14.726041, cost_time=0:00:11.762239 2021-04-14 23:37:08,242 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.34ms, fps=2652 images/s, loss=0.0230, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:06.461862, arrival_time=2021-04-14 23:37:14.704178, cost_time=0:00:12.727967 2021-04-14 23:37:09,213 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.29ms, fps=2638 images/s, loss=0.0232, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:05.479544, arrival_time=2021-04-14 23:37:14.692704, cost_time=0:00:13.698816 2021-04-14 23:37:10,173 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.36ms, fps=2668 images/s, loss=0.0233, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:04.495304, arrival_time=2021-04-14 23:37:14.668305, cost_time=0:00:14.658652 2021-04-14 23:37:11,136 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.27ms, fps=2659 images/s, loss=0.0233, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:03.514860, arrival_time=2021-04-14 23:37:14.651004, cost_time=0:00:15.621639 2021-04-14 23:37:12,108 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.43ms, fps=2634 images/s, loss=0.0232, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:02.537990, arrival_time=2021-04-14 23:37:14.646800, cost_time=0:00:16.594469 2021-04-14 23:37:13,076 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.22ms, fps=2646 images/s, loss=0.0233, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:01.561088, arrival_time=2021-04-14 23:37:14.637608, cost_time=0:00:17.562155 2021-04-14 23:37:14,041 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.54ms, fps=2655 images/s, loss=0.0231, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:00.585054, arrival_time=2021-04-14 23:37:14.626185, cost_time=0:00:18.526784 2021-04-14 23:37:14,594 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.01ms, fps=2458 images/s, loss=0.0232, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:37:14.594874, cost_time=0:00:19.080536 2021-04-14 23:37:15,107 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=3.85ms, fps=5013 images/s, loss=0.2939, top1-acc=91.68%, top5-acc=99.73%, remaining_time=0:00:01.532070, arrival_time=2021-04-14 23:37:16.639388, cost_time=0:00:00.510691 2021-04-14 23:37:15,435 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=0.21ms, fps=7804 images/s, loss=0.3161, top1-acc=91.50%, top5-acc=99.65%, remaining_time=0:00:00.839260, arrival_time=2021-04-14 23:37:16.275103, cost_time=0:00:00.839265 2021-04-14 23:37:15,771 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=0.21ms, fps=7643 images/s, loss=0.3157, top1-acc=91.63%, top5-acc=99.65%, remaining_time=0:00:00.391540, arrival_time=2021-04-14 23:37:16.162713, cost_time=0:00:01.174615 2021-04-14 23:37:16,075 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.05ms, fps=7630 images/s, loss=0.3018, top1-acc=91.80%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-14 23:37:16.075560, cost_time=0:00:01.479014 2021-04-14 23:37:16,207 INFO : Epoch=0166 complete, best val top1-acc=92.05%, top5-acc=99.72% (epoch=164), remaining_time=0:11:45.482660, arrival_time=2021-04-14 23:49:01.690000, cost_time=0:57:24.415410 2021-04-14 23:37:16,208 INFO : Train start, epoch=0167, lr=0.006963 2021-04-14 23:37:17,349 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.58ms, fps=2244 images/s, loss=0.0194, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:21.215532, arrival_time=2021-04-14 23:37:38.564813, cost_time=0:00:01.140624 2021-04-14 23:37:18,319 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.33ms, fps=2640 images/s, loss=0.0205, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:18.573280, arrival_time=2021-04-14 23:37:36.892526, cost_time=0:00:02.110597 2021-04-14 23:37:19,287 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.45ms, fps=2645 images/s, loss=0.0192, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:17.035584, arrival_time=2021-04-14 23:37:36.322952, cost_time=0:00:03.078715 2021-04-14 23:37:20,249 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.48ms, fps=2661 images/s, loss=0.0191, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:15.760680, arrival_time=2021-04-14 23:37:36.010552, cost_time=0:00:04.041215 2021-04-14 23:37:21,215 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.75ms, fps=2654 images/s, loss=0.0202, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:14.618396, arrival_time=2021-04-14 23:37:35.833472, cost_time=0:00:05.006316 2021-04-14 23:37:22,189 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.44ms, fps=2629 images/s, loss=0.0203, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:13.556208, arrival_time=2021-04-14 23:37:35.745545, cost_time=0:00:05.980685 2021-04-14 23:37:23,175 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.56ms, fps=2596 images/s, loss=0.0195, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:12.540780, arrival_time=2021-04-14 23:37:35.716625, cost_time=0:00:06.967113 2021-04-14 23:37:24,145 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.50ms, fps=2642 images/s, loss=0.0202, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:11.508128, arrival_time=2021-04-14 23:37:35.653446, cost_time=0:00:07.936652 2021-04-14 23:37:25,112 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.49ms, fps=2649 images/s, loss=0.0205, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:10.486262, arrival_time=2021-04-14 23:37:35.598331, cost_time=0:00:08.903422 2021-04-14 23:37:26,073 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.37ms, fps=2662 images/s, loss=0.0203, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:09.470688, arrival_time=2021-04-14 23:37:35.544638, cost_time=0:00:09.865292 2021-04-14 23:37:27,049 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.42ms, fps=2627 images/s, loss=0.0202, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:08.475128, arrival_time=2021-04-14 23:37:35.524126, cost_time=0:00:10.840275 2021-04-14 23:37:28,012 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.38ms, fps=2660 images/s, loss=0.0205, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:07.475436, arrival_time=2021-04-14 23:37:35.487406, cost_time=0:00:11.803308 2021-04-14 23:37:28,978 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.34ms, fps=2650 images/s, loss=0.0206, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:06.483180, arrival_time=2021-04-14 23:37:35.461717, cost_time=0:00:12.769850 2021-04-14 23:37:29,945 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.44ms, fps=2649 images/s, loss=0.0204, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:05.494664, arrival_time=2021-04-14 23:37:35.439925, cost_time=0:00:13.736614 2021-04-14 23:37:30,914 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.38ms, fps=2643 images/s, loss=0.0203, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:04.509702, arrival_time=2021-04-14 23:37:35.423957, cost_time=0:00:14.705548 2021-04-14 23:37:31,882 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.41ms, fps=2645 images/s, loss=0.0207, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:03.526632, arrival_time=2021-04-14 23:37:35.409164, cost_time=0:00:15.673876 2021-04-14 23:37:32,842 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.42ms, fps=2667 images/s, loss=0.0210, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:02.544022, arrival_time=2021-04-14 23:37:35.386618, cost_time=0:00:16.633944 2021-04-14 23:37:33,807 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.34ms, fps=2654 images/s, loss=0.0209, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:01.564352, arrival_time=2021-04-14 23:37:35.372118, cost_time=0:00:17.599010 2021-04-14 23:37:34,777 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.09ms, fps=2642 images/s, loss=0.0211, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:00.586374, arrival_time=2021-04-14 23:37:35.363502, cost_time=0:00:18.568438 2021-04-14 23:37:35,338 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.07ms, fps=2424 images/s, loss=0.0211, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:37:35.338604, cost_time=0:00:19.129917 2021-04-14 23:37:35,817 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=24.42ms, fps=5377 images/s, loss=0.2732, top1-acc=92.81%, top5-acc=99.77%, remaining_time=0:00:01.428300, arrival_time=2021-04-14 23:37:37.245669, cost_time=0:00:00.476099 2021-04-14 23:37:36,154 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=0.31ms, fps=7610 images/s, loss=0.2821, top1-acc=92.40%, top5-acc=99.84%, remaining_time=0:00:00.813020, arrival_time=2021-04-14 23:37:36.967297, cost_time=0:00:00.813013 2021-04-14 23:37:36,494 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=3.22ms, fps=7531 images/s, loss=0.2981, top1-acc=91.99%, top5-acc=99.75%, remaining_time=0:00:00.384470, arrival_time=2021-04-14 23:37:36.879135, cost_time=0:00:01.153418 2021-04-14 23:37:36,798 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.05ms, fps=7636 images/s, loss=0.3016, top1-acc=91.97%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-14 23:37:36.798895, cost_time=0:00:01.457705 2021-04-14 23:37:36,929 INFO : Epoch=0167 complete, best val top1-acc=92.05%, top5-acc=99.72% (epoch=164), remaining_time=0:11:24.727725, arrival_time=2021-04-14 23:49:01.657005, cost_time=0:57:45.137349 2021-04-14 23:37:36,930 INFO : Train start, epoch=0168, lr=0.006568 2021-04-14 23:37:38,065 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=0.22ms, fps=2255 images/s, loss=0.0173, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:21.116394, arrival_time=2021-04-14 23:37:59.182296, cost_time=0:00:01.135291 2021-04-14 23:37:39,038 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.33ms, fps=2633 images/s, loss=0.0177, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:18.550400, arrival_time=2021-04-14 23:37:57.589016, cost_time=0:00:02.107998 2021-04-14 23:37:40,005 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.71ms, fps=2648 images/s, loss=0.0193, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:17.016494, arrival_time=2021-04-14 23:37:57.022376, cost_time=0:00:03.075266 2021-04-14 23:37:40,971 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.53ms, fps=2653 images/s, loss=0.0191, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:15.758496, arrival_time=2021-04-14 23:37:56.729765, cost_time=0:00:04.040654 2021-04-14 23:37:41,941 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.67ms, fps=2639 images/s, loss=0.0198, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:14.632850, arrival_time=2021-04-14 23:37:56.574708, cost_time=0:00:05.011244 2021-04-14 23:37:42,915 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.34ms, fps=2630 images/s, loss=0.0189, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:13.565728, arrival_time=2021-04-14 23:37:56.481189, cost_time=0:00:05.984852 2021-04-14 23:37:43,880 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.85ms, fps=2655 images/s, loss=0.0188, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:12.509028, arrival_time=2021-04-14 23:37:56.389141, cost_time=0:00:06.949488 2021-04-14 23:37:44,840 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.53ms, fps=2668 images/s, loss=0.0188, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:11.468804, arrival_time=2021-04-14 23:37:56.308969, cost_time=0:00:07.909559 2021-04-14 23:37:45,828 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=2.15ms, fps=2592 images/s, loss=0.0189, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:10.479266, arrival_time=2021-04-14 23:37:56.307375, cost_time=0:00:08.897512 2021-04-14 23:37:46,804 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.99ms, fps=2623 images/s, loss=0.0190, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:09.478944, arrival_time=2021-04-14 23:37:56.283506, cost_time=0:00:09.873938 2021-04-14 23:37:47,774 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.40ms, fps=2642 images/s, loss=0.0191, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:08.477622, arrival_time=2021-04-14 23:37:56.251684, cost_time=0:00:10.843425 2021-04-14 23:37:48,740 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.47ms, fps=2651 images/s, loss=0.0190, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:07.479312, arrival_time=2021-04-14 23:37:56.219332, cost_time=0:00:11.809403 2021-04-14 23:37:49,713 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=2.47ms, fps=2632 images/s, loss=0.0192, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:06.489450, arrival_time=2021-04-14 23:37:56.202381, cost_time=0:00:12.782235 2021-04-14 23:37:50,677 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.33ms, fps=2655 images/s, loss=0.0195, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:05.498752, arrival_time=2021-04-14 23:37:56.176298, cost_time=0:00:13.746930 2021-04-14 23:37:51,639 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.40ms, fps=2663 images/s, loss=0.0195, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:04.510576, arrival_time=2021-04-14 23:37:56.149660, cost_time=0:00:14.708465 2021-04-14 23:37:52,600 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.39ms, fps=2664 images/s, loss=0.0198, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:03.525696, arrival_time=2021-04-14 23:37:56.126114, cost_time=0:00:15.669801 2021-04-14 23:37:53,586 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.42ms, fps=2598 images/s, loss=0.0200, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:02.547298, arrival_time=2021-04-14 23:37:56.133415, cost_time=0:00:16.655455 2021-04-14 23:37:54,550 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.37ms, fps=2655 images/s, loss=0.0203, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:01.566240, arrival_time=2021-04-14 23:37:56.117086, cost_time=0:00:17.620232 2021-04-14 23:37:55,517 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.34ms, fps=2648 images/s, loss=0.0201, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:00.586968, arrival_time=2021-04-14 23:37:56.104811, cost_time=0:00:18.587230 2021-04-14 23:37:56,065 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.43ms, fps=2486 images/s, loss=0.0202, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:37:56.065248, cost_time=0:00:19.134653 2021-04-14 23:37:56,531 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=0.28ms, fps=5514 images/s, loss=0.2875, top1-acc=91.91%, top5-acc=99.80%, remaining_time=0:00:01.392780, arrival_time=2021-04-14 23:37:57.923895, cost_time=0:00:00.464263 2021-04-14 23:37:56,858 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=2.27ms, fps=7836 images/s, loss=0.3031, top1-acc=91.72%, top5-acc=99.67%, remaining_time=0:00:00.791280, arrival_time=2021-04-14 23:37:57.649415, cost_time=0:00:00.791274 2021-04-14 23:37:57,189 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=0.28ms, fps=7739 images/s, loss=0.3012, top1-acc=91.93%, top5-acc=99.69%, remaining_time=0:00:00.374140, arrival_time=2021-04-14 23:37:57.563412, cost_time=0:00:01.122415 2021-04-14 23:37:57,493 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.06ms, fps=7634 images/s, loss=0.2945, top1-acc=91.96%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-14 23:37:57.493538, cost_time=0:00:01.426676 2021-04-14 23:37:57,594 INFO : Epoch=0168 complete, best val top1-acc=92.05%, top5-acc=99.72% (epoch=164), remaining_time=0:11:03.962432, arrival_time=2021-04-14 23:49:01.557204, cost_time=0:58:05.802843 2021-04-14 23:37:57,596 INFO : Train start, epoch=0169, lr=0.006185 2021-04-14 23:37:58,753 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=0.18ms, fps=2212 images/s, loss=0.0182, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:21.521688, arrival_time=2021-04-14 23:38:20.274906, cost_time=0:00:01.157079 2021-04-14 23:37:59,724 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.29ms, fps=2636 images/s, loss=0.0212, top1-acc=99.39%, top5-acc=99.98%, remaining_time=0:00:18.732912, arrival_time=2021-04-14 23:38:18.457789, cost_time=0:00:02.128743 2021-04-14 23:38:00,699 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.39ms, fps=2628 images/s, loss=0.0193, top1-acc=99.48%, top5-acc=99.99%, remaining_time=0:00:17.171040, arrival_time=2021-04-14 23:38:17.870379, cost_time=0:00:03.103201 2021-04-14 23:38:01,661 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.50ms, fps=2662 images/s, loss=0.0182, top1-acc=99.50%, top5-acc=99.99%, remaining_time=0:00:15.854436, arrival_time=2021-04-14 23:38:17.515851, cost_time=0:00:04.065240 2021-04-14 23:38:02,628 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.34ms, fps=2649 images/s, loss=0.0179, top1-acc=99.51%, top5-acc=99.99%, remaining_time=0:00:14.693586, arrival_time=2021-04-14 23:38:17.321771, cost_time=0:00:05.032043 2021-04-14 23:38:03,597 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.39ms, fps=2643 images/s, loss=0.0178, top1-acc=99.52%, top5-acc=99.99%, remaining_time=0:00:13.602720, arrival_time=2021-04-14 23:38:17.200052, cost_time=0:00:06.001199 2021-04-14 23:38:04,565 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.49ms, fps=2645 images/s, loss=0.0179, top1-acc=99.53%, top5-acc=99.99%, remaining_time=0:00:12.544686, arrival_time=2021-04-14 23:38:17.110108, cost_time=0:00:06.969290 2021-04-14 23:38:05,534 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.51ms, fps=2642 images/s, loss=0.0181, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:11.511028, arrival_time=2021-04-14 23:38:17.045815, cost_time=0:00:07.938659 2021-04-14 23:38:06,503 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.48ms, fps=2644 images/s, loss=0.0185, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:10.490608, arrival_time=2021-04-14 23:38:16.993873, cost_time=0:00:08.907081 2021-04-14 23:38:07,468 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.30ms, fps=2655 images/s, loss=0.0185, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:09.477120, arrival_time=2021-04-14 23:38:16.945239, cost_time=0:00:09.871984 2021-04-14 23:38:08,432 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.45ms, fps=2656 images/s, loss=0.0181, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:08.471946, arrival_time=2021-04-14 23:38:16.904242, cost_time=0:00:10.836162 2021-04-14 23:38:09,417 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.53ms, fps=2599 images/s, loss=0.0179, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:07.486836, arrival_time=2021-04-14 23:38:16.904388, cost_time=0:00:11.821327 2021-04-14 23:38:10,396 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=2.95ms, fps=2615 images/s, loss=0.0183, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:06.498822, arrival_time=2021-04-14 23:38:16.895695, cost_time=0:00:12.800694 2021-04-14 23:38:11,382 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.79ms, fps=2600 images/s, loss=0.0184, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:05.514264, arrival_time=2021-04-14 23:38:16.896231, cost_time=0:00:13.785673 2021-04-14 23:38:12,352 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.56ms, fps=2639 images/s, loss=0.0185, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:04.525296, arrival_time=2021-04-14 23:38:16.877815, cost_time=0:00:14.756329 2021-04-14 23:38:13,328 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.61ms, fps=2625 images/s, loss=0.0191, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:03.539700, arrival_time=2021-04-14 23:38:16.867810, cost_time=0:00:15.731973 2021-04-14 23:38:14,289 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.32ms, fps=2663 images/s, loss=0.0190, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:02.553122, arrival_time=2021-04-14 23:38:16.842898, cost_time=0:00:16.693486 2021-04-14 23:38:15,251 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.33ms, fps=2664 images/s, loss=0.0188, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:01.569344, arrival_time=2021-04-14 23:38:16.820595, cost_time=0:00:17.655087 2021-04-14 23:38:16,218 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.14ms, fps=2649 images/s, loss=0.0189, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:00.588060, arrival_time=2021-04-14 23:38:16.806099, cost_time=0:00:18.621861 2021-04-14 23:38:16,768 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.18ms, fps=2471 images/s, loss=0.0190, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:16.768842, cost_time=0:00:19.172725 2021-04-14 23:38:17,280 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=0.27ms, fps=5022 images/s, loss=0.2843, top1-acc=92.30%, top5-acc=99.84%, remaining_time=0:00:01.529340, arrival_time=2021-04-14 23:38:18.809607, cost_time=0:00:00.509780 2021-04-14 23:38:17,604 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.34ms, fps=7912 images/s, loss=0.2882, top1-acc=92.11%, top5-acc=99.73%, remaining_time=0:00:00.833700, arrival_time=2021-04-14 23:38:18.437872, cost_time=0:00:00.833697 2021-04-14 23:38:17,936 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=2.03ms, fps=7724 images/s, loss=0.2942, top1-acc=92.15%, top5-acc=99.73%, remaining_time=0:00:00.388500, arrival_time=2021-04-14 23:38:18.324468, cost_time=0:00:01.165488 2021-04-14 23:38:18,242 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.05ms, fps=7581 images/s, loss=0.2898, top1-acc=92.19%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:18.242317, cost_time=0:00:01.471859 2021-04-14 23:38:18,442 INFO : Epoch=0169 complete, best val top1-acc=92.19%, top5-acc=99.75% (epoch=169), remaining_time=0:10:43.231741, arrival_time=2021-04-14 23:49:01.674222, cost_time=0:58:26.650537 2021-04-14 23:38:18,443 INFO : Train start, epoch=0170, lr=0.005812 2021-04-14 23:38:19,600 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.82ms, fps=2213 images/s, loss=0.0169, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:21.511458, arrival_time=2021-04-14 23:38:41.111971, cost_time=0:00:01.156530 2021-04-14 23:38:20,562 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.45ms, fps=2664 images/s, loss=0.0185, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:18.639984, arrival_time=2021-04-14 23:38:39.202043, cost_time=0:00:02.118171 2021-04-14 23:38:21,531 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.57ms, fps=2641 images/s, loss=0.0178, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:17.085882, arrival_time=2021-04-14 23:38:38.617648, cost_time=0:00:03.087796 2021-04-14 23:38:22,498 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.50ms, fps=2650 images/s, loss=0.0176, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:15.812472, arrival_time=2021-04-14 23:38:38.310832, cost_time=0:00:04.054468 2021-04-14 23:38:23,468 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.38ms, fps=2641 images/s, loss=0.0179, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:14.670518, arrival_time=2021-04-14 23:38:38.138551, cost_time=0:00:05.024159 2021-04-14 23:38:24,435 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.36ms, fps=2646 images/s, loss=0.0177, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:13.582048, arrival_time=2021-04-14 23:38:38.017987, cost_time=0:00:05.992066 2021-04-14 23:38:25,398 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.36ms, fps=2660 images/s, loss=0.0184, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:12.518856, arrival_time=2021-04-14 23:38:37.917742, cost_time=0:00:06.954917 2021-04-14 23:38:26,367 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.44ms, fps=2643 images/s, loss=0.0183, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:11.489800, arrival_time=2021-04-14 23:38:37.857673, cost_time=0:00:07.923993 2021-04-14 23:38:27,328 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.32ms, fps=2666 images/s, loss=0.0178, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:10.464108, arrival_time=2021-04-14 23:38:37.792612, cost_time=0:00:08.884619 2021-04-14 23:38:28,288 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.41ms, fps=2668 images/s, loss=0.0178, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:09.450816, arrival_time=2021-04-14 23:38:37.739355, cost_time=0:00:09.844642 2021-04-14 23:38:29,258 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.60ms, fps=2641 images/s, loss=0.0174, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:08.454832, arrival_time=2021-04-14 23:38:37.713082, cost_time=0:00:10.814370 2021-04-14 23:38:30,231 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.50ms, fps=2632 images/s, loss=0.0176, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:07.465480, arrival_time=2021-04-14 23:38:37.696913, cost_time=0:00:11.787561 2021-04-14 23:38:31,200 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.32ms, fps=2642 images/s, loss=0.0173, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:06.476514, arrival_time=2021-04-14 23:38:37.677171, cost_time=0:00:12.756792 2021-04-14 23:38:32,165 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.31ms, fps=2655 images/s, loss=0.0172, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:05.488560, arrival_time=2021-04-14 23:38:37.653929, cost_time=0:00:13.721411 2021-04-14 23:38:33,139 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.62ms, fps=2629 images/s, loss=0.0170, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:04.506712, arrival_time=2021-04-14 23:38:37.646448, cost_time=0:00:14.695823 2021-04-14 23:38:34,114 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.44ms, fps=2627 images/s, loss=0.0168, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:03.525912, arrival_time=2021-04-14 23:38:37.640537, cost_time=0:00:15.670707 2021-04-14 23:38:35,098 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.32ms, fps=2602 images/s, loss=0.0166, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:02.547220, arrival_time=2021-04-14 23:38:37.646074, cost_time=0:00:16.654910 2021-04-14 23:38:36,065 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.36ms, fps=2650 images/s, loss=0.0169, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:01.566368, arrival_time=2021-04-14 23:38:37.631844, cost_time=0:00:17.621599 2021-04-14 23:38:37,030 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.20ms, fps=2655 images/s, loss=0.0168, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:00.586932, arrival_time=2021-04-14 23:38:37.617086, cost_time=0:00:18.586274 2021-04-14 23:38:37,572 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.38ms, fps=2512 images/s, loss=0.0169, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:37.571961, cost_time=0:00:19.128085 2021-04-14 23:38:38,071 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=27.55ms, fps=5147 images/s, loss=0.2952, top1-acc=91.99%, top5-acc=99.84%, remaining_time=0:00:01.491960, arrival_time=2021-04-14 23:38:39.563166, cost_time=0:00:00.497320 2021-04-14 23:38:38,405 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=2.14ms, fps=7670 images/s, loss=0.2870, top1-acc=92.34%, top5-acc=99.86%, remaining_time=0:00:00.831580, arrival_time=2021-04-14 23:38:39.237027, cost_time=0:00:00.831574 2021-04-14 23:38:38,736 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.45ms, fps=7751 images/s, loss=0.2903, top1-acc=92.38%, top5-acc=99.80%, remaining_time=0:00:00.387440, arrival_time=2021-04-14 23:38:39.123591, cost_time=0:00:01.162321 2021-04-14 23:38:39,042 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.05ms, fps=7586 images/s, loss=0.2863, top1-acc=92.26%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:39.042291, cost_time=0:00:01.468477 2021-04-14 23:38:39,245 INFO : Epoch=0170 complete, best val top1-acc=92.26%, top5-acc=99.79% (epoch=170), remaining_time=0:10:22.491840, arrival_time=2021-04-14 23:49:01.737629, cost_time=0:58:47.453838 2021-04-14 23:38:39,246 INFO : Train start, epoch=0171, lr=0.005450 2021-04-14 23:38:40,390 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=0.20ms, fps=2238 images/s, loss=0.0151, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:21.275796, arrival_time=2021-04-14 23:39:01.666737, cost_time=0:00:01.143861 2021-04-14 23:38:41,352 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.28ms, fps=2664 images/s, loss=0.0149, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:18.525408, arrival_time=2021-04-14 23:38:59.877649, cost_time=0:00:02.105156 2021-04-14 23:38:42,320 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.37ms, fps=2644 images/s, loss=0.0146, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:17.008194, arrival_time=2021-04-14 23:38:59.329059, cost_time=0:00:03.073768 2021-04-14 23:38:43,279 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.27ms, fps=2671 images/s, loss=0.0160, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:15.727920, arrival_time=2021-04-14 23:38:59.007790, cost_time=0:00:04.032783 2021-04-14 23:38:44,240 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.53ms, fps=2667 images/s, loss=0.0161, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:14.579998, arrival_time=2021-04-14 23:38:58.820216, cost_time=0:00:04.993135 2021-04-14 23:38:45,200 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.29ms, fps=2667 images/s, loss=0.0175, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:13.494192, arrival_time=2021-04-14 23:38:58.694586, cost_time=0:00:05.953300 2021-04-14 23:38:46,167 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.37ms, fps=2649 images/s, loss=0.0170, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:12.455982, arrival_time=2021-04-14 23:38:58.623096, cost_time=0:00:06.920002 2021-04-14 23:38:47,127 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.45ms, fps=2666 images/s, loss=0.0173, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:11.427044, arrival_time=2021-04-14 23:38:58.554890, cost_time=0:00:07.880747 2021-04-14 23:38:48,094 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.30ms, fps=2650 images/s, loss=0.0171, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:10.420118, arrival_time=2021-04-14 23:38:58.514451, cost_time=0:00:08.847253 2021-04-14 23:38:49,061 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.42ms, fps=2648 images/s, loss=0.0168, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:09.421824, arrival_time=2021-04-14 23:38:58.483404, cost_time=0:00:09.814407 2021-04-14 23:38:50,021 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.30ms, fps=2667 images/s, loss=0.0165, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:08.423958, arrival_time=2021-04-14 23:38:58.445880, cost_time=0:00:10.774791 2021-04-14 23:38:50,986 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.52ms, fps=2655 images/s, loss=0.0165, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:07.434928, arrival_time=2021-04-14 23:38:58.421387, cost_time=0:00:11.739369 2021-04-14 23:38:51,950 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.34ms, fps=2655 images/s, loss=0.0165, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:06.449586, arrival_time=2021-04-14 23:38:58.400464, cost_time=0:00:12.703792 2021-04-14 23:38:52,909 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.44ms, fps=2670 images/s, loss=0.0165, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:05.465152, arrival_time=2021-04-14 23:38:58.375085, cost_time=0:00:13.662839 2021-04-14 23:38:53,877 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.55ms, fps=2647 images/s, loss=0.0162, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:04.486702, arrival_time=2021-04-14 23:38:58.364319, cost_time=0:00:14.630532 2021-04-14 23:38:54,856 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.69ms, fps=2617 images/s, loss=0.0164, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:03.512088, arrival_time=2021-04-14 23:38:58.368390, cost_time=0:00:15.609209 2021-04-14 23:38:55,826 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.63ms, fps=2640 images/s, loss=0.0167, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:02.535676, arrival_time=2021-04-14 23:38:58.362233, cost_time=0:00:16.579470 2021-04-14 23:38:56,796 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.50ms, fps=2639 images/s, loss=0.0166, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:01.559984, arrival_time=2021-04-14 23:38:58.356881, cost_time=0:00:17.549809 2021-04-14 23:38:57,775 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.15ms, fps=2616 images/s, loss=0.0165, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:00.585114, arrival_time=2021-04-14 23:38:58.360866, cost_time=0:00:18.528684 2021-04-14 23:38:58,321 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.37ms, fps=2495 images/s, loss=0.0165, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:58.321252, cost_time=0:00:19.074167 2021-04-14 23:38:58,821 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=0.26ms, fps=5135 images/s, loss=0.2759, top1-acc=92.81%, top5-acc=99.73%, remaining_time=0:00:01.495650, arrival_time=2021-04-14 23:39:00.317203, cost_time=0:00:00.498551 2021-04-14 23:38:59,148 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=0.21ms, fps=7841 images/s, loss=0.2982, top1-acc=92.42%, top5-acc=99.69%, remaining_time=0:00:00.825360, arrival_time=2021-04-14 23:38:59.973731, cost_time=0:00:00.825369 2021-04-14 23:38:59,485 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.67ms, fps=7601 images/s, loss=0.2827, top1-acc=92.63%, top5-acc=99.77%, remaining_time=0:00:00.387500, arrival_time=2021-04-14 23:38:59.873040, cost_time=0:00:01.162511 2021-04-14 23:38:59,792 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.05ms, fps=7577 images/s, loss=0.2867, top1-acc=92.27%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:59.792136, cost_time=0:00:01.469160 2021-04-14 23:39:00,019 INFO : Epoch=0171 complete, best val top1-acc=92.27%, top5-acc=99.72% (epoch=171), remaining_time=0:10:01.746172, arrival_time=2021-04-14 23:49:01.765541, cost_time=0:59:08.227359 2021-04-14 23:39:00,021 INFO : Train start, epoch=0172, lr=0.005099 2021-04-14 23:39:01,161 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.34ms, fps=2246 images/s, loss=0.0129, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:21.199722, arrival_time=2021-04-14 23:39:22.361368, cost_time=0:00:01.139768 2021-04-14 23:39:02,127 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.96ms, fps=2651 images/s, loss=0.0118, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:18.533328, arrival_time=2021-04-14 23:39:20.661243, cost_time=0:00:02.106055 2021-04-14 23:39:03,117 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.41ms, fps=2591 images/s, loss=0.0127, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:17.126552, arrival_time=2021-04-14 23:39:20.243583, cost_time=0:00:03.095154 2021-04-14 23:39:04,084 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.39ms, fps=2646 images/s, loss=0.0131, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:15.845856, arrival_time=2021-04-14 23:39:19.930709, cost_time=0:00:04.063041 2021-04-14 23:39:05,046 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.30ms, fps=2664 images/s, loss=0.0132, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:14.671832, arrival_time=2021-04-14 23:39:19.718216, cost_time=0:00:05.024581 2021-04-14 23:39:06,008 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.40ms, fps=2662 images/s, loss=0.0131, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:13.569400, arrival_time=2021-04-14 23:39:19.577715, cost_time=0:00:05.986521 2021-04-14 23:39:06,969 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.31ms, fps=2664 images/s, loss=0.0136, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:12.505878, arrival_time=2021-04-14 23:39:19.475456, cost_time=0:00:06.947705 2021-04-14 23:39:07,931 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.40ms, fps=2663 images/s, loss=0.0142, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:11.468688, arrival_time=2021-04-14 23:39:19.399964, cost_time=0:00:07.909472 2021-04-14 23:39:08,903 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.73ms, fps=2635 images/s, loss=0.0135, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:10.460292, arrival_time=2021-04-14 23:39:19.363471, cost_time=0:00:08.881389 2021-04-14 23:39:09,870 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.33ms, fps=2648 images/s, loss=0.0136, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:09.454752, arrival_time=2021-04-14 23:39:19.325249, cost_time=0:00:09.848674 2021-04-14 23:39:10,839 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.46ms, fps=2643 images/s, loss=0.0134, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:08.457412, arrival_time=2021-04-14 23:39:19.296911, cost_time=0:00:10.817647 2021-04-14 23:39:11,807 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.30ms, fps=2648 images/s, loss=0.0136, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:07.463884, arrival_time=2021-04-14 23:39:19.270825, cost_time=0:00:11.785073 2021-04-14 23:39:12,780 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.47ms, fps=2632 images/s, loss=0.0136, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:06.477372, arrival_time=2021-04-14 23:39:19.257570, cost_time=0:00:12.758399 2021-04-14 23:39:13,747 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.53ms, fps=2648 images/s, loss=0.0136, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:05.490240, arrival_time=2021-04-14 23:39:19.237755, cost_time=0:00:13.725627 2021-04-14 23:39:14,713 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.32ms, fps=2653 images/s, loss=0.0136, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:04.505286, arrival_time=2021-04-14 23:39:19.218262, cost_time=0:00:14.691183 2021-04-14 23:39:15,678 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.34ms, fps=2652 images/s, loss=0.0136, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:03.522744, arrival_time=2021-04-14 23:39:19.201213, cost_time=0:00:15.656674 2021-04-14 23:39:16,638 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.49ms, fps=2668 images/s, loss=0.0136, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:02.541344, arrival_time=2021-04-14 23:39:19.179614, cost_time=0:00:16.616474 2021-04-14 23:39:17,601 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.37ms, fps=2658 images/s, loss=0.0139, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:01.562672, arrival_time=2021-04-14 23:39:19.164464, cost_time=0:00:17.579994 2021-04-14 23:39:18,573 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.28ms, fps=2637 images/s, loss=0.0138, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:00.585834, arrival_time=2021-04-14 23:39:19.159008, cost_time=0:00:18.551335 2021-04-14 23:39:19,116 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.20ms, fps=2507 images/s, loss=0.0141, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:39:19.116139, cost_time=0:00:19.094308 2021-04-14 23:39:19,615 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=0.27ms, fps=5151 images/s, loss=0.2705, top1-acc=92.70%, top5-acc=99.80%, remaining_time=0:00:01.490850, arrival_time=2021-04-14 23:39:21.106631, cost_time=0:00:00.496951 2021-04-14 23:39:19,941 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=0.18ms, fps=7868 images/s, loss=0.2965, top1-acc=92.13%, top5-acc=99.77%, remaining_time=0:00:00.822700, arrival_time=2021-04-14 23:39:20.764205, cost_time=0:00:00.822694 2021-04-14 23:39:20,274 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=2.26ms, fps=7702 images/s, loss=0.2918, top1-acc=92.15%, top5-acc=99.75%, remaining_time=0:00:00.385140, arrival_time=2021-04-14 23:39:20.659402, cost_time=0:00:01.155417 2021-04-14 23:39:20,591 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.07ms, fps=7317 images/s, loss=0.3120, top1-acc=92.11%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:39:20.591734, cost_time=0:00:01.472913 2021-04-14 23:39:20,687 INFO : Epoch=0172 complete, best val top1-acc=92.27%, top5-acc=99.72% (epoch=171), remaining_time=0:09:40.983060, arrival_time=2021-04-14 23:49:01.670981, cost_time=0:59:28.895990 2021-04-14 23:39:20,689 INFO : Train start, epoch=0173, lr=0.004759 2021-04-14 23:39:21,822 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=0.48ms, fps=2259 images/s, loss=0.0144, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:21.074544, arrival_time=2021-04-14 23:39:42.896971, cost_time=0:00:01.133035 2021-04-14 23:39:22,786 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.57ms, fps=2657 images/s, loss=0.0190, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:18.456416, arrival_time=2021-04-14 23:39:41.242950, cost_time=0:00:02.097311 2021-04-14 23:39:23,760 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.33ms, fps=2631 images/s, loss=0.0184, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:16.990764, arrival_time=2021-04-14 23:39:40.750704, cost_time=0:00:03.070621 2021-04-14 23:39:24,727 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.38ms, fps=2648 images/s, loss=0.0169, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:15.748044, arrival_time=2021-04-14 23:39:40.475238, cost_time=0:00:04.037955 2021-04-14 23:39:25,693 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.65ms, fps=2650 images/s, loss=0.0169, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:14.612264, arrival_time=2021-04-14 23:39:40.305717, cost_time=0:00:05.004220 2021-04-14 23:39:26,657 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.44ms, fps=2657 images/s, loss=0.0160, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:13.527512, arrival_time=2021-04-14 23:39:40.184744, cost_time=0:00:05.968005 2021-04-14 23:39:27,627 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.40ms, fps=2641 images/s, loss=0.0154, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:12.487734, arrival_time=2021-04-14 23:39:40.114717, cost_time=0:00:06.937618 2021-04-14 23:39:28,597 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.29ms, fps=2639 images/s, loss=0.0150, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:11.467064, arrival_time=2021-04-14 23:39:40.064725, cost_time=0:00:07.908341 2021-04-14 23:39:29,571 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.35ms, fps=2630 images/s, loss=0.0146, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:10.461458, arrival_time=2021-04-14 23:39:40.033082, cost_time=0:00:08.882392 2021-04-14 23:39:30,540 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.57ms, fps=2645 images/s, loss=0.0145, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:09.456672, arrival_time=2021-04-14 23:39:39.996655, cost_time=0:00:09.850712 2021-04-14 23:39:31,512 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.38ms, fps=2635 images/s, loss=0.0142, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:08.461454, arrival_time=2021-04-14 23:39:39.973489, cost_time=0:00:10.822817 2021-04-14 23:39:32,476 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.68ms, fps=2655 images/s, loss=0.0139, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:07.465404, arrival_time=2021-04-14 23:39:39.942149, cost_time=0:00:11.787479 2021-04-14 23:39:33,441 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.32ms, fps=2654 images/s, loss=0.0138, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:06.474402, arrival_time=2021-04-14 23:39:39.916179, cost_time=0:00:12.752546 2021-04-14 23:39:34,403 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.29ms, fps=2664 images/s, loss=0.0138, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:05.485536, arrival_time=2021-04-14 23:39:39.888670, cost_time=0:00:13.713819 2021-04-14 23:39:35,367 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.39ms, fps=2655 images/s, loss=0.0138, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:04.501468, arrival_time=2021-04-14 23:39:39.869327, cost_time=0:00:14.678632 2021-04-14 23:39:36,333 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.33ms, fps=2651 images/s, loss=0.0137, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:03.520044, arrival_time=2021-04-14 23:39:39.853980, cost_time=0:00:15.644699 2021-04-14 23:39:37,297 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.33ms, fps=2657 images/s, loss=0.0136, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:02.540122, arrival_time=2021-04-14 23:39:39.837850, cost_time=0:00:16.608500 2021-04-14 23:39:38,260 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.26ms, fps=2661 images/s, loss=0.0136, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:01.561856, arrival_time=2021-04-14 23:39:39.821966, cost_time=0:00:17.570879 2021-04-14 23:39:39,221 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.30ms, fps=2664 images/s, loss=0.0137, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:00.585228, arrival_time=2021-04-14 23:39:39.806653, cost_time=0:00:18.532208 2021-04-14 23:39:39,764 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.23ms, fps=2507 images/s, loss=0.0140, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:39:39.764223, cost_time=0:00:19.075001 2021-04-14 23:39:40,214 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=1.98ms, fps=5714 images/s, loss=0.3209, top1-acc=91.95%, top5-acc=99.69%, remaining_time=0:00:01.344000, arrival_time=2021-04-14 23:39:41.557949, cost_time=0:00:00.448000 2021-04-14 23:39:40,570 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=0.20ms, fps=7195 images/s, loss=0.3200, top1-acc=91.78%, top5-acc=99.65%, remaining_time=0:00:00.804200, arrival_time=2021-04-14 23:39:41.374309, cost_time=0:00:00.804194 2021-04-14 23:39:40,905 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=2.10ms, fps=7637 images/s, loss=0.3090, top1-acc=91.94%, top5-acc=99.67%, remaining_time=0:00:00.379910, arrival_time=2021-04-14 23:39:41.285550, cost_time=0:00:01.139721 2021-04-14 23:39:41,212 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.05ms, fps=7577 images/s, loss=0.3084, top1-acc=92.02%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-14 23:39:41.212177, cost_time=0:00:01.446276 2021-04-14 23:39:41,311 INFO : Epoch=0173 complete, best val top1-acc=92.27%, top5-acc=99.72% (epoch=171), remaining_time=0:09:20.213955, arrival_time=2021-04-14 23:49:01.524994, cost_time=0:59:49.519106 2021-04-14 23:39:41,312 INFO : Train start, epoch=0174, lr=0.004430 2021-04-14 23:39:42,487 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=0.21ms, fps=2179 images/s, loss=0.0111, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:21.852210, arrival_time=2021-04-14 23:40:04.339568, cost_time=0:00:01.174849 2021-04-14 23:39:43,456 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.31ms, fps=2642 images/s, loss=0.0114, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:18.870368, arrival_time=2021-04-14 23:40:02.327154, cost_time=0:00:02.144357 2021-04-14 23:39:44,421 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.49ms, fps=2655 images/s, loss=0.0125, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:17.203908, arrival_time=2021-04-14 23:40:01.625543, cost_time=0:00:03.109127 2021-04-14 23:39:45,387 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.51ms, fps=2652 images/s, loss=0.0121, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:15.892032, arrival_time=2021-04-14 23:40:01.279338, cost_time=0:00:04.074864 2021-04-14 23:39:46,354 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.31ms, fps=2647 images/s, loss=0.0122, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:14.723808, arrival_time=2021-04-14 23:40:01.078626, cost_time=0:00:05.042392 2021-04-14 23:39:47,317 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.44ms, fps=2661 images/s, loss=0.0125, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:13.611016, arrival_time=2021-04-14 23:40:00.928281, cost_time=0:00:06.004836 2021-04-14 23:39:48,288 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.74ms, fps=2637 images/s, loss=0.0123, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:12.557160, arrival_time=2021-04-14 23:40:00.845855, cost_time=0:00:06.976196 2021-04-14 23:39:49,255 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.48ms, fps=2650 images/s, loss=0.0117, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:11.516944, arrival_time=2021-04-14 23:40:00.772158, cost_time=0:00:07.942735 2021-04-14 23:39:50,224 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.47ms, fps=2643 images/s, loss=0.0121, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:10.496438, arrival_time=2021-04-14 23:40:00.720883, cost_time=0:00:08.912029 2021-04-14 23:39:51,189 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.45ms, fps=2654 images/s, loss=0.0121, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:09.481728, arrival_time=2021-04-14 23:40:00.670978, cost_time=0:00:09.876827 2021-04-14 23:39:52,155 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.37ms, fps=2650 images/s, loss=0.0118, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:08.477364, arrival_time=2021-04-14 23:40:00.632949, cost_time=0:00:10.843161 2021-04-14 23:39:53,117 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.45ms, fps=2663 images/s, loss=0.0115, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:07.476500, arrival_time=2021-04-14 23:40:00.593920, cost_time=0:00:11.804994 2021-04-14 23:39:54,086 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.31ms, fps=2643 images/s, loss=0.0117, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:06.485160, arrival_time=2021-04-14 23:40:00.571438, cost_time=0:00:12.773852 2021-04-14 23:39:55,050 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.48ms, fps=2655 images/s, loss=0.0115, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:05.495336, arrival_time=2021-04-14 23:40:00.546233, cost_time=0:00:13.738388 2021-04-14 23:39:56,018 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.37ms, fps=2648 images/s, loss=0.0114, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:04.509748, arrival_time=2021-04-14 23:40:00.527827, cost_time=0:00:14.705651 2021-04-14 23:39:56,982 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=2.05ms, fps=2655 images/s, loss=0.0112, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:03.525804, arrival_time=2021-04-14 23:40:00.508546, cost_time=0:00:15.670303 2021-04-14 23:39:57,951 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.48ms, fps=2645 images/s, loss=0.0113, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:02.544750, arrival_time=2021-04-14 23:40:00.495873, cost_time=0:00:16.638695 2021-04-14 23:39:58,918 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.30ms, fps=2648 images/s, loss=0.0113, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:01.564960, arrival_time=2021-04-14 23:40:00.483205, cost_time=0:00:17.605814 2021-04-14 23:39:59,887 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.25ms, fps=2642 images/s, loss=0.0111, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:00.586584, arrival_time=2021-04-14 23:40:00.474176, cost_time=0:00:18.575165 2021-04-14 23:40:00,431 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.08ms, fps=2501 images/s, loss=0.0112, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:00.431767, cost_time=0:00:19.119342 2021-04-14 23:40:00,903 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=2.72ms, fps=5450 images/s, loss=0.3271, top1-acc=91.72%, top5-acc=99.65%, remaining_time=0:00:01.409040, arrival_time=2021-04-14 23:40:02.312326, cost_time=0:00:00.469683 2021-04-14 23:40:01,280 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=0.44ms, fps=6792 images/s, loss=0.3169, top1-acc=91.80%, top5-acc=99.69%, remaining_time=0:00:00.847080, arrival_time=2021-04-14 23:40:02.127765, cost_time=0:00:00.847087 2021-04-14 23:40:01,611 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=0.20ms, fps=7753 images/s, loss=0.3076, top1-acc=91.98%, top5-acc=99.75%, remaining_time=0:00:00.392580, arrival_time=2021-04-14 23:40:02.003884, cost_time=0:00:01.177746 2021-04-14 23:40:01,916 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.06ms, fps=7606 images/s, loss=0.2982, top1-acc=92.17%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:01.916660, cost_time=0:00:01.483094 2021-04-14 23:40:02,023 INFO : Epoch=0174 complete, best val top1-acc=92.27%, top5-acc=99.72% (epoch=171), remaining_time=0:08:59.459830, arrival_time=2021-04-14 23:49:01.482867, cost_time=1:00:10.231110 2021-04-14 23:40:02,024 INFO : Train start, epoch=0175, lr=0.004112 2021-04-14 23:40:03,165 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.53ms, fps=2244 images/s, loss=0.0104, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:21.219810, arrival_time=2021-04-14 23:40:24.385096, cost_time=0:00:01.140847 2021-04-14 23:40:04,138 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.36ms, fps=2632 images/s, loss=0.0100, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:18.604432, arrival_time=2021-04-14 23:40:22.742941, cost_time=0:00:02.114146 2021-04-14 23:40:05,111 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.46ms, fps=2634 images/s, loss=0.0101, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:17.079076, arrival_time=2021-04-14 23:40:22.190116, cost_time=0:00:03.086578 2021-04-14 23:40:06,090 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.49ms, fps=2616 images/s, loss=0.0108, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:15.856152, arrival_time=2021-04-14 23:40:21.946186, cost_time=0:00:04.065677 2021-04-14 23:40:07,058 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.37ms, fps=2644 images/s, loss=0.0114, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:14.699864, arrival_time=2021-04-14 23:40:21.758437, cost_time=0:00:05.034206 2021-04-14 23:40:08,019 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.90ms, fps=2666 images/s, loss=0.0112, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:13.588576, arrival_time=2021-04-14 23:40:21.607951, cost_time=0:00:05.994936 2021-04-14 23:40:08,984 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.78ms, fps=2653 images/s, loss=0.0109, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:12.528936, arrival_time=2021-04-14 23:40:21.513819, cost_time=0:00:06.960514 2021-04-14 23:40:09,950 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.92ms, fps=2653 images/s, loss=0.0106, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:11.492352, arrival_time=2021-04-14 23:40:21.442435, cost_time=0:00:07.925722 2021-04-14 23:40:10,910 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.24ms, fps=2668 images/s, loss=0.0104, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:10.465274, arrival_time=2021-04-14 23:40:21.375282, cost_time=0:00:08.885601 2021-04-14 23:40:11,871 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.40ms, fps=2665 images/s, loss=0.0102, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:09.452832, arrival_time=2021-04-14 23:40:21.323885, cost_time=0:00:09.846690 2021-04-14 23:40:12,840 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.61ms, fps=2641 images/s, loss=0.0101, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:08.456466, arrival_time=2021-04-14 23:40:21.297227, cost_time=0:00:10.816390 2021-04-14 23:40:13,804 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.51ms, fps=2657 images/s, loss=0.0106, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:07.460844, arrival_time=2021-04-14 23:40:21.265505, cost_time=0:00:11.780290 2021-04-14 23:40:14,770 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.31ms, fps=2651 images/s, loss=0.0107, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:06.471300, arrival_time=2021-04-14 23:40:21.242118, cost_time=0:00:12.746453 2021-04-14 23:40:15,742 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.56ms, fps=2636 images/s, loss=0.0107, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:05.487216, arrival_time=2021-04-14 23:40:21.229731, cost_time=0:00:13.717997 2021-04-14 23:40:16,717 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.52ms, fps=2627 images/s, loss=0.0108, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:04.505976, arrival_time=2021-04-14 23:40:21.223795, cost_time=0:00:14.693459 2021-04-14 23:40:17,683 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.30ms, fps=2653 images/s, loss=0.0112, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:03.523248, arrival_time=2021-04-14 23:40:21.206508, cost_time=0:00:15.658858 2021-04-14 23:40:18,645 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.52ms, fps=2662 images/s, loss=0.0114, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:02.542072, arrival_time=2021-04-14 23:40:21.187617, cost_time=0:00:16.621184 2021-04-14 23:40:19,617 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.34ms, fps=2636 images/s, loss=0.0113, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:01.563792, arrival_time=2021-04-14 23:40:21.180791, cost_time=0:00:17.592631 2021-04-14 23:40:20,584 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.27ms, fps=2646 images/s, loss=0.0114, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:00.586116, arrival_time=2021-04-14 23:40:21.170844, cost_time=0:00:18.560373 2021-04-14 23:40:21,128 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.06ms, fps=2502 images/s, loss=0.0113, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:21.128736, cost_time=0:00:19.104377 2021-04-14 23:40:21,616 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=13.40ms, fps=5264 images/s, loss=0.3041, top1-acc=92.42%, top5-acc=99.57%, remaining_time=0:00:01.459080, arrival_time=2021-04-14 23:40:23.075901, cost_time=0:00:00.486360 2021-04-14 23:40:21,943 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=3.77ms, fps=7839 images/s, loss=0.3058, top1-acc=92.07%, top5-acc=99.71%, remaining_time=0:00:00.813300, arrival_time=2021-04-14 23:40:22.757045, cost_time=0:00:00.813301 2021-04-14 23:40:22,275 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.27ms, fps=7735 images/s, loss=0.3040, top1-acc=92.12%, top5-acc=99.77%, remaining_time=0:00:00.381520, arrival_time=2021-04-14 23:40:22.656573, cost_time=0:00:01.144568 2021-04-14 23:40:22,578 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.05ms, fps=7667 images/s, loss=0.2917, top1-acc=92.33%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:22.577995, cost_time=0:00:01.447568 2021-04-14 23:40:22,760 INFO : Epoch=0175 complete, best val top1-acc=92.33%, top5-acc=99.75% (epoch=175), remaining_time=0:08:38.709725, arrival_time=2021-04-14 23:49:01.469792, cost_time=1:00:30.968122 2021-04-14 23:40:22,761 INFO : Train start, epoch=0176, lr=0.003806 2021-04-14 23:40:23,902 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=0.23ms, fps=2243 images/s, loss=0.0087, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:21.225762, arrival_time=2021-04-14 23:40:45.128333, cost_time=0:00:01.141174 2021-04-14 23:40:24,865 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.46ms, fps=2660 images/s, loss=0.0085, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:18.515200, arrival_time=2021-04-14 23:40:43.380693, cost_time=0:00:02.104007 2021-04-14 23:40:25,826 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.35ms, fps=2666 images/s, loss=0.0098, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:16.959556, arrival_time=2021-04-14 23:40:42.785983, cost_time=0:00:03.064967 2021-04-14 23:40:26,796 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.44ms, fps=2640 images/s, loss=0.0095, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:15.737592, arrival_time=2021-04-14 23:40:42.534352, cost_time=0:00:04.035265 2021-04-14 23:40:27,774 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.38ms, fps=2621 images/s, loss=0.0095, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:14.636938, arrival_time=2021-04-14 23:40:42.410984, cost_time=0:00:05.012628 2021-04-14 23:40:28,755 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.34ms, fps=2610 images/s, loss=0.0093, top1-acc=99.77%, top5-acc=99.99%, remaining_time=0:00:13.586128, arrival_time=2021-04-14 23:40:42.341398, cost_time=0:00:05.993866 2021-04-14 23:40:29,725 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.51ms, fps=2641 images/s, loss=0.0095, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:12.534480, arrival_time=2021-04-14 23:40:42.259482, cost_time=0:00:06.963567 2021-04-14 23:40:30,704 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.32ms, fps=2615 images/s, loss=0.0096, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:11.517408, arrival_time=2021-04-14 23:40:42.221934, cost_time=0:00:07.943025 2021-04-14 23:40:31,670 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.27ms, fps=2651 images/s, loss=0.0101, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:10.493258, arrival_time=2021-04-14 23:40:42.164074, cost_time=0:00:08.909397 2021-04-14 23:40:32,645 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.65ms, fps=2628 images/s, loss=0.0100, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:09.488544, arrival_time=2021-04-14 23:40:42.133813, cost_time=0:00:09.883868 2021-04-14 23:40:33,615 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.64ms, fps=2639 images/s, loss=0.0099, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:08.486050, arrival_time=2021-04-14 23:40:42.101665, cost_time=0:00:10.854209 2021-04-14 23:40:34,583 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.39ms, fps=2645 images/s, loss=0.0097, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:07.487520, arrival_time=2021-04-14 23:40:42.071346, cost_time=0:00:11.822416 2021-04-14 23:40:35,553 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.30ms, fps=2642 images/s, loss=0.0097, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:06.494268, arrival_time=2021-04-14 23:40:42.047467, cost_time=0:00:12.791795 2021-04-14 23:40:36,523 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.54ms, fps=2640 images/s, loss=0.0099, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:05.504800, arrival_time=2021-04-14 23:40:42.028228, cost_time=0:00:13.761937 2021-04-14 23:40:37,487 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.52ms, fps=2657 images/s, loss=0.0099, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:04.516004, arrival_time=2021-04-14 23:40:42.003531, cost_time=0:00:14.726133 2021-04-14 23:40:38,448 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.35ms, fps=2666 images/s, loss=0.0098, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:03.529512, arrival_time=2021-04-14 23:40:41.977644, cost_time=0:00:15.686720 2021-04-14 23:40:39,410 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.49ms, fps=2661 images/s, loss=0.0097, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:02.546310, arrival_time=2021-04-14 23:40:41.956749, cost_time=0:00:16.649002 2021-04-14 23:40:40,380 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.42ms, fps=2639 images/s, loss=0.0098, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:01.566160, arrival_time=2021-04-14 23:40:41.946933, cost_time=0:00:17.619383 2021-04-14 23:40:41,352 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.42ms, fps=2635 images/s, loss=0.0098, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:00.587094, arrival_time=2021-04-14 23:40:41.939856, cost_time=0:00:18.591346 2021-04-14 23:40:41,909 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.54ms, fps=2443 images/s, loss=0.0099, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:41.909949, cost_time=0:00:19.148545 2021-04-14 23:40:42,405 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=0.21ms, fps=5182 images/s, loss=0.2800, top1-acc=92.89%, top5-acc=99.88%, remaining_time=0:00:01.482120, arrival_time=2021-04-14 23:40:43.887915, cost_time=0:00:00.494040 2021-04-14 23:40:42,745 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=3.84ms, fps=7552 images/s, loss=0.2976, top1-acc=92.38%, top5-acc=99.80%, remaining_time=0:00:00.833500, arrival_time=2021-04-14 23:40:43.578714, cost_time=0:00:00.833491 2021-04-14 23:40:43,075 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=0.20ms, fps=7753 images/s, loss=0.2949, top1-acc=92.53%, top5-acc=99.79%, remaining_time=0:00:00.388010, arrival_time=2021-04-14 23:40:43.463766, cost_time=0:00:01.164038 2021-04-14 23:40:43,380 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.05ms, fps=7619 images/s, loss=0.2850, top1-acc=92.63%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:43.380593, cost_time=0:00:01.468904 2021-04-14 23:40:43,606 INFO : Epoch=0176 complete, best val top1-acc=92.63%, top5-acc=99.79% (epoch=176), remaining_time=0:08:17.974752, arrival_time=2021-04-14 23:49:01.581557, cost_time=1:00:51.814858 2021-04-14 23:40:43,608 INFO : Train start, epoch=0177, lr=0.003511 2021-04-14 23:40:44,737 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.82ms, fps=2266 images/s, loss=0.0089, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:21.009816, arrival_time=2021-04-14 23:41:05.747595, cost_time=0:00:01.129564 2021-04-14 23:40:45,707 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.72ms, fps=2642 images/s, loss=0.0096, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:18.472960, arrival_time=2021-04-14 23:41:04.180310, cost_time=0:00:02.099207 2021-04-14 23:40:46,671 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.34ms, fps=2658 images/s, loss=0.0092, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:16.947106, arrival_time=2021-04-14 23:41:03.618059, cost_time=0:00:03.062723 2021-04-14 23:40:47,645 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.46ms, fps=2628 images/s, loss=0.0092, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:15.745704, arrival_time=2021-04-14 23:41:03.391199, cost_time=0:00:04.037380 2021-04-14 23:40:48,612 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.83ms, fps=2648 images/s, loss=0.0092, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:14.613724, arrival_time=2021-04-14 23:41:03.226515, cost_time=0:00:05.004689 2021-04-14 23:40:49,576 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.63ms, fps=2659 images/s, loss=0.0089, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:13.527376, arrival_time=2021-04-14 23:41:03.103447, cost_time=0:00:05.967961 2021-04-14 23:40:50,541 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.52ms, fps=2654 images/s, loss=0.0087, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:12.479292, arrival_time=2021-04-14 23:41:03.020419, cost_time=0:00:06.932935 2021-04-14 23:40:51,503 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.54ms, fps=2662 images/s, loss=0.0091, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:11.447808, arrival_time=2021-04-14 23:41:02.950949, cost_time=0:00:07.895019 2021-04-14 23:40:52,476 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.43ms, fps=2632 images/s, loss=0.0089, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:10.444392, arrival_time=2021-04-14 23:41:02.920407, cost_time=0:00:08.867906 2021-04-14 23:40:53,454 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.39ms, fps=2616 images/s, loss=0.0090, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:09.452832, arrival_time=2021-04-14 23:41:02.907656, cost_time=0:00:09.846721 2021-04-14 23:40:54,418 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.37ms, fps=2658 images/s, loss=0.0092, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:08.451736, arrival_time=2021-04-14 23:41:02.870213, cost_time=0:00:10.810368 2021-04-14 23:40:55,377 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.37ms, fps=2669 images/s, loss=0.0092, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:07.454156, arrival_time=2021-04-14 23:41:02.832002, cost_time=0:00:11.769745 2021-04-14 23:40:56,360 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.37ms, fps=2607 images/s, loss=0.0092, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:06.474072, arrival_time=2021-04-14 23:41:02.834096, cost_time=0:00:12.751913 2021-04-14 23:40:57,327 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.28ms, fps=2647 images/s, loss=0.0093, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:05.487720, arrival_time=2021-04-14 23:41:02.815211, cost_time=0:00:13.719297 2021-04-14 23:40:58,293 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.35ms, fps=2651 images/s, loss=0.0094, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:04.503584, arrival_time=2021-04-14 23:41:02.797345, cost_time=0:00:14.685658 2021-04-14 23:40:59,254 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.30ms, fps=2665 images/s, loss=0.0095, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:03.520512, arrival_time=2021-04-14 23:41:02.775285, cost_time=0:00:15.646661 2021-04-14 23:41:00,217 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.33ms, fps=2660 images/s, loss=0.0094, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:02.540278, arrival_time=2021-04-14 23:41:02.757858, cost_time=0:00:16.609480 2021-04-14 23:41:01,202 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.53ms, fps=2600 images/s, loss=0.0095, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:01.563952, arrival_time=2021-04-14 23:41:02.766541, cost_time=0:00:17.594478 2021-04-14 23:41:02,173 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.36ms, fps=2638 images/s, loss=0.0094, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:00.586278, arrival_time=2021-04-14 23:41:02.759822, cost_time=0:00:18.565429 2021-04-14 23:41:02,718 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.21ms, fps=2499 images/s, loss=0.0094, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:41:02.718237, cost_time=0:00:19.110123 2021-04-14 23:41:03,234 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=0.43ms, fps=4979 images/s, loss=0.3087, top1-acc=91.99%, top5-acc=99.92%, remaining_time=0:00:01.542450, arrival_time=2021-04-14 23:41:04.776786, cost_time=0:00:00.514154 2021-04-14 23:41:03,567 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=0.21ms, fps=7697 images/s, loss=0.3253, top1-acc=91.82%, top5-acc=99.75%, remaining_time=0:00:00.847200, arrival_time=2021-04-14 23:41:04.414547, cost_time=0:00:00.847203 2021-04-14 23:41:03,902 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.86ms, fps=7654 images/s, loss=0.3039, top1-acc=92.11%, top5-acc=99.75%, remaining_time=0:00:00.394010, arrival_time=2021-04-14 23:41:04.296213, cost_time=0:00:01.182019 2021-04-14 23:41:04,206 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.05ms, fps=7632 images/s, loss=0.3164, top1-acc=92.45%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:41:04.206606, cost_time=0:00:01.486487 2021-04-14 23:41:04,307 INFO : Epoch=0177 complete, best val top1-acc=92.63%, top5-acc=99.79% (epoch=176), remaining_time=0:07:57.219571, arrival_time=2021-04-14 23:49:01.527400, cost_time=1:01:12.515886 2021-04-14 23:41:04,309 INFO : Train start, epoch=0178, lr=0.003228 2021-04-14 23:41:05,439 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.32ms, fps=2265 images/s, loss=0.0106, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:21.021162, arrival_time=2021-04-14 23:41:26.460686, cost_time=0:00:01.130167 2021-04-14 23:41:06,406 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.52ms, fps=2648 images/s, loss=0.0115, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:18.457296, arrival_time=2021-04-14 23:41:24.863975, cost_time=0:00:02.097416 2021-04-14 23:41:07,372 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.54ms, fps=2653 images/s, loss=0.0105, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:16.947936, arrival_time=2021-04-14 23:41:24.320191, cost_time=0:00:03.062890 2021-04-14 23:41:08,335 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.45ms, fps=2660 images/s, loss=0.0101, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:15.700308, arrival_time=2021-04-14 23:41:24.035310, cost_time=0:00:04.025729 2021-04-14 23:41:09,301 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.48ms, fps=2649 images/s, loss=0.0103, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:14.577954, arrival_time=2021-04-14 23:41:23.879687, cost_time=0:00:04.992472 2021-04-14 23:41:10,267 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.30ms, fps=2653 images/s, loss=0.0098, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:13.504256, arrival_time=2021-04-14 23:41:23.771595, cost_time=0:00:05.957785 2021-04-14 23:41:11,238 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.44ms, fps=2640 images/s, loss=0.0094, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:12.471606, arrival_time=2021-04-14 23:41:23.709546, cost_time=0:00:06.928650 2021-04-14 23:41:12,212 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.37ms, fps=2627 images/s, loss=0.0097, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:11.459988, arrival_time=2021-04-14 23:41:23.672697, cost_time=0:00:07.903430 2021-04-14 23:41:13,179 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.99ms, fps=2649 images/s, loss=0.0095, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:10.447042, arrival_time=2021-04-14 23:41:23.626380, cost_time=0:00:08.870092 2021-04-14 23:41:14,156 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.54ms, fps=2621 images/s, loss=0.0094, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:09.453216, arrival_time=2021-04-14 23:41:23.609582, cost_time=0:00:09.847096 2021-04-14 23:41:15,136 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.38ms, fps=2614 images/s, loss=0.0094, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:08.464636, arrival_time=2021-04-14 23:41:23.600714, cost_time=0:00:10.826811 2021-04-14 23:41:16,108 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.64ms, fps=2634 images/s, loss=0.0093, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:07.472700, arrival_time=2021-04-14 23:41:23.580964, cost_time=0:00:11.798953 2021-04-14 23:41:17,082 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.38ms, fps=2630 images/s, loss=0.0092, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:06.484632, arrival_time=2021-04-14 23:41:23.566793, cost_time=0:00:12.772814 2021-04-14 23:41:18,045 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.38ms, fps=2658 images/s, loss=0.0091, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:05.494552, arrival_time=2021-04-14 23:41:23.540184, cost_time=0:00:13.736361 2021-04-14 23:41:19,009 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.25ms, fps=2656 images/s, loss=0.0091, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:04.508184, arrival_time=2021-04-14 23:41:23.518042, cost_time=0:00:14.700576 2021-04-14 23:41:19,972 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.33ms, fps=2660 images/s, loss=0.0089, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:03.524220, arrival_time=2021-04-14 23:41:23.496777, cost_time=0:00:15.663275 2021-04-14 23:41:20,932 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.48ms, fps=2668 images/s, loss=0.0088, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:02.542384, arrival_time=2021-04-14 23:41:23.474917, cost_time=0:00:16.623255 2021-04-14 23:41:21,901 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.64ms, fps=2644 images/s, loss=0.0087, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:01.563728, arrival_time=2021-04-14 23:41:23.464997, cost_time=0:00:17.592000 2021-04-14 23:41:22,870 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.39ms, fps=2642 images/s, loss=0.0086, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00.586146, arrival_time=2021-04-14 23:41:23.456653, cost_time=0:00:18.561254 2021-04-14 23:41:23,411 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=0.07ms, fps=2515 images/s, loss=0.0090, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:41:23.411539, cost_time=0:00:19.102285 2021-04-14 23:41:23,856 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=2.13ms, fps=5778 images/s, loss=0.2957, top1-acc=92.85%, top5-acc=99.73%, remaining_time=0:00:01.329240, arrival_time=2021-04-14 23:41:25.185463, cost_time=0:00:00.443078 2021-04-14 23:41:24,188 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=0.19ms, fps=7714 images/s, loss=0.2933, top1-acc=92.70%, top5-acc=99.79%, remaining_time=0:00:00.775260, arrival_time=2021-04-14 23:41:24.963650, cost_time=0:00:00.775252 2021-04-14 23:41:24,516 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.28ms, fps=7811 images/s, loss=0.2937, top1-acc=92.49%, top5-acc=99.78%, remaining_time=0:00:00.367760, arrival_time=2021-04-14 23:41:24.884247, cost_time=0:00:01.103292 2021-04-14 23:41:24,821 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.06ms, fps=7606 images/s, loss=0.2813, top1-acc=92.71%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-14 23:41:24.821871, cost_time=0:00:01.408743 2021-04-14 23:41:25,056 INFO : Epoch=0178 complete, best val top1-acc=92.71%, top5-acc=99.78% (epoch=178), remaining_time=0:07:36.470828, arrival_time=2021-04-14 23:49:01.526800, cost_time=1:01:33.264028 2021-04-14 23:41:25,057 INFO : Train start, epoch=0179, lr=0.002956 2021-04-14 23:41:26,215 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=0.33ms, fps=2210 images/s, loss=0.0091, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:21.544566, arrival_time=2021-04-14 23:41:47.760246, cost_time=0:00:01.158308 2021-04-14 23:41:27,186 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.46ms, fps=2639 images/s, loss=0.0090, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:18.732912, arrival_time=2021-04-14 23:41:45.919016, cost_time=0:00:02.128740 2021-04-14 23:41:28,151 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.29ms, fps=2652 images/s, loss=0.0091, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:17.122070, arrival_time=2021-04-14 23:41:45.273934, cost_time=0:00:03.094355 2021-04-14 23:41:29,115 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.63ms, fps=2659 images/s, loss=0.0084, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:15.824952, arrival_time=2021-04-14 23:41:44.939998, cost_time=0:00:04.057672 2021-04-14 23:41:30,075 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.32ms, fps=2666 images/s, loss=0.0086, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:14.653728, arrival_time=2021-04-14 23:41:44.729497, cost_time=0:00:05.018404 2021-04-14 23:41:31,036 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.39ms, fps=2665 images/s, loss=0.0086, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:13.552808, arrival_time=2021-04-14 23:41:44.589387, cost_time=0:00:05.979207 2021-04-14 23:41:32,003 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.40ms, fps=2649 images/s, loss=0.0088, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:12.502854, arrival_time=2021-04-14 23:41:44.506284, cost_time=0:00:06.946004 2021-04-14 23:41:32,974 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.20ms, fps=2638 images/s, loss=0.0086, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:11.479476, arrival_time=2021-04-14 23:41:44.453707, cost_time=0:00:07.916856 2021-04-14 23:41:33,935 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.22ms, fps=2665 images/s, loss=0.0085, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:10.456264, arrival_time=2021-04-14 23:41:44.391584, cost_time=0:00:08.877943 2021-04-14 23:41:34,897 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.38ms, fps=2662 images/s, loss=0.0084, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:09.446304, arrival_time=2021-04-14 23:41:44.343607, cost_time=0:00:09.839935 2021-04-14 23:41:35,863 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.28ms, fps=2651 images/s, loss=0.0082, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:08.448210, arrival_time=2021-04-14 23:41:44.311478, cost_time=0:00:10.805895 2021-04-14 23:41:36,833 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.40ms, fps=2640 images/s, loss=0.0081, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:07.458184, arrival_time=2021-04-14 23:41:44.291676, cost_time=0:00:11.776122 2021-04-14 23:41:37,803 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=2.09ms, fps=2640 images/s, loss=0.0080, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.471168, arrival_time=2021-04-14 23:41:44.274792, cost_time=0:00:12.746245 2021-04-14 23:41:38,783 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.45ms, fps=2615 images/s, loss=0.0081, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:05.490296, arrival_time=2021-04-14 23:41:44.273447, cost_time=0:00:13.725780 2021-04-14 23:41:39,750 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.34ms, fps=2649 images/s, loss=0.0081, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:04.505746, arrival_time=2021-04-14 23:41:44.255798, cost_time=0:00:14.692689 2021-04-14 23:41:40,713 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.34ms, fps=2658 images/s, loss=0.0079, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:03.522600, arrival_time=2021-04-14 23:41:44.236080, cost_time=0:00:15.656068 2021-04-14 23:41:41,677 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.42ms, fps=2657 images/s, loss=0.0078, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:02.541916, arrival_time=2021-04-14 23:41:44.219446, cost_time=0:00:16.620152 2021-04-14 23:41:42,643 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.35ms, fps=2650 images/s, loss=0.0077, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.563232, arrival_time=2021-04-14 23:41:44.207045, cost_time=0:00:17.586442 2021-04-14 23:41:43,609 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.37ms, fps=2653 images/s, loss=0.0079, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00.585840, arrival_time=2021-04-14 23:41:44.194854, cost_time=0:00:18.551639 2021-04-14 23:41:44,151 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.20ms, fps=2510 images/s, loss=0.0080, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:41:44.151316, cost_time=0:00:19.093947 2021-04-14 23:41:44,666 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=0.25ms, fps=4985 images/s, loss=0.2673, top1-acc=93.55%, top5-acc=99.69%, remaining_time=0:00:01.540440, arrival_time=2021-04-14 23:41:46.207086, cost_time=0:00:00.513482 2021-04-14 23:41:44,995 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=2.20ms, fps=7789 images/s, loss=0.2838, top1-acc=92.91%, top5-acc=99.71%, remaining_time=0:00:00.842480, arrival_time=2021-04-14 23:41:45.838164, cost_time=0:00:00.842479 2021-04-14 23:41:45,334 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=3.18ms, fps=7565 images/s, loss=0.2887, top1-acc=92.67%, top5-acc=99.67%, remaining_time=0:00:00.393780, arrival_time=2021-04-14 23:41:45.728277, cost_time=0:00:01.181345 2021-04-14 23:41:45,641 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.06ms, fps=7574 images/s, loss=0.2989, top1-acc=92.59%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-14 23:41:45.641119, cost_time=0:00:01.487984 2021-04-14 23:41:45,752 INFO : Epoch=0179 complete, best val top1-acc=92.71%, top5-acc=99.78% (epoch=178), remaining_time=0:07:15.716085, arrival_time=2021-04-14 23:49:01.469017, cost_time=1:01:53.960996 2021-04-14 23:41:45,754 INFO : Train start, epoch=0180, lr=0.002696 2021-04-14 23:41:46,914 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=0.22ms, fps=2206 images/s, loss=0.0083, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:21.586044, arrival_time=2021-04-14 23:42:08.500840, cost_time=0:00:01.160545 2021-04-14 23:41:47,883 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.53ms, fps=2643 images/s, loss=0.0085, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:18.740128, arrival_time=2021-04-14 23:42:06.624027, cost_time=0:00:02.129562 2021-04-14 23:41:48,848 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.42ms, fps=2656 images/s, loss=0.0080, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:17.121074, arrival_time=2021-04-14 23:42:05.969501, cost_time=0:00:03.094159 2021-04-14 23:41:49,823 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.40ms, fps=2628 images/s, loss=0.0077, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:15.868008, arrival_time=2021-04-14 23:42:05.691042, cost_time=0:00:04.068709 2021-04-14 23:41:50,785 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.35ms, fps=2662 images/s, loss=0.0076, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:14.690228, arrival_time=2021-04-14 23:42:05.475371, cost_time=0:00:05.030878 2021-04-14 23:41:51,745 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.40ms, fps=2667 images/s, loss=0.0076, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:13.580280, arrival_time=2021-04-14 23:42:05.325834, cost_time=0:00:05.991305 2021-04-14 23:41:52,712 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.53ms, fps=2649 images/s, loss=0.0081, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:12.524526, arrival_time=2021-04-14 23:42:05.236826, cost_time=0:00:06.958039 2021-04-14 23:41:53,691 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.32ms, fps=2617 images/s, loss=0.0079, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:11.508128, arrival_time=2021-04-14 23:42:05.199102, cost_time=0:00:07.936637 2021-04-14 23:41:54,652 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.52ms, fps=2664 images/s, loss=0.0078, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:10.480008, arrival_time=2021-04-14 23:42:05.132357, cost_time=0:00:08.898083 2021-04-14 23:41:55,611 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.39ms, fps=2671 images/s, loss=0.0079, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:09.462720, arrival_time=2021-04-14 23:42:05.073979, cost_time=0:00:09.857020 2021-04-14 23:41:56,574 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.38ms, fps=2657 images/s, loss=0.0079, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:08.459820, arrival_time=2021-04-14 23:42:05.034761, cost_time=0:00:10.820698 2021-04-14 23:41:57,538 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.44ms, fps=2657 images/s, loss=0.0079, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:07.463428, arrival_time=2021-04-14 23:42:05.002072, cost_time=0:00:11.784391 2021-04-14 23:41:58,502 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.39ms, fps=2657 images/s, loss=0.0079, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.472158, arrival_time=2021-04-14 23:42:04.974591, cost_time=0:00:12.748173 2021-04-14 23:41:59,464 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.44ms, fps=2661 images/s, loss=0.0080, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:05.484192, arrival_time=2021-04-14 23:42:04.948967, cost_time=0:00:13.710526 2021-04-14 23:42:00,433 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.56ms, fps=2645 images/s, loss=0.0079, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:04.501514, arrival_time=2021-04-14 23:42:04.934753, cost_time=0:00:14.678888 2021-04-14 23:42:01,415 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.66ms, fps=2608 images/s, loss=0.0078, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:03.523752, arrival_time=2021-04-14 23:42:04.939157, cost_time=0:00:15.661151 2021-04-14 23:42:02,391 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=2.06ms, fps=2624 images/s, loss=0.0077, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:02.544490, arrival_time=2021-04-14 23:42:04.935921, cost_time=0:00:16.637105 2021-04-14 23:42:03,362 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.35ms, fps=2637 images/s, loss=0.0077, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.565200, arrival_time=2021-04-14 23:42:04.927946, cost_time=0:00:17.608452 2021-04-14 23:42:04,334 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.27ms, fps=2635 images/s, loss=0.0077, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00.586752, arrival_time=2021-04-14 23:42:04.921482, cost_time=0:00:18.580486 2021-04-14 23:42:04,877 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.30ms, fps=2506 images/s, loss=0.0077, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:04.877733, cost_time=0:00:19.123470 2021-04-14 23:42:05,459 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=0.20ms, fps=4417 images/s, loss=0.2663, top1-acc=93.59%, top5-acc=99.77%, remaining_time=0:00:01.738650, arrival_time=2021-04-14 23:42:07.197616, cost_time=0:00:00.579546 2021-04-14 23:42:05,808 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=0.26ms, fps=7342 images/s, loss=0.2906, top1-acc=93.01%, top5-acc=99.73%, remaining_time=0:00:00.928560, arrival_time=2021-04-14 23:42:06.736548, cost_time=0:00:00.928555 2021-04-14 23:42:06,283 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=0.33ms, fps=5384 images/s, loss=0.2868, top1-acc=93.01%, top5-acc=99.78%, remaining_time=0:00:00.468140, arrival_time=2021-04-14 23:42:06.752057, cost_time=0:00:01.404435 2021-04-14 23:42:06,610 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.07ms, fps=7110 images/s, loss=0.2902, top1-acc=92.83%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:06.610771, cost_time=0:00:01.731282 2021-04-14 23:42:06,856 INFO : Epoch=0180 complete, best val top1-acc=92.83%, top5-acc=99.77% (epoch=180), remaining_time=0:06:55.007140, arrival_time=2021-04-14 23:49:01.863298, cost_time=1:02:15.064203 2021-04-14 23:42:06,857 INFO : Train start, epoch=0181, lr=0.002447 2021-04-14 23:42:08,023 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=0.25ms, fps=2197 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.674580, arrival_time=2021-04-14 23:42:29.697634, cost_time=0:00:01.165303 2021-04-14 23:42:08,985 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.29ms, fps=2661 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.725344, arrival_time=2021-04-14 23:42:27.710933, cost_time=0:00:02.127875 2021-04-14 23:42:09,955 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=2.25ms, fps=2641 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.140828, arrival_time=2021-04-14 23:42:27.096271, cost_time=0:00:03.097745 2021-04-14 23:42:10,929 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.48ms, fps=2630 images/s, loss=0.0063, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:15.878928, arrival_time=2021-04-14 23:42:26.808281, cost_time=0:00:04.071525 2021-04-14 23:42:11,892 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.59ms, fps=2659 images/s, loss=0.0064, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.702346, arrival_time=2021-04-14 23:42:26.595048, cost_time=0:00:05.035060 2021-04-14 23:42:12,855 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.59ms, fps=2660 images/s, loss=0.0066, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:13.594832, arrival_time=2021-04-14 23:42:26.450181, cost_time=0:00:05.997711 2021-04-14 23:42:13,820 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.36ms, fps=2654 images/s, loss=0.0066, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.532842, arrival_time=2021-04-14 23:42:26.353390, cost_time=0:00:06.962706 2021-04-14 23:42:14,781 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.78ms, fps=2666 images/s, loss=0.0066, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:11.489336, arrival_time=2021-04-14 23:42:26.270632, cost_time=0:00:07.923652 2021-04-14 23:42:15,749 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.56ms, fps=2646 images/s, loss=0.0069, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:10.472270, arrival_time=2021-04-14 23:42:26.221472, cost_time=0:00:08.891549 2021-04-14 23:42:16,717 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.45ms, fps=2645 images/s, loss=0.0071, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:09.465408, arrival_time=2021-04-14 23:42:26.182802, cost_time=0:00:09.859753 2021-04-14 23:42:17,678 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.50ms, fps=2665 images/s, loss=0.0071, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.459906, arrival_time=2021-04-14 23:42:26.138313, cost_time=0:00:10.820777 2021-04-14 23:42:18,639 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.40ms, fps=2664 images/s, loss=0.0071, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:07.461908, arrival_time=2021-04-14 23:42:26.101517, cost_time=0:00:11.781975 2021-04-14 23:42:19,607 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.49ms, fps=2647 images/s, loss=0.0071, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.472752, arrival_time=2021-04-14 23:42:26.079815, cost_time=0:00:12.749424 2021-04-14 23:42:20,569 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.36ms, fps=2661 images/s, loss=0.0071, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.484696, arrival_time=2021-04-14 23:42:26.054014, cost_time=0:00:13.711681 2021-04-14 23:42:21,543 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.39ms, fps=2629 images/s, loss=0.0071, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.503630, arrival_time=2021-04-14 23:42:26.047222, cost_time=0:00:14.685811 2021-04-14 23:42:22,514 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.40ms, fps=2637 images/s, loss=0.0072, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:03.522852, arrival_time=2021-04-14 23:42:26.037663, cost_time=0:00:15.657139 2021-04-14 23:42:23,480 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.61ms, fps=2653 images/s, loss=0.0073, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:02.542254, arrival_time=2021-04-14 23:42:26.022322, cost_time=0:00:16.622425 2021-04-14 23:42:24,451 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.33ms, fps=2635 images/s, loss=0.0075, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:01.563920, arrival_time=2021-04-14 23:42:26.015728, cost_time=0:00:17.594177 2021-04-14 23:42:25,429 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.45ms, fps=2620 images/s, loss=0.0074, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00.586476, arrival_time=2021-04-14 23:42:26.015843, cost_time=0:00:18.571735 2021-04-14 23:42:25,973 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.24ms, fps=2500 images/s, loss=0.0074, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:25.973614, cost_time=0:00:19.115978 2021-04-14 23:42:26,433 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=2.63ms, fps=5593 images/s, loss=0.2625, top1-acc=93.79%, top5-acc=99.57%, remaining_time=0:00:01.373070, arrival_time=2021-04-14 23:42:27.806241, cost_time=0:00:00.457693 2021-04-14 23:42:26,763 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=0.35ms, fps=7754 images/s, loss=0.2963, top1-acc=92.83%, top5-acc=99.71%, remaining_time=0:00:00.788340, arrival_time=2021-04-14 23:42:27.552107, cost_time=0:00:00.788334 2021-04-14 23:42:27,099 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=4.29ms, fps=7644 images/s, loss=0.3004, top1-acc=92.73%, top5-acc=99.62%, remaining_time=0:00:00.374540, arrival_time=2021-04-14 23:42:27.473630, cost_time=0:00:01.123612 2021-04-14 23:42:27,405 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.05ms, fps=7596 images/s, loss=0.3006, top1-acc=92.52%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:27.404959, cost_time=0:00:01.429556 2021-04-14 23:42:27,543 INFO : Epoch=0181 complete, best val top1-acc=92.83%, top5-acc=99.77% (epoch=180), remaining_time=0:06:34.250114, arrival_time=2021-04-14 23:49:01.793220, cost_time=1:02:35.751169 2021-04-14 23:42:27,545 INFO : Train start, epoch=0182, lr=0.002210 2021-04-14 23:42:28,683 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.36ms, fps=2249 images/s, loss=0.0059, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:21.171450, arrival_time=2021-04-14 23:42:49.854815, cost_time=0:00:01.138246 2021-04-14 23:42:29,652 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.37ms, fps=2643 images/s, loss=0.0062, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:18.543360, arrival_time=2021-04-14 23:42:48.195763, cost_time=0:00:02.107196 2021-04-14 23:42:30,616 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.45ms, fps=2657 images/s, loss=0.0062, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.995080, arrival_time=2021-04-14 23:42:47.611609, cost_time=0:00:03.071409 2021-04-14 23:42:31,583 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.40ms, fps=2650 images/s, loss=0.0067, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:15.747420, arrival_time=2021-04-14 23:42:47.330396, cost_time=0:00:04.037783 2021-04-14 23:42:32,547 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.74ms, fps=2655 images/s, loss=0.0064, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:14.607446, arrival_time=2021-04-14 23:42:47.155092, cost_time=0:00:05.002546 2021-04-14 23:42:33,512 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.38ms, fps=2654 images/s, loss=0.0065, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:13.526424, arrival_time=2021-04-14 23:42:47.039115, cost_time=0:00:05.967535 2021-04-14 23:42:34,485 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.34ms, fps=2635 images/s, loss=0.0065, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:12.491388, arrival_time=2021-04-14 23:42:46.976342, cost_time=0:00:06.939686 2021-04-14 23:42:35,448 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.50ms, fps=2660 images/s, loss=0.0064, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.459292, arrival_time=2021-04-14 23:42:46.907388, cost_time=0:00:07.902936 2021-04-14 23:42:36,420 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.51ms, fps=2634 images/s, loss=0.0066, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:10.453402, arrival_time=2021-04-14 23:42:46.874065, cost_time=0:00:08.875546 2021-04-14 23:42:37,390 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.99ms, fps=2641 images/s, loss=0.0065, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.451296, arrival_time=2021-04-14 23:42:46.841507, cost_time=0:00:09.845106 2021-04-14 23:42:38,356 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.37ms, fps=2650 images/s, loss=0.0067, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.452596, arrival_time=2021-04-14 23:42:46.809178, cost_time=0:00:10.811465 2021-04-14 23:42:39,320 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.34ms, fps=2657 images/s, loss=0.0065, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:07.457652, arrival_time=2021-04-14 23:42:46.778049, cost_time=0:00:11.775238 2021-04-14 23:42:40,287 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.50ms, fps=2647 images/s, loss=0.0064, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:06.469386, arrival_time=2021-04-14 23:42:46.757238, cost_time=0:00:12.742731 2021-04-14 23:42:41,250 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.32ms, fps=2660 images/s, loss=0.0064, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:05.482120, arrival_time=2021-04-14 23:42:46.732571, cost_time=0:00:13.705344 2021-04-14 23:42:42,222 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.26ms, fps=2635 images/s, loss=0.0063, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:04.501008, arrival_time=2021-04-14 23:42:46.723463, cost_time=0:00:14.677265 2021-04-14 23:42:43,192 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.37ms, fps=2642 images/s, loss=0.0064, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:03.520548, arrival_time=2021-04-14 23:42:46.712536, cost_time=0:00:15.646889 2021-04-14 23:42:44,156 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.46ms, fps=2655 images/s, loss=0.0064, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.540564, arrival_time=2021-04-14 23:42:46.697128, cost_time=0:00:16.611422 2021-04-14 23:42:45,118 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.22ms, fps=2663 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.562064, arrival_time=2021-04-14 23:42:46.680409, cost_time=0:00:17.573234 2021-04-14 23:42:46,087 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.41ms, fps=2642 images/s, loss=0.0066, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00.585552, arrival_time=2021-04-14 23:42:46.673116, cost_time=0:00:18.542455 2021-04-14 23:42:46,635 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.27ms, fps=2485 images/s, loss=0.0068, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:46.635286, cost_time=0:00:19.090162 2021-04-14 23:42:47,111 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=3.61ms, fps=5402 images/s, loss=0.2853, top1-acc=93.01%, top5-acc=99.84%, remaining_time=0:00:01.421520, arrival_time=2021-04-14 23:42:48.532550, cost_time=0:00:00.473844 2021-04-14 23:42:47,445 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=4.08ms, fps=7663 images/s, loss=0.2925, top1-acc=92.77%, top5-acc=99.82%, remaining_time=0:00:00.808280, arrival_time=2021-04-14 23:42:48.253805, cost_time=0:00:00.808282 2021-04-14 23:42:47,781 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.78ms, fps=7636 images/s, loss=0.2850, top1-acc=92.81%, top5-acc=99.78%, remaining_time=0:00:00.381350, arrival_time=2021-04-14 23:42:48.162616, cost_time=0:00:01.144057 2021-04-14 23:42:48,092 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.05ms, fps=7474 images/s, loss=0.2944, top1-acc=92.70%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:48.092112, cost_time=0:00:01.454961 2021-04-14 23:42:48,194 INFO : Epoch=0182 complete, best val top1-acc=92.83%, top5-acc=99.77% (epoch=180), remaining_time=0:06:13.490370, arrival_time=2021-04-14 23:49:01.685023, cost_time=1:02:56.402646 2021-04-14 23:42:48,195 INFO : Train start, epoch=0183, lr=0.001985 2021-04-14 23:42:49,367 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=0.30ms, fps=2185 images/s, loss=0.0058, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.787110, arrival_time=2021-04-14 23:43:11.154408, cost_time=0:00:01.171352 2021-04-14 23:42:50,337 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=3.19ms, fps=2641 images/s, loss=0.0065, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:18.841504, arrival_time=2021-04-14 23:43:09.178671, cost_time=0:00:02.141080 2021-04-14 23:42:51,315 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.37ms, fps=2618 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:17.263336, arrival_time=2021-04-14 23:43:08.579168, cost_time=0:00:03.119890 2021-04-14 23:42:52,290 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.86ms, fps=2627 images/s, loss=0.0073, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:15.969408, arrival_time=2021-04-14 23:43:08.260149, cost_time=0:00:04.094705 2021-04-14 23:42:53,257 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.53ms, fps=2651 images/s, loss=0.0073, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.778558, arrival_time=2021-04-14 23:43:08.035641, cost_time=0:00:05.061147 2021-04-14 23:42:54,224 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.91ms, fps=2646 images/s, loss=0.0069, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:13.665552, arrival_time=2021-04-14 23:43:07.890398, cost_time=0:00:06.028910 2021-04-14 23:42:55,187 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=2.25ms, fps=2660 images/s, loss=0.0069, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:12.585006, arrival_time=2021-04-14 23:43:07.772705, cost_time=0:00:06.991696 2021-04-14 23:42:56,156 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.31ms, fps=2645 images/s, loss=0.0068, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.542116, arrival_time=2021-04-14 23:43:07.698190, cost_time=0:00:07.960113 2021-04-14 23:42:57,120 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.58ms, fps=2656 images/s, loss=0.0066, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:10.510960, arrival_time=2021-04-14 23:43:07.631275, cost_time=0:00:08.924373 2021-04-14 23:42:58,088 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.36ms, fps=2644 images/s, loss=0.0064, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.497184, arrival_time=2021-04-14 23:43:07.586030, cost_time=0:00:09.892907 2021-04-14 23:42:59,049 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.28ms, fps=2665 images/s, loss=0.0066, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.485792, arrival_time=2021-04-14 23:43:07.535656, cost_time=0:00:10.853918 2021-04-14 23:43:00,013 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.50ms, fps=2658 images/s, loss=0.0066, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.484328, arrival_time=2021-04-14 23:43:07.497981, cost_time=0:00:11.817344 2021-04-14 23:43:00,982 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.36ms, fps=2645 images/s, loss=0.0065, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.491562, arrival_time=2021-04-14 23:43:07.473963, cost_time=0:00:12.786457 2021-04-14 23:43:01,953 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.43ms, fps=2637 images/s, loss=0.0065, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.503008, arrival_time=2021-04-14 23:43:07.456404, cost_time=0:00:13.757458 2021-04-14 23:43:02,926 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.35ms, fps=2632 images/s, loss=0.0066, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.517292, arrival_time=2021-04-14 23:43:07.443644, cost_time=0:00:14.730327 2021-04-14 23:43:03,885 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.34ms, fps=2670 images/s, loss=0.0065, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.530160, arrival_time=2021-04-14 23:43:07.415771, cost_time=0:00:15.689673 2021-04-14 23:43:04,850 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.39ms, fps=2655 images/s, loss=0.0065, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.547142, arrival_time=2021-04-14 23:43:07.397477, cost_time=0:00:16.654392 2021-04-14 23:43:05,814 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.73ms, fps=2656 images/s, loss=0.0064, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.566112, arrival_time=2021-04-14 23:43:07.380877, cost_time=0:00:17.618765 2021-04-14 23:43:06,785 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.13ms, fps=2639 images/s, loss=0.0065, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.587028, arrival_time=2021-04-14 23:43:07.372249, cost_time=0:00:18.589292 2021-04-14 23:43:07,326 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.16ms, fps=2513 images/s, loss=0.0065, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:43:07.326676, cost_time=0:00:19.130748 2021-04-14 23:43:07,808 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=0.42ms, fps=5331 images/s, loss=0.2710, top1-acc=92.73%, top5-acc=99.84%, remaining_time=0:00:01.440510, arrival_time=2021-04-14 23:43:09.249045, cost_time=0:00:00.480171 2021-04-14 23:43:08,141 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=0.21ms, fps=7692 images/s, loss=0.2970, top1-acc=92.58%, top5-acc=99.73%, remaining_time=0:00:00.813480, arrival_time=2021-04-14 23:43:08.955300, cost_time=0:00:00.813474 2021-04-14 23:43:08,470 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.42ms, fps=7798 images/s, loss=0.2787, top1-acc=92.83%, top5-acc=99.75%, remaining_time=0:00:00.380730, arrival_time=2021-04-14 23:43:08.851247, cost_time=0:00:01.142192 2021-04-14 23:43:08,775 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.05ms, fps=7627 images/s, loss=0.2811, top1-acc=92.69%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 23:43:08.775011, cost_time=0:00:01.446715 2021-04-14 23:43:08,939 INFO : Epoch=0183 complete, best val top1-acc=92.83%, top5-acc=99.77% (epoch=180), remaining_time=0:05:52.740514, arrival_time=2021-04-14 23:49:01.680364, cost_time=1:03:17.147926 2021-04-14 23:43:08,941 INFO : Train start, epoch=0184, lr=0.001772 2021-04-14 23:43:10,087 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.36ms, fps=2234 images/s, loss=0.0044, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.312996, arrival_time=2021-04-14 23:43:31.400010, cost_time=0:00:01.145857 2021-04-14 23:43:11,070 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.97ms, fps=2604 images/s, loss=0.0045, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.738192, arrival_time=2021-04-14 23:43:29.808769, cost_time=0:00:02.129344 2021-04-14 23:43:12,063 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.92ms, fps=2579 images/s, loss=0.0055, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.277778, arrival_time=2021-04-14 23:43:29.341620, cost_time=0:00:03.122490 2021-04-14 23:43:13,044 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.85ms, fps=2611 images/s, loss=0.0061, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.004664, arrival_time=2021-04-14 23:43:29.049578, cost_time=0:00:04.103754 2021-04-14 23:43:14,012 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.27ms, fps=2646 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.808926, arrival_time=2021-04-14 23:43:28.821605, cost_time=0:00:05.071542 2021-04-14 23:43:14,980 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.93ms, fps=2646 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:13.689216, arrival_time=2021-04-14 23:43:28.669733, cost_time=0:00:06.039346 2021-04-14 23:43:15,946 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.51ms, fps=2650 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.610206, arrival_time=2021-04-14 23:43:28.557083, cost_time=0:00:07.005639 2021-04-14 23:43:16,909 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.40ms, fps=2661 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.553832, arrival_time=2021-04-14 23:43:28.463108, cost_time=0:00:07.968127 2021-04-14 23:43:17,870 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.43ms, fps=2663 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.517320, arrival_time=2021-04-14 23:43:28.388266, cost_time=0:00:08.929805 2021-04-14 23:43:18,849 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.47ms, fps=2617 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.512064, arrival_time=2021-04-14 23:43:28.361621, cost_time=0:00:09.908418 2021-04-14 23:43:19,812 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.40ms, fps=2659 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.499724, arrival_time=2021-04-14 23:43:28.312581, cost_time=0:00:10.871696 2021-04-14 23:43:20,773 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.35ms, fps=2665 images/s, loss=0.0060, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.494056, arrival_time=2021-04-14 23:43:28.267924, cost_time=0:00:11.832742 2021-04-14 23:43:21,737 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.49ms, fps=2659 images/s, loss=0.0060, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.496380, arrival_time=2021-04-14 23:43:28.233366, cost_time=0:00:12.795843 2021-04-14 23:43:22,701 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.33ms, fps=2655 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.504128, arrival_time=2021-04-14 23:43:28.205640, cost_time=0:00:13.760283 2021-04-14 23:43:23,667 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.49ms, fps=2652 images/s, loss=0.0060, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.516050, arrival_time=2021-04-14 23:43:28.183473, cost_time=0:00:14.726267 2021-04-14 23:43:24,631 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.32ms, fps=2656 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.530340, arrival_time=2021-04-14 23:43:28.161921, cost_time=0:00:15.690424 2021-04-14 23:43:25,606 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.63ms, fps=2627 images/s, loss=0.0059, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.548832, arrival_time=2021-04-14 23:43:28.155436, cost_time=0:00:16.665466 2021-04-14 23:43:26,584 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.90ms, fps=2619 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.568288, arrival_time=2021-04-14 23:43:28.152726, cost_time=0:00:17.643296 2021-04-14 23:43:27,549 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.35ms, fps=2654 images/s, loss=0.0059, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00.587634, arrival_time=2021-04-14 23:43:28.137142, cost_time=0:00:18.608372 2021-04-14 23:43:28,094 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.42ms, fps=2496 images/s, loss=0.0059, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:43:28.094652, cost_time=0:00:19.153522 2021-04-14 23:43:28,550 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=4.89ms, fps=5631 images/s, loss=0.3047, top1-acc=92.46%, top5-acc=99.57%, remaining_time=0:00:01.363860, arrival_time=2021-04-14 23:43:29.914805, cost_time=0:00:00.454623 2021-04-14 23:43:28,885 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=3.20ms, fps=7664 images/s, loss=0.3076, top1-acc=92.46%, top5-acc=99.65%, remaining_time=0:00:00.789000, arrival_time=2021-04-14 23:43:29.674362, cost_time=0:00:00.789003 2021-04-14 23:43:29,221 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.29ms, fps=7619 images/s, loss=0.2969, top1-acc=92.81%, top5-acc=99.66%, remaining_time=0:00:00.375170, arrival_time=2021-04-14 23:43:29.597008, cost_time=0:00:01.125501 2021-04-14 23:43:29,529 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.05ms, fps=7543 images/s, loss=0.2836, top1-acc=92.84%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:43:29.529787, cost_time=0:00:01.433489 2021-04-14 23:43:29,783 INFO : Epoch=0184 complete, best val top1-acc=92.84%, top5-acc=99.67% (epoch=184), remaining_time=0:05:31.999232, arrival_time=2021-04-14 23:49:01.782297, cost_time=1:03:37.991082 2021-04-14 23:43:29,785 INFO : Train start, epoch=0185, lr=0.001571 2021-04-14 23:43:30,933 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=0.46ms, fps=2230 images/s, loss=0.0042, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:21.347964, arrival_time=2021-04-14 23:43:52.281077, cost_time=0:00:01.147743 2021-04-14 23:43:31,893 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.69ms, fps=2666 images/s, loss=0.0047, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:18.556208, arrival_time=2021-04-14 23:43:50.450131, cost_time=0:00:02.108654 2021-04-14 23:43:32,868 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.58ms, fps=2628 images/s, loss=0.0052, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.059986, arrival_time=2021-04-14 23:43:49.928499, cost_time=0:00:03.083135 2021-04-14 23:43:33,844 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.35ms, fps=2626 images/s, loss=0.0051, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:15.829008, arrival_time=2021-04-14 23:43:49.673030, cost_time=0:00:04.058733 2021-04-14 23:43:34,813 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.43ms, fps=2641 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.683074, arrival_time=2021-04-14 23:43:49.496813, cost_time=0:00:05.028463 2021-04-14 23:43:35,789 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.27ms, fps=2625 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.609520, arrival_time=2021-04-14 23:43:49.398996, cost_time=0:00:06.004206 2021-04-14 23:43:36,754 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.36ms, fps=2654 images/s, loss=0.0057, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.544308, arrival_time=2021-04-14 23:43:49.298749, cost_time=0:00:06.969068 2021-04-14 23:43:37,736 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.67ms, fps=2607 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.529704, arrival_time=2021-04-14 23:43:49.266514, cost_time=0:00:07.951526 2021-04-14 23:43:38,697 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.63ms, fps=2666 images/s, loss=0.0059, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.496650, arrival_time=2021-04-14 23:43:49.194154, cost_time=0:00:08.912238 2021-04-14 23:43:39,667 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.43ms, fps=2640 images/s, loss=0.0058, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.487008, arrival_time=2021-04-14 23:43:49.154538, cost_time=0:00:09.882255 2021-04-14 23:43:40,639 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.65ms, fps=2635 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.486136, arrival_time=2021-04-14 23:43:49.125737, cost_time=0:00:10.854325 2021-04-14 23:43:41,603 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.57ms, fps=2657 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.484860, arrival_time=2021-04-14 23:43:49.088360, cost_time=0:00:11.818233 2021-04-14 23:43:42,568 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.36ms, fps=2653 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.489978, arrival_time=2021-04-14 23:43:49.058613, cost_time=0:00:12.783351 2021-04-14 23:43:43,535 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.27ms, fps=2648 images/s, loss=0.0058, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.500152, arrival_time=2021-04-14 23:43:49.035849, cost_time=0:00:13.750337 2021-04-14 23:43:44,495 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.38ms, fps=2670 images/s, loss=0.0058, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.510990, arrival_time=2021-04-14 23:43:49.006029, cost_time=0:00:14.709767 2021-04-14 23:43:45,459 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.52ms, fps=2656 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.526668, arrival_time=2021-04-14 23:43:48.985990, cost_time=0:00:15.674046 2021-04-14 23:43:46,423 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.48ms, fps=2656 images/s, loss=0.0058, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.544672, arrival_time=2021-04-14 23:43:48.968121, cost_time=0:00:16.638160 2021-04-14 23:43:47,387 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.26ms, fps=2655 images/s, loss=0.0058, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.564672, arrival_time=2021-04-14 23:43:48.952589, cost_time=0:00:17.602646 2021-04-14 23:43:48,349 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.21ms, fps=2664 images/s, loss=0.0058, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.586230, arrival_time=2021-04-14 23:43:48.935539, cost_time=0:00:18.564012 2021-04-14 23:43:48,895 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.47ms, fps=2494 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:43:48.894997, cost_time=0:00:19.109731 2021-04-14 23:43:49,371 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=0.27ms, fps=5394 images/s, loss=0.2984, top1-acc=92.54%, top5-acc=99.65%, remaining_time=0:00:01.423740, arrival_time=2021-04-14 23:43:50.795126, cost_time=0:00:00.474580 2021-04-14 23:43:49,700 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=0.30ms, fps=7782 images/s, loss=0.2914, top1-acc=92.73%, top5-acc=99.77%, remaining_time=0:00:00.804060, arrival_time=2021-04-14 23:43:50.504865, cost_time=0:00:00.804057 2021-04-14 23:43:50,032 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=2.08ms, fps=7720 images/s, loss=0.2896, top1-acc=92.80%, top5-acc=99.73%, remaining_time=0:00:00.378680, arrival_time=2021-04-14 23:43:50.411465, cost_time=0:00:01.136032 2021-04-14 23:43:50,336 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.06ms, fps=7655 images/s, loss=0.2919, top1-acc=92.61%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-14 23:43:50.336183, cost_time=0:00:01.439469 2021-04-14 23:43:50,477 INFO : Epoch=0185 complete, best val top1-acc=92.84%, top5-acc=99.67% (epoch=184), remaining_time=0:05:11.244750, arrival_time=2021-04-14 23:49:01.721966, cost_time=1:03:58.685284 2021-04-14 23:43:50,478 INFO : Train start, epoch=0186, lr=0.001382 2021-04-14 23:43:51,611 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.47ms, fps=2260 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.066732, arrival_time=2021-04-14 23:44:12.677842, cost_time=0:00:01.132618 2021-04-14 23:43:52,575 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.31ms, fps=2654 images/s, loss=0.0065, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:18.457648, arrival_time=2021-04-14 23:44:11.033590, cost_time=0:00:02.097458 2021-04-14 23:43:53,543 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.51ms, fps=2648 images/s, loss=0.0063, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:16.958394, arrival_time=2021-04-14 23:44:10.501644, cost_time=0:00:03.064763 2021-04-14 23:43:54,510 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.44ms, fps=2648 images/s, loss=0.0059, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:15.724020, arrival_time=2021-04-14 23:44:10.234325, cost_time=0:00:04.031818 2021-04-14 23:43:55,477 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.35ms, fps=2647 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.597518, arrival_time=2021-04-14 23:44:10.075166, cost_time=0:00:04.999164 2021-04-14 23:43:56,437 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.47ms, fps=2667 images/s, loss=0.0067, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:13.508064, arrival_time=2021-04-14 23:44:09.945974, cost_time=0:00:05.959422 2021-04-14 23:43:57,402 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.36ms, fps=2656 images/s, loss=0.0064, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.462786, arrival_time=2021-04-14 23:44:09.865028, cost_time=0:00:06.923762 2021-04-14 23:43:58,375 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.42ms, fps=2633 images/s, loss=0.0062, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:11.449780, arrival_time=2021-04-14 23:44:09.824717, cost_time=0:00:07.896393 2021-04-14 23:43:59,345 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.32ms, fps=2639 images/s, loss=0.0063, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.443544, arrival_time=2021-04-14 23:44:09.789152, cost_time=0:00:08.867121 2021-04-14 23:44:00,308 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.42ms, fps=2660 images/s, loss=0.0062, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.436608, arrival_time=2021-04-14 23:44:09.744969, cost_time=0:00:09.829795 2021-04-14 23:44:01,274 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.37ms, fps=2652 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.440298, arrival_time=2021-04-14 23:44:09.714505, cost_time=0:00:10.795726 2021-04-14 23:44:02,234 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.29ms, fps=2668 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.445340, arrival_time=2021-04-14 23:44:09.679594, cost_time=0:00:11.755772 2021-04-14 23:44:03,204 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.37ms, fps=2641 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.460674, arrival_time=2021-04-14 23:44:09.664754, cost_time=0:00:12.725598 2021-04-14 23:44:04,169 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.41ms, fps=2654 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:05.476296, arrival_time=2021-04-14 23:44:09.645510, cost_time=0:00:13.690671 2021-04-14 23:44:05,130 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.31ms, fps=2664 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.493280, arrival_time=2021-04-14 23:44:09.623837, cost_time=0:00:14.652060 2021-04-14 23:44:06,091 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.23ms, fps=2665 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.512952, arrival_time=2021-04-14 23:44:09.604539, cost_time=0:00:15.613108 2021-04-14 23:44:07,050 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.45ms, fps=2671 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.534532, arrival_time=2021-04-14 23:44:09.584904, cost_time=0:00:16.571896 2021-04-14 23:44:08,010 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.31ms, fps=2667 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.558416, arrival_time=2021-04-14 23:44:09.569109, cost_time=0:00:17.532212 2021-04-14 23:44:08,971 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.31ms, fps=2667 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.583974, arrival_time=2021-04-14 23:44:09.555037, cost_time=0:00:18.492584 2021-04-14 23:44:09,511 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.13ms, fps=2516 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:09.511906, cost_time=0:00:19.033428 2021-04-14 23:44:09,990 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=2.48ms, fps=5373 images/s, loss=0.2868, top1-acc=92.54%, top5-acc=99.69%, remaining_time=0:00:01.429320, arrival_time=2021-04-14 23:44:11.419409, cost_time=0:00:00.476440 2021-04-14 23:44:10,365 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=0.19ms, fps=6833 images/s, loss=0.2847, top1-acc=92.54%, top5-acc=99.71%, remaining_time=0:00:00.851420, arrival_time=2021-04-14 23:44:11.216489, cost_time=0:00:00.851415 2021-04-14 23:44:10,751 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=0.26ms, fps=6634 images/s, loss=0.2944, top1-acc=92.51%, top5-acc=99.71%, remaining_time=0:00:00.412540, arrival_time=2021-04-14 23:44:11.163800, cost_time=0:00:01.237619 2021-04-14 23:44:11,056 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.05ms, fps=7601 images/s, loss=0.2877, top1-acc=92.69%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:11.056809, cost_time=0:00:01.543167 2021-04-14 23:44:11,167 INFO : Epoch=0186 complete, best val top1-acc=92.84%, top5-acc=99.67% (epoch=184), remaining_time=0:04:50.490620, arrival_time=2021-04-14 23:49:01.657949, cost_time=1:04:19.375360 2021-04-14 23:44:11,169 INFO : Train start, epoch=0187, lr=0.001204 2021-04-14 23:44:12,331 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=0.21ms, fps=2203 images/s, loss=0.0042, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.609666, arrival_time=2021-04-14 23:44:33.941226, cost_time=0:00:01.161806 2021-04-14 23:44:13,299 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.41ms, fps=2646 images/s, loss=0.0042, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.742240, arrival_time=2021-04-14 23:44:32.041720, cost_time=0:00:02.129806 2021-04-14 23:44:14,263 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.35ms, fps=2657 images/s, loss=0.0042, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.119248, arrival_time=2021-04-14 23:44:31.382842, cost_time=0:00:03.093843 2021-04-14 23:44:15,226 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.49ms, fps=2660 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.822144, arrival_time=2021-04-14 23:44:31.048760, cost_time=0:00:04.056944 2021-04-14 23:44:16,199 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.35ms, fps=2631 images/s, loss=0.0041, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.688038, arrival_time=2021-04-14 23:44:30.887871, cost_time=0:00:05.030150 2021-04-14 23:44:17,163 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.49ms, fps=2658 images/s, loss=0.0042, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:13.585312, arrival_time=2021-04-14 23:44:30.748527, cost_time=0:00:05.993537 2021-04-14 23:44:18,141 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=2.05ms, fps=2618 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.549096, arrival_time=2021-04-14 23:44:30.690567, cost_time=0:00:06.971716 2021-04-14 23:44:19,109 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.31ms, fps=2646 images/s, loss=0.0045, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.512420, arrival_time=2021-04-14 23:44:30.621731, cost_time=0:00:07.939633 2021-04-14 23:44:20,107 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=17.37ms, fps=2566 images/s, loss=0.0048, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.526436, arrival_time=2021-04-14 23:44:30.633714, cost_time=0:00:08.937561 2021-04-14 23:44:21,084 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.32ms, fps=2620 images/s, loss=0.0048, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:09.518496, arrival_time=2021-04-14 23:44:30.603233, cost_time=0:00:09.915071 2021-04-14 23:44:22,059 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.28ms, fps=2627 images/s, loss=0.0049, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.514000, arrival_time=2021-04-14 23:44:30.573720, cost_time=0:00:10.890013 2021-04-14 23:44:23,039 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.99ms, fps=2614 images/s, loss=0.0048, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.517616, arrival_time=2021-04-14 23:44:30.557262, cost_time=0:00:11.869972 2021-04-14 23:44:24,017 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.81ms, fps=2620 images/s, loss=0.0048, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.522582, arrival_time=2021-04-14 23:44:30.539781, cost_time=0:00:12.847526 2021-04-14 23:44:24,983 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.38ms, fps=2650 images/s, loss=0.0048, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.525632, arrival_time=2021-04-14 23:44:30.509481, cost_time=0:00:13.814099 2021-04-14 23:44:25,951 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.78ms, fps=2646 images/s, loss=0.0047, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.533208, arrival_time=2021-04-14 23:44:30.485021, cost_time=0:00:14.782140 2021-04-14 23:44:26,927 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.39ms, fps=2626 images/s, loss=0.0048, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.545388, arrival_time=2021-04-14 23:44:30.472350, cost_time=0:00:15.757278 2021-04-14 23:44:27,894 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.38ms, fps=2648 images/s, loss=0.0048, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.557854, arrival_time=2021-04-14 23:44:30.451946, cost_time=0:00:16.724420 2021-04-14 23:44:28,857 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.26ms, fps=2660 images/s, loss=0.0048, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.572208, arrival_time=2021-04-14 23:44:30.429176, cost_time=0:00:17.687290 2021-04-14 23:44:29,832 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.11ms, fps=2627 images/s, loss=0.0047, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.589338, arrival_time=2021-04-14 23:44:30.421313, cost_time=0:00:18.662306 2021-04-14 23:44:30,372 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=0.06ms, fps=2517 images/s, loss=0.0047, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:30.372552, cost_time=0:00:19.202885 2021-04-14 23:44:30,881 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.30ms, fps=5053 images/s, loss=0.2941, top1-acc=92.54%, top5-acc=99.61%, remaining_time=0:00:01.519770, arrival_time=2021-04-14 23:44:32.400814, cost_time=0:00:00.506588 2021-04-14 23:44:31,231 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=0.21ms, fps=7306 images/s, loss=0.2726, top1-acc=93.01%, top5-acc=99.77%, remaining_time=0:00:00.857500, arrival_time=2021-04-14 23:44:32.089396, cost_time=0:00:00.857499 2021-04-14 23:44:31,568 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=5.49ms, fps=7610 images/s, loss=0.2873, top1-acc=92.90%, top5-acc=99.73%, remaining_time=0:00:00.398080, arrival_time=2021-04-14 23:44:31.966752, cost_time=0:00:01.194236 2021-04-14 23:44:31,874 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.05ms, fps=7598 images/s, loss=0.2945, top1-acc=92.98%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:31.874439, cost_time=0:00:01.500058 2021-04-14 23:44:32,051 INFO : Epoch=0187 complete, best val top1-acc=92.98%, top5-acc=99.73% (epoch=187), remaining_time=0:04:29.750637, arrival_time=2021-04-14 23:49:01.801758, cost_time=1:04:40.259175 2021-04-14 23:44:32,052 INFO : Train start, epoch=0188, lr=0.001039 2021-04-14 23:44:33,195 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.53ms, fps=2240 images/s, loss=0.0045, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.259242, arrival_time=2021-04-14 23:44:54.454609, cost_time=0:00:01.142969 2021-04-14 23:44:34,169 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.84ms, fps=2628 images/s, loss=0.0052, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.633648, arrival_time=2021-04-14 23:44:52.803511, cost_time=0:00:02.117463 2021-04-14 23:44:35,141 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.45ms, fps=2637 images/s, loss=0.0055, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.090198, arrival_time=2021-04-14 23:44:52.231180, cost_time=0:00:03.088576 2021-04-14 23:44:36,105 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.23ms, fps=2654 images/s, loss=0.0052, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.808416, arrival_time=2021-04-14 23:44:51.914278, cost_time=0:00:04.053456 2021-04-14 23:44:37,071 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.61ms, fps=2651 images/s, loss=0.0056, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.656502, arrival_time=2021-04-14 23:44:51.728262, cost_time=0:00:05.019361 2021-04-14 23:44:38,038 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.61ms, fps=2649 images/s, loss=0.0055, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:13.568176, arrival_time=2021-04-14 23:44:51.606644, cost_time=0:00:05.985985 2021-04-14 23:44:39,000 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.42ms, fps=2661 images/s, loss=0.0054, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.507264, arrival_time=2021-04-14 23:44:51.508166, cost_time=0:00:06.948502 2021-04-14 23:44:39,982 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.49ms, fps=2611 images/s, loss=0.0053, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.497688, arrival_time=2021-04-14 23:44:51.479634, cost_time=0:00:07.929455 2021-04-14 23:44:40,944 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.36ms, fps=2662 images/s, loss=0.0054, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.472588, arrival_time=2021-04-14 23:44:51.416826, cost_time=0:00:08.891816 2021-04-14 23:44:41,907 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.60ms, fps=2660 images/s, loss=0.0053, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.460320, arrival_time=2021-04-14 23:44:51.367264, cost_time=0:00:09.854486 2021-04-14 23:44:42,875 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.44ms, fps=2645 images/s, loss=0.0053, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.461540, arrival_time=2021-04-14 23:44:51.336864, cost_time=0:00:10.822926 2021-04-14 23:44:43,841 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.44ms, fps=2652 images/s, loss=0.0053, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.466012, arrival_time=2021-04-14 23:44:51.307010, cost_time=0:00:11.788414 2021-04-14 23:44:44,820 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.42ms, fps=2616 images/s, loss=0.0053, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.482190, arrival_time=2021-04-14 23:44:51.302552, cost_time=0:00:12.767898 2021-04-14 23:44:45,791 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.61ms, fps=2639 images/s, loss=0.0052, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.495448, arrival_time=2021-04-14 23:44:51.286505, cost_time=0:00:13.738656 2021-04-14 23:44:46,757 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.83ms, fps=2651 images/s, loss=0.0052, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.509472, arrival_time=2021-04-14 23:44:51.266662, cost_time=0:00:14.704734 2021-04-14 23:44:47,729 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.26ms, fps=2634 images/s, loss=0.0051, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.527352, arrival_time=2021-04-14 23:44:51.256843, cost_time=0:00:15.677086 2021-04-14 23:44:48,697 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.36ms, fps=2645 images/s, loss=0.0052, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.545790, arrival_time=2021-04-14 23:44:51.243681, cost_time=0:00:16.645474 2021-04-14 23:44:49,660 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.31ms, fps=2661 images/s, loss=0.0051, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.565152, arrival_time=2021-04-14 23:44:51.225566, cost_time=0:00:17.608013 2021-04-14 23:44:50,641 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.50ms, fps=2612 images/s, loss=0.0051, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.587004, arrival_time=2021-04-14 23:44:51.228000, cost_time=0:00:18.588521 2021-04-14 23:44:51,183 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.12ms, fps=2508 images/s, loss=0.0050, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:51.183714, cost_time=0:00:19.131304 2021-04-14 23:44:51,714 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=44.74ms, fps=4838 images/s, loss=0.2922, top1-acc=92.70%, top5-acc=99.84%, remaining_time=0:00:01.587360, arrival_time=2021-04-14 23:44:53.302178, cost_time=0:00:00.529122 2021-04-14 23:44:52,040 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.88ms, fps=7879 images/s, loss=0.2853, top1-acc=92.83%, top5-acc=99.84%, remaining_time=0:00:00.854500, arrival_time=2021-04-14 23:44:52.894657, cost_time=0:00:00.854507 2021-04-14 23:44:52,378 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=0.40ms, fps=7584 images/s, loss=0.2784, top1-acc=93.12%, top5-acc=99.80%, remaining_time=0:00:00.397490, arrival_time=2021-04-14 23:44:52.775601, cost_time=0:00:01.192468 2021-04-14 23:44:52,684 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.06ms, fps=7571 images/s, loss=0.2953, top1-acc=92.98%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:52.684870, cost_time=0:00:01.499238 2021-04-14 23:44:52,814 INFO : Epoch=0188 complete, best val top1-acc=92.98%, top5-acc=99.73% (epoch=187), remaining_time=0:04:09.001452, arrival_time=2021-04-14 23:49:01.816223, cost_time=1:05:01.022829 2021-04-14 23:44:52,816 INFO : Train start, epoch=0189, lr=0.000886 2021-04-14 23:44:53,945 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.31ms, fps=2267 images/s, loss=0.0051, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.007212, arrival_time=2021-04-14 23:45:14.952737, cost_time=0:00:01.129420 2021-04-14 23:44:54,912 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.92ms, fps=2648 images/s, loss=0.0052, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.450080, arrival_time=2021-04-14 23:45:13.362877, cost_time=0:00:02.096594 2021-04-14 23:44:55,879 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.32ms, fps=2648 images/s, loss=0.0050, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.953082, arrival_time=2021-04-14 23:45:12.833002, cost_time=0:00:03.063800 2021-04-14 23:44:56,847 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=2.16ms, fps=2647 images/s, loss=0.0048, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.721836, arrival_time=2021-04-14 23:45:12.569411, cost_time=0:00:04.031255 2021-04-14 23:44:57,852 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.65ms, fps=2548 images/s, loss=0.0049, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.707310, arrival_time=2021-04-14 23:45:12.560188, cost_time=0:00:05.036754 2021-04-14 23:44:58,829 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.40ms, fps=2623 images/s, loss=0.0051, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:13.629512, arrival_time=2021-04-14 23:45:12.458752, cost_time=0:00:06.013028 2021-04-14 23:44:59,794 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.74ms, fps=2654 images/s, loss=0.0050, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.561318, arrival_time=2021-04-14 23:45:12.355936, cost_time=0:00:06.978508 2021-04-14 23:45:00,766 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.68ms, fps=2634 images/s, loss=0.0051, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.528428, arrival_time=2021-04-14 23:45:12.295298, cost_time=0:00:07.950667 2021-04-14 23:45:01,734 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.36ms, fps=2646 images/s, loss=0.0053, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.504176, arrival_time=2021-04-14 23:45:12.238917, cost_time=0:00:08.918629 2021-04-14 23:45:02,698 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.30ms, fps=2659 images/s, loss=0.0053, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.486624, arrival_time=2021-04-14 23:45:12.184618, cost_time=0:00:09.881880 2021-04-14 23:45:03,663 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.50ms, fps=2654 images/s, loss=0.0054, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.480202, arrival_time=2021-04-14 23:45:12.143226, cost_time=0:00:10.846818 2021-04-14 23:45:04,630 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.39ms, fps=2648 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.482200, arrival_time=2021-04-14 23:45:12.112378, cost_time=0:00:11.814013 2021-04-14 23:45:05,615 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.99ms, fps=2600 images/s, loss=0.0053, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.497964, arrival_time=2021-04-14 23:45:12.113063, cost_time=0:00:12.798979 2021-04-14 23:45:06,601 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.98ms, fps=2596 images/s, loss=0.0053, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.514152, arrival_time=2021-04-14 23:45:12.115608, cost_time=0:00:13.785338 2021-04-14 23:45:07,575 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.77ms, fps=2630 images/s, loss=0.0052, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.526170, arrival_time=2021-04-14 23:45:12.101541, cost_time=0:00:14.759211 2021-04-14 23:45:08,559 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=2.50ms, fps=2604 images/s, loss=0.0052, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.542148, arrival_time=2021-04-14 23:45:12.101210, cost_time=0:00:15.742946 2021-04-14 23:45:09,520 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.32ms, fps=2663 images/s, loss=0.0051, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.554838, arrival_time=2021-04-14 23:45:12.075665, cost_time=0:00:16.704712 2021-04-14 23:45:10,483 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.36ms, fps=2661 images/s, loss=0.0052, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.570400, arrival_time=2021-04-14 23:45:12.053488, cost_time=0:00:17.666959 2021-04-14 23:45:11,446 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.11ms, fps=2658 images/s, loss=0.0053, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.588336, arrival_time=2021-04-14 23:45:12.035135, cost_time=0:00:18.630602 2021-04-14 23:45:11,988 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.25ms, fps=2515 images/s, loss=0.0053, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:11.988130, cost_time=0:00:19.172022 2021-04-14 23:45:12,441 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=0.40ms, fps=5671 images/s, loss=0.2780, top1-acc=93.16%, top5-acc=99.69%, remaining_time=0:00:01.354110, arrival_time=2021-04-14 23:45:13.795474, cost_time=0:00:00.451371 2021-04-14 23:45:12,776 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=0.18ms, fps=7650 images/s, loss=0.3086, top1-acc=92.54%, top5-acc=99.61%, remaining_time=0:00:00.786500, arrival_time=2021-04-14 23:45:13.562954, cost_time=0:00:00.786506 2021-04-14 23:45:13,112 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=0.42ms, fps=7621 images/s, loss=0.3055, top1-acc=92.50%, top5-acc=99.62%, remaining_time=0:00:00.374260, arrival_time=2021-04-14 23:45:13.487057, cost_time=0:00:01.122792 2021-04-14 23:45:13,420 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.05ms, fps=7543 images/s, loss=0.2936, top1-acc=92.69%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:13.420838, cost_time=0:00:01.430927 2021-04-14 23:45:13,523 INFO : Epoch=0189 complete, best val top1-acc=92.98%, top5-acc=99.73% (epoch=187), remaining_time=0:03:48.248911, arrival_time=2021-04-14 23:49:01.772086, cost_time=1:05:21.731239 2021-04-14 23:45:13,524 INFO : Train start, epoch=0190, lr=0.000745 2021-04-14 23:45:14,674 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.50ms, fps=2227 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.383304, arrival_time=2021-04-14 23:45:36.057417, cost_time=0:00:01.149644 2021-04-14 23:45:15,637 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.55ms, fps=2659 images/s, loss=0.0047, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.593872, arrival_time=2021-04-14 23:45:34.231376, cost_time=0:00:02.112942 2021-04-14 23:45:16,597 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.27ms, fps=2669 images/s, loss=0.0050, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.003048, arrival_time=2021-04-14 23:45:33.600362, cost_time=0:00:03.072848 2021-04-14 23:45:17,560 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.31ms, fps=2660 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:15.738996, arrival_time=2021-04-14 23:45:33.299194, cost_time=0:00:04.035629 2021-04-14 23:45:18,523 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.31ms, fps=2660 images/s, loss=0.0047, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.596642, arrival_time=2021-04-14 23:45:33.119940, cost_time=0:00:04.998830 2021-04-14 23:45:19,488 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.63ms, fps=2654 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:13.517992, arrival_time=2021-04-14 23:45:33.006276, cost_time=0:00:05.963816 2021-04-14 23:45:20,452 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.36ms, fps=2658 images/s, loss=0.0047, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.469212, arrival_time=2021-04-14 23:45:32.921190, cost_time=0:00:06.927342 2021-04-14 23:45:21,422 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.40ms, fps=2638 images/s, loss=0.0046, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.452680, arrival_time=2021-04-14 23:45:32.875550, cost_time=0:00:07.898368 2021-04-14 23:45:22,396 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.34ms, fps=2631 images/s, loss=0.0046, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.448844, arrival_time=2021-04-14 23:45:32.844974, cost_time=0:00:08.871659 2021-04-14 23:45:23,367 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.41ms, fps=2637 images/s, loss=0.0046, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.448992, arrival_time=2021-04-14 23:45:32.816135, cost_time=0:00:09.842672 2021-04-14 23:45:24,342 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.79ms, fps=2627 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.457498, arrival_time=2021-04-14 23:45:32.799690, cost_time=0:00:10.817720 2021-04-14 23:45:25,325 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.82ms, fps=2603 images/s, loss=0.0047, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.474220, arrival_time=2021-04-14 23:45:32.800077, cost_time=0:00:11.801391 2021-04-14 23:45:26,304 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.57ms, fps=2618 images/s, loss=0.0046, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.488064, arrival_time=2021-04-14 23:45:32.792147, cost_time=0:00:12.779529 2021-04-14 23:45:27,268 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.70ms, fps=2656 images/s, loss=0.0049, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.497576, arrival_time=2021-04-14 23:45:32.766136, cost_time=0:00:13.743898 2021-04-14 23:45:28,235 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.43ms, fps=2650 images/s, loss=0.0049, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.511404, arrival_time=2021-04-14 23:45:32.746951, cost_time=0:00:14.711072 2021-04-14 23:45:29,212 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.66ms, fps=2620 images/s, loss=0.0049, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.529908, arrival_time=2021-04-14 23:45:32.742809, cost_time=0:00:15.688426 2021-04-14 23:45:30,176 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.42ms, fps=2658 images/s, loss=0.0050, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.546752, arrival_time=2021-04-14 23:45:32.723101, cost_time=0:00:16.651844 2021-04-14 23:45:31,153 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.40ms, fps=2621 images/s, loss=0.0050, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.567040, arrival_time=2021-04-14 23:45:32.720772, cost_time=0:00:17.629182 2021-04-14 23:45:32,124 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.15ms, fps=2639 images/s, loss=0.0050, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.587364, arrival_time=2021-04-14 23:45:32.711649, cost_time=0:00:18.599828 2021-04-14 23:45:32,671 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.17ms, fps=2488 images/s, loss=0.0050, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:32.671339, cost_time=0:00:19.146890 2021-04-14 23:45:33,125 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=2.23ms, fps=5661 images/s, loss=0.3325, top1-acc=92.73%, top5-acc=99.73%, remaining_time=0:00:01.356510, arrival_time=2021-04-14 23:45:34.481682, cost_time=0:00:00.452168 2021-04-14 23:45:33,488 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=0.41ms, fps=7063 images/s, loss=0.2994, top1-acc=92.97%, top5-acc=99.73%, remaining_time=0:00:00.815080, arrival_time=2021-04-14 23:45:34.303130, cost_time=0:00:00.815083 2021-04-14 23:45:33,819 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=0.31ms, fps=7737 images/s, loss=0.3025, top1-acc=92.80%, top5-acc=99.71%, remaining_time=0:00:00.382100, arrival_time=2021-04-14 23:45:34.201437, cost_time=0:00:01.146288 2021-04-14 23:45:34,130 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.06ms, fps=7472 images/s, loss=0.2965, top1-acc=92.95%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:34.130324, cost_time=0:00:01.457347 2021-04-14 23:45:34,302 INFO : Epoch=0190 complete, best val top1-acc=92.98%, top5-acc=99.73% (epoch=187), remaining_time=0:03:27.500550, arrival_time=2021-04-14 23:49:01.802906, cost_time=1:05:42.510420 2021-04-14 23:45:34,303 INFO : Train start, epoch=0191, lr=0.000616 2021-04-14 23:45:35,472 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=0.26ms, fps=2191 images/s, loss=0.0037, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.731868, arrival_time=2021-04-14 23:45:57.204013, cost_time=0:00:01.168378 2021-04-14 23:45:36,445 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.49ms, fps=2631 images/s, loss=0.0041, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.852240, arrival_time=2021-04-14 23:45:55.298163, cost_time=0:00:02.142294 2021-04-14 23:45:37,419 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.40ms, fps=2631 images/s, loss=0.0045, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.239432, arrival_time=2021-04-14 23:45:54.658710, cost_time=0:00:03.115549 2021-04-14 23:45:38,390 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.35ms, fps=2637 images/s, loss=0.0045, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.938364, arrival_time=2021-04-14 23:45:54.328781, cost_time=0:00:04.086774 2021-04-14 23:45:39,356 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.30ms, fps=2651 images/s, loss=0.0048, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.754614, arrival_time=2021-04-14 23:45:54.111196, cost_time=0:00:05.052939 2021-04-14 23:45:40,319 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.26ms, fps=2660 images/s, loss=0.0050, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.635768, arrival_time=2021-04-14 23:45:53.955179, cost_time=0:00:06.015782 2021-04-14 23:45:41,280 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.51ms, fps=2665 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.557790, arrival_time=2021-04-14 23:45:53.838132, cost_time=0:00:06.976572 2021-04-14 23:45:42,245 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.32ms, fps=2655 images/s, loss=0.0047, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.515088, arrival_time=2021-04-14 23:45:53.760216, cost_time=0:00:07.941478 2021-04-14 23:45:43,205 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.55ms, fps=2667 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.484460, arrival_time=2021-04-14 23:45:53.689983, cost_time=0:00:08.901891 2021-04-14 23:45:44,166 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.46ms, fps=2665 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.468192, arrival_time=2021-04-14 23:45:53.634502, cost_time=0:00:09.862668 2021-04-14 23:45:45,126 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.43ms, fps=2667 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.461454, arrival_time=2021-04-14 23:45:53.587923, cost_time=0:00:10.822831 2021-04-14 23:45:46,095 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.30ms, fps=2643 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.468064, arrival_time=2021-04-14 23:45:53.563425, cost_time=0:00:11.791728 2021-04-14 23:45:47,059 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.47ms, fps=2657 images/s, loss=0.0050, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.475920, arrival_time=2021-04-14 23:45:53.535150, cost_time=0:00:12.755589 2021-04-14 23:45:48,021 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.43ms, fps=2661 images/s, loss=0.0050, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.487272, arrival_time=2021-04-14 23:45:53.509114, cost_time=0:00:13.718116 2021-04-14 23:45:48,982 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.37ms, fps=2666 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.501514, arrival_time=2021-04-14 23:45:53.483964, cost_time=0:00:14.678812 2021-04-14 23:45:49,941 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.42ms, fps=2670 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.518532, arrival_time=2021-04-14 23:45:53.460033, cost_time=0:00:15.637867 2021-04-14 23:45:50,903 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.49ms, fps=2662 images/s, loss=0.0050, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.538822, arrival_time=2021-04-14 23:45:53.442513, cost_time=0:00:16.599967 2021-04-14 23:45:51,878 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.37ms, fps=2626 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.562256, arrival_time=2021-04-14 23:45:53.441204, cost_time=0:00:17.575314 2021-04-14 23:45:52,845 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.20ms, fps=2649 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.585534, arrival_time=2021-04-14 23:45:53.431115, cost_time=0:00:18.541951 2021-04-14 23:45:53,406 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.54ms, fps=2428 images/s, loss=0.0050, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:53.406057, cost_time=0:00:19.102428 2021-04-14 23:45:53,896 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=0.28ms, fps=5239 images/s, loss=0.2897, top1-acc=92.62%, top5-acc=99.80%, remaining_time=0:00:01.466010, arrival_time=2021-04-14 23:45:55.362486, cost_time=0:00:00.488669 2021-04-14 23:45:54,260 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=0.19ms, fps=7039 images/s, loss=0.3005, top1-acc=92.50%, top5-acc=99.77%, remaining_time=0:00:00.852920, arrival_time=2021-04-14 23:45:55.113582, cost_time=0:00:00.852918 2021-04-14 23:45:54,627 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=0.27ms, fps=6994 images/s, loss=0.2894, top1-acc=92.63%, top5-acc=99.78%, remaining_time=0:00:00.406430, arrival_time=2021-04-14 23:45:55.033447, cost_time=0:00:01.219279 2021-04-14 23:45:54,933 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.10ms, fps=7573 images/s, loss=0.2848, top1-acc=92.81%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:54.933710, cost_time=0:00:01.525951 2021-04-14 23:45:55,071 INFO : Epoch=0191 complete, best val top1-acc=92.98%, top5-acc=99.73% (epoch=187), remaining_time=0:03:06.751404, arrival_time=2021-04-14 23:49:01.823180, cost_time=1:06:03.279819 2021-04-14 23:45:55,073 INFO : Train start, epoch=0192, lr=0.000499 2021-04-14 23:45:56,208 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=0.28ms, fps=2255 images/s, loss=0.0062, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:21.111558, arrival_time=2021-04-14 23:46:17.319743, cost_time=0:00:01.135031 2021-04-14 23:45:57,165 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.42ms, fps=2675 images/s, loss=0.0063, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:18.411536, arrival_time=2021-04-14 23:46:15.577017, cost_time=0:00:02.092228 2021-04-14 23:45:58,123 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.62ms, fps=2673 images/s, loss=0.0059, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:16.880374, arrival_time=2021-04-14 23:46:15.004230, cost_time=0:00:03.050662 2021-04-14 23:45:59,098 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.79ms, fps=2630 images/s, loss=0.0056, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:15.696096, arrival_time=2021-04-14 23:46:14.794119, cost_time=0:00:04.024655 2021-04-14 23:46:00,067 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.56ms, fps=2642 images/s, loss=0.0054, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.584378, arrival_time=2021-04-14 23:46:14.652191, cost_time=0:00:04.994668 2021-04-14 23:46:01,026 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.45ms, fps=2671 images/s, loss=0.0052, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:13.494056, arrival_time=2021-04-14 23:46:14.520489, cost_time=0:00:05.953274 2021-04-14 23:46:01,985 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.34ms, fps=2672 images/s, loss=0.0051, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:12.441366, arrival_time=2021-04-14 23:46:14.426584, cost_time=0:00:06.911903 2021-04-14 23:46:02,943 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.63ms, fps=2672 images/s, loss=0.0050, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.412428, arrival_time=2021-04-14 23:46:14.356262, cost_time=0:00:07.870639 2021-04-14 23:46:03,911 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.33ms, fps=2646 images/s, loss=0.0050, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.409836, arrival_time=2021-04-14 23:46:14.321540, cost_time=0:00:08.838543 2021-04-14 23:46:04,870 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.49ms, fps=2671 images/s, loss=0.0049, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:09.405312, arrival_time=2021-04-14 23:46:14.275766, cost_time=0:00:09.797179 2021-04-14 23:46:05,850 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.33ms, fps=2614 images/s, loss=0.0050, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.425678, arrival_time=2021-04-14 23:46:14.275839, cost_time=0:00:10.777008 2021-04-14 23:46:06,814 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.39ms, fps=2655 images/s, loss=0.0048, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.436372, arrival_time=2021-04-14 23:46:14.251197, cost_time=0:00:11.741582 2021-04-14 23:46:07,788 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.34ms, fps=2629 images/s, loss=0.0047, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.455658, arrival_time=2021-04-14 23:46:14.244568, cost_time=0:00:12.715751 2021-04-14 23:46:08,751 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.24ms, fps=2662 images/s, loss=0.0047, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.471144, arrival_time=2021-04-14 23:46:14.222115, cost_time=0:00:13.677813 2021-04-14 23:46:09,718 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.33ms, fps=2646 images/s, loss=0.0047, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.491302, arrival_time=2021-04-14 23:46:14.210041, cost_time=0:00:14.645582 2021-04-14 23:46:10,687 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.47ms, fps=2645 images/s, loss=0.0046, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.513132, arrival_time=2021-04-14 23:46:14.200339, cost_time=0:00:15.613902 2021-04-14 23:46:11,660 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.28ms, fps=2632 images/s, loss=0.0046, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.536846, arrival_time=2021-04-14 23:46:14.197170, cost_time=0:00:16.587150 2021-04-14 23:46:12,634 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.51ms, fps=2630 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.560976, arrival_time=2021-04-14 23:46:14.195032, cost_time=0:00:17.560891 2021-04-14 23:46:13,601 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.40ms, fps=2648 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.585096, arrival_time=2021-04-14 23:46:14.186345, cost_time=0:00:18.528087 2021-04-14 23:46:14,145 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.32ms, fps=2503 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:46:14.144984, cost_time=0:00:19.071835 2021-04-14 23:46:14,596 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=2.42ms, fps=5692 images/s, loss=0.2476, top1-acc=93.40%, top5-acc=99.80%, remaining_time=0:00:01.349190, arrival_time=2021-04-14 23:46:15.945529, cost_time=0:00:00.449734 2021-04-14 23:46:14,929 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=0.31ms, fps=7695 images/s, loss=0.2788, top1-acc=92.85%, top5-acc=99.79%, remaining_time=0:00:00.782780, arrival_time=2021-04-14 23:46:15.712166, cost_time=0:00:00.782782 2021-04-14 23:46:15,262 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=0.17ms, fps=7700 images/s, loss=0.2892, top1-acc=92.59%, top5-acc=99.75%, remaining_time=0:00:00.371880, arrival_time=2021-04-14 23:46:15.634093, cost_time=0:00:01.115635 2021-04-14 23:46:15,609 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.05ms, fps=6683 images/s, loss=0.2913, top1-acc=92.45%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 23:46:15.609696, cost_time=0:00:01.463125 2021-04-14 23:46:15,756 INFO : Epoch=0192 complete, best val top1-acc=92.98%, top5-acc=99.73% (epoch=187), remaining_time=0:02:45.998520, arrival_time=2021-04-14 23:49:01.754914, cost_time=1:06:23.964455 2021-04-14 23:46:15,757 INFO : Train start, epoch=0193, lr=0.000394 2021-04-14 23:46:16,930 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=0.20ms, fps=2183 images/s, loss=0.0046, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.810546, arrival_time=2021-04-14 23:46:38.740950, cost_time=0:00:01.172614 2021-04-14 23:46:17,898 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.32ms, fps=2645 images/s, loss=0.0047, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.840624, arrival_time=2021-04-14 23:46:36.739342, cost_time=0:00:02.140989 2021-04-14 23:46:18,876 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.27ms, fps=2619 images/s, loss=0.0046, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.256862, arrival_time=2021-04-14 23:46:36.133389, cost_time=0:00:03.118717 2021-04-14 23:46:19,850 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.32ms, fps=2630 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:15.960984, arrival_time=2021-04-14 23:46:35.811266, cost_time=0:00:04.092555 2021-04-14 23:46:20,820 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.53ms, fps=2639 images/s, loss=0.0048, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.783668, arrival_time=2021-04-14 23:46:35.604276, cost_time=0:00:05.062895 2021-04-14 23:46:21,791 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.42ms, fps=2638 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:13.676704, arrival_time=2021-04-14 23:46:35.468255, cost_time=0:00:06.033829 2021-04-14 23:46:22,762 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.30ms, fps=2640 images/s, loss=0.0046, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.607434, arrival_time=2021-04-14 23:46:35.369388, cost_time=0:00:07.004103 2021-04-14 23:46:23,731 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.44ms, fps=2641 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.562416, arrival_time=2021-04-14 23:46:35.294262, cost_time=0:00:07.974117 2021-04-14 23:46:24,706 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.30ms, fps=2629 images/s, loss=0.0046, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.539156, arrival_time=2021-04-14 23:46:35.245176, cost_time=0:00:08.948301 2021-04-14 23:46:25,675 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.35ms, fps=2641 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:09.521280, arrival_time=2021-04-14 23:46:35.197047, cost_time=0:00:09.918020 2021-04-14 23:46:26,649 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.60ms, fps=2629 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.515720, arrival_time=2021-04-14 23:46:35.165631, cost_time=0:00:10.892196 2021-04-14 23:46:27,619 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.43ms, fps=2640 images/s, loss=0.0045, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.512676, arrival_time=2021-04-14 23:46:35.132526, cost_time=0:00:11.862086 2021-04-14 23:46:28,591 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.57ms, fps=2637 images/s, loss=0.0045, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.515454, arrival_time=2021-04-14 23:46:35.106680, cost_time=0:00:12.833506 2021-04-14 23:46:29,559 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.43ms, fps=2645 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.520648, arrival_time=2021-04-14 23:46:35.080061, cost_time=0:00:13.801595 2021-04-14 23:46:30,536 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.48ms, fps=2621 images/s, loss=0.0046, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.532196, arrival_time=2021-04-14 23:46:35.068872, cost_time=0:00:14.778965 2021-04-14 23:46:31,505 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.48ms, fps=2643 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.543300, arrival_time=2021-04-14 23:46:35.049003, cost_time=0:00:15.747987 2021-04-14 23:46:32,474 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.46ms, fps=2643 images/s, loss=0.0045, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.556684, arrival_time=2021-04-14 23:46:35.031264, cost_time=0:00:16.716861 2021-04-14 23:46:33,446 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.30ms, fps=2634 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.572368, arrival_time=2021-04-14 23:46:35.019171, cost_time=0:00:17.689088 2021-04-14 23:46:34,415 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.21ms, fps=2643 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.589200, arrival_time=2021-04-14 23:46:35.004885, cost_time=0:00:18.657917 2021-04-14 23:46:34,963 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.18ms, fps=2486 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:46:34.963329, cost_time=0:00:19.205615 2021-04-14 23:46:35,407 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=1.97ms, fps=5791 images/s, loss=0.2905, top1-acc=93.01%, top5-acc=99.80%, remaining_time=0:00:01.326240, arrival_time=2021-04-14 23:46:36.733394, cost_time=0:00:00.442084 2021-04-14 23:46:35,738 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=0.20ms, fps=7727 images/s, loss=0.2711, top1-acc=93.38%, top5-acc=99.82%, remaining_time=0:00:00.773740, arrival_time=2021-04-14 23:46:36.512539, cost_time=0:00:00.773737 2021-04-14 23:46:36,067 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.42ms, fps=7788 images/s, loss=0.2758, top1-acc=93.15%, top5-acc=99.78%, remaining_time=0:00:00.367600, arrival_time=2021-04-14 23:46:36.435467, cost_time=0:00:01.102807 2021-04-14 23:46:36,377 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.07ms, fps=7507 images/s, loss=0.2845, top1-acc=92.87%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-14 23:46:36.377272, cost_time=0:00:01.412235 2021-04-14 23:46:36,468 INFO : Epoch=0193 complete, best val top1-acc=92.98%, top5-acc=99.73% (epoch=187), remaining_time=0:02:25.247340, arrival_time=2021-04-14 23:49:01.716043, cost_time=1:06:44.676755 2021-04-14 23:46:36,469 INFO : Train start, epoch=0194, lr=0.000302 2021-04-14 23:46:37,630 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.87ms, fps=2208 images/s, loss=0.0038, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.569304, arrival_time=2021-04-14 23:46:59.199186, cost_time=0:00:01.159645 2021-04-14 23:46:38,604 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.48ms, fps=2629 images/s, loss=0.0037, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:18.781664, arrival_time=2021-04-14 23:46:57.386016, cost_time=0:00:02.134272 2021-04-14 23:46:39,575 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.55ms, fps=2639 images/s, loss=0.0042, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.179672, arrival_time=2021-04-14 23:46:56.754587, cost_time=0:00:03.104758 2021-04-14 23:46:40,547 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.58ms, fps=2634 images/s, loss=0.0046, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.901548, arrival_time=2021-04-14 23:46:56.448955, cost_time=0:00:04.077323 2021-04-14 23:46:41,525 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.43ms, fps=2620 images/s, loss=0.0045, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.760892, arrival_time=2021-04-14 23:46:56.286054, cost_time=0:00:05.055089 2021-04-14 23:46:42,503 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.43ms, fps=2619 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:13.675072, arrival_time=2021-04-14 23:46:56.178246, cost_time=0:00:06.033106 2021-04-14 23:46:43,496 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.40ms, fps=2578 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.647628, arrival_time=2021-04-14 23:46:56.144342, cost_time=0:00:07.026434 2021-04-14 23:46:44,489 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.51ms, fps=2580 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.628188, arrival_time=2021-04-14 23:46:56.117746, cost_time=0:00:08.019478 2021-04-14 23:46:45,465 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.37ms, fps=2624 images/s, loss=0.0045, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.594700, arrival_time=2021-04-14 23:46:56.060269, cost_time=0:00:08.995500 2021-04-14 23:46:46,437 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.29ms, fps=2636 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.568320, arrival_time=2021-04-14 23:46:56.005468, cost_time=0:00:09.967041 2021-04-14 23:46:47,413 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.52ms, fps=2623 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.555796, arrival_time=2021-04-14 23:46:55.969350, cost_time=0:00:10.943495 2021-04-14 23:46:48,376 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.29ms, fps=2660 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.540492, arrival_time=2021-04-14 23:46:55.916648, cost_time=0:00:11.906053 2021-04-14 23:46:49,349 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.38ms, fps=2633 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.538488, arrival_time=2021-04-14 23:46:55.887443, cost_time=0:00:12.878888 2021-04-14 23:46:50,334 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.69ms, fps=2598 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.545792, arrival_time=2021-04-14 23:46:55.880495, cost_time=0:00:13.864546 2021-04-14 23:46:51,308 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.48ms, fps=2630 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.550458, arrival_time=2021-04-14 23:46:55.859047, cost_time=0:00:14.838493 2021-04-14 23:46:52,280 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.45ms, fps=2635 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.557340, arrival_time=2021-04-14 23:46:55.837879, cost_time=0:00:15.810454 2021-04-14 23:46:53,248 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.39ms, fps=2645 images/s, loss=0.0045, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.566174, arrival_time=2021-04-14 23:46:55.815083, cost_time=0:00:16.778822 2021-04-14 23:46:54,224 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.30ms, fps=2626 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.578144, arrival_time=2021-04-14 23:46:55.802358, cost_time=0:00:17.754142 2021-04-14 23:46:55,191 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.17ms, fps=2649 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.591192, arrival_time=2021-04-14 23:46:55.782362, cost_time=0:00:18.721118 2021-04-14 23:46:55,737 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.18ms, fps=2493 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:46:55.736976, cost_time=0:00:19.266917 2021-04-14 23:46:56,209 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=2.94ms, fps=5440 images/s, loss=0.3022, top1-acc=93.32%, top5-acc=99.65%, remaining_time=0:00:01.411830, arrival_time=2021-04-14 23:46:57.621026, cost_time=0:00:00.470609 2021-04-14 23:46:56,544 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=0.27ms, fps=7642 images/s, loss=0.2910, top1-acc=93.01%, top5-acc=99.73%, remaining_time=0:00:00.806080, arrival_time=2021-04-14 23:46:57.350743, cost_time=0:00:00.806077 2021-04-14 23:46:56,878 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.13ms, fps=7673 images/s, loss=0.3015, top1-acc=92.71%, top5-acc=99.73%, remaining_time=0:00:00.380070, arrival_time=2021-04-14 23:46:57.258825, cost_time=0:00:01.140219 2021-04-14 23:46:57,185 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.06ms, fps=7562 images/s, loss=0.3050, top1-acc=92.63%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:46:57.185883, cost_time=0:00:01.447357 2021-04-14 23:46:57,279 INFO : Epoch=0194 complete, best val top1-acc=92.98%, top5-acc=99.73% (epoch=187), remaining_time=0:02:04.499616, arrival_time=2021-04-14 23:49:01.779165, cost_time=1:07:05.487612 2021-04-14 23:46:57,280 INFO : Train start, epoch=0195, lr=0.000222 2021-04-14 23:46:58,414 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.31ms, fps=2258 images/s, loss=0.0041, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.086076, arrival_time=2021-04-14 23:47:19.500747, cost_time=0:00:01.133656 2021-04-14 23:46:59,381 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.40ms, fps=2649 images/s, loss=0.0046, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.486688, arrival_time=2021-04-14 23:47:17.868364, cost_time=0:00:02.100750 2021-04-14 23:47:00,348 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.58ms, fps=2649 images/s, loss=0.0044, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.973666, arrival_time=2021-04-14 23:47:17.322215, cost_time=0:00:03.067524 2021-04-14 23:47:01,317 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.51ms, fps=2644 images/s, loss=0.0042, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.741960, arrival_time=2021-04-14 23:47:17.059267, cost_time=0:00:04.036390 2021-04-14 23:47:02,291 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.53ms, fps=2630 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.629638, arrival_time=2021-04-14 23:47:16.920738, cost_time=0:00:05.010135 2021-04-14 23:47:03,278 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.57ms, fps=2595 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.593608, arrival_time=2021-04-14 23:47:16.871844, cost_time=0:00:05.997165 2021-04-14 23:47:04,244 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.78ms, fps=2650 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.535110, arrival_time=2021-04-14 23:47:16.780022, cost_time=0:00:06.963979 2021-04-14 23:47:05,214 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.30ms, fps=2642 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.503372, arrival_time=2021-04-14 23:47:16.717620, cost_time=0:00:07.933326 2021-04-14 23:47:06,195 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.29ms, fps=2610 images/s, loss=0.0042, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.499194, arrival_time=2021-04-14 23:47:16.694543, cost_time=0:00:08.914380 2021-04-14 23:47:07,175 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.39ms, fps=2613 images/s, loss=0.0042, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.498912, arrival_time=2021-04-14 23:47:16.674526, cost_time=0:00:09.894694 2021-04-14 23:47:08,143 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.44ms, fps=2647 images/s, loss=0.0042, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.492328, arrival_time=2021-04-14 23:47:16.635507, cost_time=0:00:10.862266 2021-04-14 23:47:09,115 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.87ms, fps=2633 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.495424, arrival_time=2021-04-14 23:47:16.611163, cost_time=0:00:11.834824 2021-04-14 23:47:10,097 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.36ms, fps=2607 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.507072, arrival_time=2021-04-14 23:47:16.604994, cost_time=0:00:12.817010 2021-04-14 23:47:11,075 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.57ms, fps=2620 images/s, loss=0.0045, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.517736, arrival_time=2021-04-14 23:47:16.593032, cost_time=0:00:13.794372 2021-04-14 23:47:12,042 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.32ms, fps=2649 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.526814, arrival_time=2021-04-14 23:47:16.569173, cost_time=0:00:14.761289 2021-04-14 23:47:13,031 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.55ms, fps=2625 images/s, loss=0.0046, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.543876, arrival_time=2021-04-14 23:47:16.575303, cost_time=0:00:15.750508 2021-04-14 23:47:13,996 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.32ms, fps=2654 images/s, loss=0.0046, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.556476, arrival_time=2021-04-14 23:47:16.552779, cost_time=0:00:16.715369 2021-04-14 23:47:14,962 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.50ms, fps=2651 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.571696, arrival_time=2021-04-14 23:47:16.534223, cost_time=0:00:17.681610 2021-04-14 23:47:15,928 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.19ms, fps=2650 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.588882, arrival_time=2021-04-14 23:47:16.517672, cost_time=0:00:18.647856 2021-04-14 23:47:16,475 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.24ms, fps=2491 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:47:16.475204, cost_time=0:00:19.194287 2021-04-14 23:47:16,921 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=3.91ms, fps=5762 images/s, loss=0.2936, top1-acc=92.38%, top5-acc=99.88%, remaining_time=0:00:01.332840, arrival_time=2021-04-14 23:47:18.253995, cost_time=0:00:00.444279 2021-04-14 23:47:17,251 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.44ms, fps=7769 images/s, loss=0.3010, top1-acc=92.56%, top5-acc=99.79%, remaining_time=0:00:00.774120, arrival_time=2021-04-14 23:47:18.025112, cost_time=0:00:00.774121 2021-04-14 23:47:17,584 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.39ms, fps=7696 images/s, loss=0.3015, top1-acc=92.47%, top5-acc=99.74%, remaining_time=0:00:00.369030, arrival_time=2021-04-14 23:47:17.952988, cost_time=0:00:01.107088 2021-04-14 23:47:17,892 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.05ms, fps=7517 images/s, loss=0.2794, top1-acc=92.83%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-14 23:47:17.892922, cost_time=0:00:01.416075 2021-04-14 23:47:18,023 INFO : Epoch=0195 complete, best val top1-acc=92.98%, top5-acc=99.73% (epoch=187), remaining_time=0:01:43.749515, arrival_time=2021-04-14 23:49:01.772607, cost_time=1:07:26.231152 2021-04-14 23:47:18,024 INFO : Train start, epoch=0196, lr=0.000154 2021-04-14 23:47:19,161 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=0.19ms, fps=2252 images/s, loss=0.0045, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.142806, arrival_time=2021-04-14 23:47:40.303929, cost_time=0:00:01.136706 2021-04-14 23:47:20,133 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.41ms, fps=2635 images/s, loss=0.0042, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.554976, arrival_time=2021-04-14 23:47:38.687992, cost_time=0:00:02.108519 2021-04-14 23:47:21,102 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.34ms, fps=2643 images/s, loss=0.0040, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.029442, arrival_time=2021-04-14 23:47:38.131673, cost_time=0:00:03.077617 2021-04-14 23:47:22,079 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.53ms, fps=2623 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.812784, arrival_time=2021-04-14 23:47:37.891795, cost_time=0:00:04.054579 2021-04-14 23:47:23,073 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.45ms, fps=2577 images/s, loss=0.0042, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.741766, arrival_time=2021-04-14 23:47:37.814725, cost_time=0:00:05.048542 2021-04-14 23:47:24,048 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.78ms, fps=2626 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:13.654128, arrival_time=2021-04-14 23:47:37.702498, cost_time=0:00:06.023909 2021-04-14 23:47:25,028 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.32ms, fps=2615 images/s, loss=0.0042, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.606300, arrival_time=2021-04-14 23:47:37.634268, cost_time=0:00:07.003467 2021-04-14 23:47:26,011 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.45ms, fps=2603 images/s, loss=0.0042, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.581788, arrival_time=2021-04-14 23:47:37.593682, cost_time=0:00:07.987471 2021-04-14 23:47:26,981 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.24ms, fps=2642 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.549332, arrival_time=2021-04-14 23:47:37.530721, cost_time=0:00:08.956979 2021-04-14 23:47:27,960 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.50ms, fps=2615 images/s, loss=0.0042, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:09.538656, arrival_time=2021-04-14 23:47:37.499230, cost_time=0:00:09.936148 2021-04-14 23:47:28,941 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.58ms, fps=2611 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.535156, arrival_time=2021-04-14 23:47:37.476623, cost_time=0:00:10.917022 2021-04-14 23:47:29,915 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.30ms, fps=2629 images/s, loss=0.0042, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.531068, arrival_time=2021-04-14 23:47:37.446671, cost_time=0:00:11.891154 2021-04-14 23:47:30,890 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=2.02ms, fps=2627 images/s, loss=0.0042, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.532020, arrival_time=2021-04-14 23:47:37.422615, cost_time=0:00:12.866126 2021-04-14 23:47:31,883 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.49ms, fps=2581 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.543440, arrival_time=2021-04-14 23:47:37.426507, cost_time=0:00:13.858556 2021-04-14 23:47:32,849 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.52ms, fps=2651 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.546226, arrival_time=2021-04-14 23:47:37.395328, cost_time=0:00:14.824688 2021-04-14 23:47:33,818 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.40ms, fps=2641 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.553740, arrival_time=2021-04-14 23:47:37.372511, cost_time=0:00:15.794352 2021-04-14 23:47:34,791 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.58ms, fps=2634 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.564302, arrival_time=2021-04-14 23:47:37.355318, cost_time=0:00:16.766603 2021-04-14 23:47:35,765 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.49ms, fps=2629 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.576960, arrival_time=2021-04-14 23:47:37.342192, cost_time=0:00:17.740808 2021-04-14 23:47:36,736 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.49ms, fps=2637 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.590898, arrival_time=2021-04-14 23:47:37.327164, cost_time=0:00:18.711855 2021-04-14 23:47:37,281 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.21ms, fps=2495 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:47:37.281668, cost_time=0:00:19.257220 2021-04-14 23:47:37,736 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=2.04ms, fps=5662 images/s, loss=0.2882, top1-acc=92.66%, top5-acc=99.80%, remaining_time=0:00:01.356510, arrival_time=2021-04-14 23:47:39.092828, cost_time=0:00:00.452169 2021-04-14 23:47:38,067 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.84ms, fps=7732 images/s, loss=0.2945, top1-acc=92.83%, top5-acc=99.73%, remaining_time=0:00:00.783640, arrival_time=2021-04-14 23:47:38.851501, cost_time=0:00:00.783636 2021-04-14 23:47:38,396 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.30ms, fps=7798 images/s, loss=0.2973, top1-acc=92.72%, top5-acc=99.74%, remaining_time=0:00:00.370820, arrival_time=2021-04-14 23:47:38.767431, cost_time=0:00:01.112454 2021-04-14 23:47:38,701 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.05ms, fps=7625 images/s, loss=0.2893, top1-acc=92.77%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 23:47:38.701216, cost_time=0:00:01.417099 2021-04-14 23:47:38,806 INFO : Epoch=0196 complete, best val top1-acc=92.98%, top5-acc=99.73% (epoch=187), remaining_time=0:01:23.000300, arrival_time=2021-04-14 23:49:01.807012, cost_time=1:07:47.014775 2021-04-14 23:47:38,807 INFO : Train start, epoch=0197, lr=0.000099 2021-04-14 23:47:39,950 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.51ms, fps=2241 images/s, loss=0.0046, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.245106, arrival_time=2021-04-14 23:48:01.195481, cost_time=0:00:01.142207 2021-04-14 23:47:40,926 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.45ms, fps=2623 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.646144, arrival_time=2021-04-14 23:47:59.573094, cost_time=0:00:02.118874 2021-04-14 23:47:41,901 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.43ms, fps=2629 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.114102, arrival_time=2021-04-14 23:47:59.015174, cost_time=0:00:03.092910 2021-04-14 23:47:42,871 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.61ms, fps=2640 images/s, loss=0.0038, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.846012, arrival_time=2021-04-14 23:47:58.717173, cost_time=0:00:04.063063 2021-04-14 23:47:43,839 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.44ms, fps=2644 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.692418, arrival_time=2021-04-14 23:47:58.532123, cost_time=0:00:05.031626 2021-04-14 23:47:44,810 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.90ms, fps=2638 images/s, loss=0.0040, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:13.605440, arrival_time=2021-04-14 23:47:58.415903, cost_time=0:00:06.002379 2021-04-14 23:47:45,791 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.47ms, fps=2610 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.570642, arrival_time=2021-04-14 23:47:58.362510, cost_time=0:00:06.983706 2021-04-14 23:47:46,762 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.56ms, fps=2638 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.534344, arrival_time=2021-04-14 23:47:58.297149, cost_time=0:00:07.954712 2021-04-14 23:47:47,736 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.33ms, fps=2631 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.515624, arrival_time=2021-04-14 23:47:58.252023, cost_time=0:00:08.928316 2021-04-14 23:47:48,703 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.35ms, fps=2648 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.499680, arrival_time=2021-04-14 23:47:58.203250, cost_time=0:00:09.895497 2021-04-14 23:47:49,673 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.46ms, fps=2639 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.494994, arrival_time=2021-04-14 23:47:58.168804, cost_time=0:00:10.865733 2021-04-14 23:47:50,642 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.50ms, fps=2643 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.495348, arrival_time=2021-04-14 23:47:58.138270, cost_time=0:00:11.834806 2021-04-14 23:47:51,615 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.35ms, fps=2634 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.502122, arrival_time=2021-04-14 23:47:58.117469, cost_time=0:00:12.807261 2021-04-14 23:47:52,591 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.31ms, fps=2626 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.513032, arrival_time=2021-04-14 23:47:58.103927, cost_time=0:00:13.782633 2021-04-14 23:47:53,555 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.34ms, fps=2655 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.522628, arrival_time=2021-04-14 23:47:58.078476, cost_time=0:00:14.747767 2021-04-14 23:47:54,528 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.34ms, fps=2635 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.536964, arrival_time=2021-04-14 23:47:58.064904, cost_time=0:00:15.719813 2021-04-14 23:47:55,507 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.63ms, fps=2615 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.554006, arrival_time=2021-04-14 23:47:58.061392, cost_time=0:00:16.699302 2021-04-14 23:47:56,485 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.34ms, fps=2619 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.571312, arrival_time=2021-04-14 23:47:58.056675, cost_time=0:00:17.677286 2021-04-14 23:47:57,453 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.15ms, fps=2647 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.588786, arrival_time=2021-04-14 23:47:58.041808, cost_time=0:00:18.644949 2021-04-14 23:47:58,000 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=0.06ms, fps=2486 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:47:58.000500, cost_time=0:00:19.192425 2021-04-14 23:47:58,474 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=10.64ms, fps=5418 images/s, loss=0.2659, top1-acc=93.52%, top5-acc=99.69%, remaining_time=0:00:01.417500, arrival_time=2021-04-14 23:47:59.892155, cost_time=0:00:00.472503 2021-04-14 23:47:58,860 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=0.29ms, fps=6639 images/s, loss=0.2981, top1-acc=92.83%, top5-acc=99.69%, remaining_time=0:00:00.858480, arrival_time=2021-04-14 23:47:59.719168, cost_time=0:00:00.858490 2021-04-14 23:47:59,200 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=3.04ms, fps=7551 images/s, loss=0.2989, top1-acc=92.59%, top5-acc=99.70%, remaining_time=0:00:00.399360, arrival_time=2021-04-14 23:47:59.599569, cost_time=0:00:01.198069 2021-04-14 23:47:59,505 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.05ms, fps=7611 images/s, loss=0.3016, top1-acc=92.42%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 23:47:59.505362, cost_time=0:00:01.503245 2021-04-14 23:47:59,600 INFO : Epoch=0197 complete, best val top1-acc=92.98%, top5-acc=99.73% (epoch=187), remaining_time=0:01:02.250885, arrival_time=2021-04-14 23:49:01.850959, cost_time=1:08:07.808142 2021-04-14 23:47:59,601 INFO : Train start, epoch=0198, lr=0.000056 2021-04-14 23:48:00,734 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=0.21ms, fps=2259 images/s, loss=0.0035, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.081612, arrival_time=2021-04-14 23:48:21.816461, cost_time=0:00:01.133423 2021-04-14 23:48:01,696 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.32ms, fps=2664 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.434064, arrival_time=2021-04-14 23:48:20.130252, cost_time=0:00:02.094776 2021-04-14 23:48:02,672 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.79ms, fps=2623 images/s, loss=0.0040, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.993752, arrival_time=2021-04-14 23:48:19.666345, cost_time=0:00:03.071165 2021-04-14 23:48:03,652 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.50ms, fps=2613 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.800148, arrival_time=2021-04-14 23:48:19.452888, cost_time=0:00:04.051319 2021-04-14 23:48:04,627 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.42ms, fps=2628 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.674898, arrival_time=2021-04-14 23:48:19.301961, cost_time=0:00:05.025639 2021-04-14 23:48:05,612 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.49ms, fps=2600 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.623936, arrival_time=2021-04-14 23:48:19.235910, cost_time=0:00:06.010553 2021-04-14 23:48:06,580 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.40ms, fps=2644 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.562830, arrival_time=2021-04-14 23:48:19.143583, cost_time=0:00:06.979322 2021-04-14 23:48:07,555 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=2.04ms, fps=2628 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.533300, arrival_time=2021-04-14 23:48:19.088756, cost_time=0:00:07.953992 2021-04-14 23:48:08,539 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.37ms, fps=2605 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.526648, arrival_time=2021-04-14 23:48:19.065969, cost_time=0:00:08.937722 2021-04-14 23:48:09,509 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.57ms, fps=2641 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.511584, arrival_time=2021-04-14 23:48:19.020922, cost_time=0:00:09.907923 2021-04-14 23:48:10,486 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.34ms, fps=2620 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.510302, arrival_time=2021-04-14 23:48:18.997032, cost_time=0:00:10.885316 2021-04-14 23:48:11,458 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.77ms, fps=2635 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.509484, arrival_time=2021-04-14 23:48:18.968045, cost_time=0:00:11.857084 2021-04-14 23:48:12,432 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.27ms, fps=2629 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.514464, arrival_time=2021-04-14 23:48:18.947390, cost_time=0:00:12.831505 2021-04-14 23:48:13,398 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.52ms, fps=2653 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.518744, arrival_time=2021-04-14 23:48:18.917022, cost_time=0:00:13.796795 2021-04-14 23:48:14,366 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.30ms, fps=2647 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.527826, arrival_time=2021-04-14 23:48:18.893874, cost_time=0:00:14.764636 2021-04-14 23:48:15,330 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.50ms, fps=2655 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.539088, arrival_time=2021-04-14 23:48:18.869755, cost_time=0:00:15.729237 2021-04-14 23:48:16,299 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.29ms, fps=2643 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.553850, arrival_time=2021-04-14 23:48:18.853594, cost_time=0:00:16.698324 2021-04-14 23:48:17,266 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.56ms, fps=2648 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.570256, arrival_time=2021-04-14 23:48:18.837074, cost_time=0:00:17.665364 2021-04-14 23:48:18,236 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.22ms, fps=2640 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.588492, arrival_time=2021-04-14 23:48:18.825403, cost_time=0:00:18.635494 2021-04-14 23:48:18,785 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.21ms, fps=2483 images/s, loss=0.0045, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:48:18.785080, cost_time=0:00:19.183633 2021-04-14 23:48:19,259 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=0.40ms, fps=5411 images/s, loss=0.3453, top1-acc=91.84%, top5-acc=99.73%, remaining_time=0:00:01.419300, arrival_time=2021-04-14 23:48:20.679208, cost_time=0:00:00.473104 2021-04-14 23:48:19,658 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=0.25ms, fps=6433 images/s, loss=0.3201, top1-acc=92.46%, top5-acc=99.69%, remaining_time=0:00:00.871560, arrival_time=2021-04-14 23:48:20.529883, cost_time=0:00:00.871561 2021-04-14 23:48:20,004 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=0.32ms, fps=7413 images/s, loss=0.3033, top1-acc=92.66%, top5-acc=99.73%, remaining_time=0:00:00.405770, arrival_time=2021-04-14 23:48:20.409857, cost_time=0:00:01.217296 2021-04-14 23:48:20,313 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.06ms, fps=7514 images/s, loss=0.2940, top1-acc=92.87%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-14 23:48:20.313245, cost_time=0:00:01.526520 2021-04-14 23:48:20,450 INFO : Epoch=0198 complete, best val top1-acc=92.98%, top5-acc=99.73% (epoch=187), remaining_time=0:00:41.501596, arrival_time=2021-04-14 23:49:01.951608, cost_time=1:08:28.658042 2021-04-14 23:48:20,452 INFO : Train start, epoch=0199, lr=0.000025 2021-04-14 23:48:21,627 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=2.28ms, fps=2179 images/s, loss=0.0031, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.857046, arrival_time=2021-04-14 23:48:43.484509, cost_time=0:00:01.175108 2021-04-14 23:48:22,595 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.39ms, fps=2647 images/s, loss=0.0036, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:18.856288, arrival_time=2021-04-14 23:48:41.451399, cost_time=0:00:02.142759 2021-04-14 23:48:23,564 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.31ms, fps=2642 images/s, loss=0.0036, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:17.220010, arrival_time=2021-04-14 23:48:40.784425, cost_time=0:00:03.112059 2021-04-14 23:48:24,542 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.46ms, fps=2620 images/s, loss=0.0040, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.948504, arrival_time=2021-04-14 23:48:40.490387, cost_time=0:00:04.089363 2021-04-14 23:48:25,515 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.50ms, fps=2631 images/s, loss=0.0043, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.784544, arrival_time=2021-04-14 23:48:40.300154, cost_time=0:00:05.063208 2021-04-14 23:48:26,485 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.63ms, fps=2640 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:13.675616, arrival_time=2021-04-14 23:48:40.161428, cost_time=0:00:06.033355 2021-04-14 23:48:27,451 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.32ms, fps=2652 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.598488, arrival_time=2021-04-14 23:48:40.050024, cost_time=0:00:06.999184 2021-04-14 23:48:28,418 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.37ms, fps=2648 images/s, loss=0.0047, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.550816, arrival_time=2021-04-14 23:48:39.969294, cost_time=0:00:07.966117 2021-04-14 23:48:29,383 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.27ms, fps=2653 images/s, loss=0.0046, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.519440, arrival_time=2021-04-14 23:48:39.903345, cost_time=0:00:08.931558 2021-04-14 23:48:30,354 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.31ms, fps=2639 images/s, loss=0.0045, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.505728, arrival_time=2021-04-14 23:48:39.859998, cost_time=0:00:09.901833 2021-04-14 23:48:31,317 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.28ms, fps=2659 images/s, loss=0.0045, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.494478, arrival_time=2021-04-14 23:48:39.811907, cost_time=0:00:10.865061 2021-04-14 23:48:32,287 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.42ms, fps=2640 images/s, loss=0.0045, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.495576, arrival_time=2021-04-14 23:48:39.783011, cost_time=0:00:11.835073 2021-04-14 23:48:33,259 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.28ms, fps=2634 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.502254, arrival_time=2021-04-14 23:48:39.762124, cost_time=0:00:12.807510 2021-04-14 23:48:34,226 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.33ms, fps=2649 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.509672, arrival_time=2021-04-14 23:48:39.736186, cost_time=0:00:13.774153 2021-04-14 23:48:35,194 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.85ms, fps=2647 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.520788, arrival_time=2021-04-14 23:48:39.714867, cost_time=0:00:14.741677 2021-04-14 23:48:36,164 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.47ms, fps=2638 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.535308, arrival_time=2021-04-14 23:48:39.700192, cost_time=0:00:15.712521 2021-04-14 23:48:37,148 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.54ms, fps=2605 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.553460, arrival_time=2021-04-14 23:48:39.701778, cost_time=0:00:16.695781 2021-04-14 23:48:38,129 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.54ms, fps=2610 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.571328, arrival_time=2021-04-14 23:48:39.701186, cost_time=0:00:17.677491 2021-04-14 23:48:39,107 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.19ms, fps=2619 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.589116, arrival_time=2021-04-14 23:48:39.696918, cost_time=0:00:18.655424 2021-04-14 23:48:39,653 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.25ms, fps=2493 images/s, loss=0.0045, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:48:39.653719, cost_time=0:00:19.201377 2021-04-14 23:48:40,230 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=0.30ms, fps=4454 images/s, loss=0.3291, top1-acc=92.19%, top5-acc=99.65%, remaining_time=0:00:01.724070, arrival_time=2021-04-14 23:48:41.954294, cost_time=0:00:00.574692 2021-04-14 23:48:40,569 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=2.96ms, fps=7554 images/s, loss=0.3105, top1-acc=92.44%, top5-acc=99.71%, remaining_time=0:00:00.914100, arrival_time=2021-04-14 23:48:41.483734, cost_time=0:00:00.914103 2021-04-14 23:48:40,901 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=3.25ms, fps=7731 images/s, loss=0.3054, top1-acc=92.62%, top5-acc=99.70%, remaining_time=0:00:00.415250, arrival_time=2021-04-14 23:48:41.316460, cost_time=0:00:01.245743 2021-04-14 23:48:41,209 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.09ms, fps=7534 images/s, loss=0.2936, top1-acc=92.73%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 23:48:41.209475, cost_time=0:00:01.553999 2021-04-14 23:48:41,341 INFO : Epoch=0199 complete, best val top1-acc=92.98%, top5-acc=99.73% (epoch=187), remaining_time=0:00:20.751507, arrival_time=2021-04-14 23:49:02.093243, cost_time=1:08:49.549804 2021-04-14 23:48:41,342 INFO : Train start, epoch=0200, lr=0.000006 2021-04-14 23:48:42,469 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.32ms, fps=2272 images/s, loss=0.0047, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:20.958108, arrival_time=2021-04-14 23:49:03.427928, cost_time=0:00:01.126785 2021-04-14 23:48:43,445 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.56ms, fps=2625 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.500768, arrival_time=2021-04-14 23:49:01.946245, cost_time=0:00:02.102357 2021-04-14 23:48:44,431 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.75ms, fps=2599 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.086712, arrival_time=2021-04-14 23:49:01.517730, cost_time=0:00:03.087964 2021-04-14 23:48:45,410 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.71ms, fps=2616 images/s, loss=0.0045, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:15.861612, arrival_time=2021-04-14 23:49:01.271833, cost_time=0:00:04.067082 2021-04-14 23:48:46,390 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.43ms, fps=2612 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.739138, arrival_time=2021-04-14 23:49:01.129854, cost_time=0:00:05.047661 2021-04-14 23:48:47,361 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.47ms, fps=2638 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.641616, arrival_time=2021-04-14 23:49:01.003040, cost_time=0:00:06.018338 2021-04-14 23:48:48,335 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.48ms, fps=2628 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.587022, arrival_time=2021-04-14 23:49:00.922922, cost_time=0:00:06.992810 2021-04-14 23:48:49,308 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.36ms, fps=2635 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.549308, arrival_time=2021-04-14 23:49:00.857548, cost_time=0:00:07.965045 2021-04-14 23:48:50,288 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.50ms, fps=2614 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.535552, arrival_time=2021-04-14 23:49:00.823917, cost_time=0:00:08.945315 2021-04-14 23:48:51,270 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.40ms, fps=2607 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.530592, arrival_time=2021-04-14 23:49:00.801312, cost_time=0:00:09.927682 2021-04-14 23:48:52,242 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.39ms, fps=2635 images/s, loss=0.0046, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.521568, arrival_time=2021-04-14 23:49:00.764247, cost_time=0:00:10.899633 2021-04-14 23:48:53,212 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.47ms, fps=2640 images/s, loss=0.0045, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.517464, arrival_time=2021-04-14 23:49:00.730279, cost_time=0:00:11.869703 2021-04-14 23:48:54,189 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.35ms, fps=2623 images/s, loss=0.0045, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.521856, arrival_time=2021-04-14 23:49:00.710995, cost_time=0:00:12.846071 2021-04-14 23:48:55,158 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.53ms, fps=2642 images/s, loss=0.0045, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.526136, arrival_time=2021-04-14 23:49:00.684523, cost_time=0:00:13.815339 2021-04-14 23:48:56,127 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.39ms, fps=2643 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.533806, arrival_time=2021-04-14 23:49:00.661104, cost_time=0:00:14.784175 2021-04-14 23:48:57,097 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.53ms, fps=2640 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.544704, arrival_time=2021-04-14 23:49:00.642072, cost_time=0:00:15.754287 2021-04-14 23:48:58,079 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.31ms, fps=2609 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.559596, arrival_time=2021-04-14 23:49:00.638561, cost_time=0:00:16.735899 2021-04-14 23:48:59,056 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.64ms, fps=2621 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.574496, arrival_time=2021-04-14 23:49:00.630617, cost_time=0:00:17.713080 2021-04-14 23:49:00,019 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.09ms, fps=2659 images/s, loss=0.0045, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.589782, arrival_time=2021-04-14 23:49:00.609192, cost_time=0:00:18.676370 2021-04-14 23:49:00,562 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.26ms, fps=2505 images/s, loss=0.0045, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:49:00.562664, cost_time=0:00:19.219644 2021-04-14 23:49:01,057 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=3.62ms, fps=5191 images/s, loss=0.2977, top1-acc=92.38%, top5-acc=99.65%, remaining_time=0:00:01.479420, arrival_time=2021-04-14 23:49:02.536791, cost_time=0:00:00.493137 2021-04-14 23:49:01,389 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=0.35ms, fps=7718 images/s, loss=0.2792, top1-acc=92.93%, top5-acc=99.69%, remaining_time=0:00:00.825160, arrival_time=2021-04-14 23:49:02.214551, cost_time=0:00:00.825159 2021-04-14 23:49:01,730 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=6.87ms, fps=7508 images/s, loss=0.2900, top1-acc=92.96%, top5-acc=99.71%, remaining_time=0:00:00.388820, arrival_time=2021-04-14 23:49:02.119496, cost_time=0:00:01.166447 2021-04-14 23:49:02,031 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.05ms, fps=7710 images/s, loss=0.2921, top1-acc=92.91%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 23:49:02.031920, cost_time=0:00:01.467711 2021-04-14 23:49:02,162 INFO : Epoch=0200 complete, best val top1-acc=92.98%, top5-acc=99.73% (epoch=187), remaining_time=0:00:00, arrival_time=2021-04-14 23:49:02.162594, cost_time=1:09:10.370648